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See the License for the + specific language governing permissions and limitations + under the License. +--> +--- +layout: page_api +--- +<h2>List of available tutorials</h2> <ul> <!-- resource-p --> @@ -465,8 +28,6 @@ <!-- resource-p --> - <!-- resource-p --> - <!-- page-category --> <!-- resource-p --> @@ -557,8 +118,6 @@ <!-- resource-p --> - <!-- resource-p --> - <!-- page-category --> <!-- resource-p --> @@ -578,15 +137,13 @@ <!-- resource-p --> - <!-- page-category --> - <!-- resource-p --> - - <li><a href="/versions/master/api/clojure/docs/tutorials/kvstore">KVStore API</a></li> <!-- page-category --> <!-- resource-p --> + + <!-- page-category --> <!-- resource-p --> <!-- resource-p --> @@ -620,43 +177,39 @@ <!-- resource-p --> - <!-- page-category --> - <!-- resource-p --> - - <li><a href="/versions/master/api/clojure/docs/tutorials/ndarray">NDArray</a></li> <!-- page-category --> <!-- resource-p --> - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - - <!-- resource-p --> - <!-- page-category --> <!-- resource-p --> + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + + <!-- resource-p --> + <!-- page-category --> <!-- resource-p --> @@ -689,6 +242,10 @@ <!-- page-category --> <!-- resource-p --> + + <!-- page-category --> + <!-- resource-p --> + <!-- resource-p --> <!-- resource-p --> @@ -700,63 +257,3 @@ <!-- resource-p --> <!-- page --> </ul> -</div> -</div> - - </div> - </div> - -</article> - -</main><footer class="site-footer h-card"> - <div class="wrapper"> - <div class="row"> - <div class="col-4"> - <h4 class="footer-category-title">Resources</h4> - <ul class="contact-list"> - <li><a href="/versions/master/community#stay-connected">Mailing lists</a></li> - <li><a href="https://discuss.mxnet.io">MXNet Discuss forum</a></li> - <li><a href="/versions/master/community#github-issues">Github Issues</a></li> - <li><a href="https://github.com/apache/incubator-mxnet/projects">Projects</a></li> - <li><a href="https://cwiki.apache.org/confluence/display/MXNET/Apache+MXNet+Home">Developer Wiki</a></li> - <li><a href="/versions/master/community">Contribute To MXNet</a></li> - - </ul> - </div> - - <div class="col-4"><ul class="social-media-list"><li><a href="https://github.com/apache/incubator-mxnet"><svg class="svg-icon"><use xlink:href="/versions/master/assets/minima-social-icons.svg#github"></use></svg> <span class="username">apache/incubator-mxnet</span></a></li><li><a href="https://www.twitter.com/apachemxnet"><svg class="svg-icon"><use xlink:href="/versions/master/assets/minima-social-icons.svg#twitter"></use></svg> <span class="username">apachemxnet</span></a></li><li><a href="https://youtube.com/apachemxnet"><svg class="svg-icon"><use xlink:href="/versions/master/assets/minima-social-icons.svg#youtube"></use></svg> <span class="username">apachemxnet</span></a></li></ul> -</div> - - <div class="col-4 footer-text"> - <p>A flexible and efficient library for deep learning.</p> - </div> - </div> - </div> -</footer> -<footer class="site-footer2"> - <div class="wrapper"> - <div class="row"> - <div class="col-3"> - <img src="/versions/master/assets/img/apache_incubator_logo.png" class="footer-logo col-2"> - </div> - <div class="footer-bottom-warning col-9"> - <p>Apache MXNet is an effort undergoing incubation at The Apache Software Foundation (ASF), <span - style="font-weight:bold">sponsored by the <i>Apache Incubator</i></span>. 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diff --git a/api/clojure/docs/tutorials/kvstore.html b/api/clojure/docs/tutorials/kvstore.html index 6ec7cc2..ee6daa6 100644 --- a/api/clojure/docs/tutorials/kvstore.html +++ b/api/clojure/docs/tutorials/kvstore.html
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diff --git a/api/dev-guide/debugging_and_performance_optimization_tips.html b/api/dev-guide/debugging_and_performance_optimization_tips.html index 74182a6..61163a1 100644 --- a/api/dev-guide/debugging_and_performance_optimization_tips.html +++ b/api/dev-guide/debugging_and_performance_optimization_tips.html
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diff --git a/api/faq/model_parallel_lstm.html b/api/faq/model_parallel_lstm.html index fadd4d7..8eff437 100644 --- a/api/faq/model_parallel_lstm.html +++ b/api/faq/model_parallel_lstm.html
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@@ -174,13 +174,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -209,9 +214,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -299,9 +301,6 @@ <li class="toctree-l5"><a class="reference internal" href="../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -341,66 +340,7 @@ <li class="toctree-l1"><a class="reference internal" href="../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -431,28 +371,45 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -462,9 +419,29 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.math.html">Mathematical functions</a><ul> @@ -480,6 +457,7 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -492,16 +470,31 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -513,6 +506,11 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -521,21 +519,88 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -568,6 +633,7 @@ <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -587,7 +653,6 @@ <li class="toctree-l3"><a class="reference internal" href="../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/data/index.html">gluon.data</a><ul> @@ -610,14 +675,25 @@ <li class="toctree-l2"><a class="reference internal" href="../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -628,7 +704,6 @@ <li class="toctree-l3"><a class="reference internal" href="../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -662,7 +737,12 @@ <li class="toctree-l2"><a class="reference internal" href="../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/util/index.html">mxnet.util</a></li> </ul> @@ -686,13 +766,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -721,9 +806,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -811,9 +893,6 @@ <li class="toctree-l5"><a class="reference internal" href="../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -853,66 +932,7 @@ <li class="toctree-l1"><a class="reference internal" href="../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -943,28 +963,45 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -974,9 +1011,29 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.math.html">Mathematical functions</a><ul> @@ -992,6 +1049,7 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1004,16 +1062,31 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1025,6 +1098,11 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1033,21 +1111,88 @@ <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1080,6 +1225,7 @@ <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1099,7 +1245,6 @@ <li class="toctree-l3"><a class="reference internal" href="../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/gluon/data/index.html">gluon.data</a><ul> @@ -1122,14 +1267,25 @@ <li class="toctree-l2"><a class="reference internal" href="../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1140,7 +1296,6 @@ <li class="toctree-l3"><a class="reference internal" href="../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1174,7 +1329,12 @@ <li class="toctree-l2"><a class="reference internal" href="../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../api/util/index.html">mxnet.util</a></li> </ul> @@ -1238,6 +1398,11 @@ <li><a href="mxnet/image/image.html">mxnet.image.image</a></li> <li><a href="mxnet/initializer.html">mxnet.initializer</a></li> <li><a href="mxnet/io/io.html">mxnet.io.io</a></li> +<li><a href="mxnet/kvstore/base.html">mxnet.kvstore.base</a></li> +<li><a href="mxnet/kvstore/byteps.html">mxnet.kvstore.byteps</a></li> +<li><a href="mxnet/kvstore/horovod.html">mxnet.kvstore.horovod</a></li> +<li><a href="mxnet/kvstore/kvstore.html">mxnet.kvstore.kvstore</a></li> +<li><a href="mxnet/kvstore/kvstore_server.html">mxnet.kvstore.kvstore_server</a></li> <li><a href="mxnet/lr_scheduler.html">mxnet.lr_scheduler</a></li> <li><a href="mxnet/ndarray/contrib.html">mxnet.ndarray.contrib</a></li> <li><a href="mxnet/ndarray/image.html">mxnet.ndarray.image</a></li>
diff --git a/api/python/docs/_modules/mxnet/autograd.html b/api/python/docs/_modules/mxnet/autograd.html index 965d455..605754c 100644 --- a/api/python/docs/_modules/mxnet/autograd.html +++ b/api/python/docs/_modules/mxnet/autograd.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1212,17 +1372,17 @@ <span class="c1"># coding: utf-8</span> <span class="sd">"""Autograd for NDArray."""</span> -<span class="kn">from</span> <span class="nn">array</span> <span class="kn">import</span> <span class="n">array</span> -<span class="kn">from</span> <span class="nn">threading</span> <span class="kn">import</span> <span class="n">Lock</span> +<span class="kn">from</span> <span class="nn">array</span> <span class="k">import</span> <span class="n">array</span> +<span class="kn">from</span> <span class="nn">threading</span> <span class="k">import</span> <span class="n">Lock</span> <span class="kn">import</span> <span class="nn">traceback</span> <span class="kn">import</span> <span class="nn">ctypes</span> -<span class="kn">from</span> <span class="nn">ctypes</span> <span class="kn">import</span> <span class="n">c_int</span><span class="p">,</span> <span class="n">c_void_p</span><span class="p">,</span> <span class="n">CFUNCTYPE</span><span class="p">,</span> <span class="n">POINTER</span><span class="p">,</span> <span class="n">cast</span> -<span class="kn">from</span> <span class="nn">.base</span> <span class="kn">import</span> <span class="n">_LIB</span><span class="p">,</span> <span class="n">check_call</span><span class="p">,</span> <span class="n">string_types</span><span class="p">,</span> <span class="n">mx_uint</span> -<span class="kn">from</span> <span class="nn">.base</span> <span class="kn">import</span> <span class="n">NDArrayHandle</span><span class="p">,</span> <span class="n">c_array</span><span class="p">,</span> <span class="n">c_handle_array</span><span class="p">,</span> <span class="n">c_array_buf</span><span class="p">,</span> <span class="n">MXCallbackList</span><span class="p">,</span> <span class="n">SymbolHandle</span> -<span class="kn">from</span> <span class="nn">.ndarray</span> <span class="kn">import</span> <span class="n">NDArray</span><span class="p">,</span> <span class="n">_ndarray_cls</span> -<span class="kn">from</span> <span class="nn">.ndarray</span> <span class="kn">import</span> <span class="n">_GRAD_REQ_MAP</span> -<span class="kn">from</span> <span class="nn">.symbol</span> <span class="kn">import</span> <span class="n">Symbol</span> -<span class="kn">from</span> <span class="nn">.util</span> <span class="kn">import</span> <span class="n">is_np_array</span> +<span class="kn">from</span> <span class="nn">ctypes</span> <span class="k">import</span> <span class="n">c_int</span><span class="p">,</span> <span class="n">c_void_p</span><span class="p">,</span> <span class="n">CFUNCTYPE</span><span class="p">,</span> <span class="n">POINTER</span><span class="p">,</span> <span class="n">cast</span> +<span class="kn">from</span> <span class="nn">.base</span> <span class="k">import</span> <span class="n">_LIB</span><span class="p">,</span> <span class="n">check_call</span><span class="p">,</span> <span class="n">string_types</span><span class="p">,</span> <span class="n">mx_uint</span> +<span class="kn">from</span> <span class="nn">.base</span> <span class="k">import</span> <span class="n">NDArrayHandle</span><span class="p">,</span> <span class="n">c_array</span><span class="p">,</span> <span class="n">c_handle_array</span><span class="p">,</span> <span class="n">c_array_buf</span><span class="p">,</span> <span class="n">MXCallbackList</span><span class="p">,</span> <span class="n">SymbolHandle</span> +<span class="kn">from</span> <span class="nn">.ndarray</span> <span class="k">import</span> <span class="n">NDArray</span><span class="p">,</span> <span class="n">_ndarray_cls</span> +<span class="kn">from</span> <span class="nn">.ndarray</span> <span class="k">import</span> <span class="n">_GRAD_REQ_MAP</span> +<span class="kn">from</span> <span class="nn">.symbol</span> <span class="k">import</span> <span class="n">Symbol</span> +<span class="kn">from</span> <span class="nn">.util</span> <span class="k">import</span> <span class="n">is_np_array</span> <div class="viewcode-block" id="set_recording"><a class="viewcode-back" href="../../api/autograd/index.html#mxnet.autograd.set_recording">[docs]</a><span class="k">def</span> <span class="nf">set_recording</span><span class="p">(</span><span class="n">is_recording</span><span class="p">):</span> <span class="c1">#pylint: disable=redefined-outer-name</span> @@ -1293,19 +1453,19 @@ <span class="sd"> backward([y])</span> <span class="sd"> """</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">is_record</span><span class="p">,</span> <span class="n">train_mode</span><span class="p">):</span> <span class="c1">#pylint: disable=redefined-outer-name</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">is_record</span><span class="p">,</span> <span class="n">train_mode</span><span class="p">):</span> <span class="c1">#pylint: disable=redefined-outer-name</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enter_is_record</span> <span class="o">=</span> <span class="n">is_record</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enter_train_mode</span> <span class="o">=</span> <span class="n">train_mode</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prev_is_record</span> <span class="o">=</span> <span class="kc">None</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prev_train_mode</span> <span class="o">=</span> <span class="kc">None</span> - <span class="k">def</span> <span class="fm">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enter_is_record</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prev_is_record</span> <span class="o">=</span> <span class="n">set_recording</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_enter_is_record</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enter_train_mode</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prev_train_mode</span> <span class="o">=</span> <span class="n">set_training</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_enter_train_mode</span><span class="p">)</span> - <span class="k">def</span> <span class="fm">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ptype</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">trace</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ptype</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">trace</span><span class="p">):</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enter_is_record</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prev_is_record</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enter_is_record</span><span class="p">:</span> <span class="n">set_recording</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_prev_is_record</span><span class="p">)</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enter_train_mode</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_prev_train_mode</span> <span class="o">!=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_enter_train_mode</span><span class="p">:</span> @@ -1603,7 +1763,7 @@ <span class="n">_del_functype</span> <span class="o">=</span> <span class="n">CFUNCTYPE</span><span class="p">(</span><span class="n">c_int</span><span class="p">,</span> <span class="n">c_void_p</span><span class="p">)</span> <span class="k">class</span> <span class="nc">_Registry</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span> <span class="sd">"""CustomOp registry."""</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">ref_holder</span> <span class="o">=</span> <span class="p">{}</span> <span class="bp">self</span><span class="o">.</span><span class="n">counter</span> <span class="o">=</span> <span class="mi">0</span> <span class="bp">self</span><span class="o">.</span><span class="n">lock</span> <span class="o">=</span> <span class="n">Lock</span><span class="p">()</span> @@ -1618,14 +1778,14 @@ <span class="n">_registry</span> <span class="o">=</span> <span class="n">_Registry</span><span class="p">()</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">_used</span> <span class="o">=</span> <span class="kc">False</span> <span class="bp">self</span><span class="o">.</span><span class="n">saved_tensors</span> <span class="o">=</span> <span class="p">()</span> <span class="k">def</span> <span class="nf">save_for_backward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">saved_tensors</span> <span class="o">=</span> <span class="n">args</span> - <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">inputs</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">inputs</span><span class="p">):</span> <span class="k">assert</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_used</span><span class="p">,</span> \ <span class="s2">"Each Function instance can only be called once. "</span>\ <span class="s2">"Please create another instance."</span> @@ -1644,7 +1804,7 @@ <span class="n">key</span> <span class="o">=</span> <span class="n">Function</span><span class="o">.</span><span class="n">_registry</span><span class="o">.</span><span class="n">inc</span><span class="p">()</span> <span class="k">if</span> <span class="n">is_np_array</span><span class="p">():</span> - <span class="kn">from</span> <span class="nn">.numpy</span> <span class="kn">import</span> <span class="n">ndarray</span> + <span class="kn">from</span> <span class="nn">.numpy</span> <span class="k">import</span> <span class="n">ndarray</span> <span class="n">array_cls</span> <span class="o">=</span> <span class="n">ndarray</span> <span class="k">else</span><span class="p">:</span> <span class="n">array_cls</span> <span class="o">=</span> <span class="n">NDArray</span>
diff --git a/api/python/docs/_modules/mxnet/callback.html b/api/python/docs/_modules/mxnet/callback.html index 84f9cc8..07ca621 100644 --- a/api/python/docs/_modules/mxnet/callback.html +++ b/api/python/docs/_modules/mxnet/callback.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1215,7 +1375,7 @@ <span class="kn">import</span> <span class="nn">logging</span> <span class="kn">import</span> <span class="nn">math</span> <span class="kn">import</span> <span class="nn">time</span> -<span class="kn">from</span> <span class="nn">.model</span> <span class="kn">import</span> <span class="n">save_checkpoint</span> +<span class="kn">from</span> <span class="nn">.model</span> <span class="k">import</span> <span class="n">save_checkpoint</span> <div class="viewcode-block" id="do_checkpoint"><a class="viewcode-back" href="../../api/legacy/callback/index.html#mxnet.callback.do_checkpoint">[docs]</a><span class="k">def</span> <span class="nf">do_checkpoint</span><span class="p">(</span><span class="n">prefix</span><span class="p">,</span> <span class="n">period</span><span class="o">=</span><span class="mi">1</span><span class="p">):</span> <span class="sd">"""A callback that saves a model checkpoint every few epochs.</span> @@ -1304,7 +1464,7 @@ <span class="sd"> Epoch[0] Batch [20] Speed: 1764.83 samples/sec Train-accuracy=0.400000</span> <span class="sd"> Epoch[0] Batch [30] Speed: 1740.59 samples/sec Train-accuracy=0.500000</span> <span class="sd"> """</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">frequent</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">auto_reset</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">batch_size</span><span class="p">,</span> <span class="n">frequent</span><span class="o">=</span><span class="mi">50</span><span class="p">,</span> <span class="n">auto_reset</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">batch_size</span> <span class="o">=</span> <span class="n">batch_size</span> <span class="bp">self</span><span class="o">.</span><span class="n">frequent</span> <span class="o">=</span> <span class="n">frequent</span> <span class="bp">self</span><span class="o">.</span><span class="n">init</span> <span class="o">=</span> <span class="kc">False</span> @@ -1312,7 +1472,7 @@ <span class="bp">self</span><span class="o">.</span><span class="n">last_count</span> <span class="o">=</span> <span class="mi">0</span> <span class="bp">self</span><span class="o">.</span><span class="n">auto_reset</span> <span class="o">=</span> <span class="n">auto_reset</span> - <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span> <span class="sd">"""Callback to Show speed."""</span> <span class="n">count</span> <span class="o">=</span> <span class="n">param</span><span class="o">.</span><span class="n">nbatch</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">last_count</span> <span class="o">></span> <span class="n">count</span><span class="p">:</span> @@ -1363,11 +1523,11 @@ <span class="sd"> [========--------] 50.0%</span> <span class="sd"> [================] 100.0%</span> <span class="sd"> """</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">total</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="mi">80</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">total</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="mi">80</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">bar_len</span> <span class="o">=</span> <span class="n">length</span> <span class="bp">self</span><span class="o">.</span><span class="n">total</span> <span class="o">=</span> <span class="n">total</span> - <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span> <span class="sd">"""Callback to Show progress bar."""</span> <span class="n">count</span> <span class="o">=</span> <span class="n">param</span><span class="o">.</span><span class="n">nbatch</span> <span class="n">filled_len</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">round</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">bar_len</span> <span class="o">*</span> <span class="n">count</span> <span class="o">/</span> <span class="nb">float</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">total</span><span class="p">)))</span> @@ -1379,7 +1539,7 @@ <div class="viewcode-block" id="LogValidationMetricsCallback"><a class="viewcode-back" href="../../api/legacy/callback/index.html#mxnet.callback.LogValidationMetricsCallback">[docs]</a><span class="k">class</span> <span class="nc">LogValidationMetricsCallback</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span> <span class="sd">"""Just logs the eval metrics at the end of an epoch."""</span> - <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">param</span><span class="o">.</span><span class="n">eval_metric</span><span class="p">:</span> <span class="k">return</span> <span class="n">name_value</span> <span class="o">=</span> <span class="n">param</span><span class="o">.</span><span class="n">eval_metric</span><span class="o">.</span><span class="n">get_name_value</span><span class="p">()</span>
diff --git a/api/python/docs/_modules/mxnet/context.html b/api/python/docs/_modules/mxnet/context.html index 8441f89..97213ff 100644 --- a/api/python/docs/_modules/mxnet/context.html +++ b/api/python/docs/_modules/mxnet/context.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference 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-<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1211,8 +1371,8 @@ <span class="sd">"""Context management API of mxnet."""</span> <span class="kn">import</span> <span class="nn">contextvars</span> <span class="kn">import</span> <span class="nn">ctypes</span> -<span class="kn">from</span> <span class="nn">.base</span> <span class="kn">import</span> <span class="n">_LIB</span> -<span class="kn">from</span> <span class="nn">.base</span> <span class="kn">import</span> <span class="n">check_call</span> +<span class="kn">from</span> <span class="nn">.base</span> <span class="k">import</span> <span class="n">_LIB</span> +<span class="kn">from</span> <span class="nn">.base</span> <span class="k">import</span> <span class="n">check_call</span> <div class="viewcode-block" id="Context"><a class="viewcode-back" href="../../api/context/index.html#mxnet.context.Context">[docs]</a><span class="k">class</span> <span class="nc">Context</span><span class="p">:</span> @@ -1258,7 +1418,7 @@ <span class="sd"> """</span> <span class="n">devtype2str</span> <span class="o">=</span> <span class="p">{</span><span class="mi">1</span><span class="p">:</span> <span class="s1">'cpu'</span><span class="p">,</span> <span class="mi">2</span><span class="p">:</span> <span class="s1">'gpu'</span><span class="p">,</span> <span class="mi">3</span><span class="p">:</span> <span class="s1">'cpu_pinned'</span><span class="p">,</span> <span class="mi">5</span><span class="p">:</span> <span class="s1">'cpu_shared'</span><span class="p">}</span> <span class="n">devstr2type</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'cpu'</span><span class="p">:</span> <span class="mi">1</span><span class="p">,</span> <span class="s1">'gpu'</span><span class="p">:</span> <span class="mi">2</span><span class="p">,</span> <span class="s1">'cpu_pinned'</span><span class="p">:</span> <span class="mi">3</span><span class="p">,</span> <span class="s1">'cpu_shared'</span><span class="p">:</span> <span class="mi">5</span><span class="p">}</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">device_type</span><span class="p">,</span> <span class="n">device_id</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">device_type</span><span class="p">,</span> <span class="n">device_id</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">device_type</span><span class="p">,</span> <span class="n">Context</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">device_typeid</span> <span class="o">=</span> <span class="n">device_type</span><span class="o">.</span><span class="n">device_typeid</span> <span class="bp">self</span><span class="o">.</span><span class="n">device_id</span> <span class="o">=</span> <span class="n">device_type</span><span class="o">.</span><span class="n">device_id</span> @@ -1284,11 +1444,11 @@ <span class="sd"> """</span> <span class="k">return</span> <span class="n">Context</span><span class="o">.</span><span class="n">devtype2str</span><span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">device_typeid</span><span class="p">]</span> - <span class="k">def</span> <span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="sd">"""Compute hash value of context for dictionary lookup"""</span> <span class="k">return</span> <span class="nb">hash</span><span class="p">((</span><span class="bp">self</span><span class="o">.</span><span class="n">device_typeid</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">device_id</span><span class="p">))</span> - <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">):</span> <span class="sd">"""Compares two contexts. Two contexts are equal if they</span> <span class="sd"> have the same device type and device id.</span> <span class="sd"> """</span> @@ -1296,19 +1456,19 @@ <span class="bp">self</span><span class="o">.</span><span class="n">device_typeid</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">device_typeid</span> <span class="ow">and</span> \ <span class="bp">self</span><span class="o">.</span><span class="n">device_id</span> <span class="o">==</span> <span class="n">other</span><span class="o">.</span><span class="n">device_id</span> - <span class="k">def</span> <span class="fm">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__str__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="k">return</span> <span class="s1">'</span><span class="si">%s</span><span class="s1">(</span><span class="si">%d</span><span class="s1">)'</span> <span class="o">%</span> <span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">device_type</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">device_id</span><span class="p">)</span> - <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="fm">__str__</span><span class="p">()</span> - <span class="k">def</span> <span class="fm">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="c1"># Token can't be pickled and Token.old_value is Token.MISSING if _current.get() uses default value</span> <span class="bp">self</span><span class="o">.</span><span class="n">_old_ctx</span> <span class="o">=</span> <span class="n">_current</span><span class="o">.</span><span class="n">get</span><span class="p">()</span> <span class="n">_current</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">return</span> <span class="bp">self</span> - <span class="k">def</span> <span class="fm">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ptype</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">trace</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ptype</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">trace</span><span class="p">):</span> <span class="n">_current</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_old_ctx</span><span class="p">)</span> <div class="viewcode-block" id="Context.empty_cache"><a class="viewcode-back" href="../../api/context/index.html#mxnet.context.Context.empty_cache">[docs]</a> <span class="k">def</span> <span class="nf">empty_cache</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
diff --git a/api/python/docs/_modules/mxnet/contrib/io.html b/api/python/docs/_modules/mxnet/contrib/io.html index 904f1c3..348d51e 100644 --- a/api/python/docs/_modules/mxnet/contrib/io.html +++ b/api/python/docs/_modules/mxnet/contrib/io.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1211,8 +1371,8 @@ <span class="c1"># coding: utf-8</span> <span class="sd">"""Contrib data iterators for common data formats."""</span> -<span class="kn">from</span> <span class="nn">..io</span> <span class="kn">import</span> <span class="n">DataIter</span><span class="p">,</span> <span class="n">DataDesc</span> -<span class="kn">from</span> <span class="nn">..</span> <span class="kn">import</span> <span class="n">ndarray</span> <span class="k">as</span> <span class="n">nd</span> +<span class="kn">from</span> <span class="nn">..io</span> <span class="k">import</span> <span class="n">DataIter</span><span class="p">,</span> <span class="n">DataDesc</span> +<span class="kn">from</span> <span class="nn">..</span> <span class="k">import</span> <span class="n">ndarray</span> <span class="k">as</span> <span class="n">nd</span> <div class="viewcode-block" id="DataLoaderIter"><a class="viewcode-back" href="../../../api/contrib/io/index.html#mxnet.contrib.io.DataLoaderIter">[docs]</a><span class="k">class</span> <span class="nc">DataLoaderIter</span><span class="p">(</span><span class="n">DataIter</span><span class="p">):</span> @@ -1243,7 +1403,7 @@ <span class="sd"> ...</span> <span class="sd"> (32L, 28L, 28L, 1L)</span> <span class="sd"> """</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">loader</span><span class="p">,</span> <span class="n">data_name</span><span class="o">=</span><span class="s1">'data'</span><span class="p">,</span> <span class="n">label_name</span><span class="o">=</span><span class="s1">'softmax_label'</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">'float32'</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">loader</span><span class="p">,</span> <span class="n">data_name</span><span class="o">=</span><span class="s1">'data'</span><span class="p">,</span> <span class="n">label_name</span><span class="o">=</span><span class="s1">'softmax_label'</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="s1">'float32'</span><span class="p">):</span> <span class="nb">super</span><span class="p">(</span><span class="n">DataLoaderIter</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">_loader</span> <span class="o">=</span> <span class="n">loader</span> <span class="bp">self</span><span class="o">.</span><span class="n">_iter</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_loader</span><span class="p">)</span>
diff --git a/api/python/docs/_modules/mxnet/contrib/ndarray.html b/api/python/docs/_modules/mxnet/contrib/ndarray.html index 20d8695..6544758 100644 --- a/api/python/docs/_modules/mxnet/contrib/ndarray.html +++ b/api/python/docs/_modules/mxnet/contrib/ndarray.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a 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diff --git a/api/python/docs/_modules/mxnet/contrib/onnx/mx2onnx/export_model.html b/api/python/docs/_modules/mxnet/contrib/onnx/mx2onnx/export_model.html index 67af43c..269152a 100644 --- a/api/python/docs/_modules/mxnet/contrib/onnx/mx2onnx/export_model.html +++ b/api/python/docs/_modules/mxnet/contrib/onnx/mx2onnx/export_model.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" 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href="../../../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1216,14 +1376,14 @@ <span class="kn">import</span> <span class="nn">logging</span> <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> -<span class="kn">from</span> <span class="nn">....base</span> <span class="kn">import</span> <span class="n">string_types</span> -<span class="kn">from</span> <span class="nn">....</span> <span class="kn">import</span> <span class="n">symbol</span> -<span class="kn">from</span> <span class="nn">.export_onnx</span> <span class="kn">import</span> <span class="n">MXNetGraph</span> -<span class="kn">from</span> <span class="nn">._export_helper</span> <span class="kn">import</span> <span class="n">load_module</span> +<span class="kn">from</span> <span class="nn">....base</span> <span class="k">import</span> <span class="n">string_types</span> +<span class="kn">from</span> <span class="nn">....</span> <span class="k">import</span> <span class="n">symbol</span> +<span class="kn">from</span> <span class="nn">.export_onnx</span> <span class="k">import</span> <span class="n">MXNetGraph</span> +<span class="kn">from</span> <span class="nn">._export_helper</span> <span class="k">import</span> <span class="n">load_module</span> <div class="viewcode-block" id="export_model"><a class="viewcode-back" href="../../../../../api/contrib/onnx/index.html#mxnet.contrib.onnx.export_model">[docs]</a><span class="k">def</span> <span class="nf">export_model</span><span class="p">(</span><span class="n">sym</span><span class="p">,</span> <span class="n">params</span><span class="p">,</span> <span class="n">input_shape</span><span class="p">,</span> <span class="n">input_type</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float32</span><span class="p">,</span> - <span class="n">onnx_file_path</span><span class="o">=</span><span class="s1">'model.onnx'</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> + <span class="n">onnx_file_path</span><span class="o">=</span><span class="s1">'model.onnx'</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">opset_version</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="sd">"""Exports the MXNet model file, passed as a parameter, into ONNX model.</span> <span class="sd"> Accepts both symbol,parameter objects as well as json and params filepaths as input.</span> <span class="sd"> Operator support and coverage -</span> @@ -1256,12 +1416,16 @@ <span class="sd"> """</span> <span class="k">try</span><span class="p">:</span> - <span class="kn">from</span> <span class="nn">onnx</span> <span class="kn">import</span> <span class="n">helper</span><span class="p">,</span> <span class="n">mapping</span> + <span class="kn">from</span> <span class="nn">onnx</span> <span class="k">import</span> <span class="n">helper</span><span class="p">,</span> <span class="n">mapping</span> + <span class="kn">from</span> <span class="nn">onnx.defs</span> <span class="k">import</span> <span class="n">onnx_opset_version</span> <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span> <span class="k">raise</span> <span class="ne">ImportError</span><span class="p">(</span><span class="s2">"Onnx and protobuf need to be installed. "</span> <span class="o">+</span> <span class="s2">"Instructions to install - https://github.com/onnx/onnx"</span><span class="p">)</span> <span class="n">converter</span> <span class="o">=</span> <span class="n">MXNetGraph</span><span class="p">()</span> + <span class="k">if</span> <span class="n">opset_version</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> + <span class="c1"># default is to use latest opset version the onnx package supports</span> + <span class="n">opset_version</span> <span class="o">=</span> <span class="n">onnx_opset_version</span><span class="p">()</span> <span class="n">data_format</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">input_type</span><span class="p">)</span> <span class="c1"># if input parameters are strings(file paths), load files and create symbol parameter objects</span> @@ -1270,11 +1434,11 @@ <span class="n">sym_obj</span><span class="p">,</span> <span class="n">params_obj</span> <span class="o">=</span> <span class="n">load_module</span><span class="p">(</span><span class="n">sym</span><span class="p">,</span> <span class="n">params</span><span class="p">)</span> <span class="n">onnx_graph</span> <span class="o">=</span> <span class="n">converter</span><span class="o">.</span><span class="n">create_onnx_graph_proto</span><span class="p">(</span><span class="n">sym_obj</span><span class="p">,</span> <span class="n">params_obj</span><span class="p">,</span> <span class="n">input_shape</span><span class="p">,</span> <span class="n">mapping</span><span class="o">.</span><span class="n">NP_TYPE_TO_TENSOR_TYPE</span><span class="p">[</span><span class="n">data_format</span><span class="p">],</span> - <span class="n">verbose</span><span class="o">=</span><span class="n">verbose</span><span class="p">)</span> + <span class="n">verbose</span><span class="o">=</span><span class="n">verbose</span><span class="p">,</span> <span class="n">opset_version</span><span class="o">=</span><span class="n">opset_version</span><span class="p">)</span> <span class="k">elif</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">sym</span><span class="p">,</span> <span class="n">symbol</span><span class="o">.</span><span class="n">Symbol</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">params</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> <span class="n">onnx_graph</span> <span class="o">=</span> <span class="n">converter</span><span class="o">.</span><span class="n">create_onnx_graph_proto</span><span class="p">(</span><span class="n">sym</span><span class="p">,</span> <span class="n">params</span><span class="p">,</span> <span class="n">input_shape</span><span class="p">,</span> <span class="n">mapping</span><span class="o">.</span><span class="n">NP_TYPE_TO_TENSOR_TYPE</span><span class="p">[</span><span class="n">data_format</span><span class="p">],</span> - <span class="n">verbose</span><span class="o">=</span><span class="n">verbose</span><span class="p">)</span> + <span class="n">verbose</span><span class="o">=</span><span class="n">verbose</span><span class="p">,</span> <span class="n">opset_version</span><span class="o">=</span><span class="n">opset_version</span><span class="p">)</span> <span class="k">else</span><span class="p">:</span> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Input sym and params should either be files or objects"</span><span class="p">)</span>
diff --git a/api/python/docs/_modules/mxnet/contrib/onnx/onnx2mx/import_model.html b/api/python/docs/_modules/mxnet/contrib/onnx/onnx2mx/import_model.html index fb0c1bc..a03e498 100644 --- a/api/python/docs/_modules/mxnet/contrib/onnx/onnx2mx/import_model.html +++ b/api/python/docs/_modules/mxnet/contrib/onnx/onnx2mx/import_model.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/np/arrays.html">Array 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internal" href="../../../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1213,7 +1373,7 @@ <span class="sd">"""Functions for importing ONNX models to MXNet and for checking metadata"""</span> <span class="c1"># pylint: disable=no-member</span> -<span class="kn">from</span> <span class="nn">.import_onnx</span> <span class="kn">import</span> <span class="n">GraphProto</span> +<span class="kn">from</span> <span class="nn">.import_onnx</span> <span class="k">import</span> <span class="n">GraphProto</span> <div class="viewcode-block" id="import_model"><a class="viewcode-back" href="../../../../../api/contrib/onnx/index.html#mxnet.contrib.onnx.import_model">[docs]</a><span class="k">def</span> <span class="nf">import_model</span><span class="p">(</span><span class="n">model_file</span><span class="p">):</span> <span class="sd">"""Imports the ONNX model file, passed as a parameter, into MXNet symbol and parameters.</span> @@ -1250,7 +1410,8 @@ <span class="o">+</span> <span class="s2">"Instructions to install - https://github.com/onnx/onnx"</span><span class="p">)</span> <span class="c1"># loads model file and returns ONNX protobuf object</span> <span class="n">model_proto</span> <span class="o">=</span> <span class="n">onnx</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="n">model_file</span><span class="p">)</span> - <span class="n">sym</span><span class="p">,</span> <span class="n">arg_params</span><span class="p">,</span> <span class="n">aux_params</span> <span class="o">=</span> <span class="n">graph</span><span class="o">.</span><span class="n">from_onnx</span><span class="p">(</span><span class="n">model_proto</span><span class="o">.</span><span class="n">graph</span><span class="p">)</span> + <span class="n">model_opset_version</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">version</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span 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class="k">def</span> <span class="nf">get_model_metadata</span><span class="p">(</span><span class="n">model_file</span><span class="p">):</span>
diff --git a/api/python/docs/_modules/mxnet/contrib/onnx/onnx2mx/import_to_gluon.html b/api/python/docs/_modules/mxnet/contrib/onnx/onnx2mx/import_to_gluon.html index 8484f21..ef48564 100644 --- a/api/python/docs/_modules/mxnet/contrib/onnx/onnx2mx/import_to_gluon.html +++ b/api/python/docs/_modules/mxnet/contrib/onnx/onnx2mx/import_to_gluon.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/np/arrays.html">Array 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href="../../../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet 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href="../../../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1213,7 +1373,7 @@ <span class="sd">"""Import ONNX model to gluon interface"""</span> <span class="c1"># pylint: disable=no-member</span> -<span class="kn">from</span> <span class="nn">.import_onnx</span> <span class="kn">import</span> <span class="n">GraphProto</span> +<span class="kn">from</span> <span class="nn">.import_onnx</span> <span class="k">import</span> <span class="n">GraphProto</span> <div class="viewcode-block" id="import_to_gluon"><a class="viewcode-back" href="../../../../../api/contrib/onnx/index.html#mxnet.contrib.onnx.import_to_gluon">[docs]</a><span class="k">def</span> <span class="nf">import_to_gluon</span><span class="p">(</span><span class="n">model_file</span><span class="p">,</span> <span class="n">ctx</span><span class="p">):</span> <span class="sd">"""</span> @@ -1243,7 +1403,8 @@ <span class="k">raise</span> <span class="ne">ImportError</span><span class="p">(</span><span class="s2">"Onnx and protobuf need to be installed. Instructions to"</span> <span class="o">+</span> <span class="s2">" install - https://github.com/onnx/onnx#installation"</span><span class="p">)</span> <span class="n">model_proto</span> <span class="o">=</span> <span class="n">onnx</span><span class="o">.</span><span class="n">load_model</span><span class="p">(</span><span class="n">model_file</span><span class="p">)</span> - <span class="n">net</span> <span class="o">=</span> <span class="n">graph</span><span class="o">.</span><span class="n">graph_to_gluon</span><span class="p">(</span><span class="n">model_proto</span><span class="o">.</span><span class="n">graph</span><span class="p">,</span> <span class="n">ctx</span><span class="p">)</span> + <span class="n">model_opset_version</span> <span class="o">=</span> <span class="nb">max</span><span class="p">([</span><span class="n">x</span><span class="o">.</span><span class="n">version</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">model_proto</span><span class="o">.</span><span class="n">opset_import</span><span class="p">])</span> + <span class="n">net</span> <span class="o">=</span> <span class="n">graph</span><span class="o">.</span><span class="n">graph_to_gluon</span><span class="p">(</span><span class="n">model_proto</span><span class="o">.</span><span class="n">graph</span><span class="p">,</span> <span class="n">ctx</span><span class="p">,</span> <span class="n">model_opset_version</span><span class="p">)</span> <span class="k">return</span> <span class="n">net</span></div> </pre></div>
diff --git a/api/python/docs/_modules/mxnet/contrib/symbol.html b/api/python/docs/_modules/mxnet/contrib/symbol.html index 432c8b1..e9ccf58 100644 --- a/api/python/docs/_modules/mxnet/contrib/symbol.html +++ b/api/python/docs/_modules/mxnet/contrib/symbol.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a 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class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul>
diff --git a/api/python/docs/_modules/mxnet/contrib/tensorboard.html b/api/python/docs/_modules/mxnet/contrib/tensorboard.html index b0c3237..f607168 100644 --- a/api/python/docs/_modules/mxnet/contrib/tensorboard.html +++ b/api/python/docs/_modules/mxnet/contrib/tensorboard.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1247,15 +1407,15 @@ <span class="sd"> >>> eval_end_callback = eval_end_callbacks)</span> <span class="sd"> >>> # Then use `tensorboard --logdir=logs/` to launch TensorBoard visualization.</span> <span class="sd"> """</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logging_dir</span><span class="p">,</span> <span class="n">prefix</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">logging_dir</span><span class="p">,</span> <span class="n">prefix</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">prefix</span> <span class="o">=</span> <span class="n">prefix</span> <span class="k">try</span><span class="p">:</span> - <span class="kn">from</span> <span class="nn">mxboard</span> <span class="kn">import</span> <span class="n">SummaryWriter</span> + <span class="kn">from</span> <span class="nn">mxboard</span> <span class="k">import</span> <span class="n">SummaryWriter</span> <span class="bp">self</span><span class="o">.</span><span class="n">summary_writer</span> <span class="o">=</span> <span class="n">SummaryWriter</span><span class="p">(</span><span class="n">logging_dir</span><span class="p">)</span> <span class="k">except</span> <span class="ne">ImportError</span><span class="p">:</span> <span class="n">logging</span><span class="o">.</span><span class="n">error</span><span class="p">(</span><span class="s1">'You can install mxboard via `pip install mxboard`.'</span><span class="p">)</span> - <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param</span><span class="p">):</span> <span class="sd">"""Callback to log training speed and metrics in TensorBoard."""</span> <span class="k">if</span> <span class="n">param</span><span class="o">.</span><span class="n">eval_metric</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> <span class="k">return</span>
diff --git a/api/python/docs/_modules/mxnet/contrib/tensorrt.html b/api/python/docs/_modules/mxnet/contrib/tensorrt.html index 221f82e..bc0ac2a 100644 --- a/api/python/docs/_modules/mxnet/contrib/tensorrt.html +++ b/api/python/docs/_modules/mxnet/contrib/tensorrt.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul>
diff --git a/api/python/docs/_modules/mxnet/dlpack.html b/api/python/docs/_modules/mxnet/dlpack.html index 1d741df..c26dd25 100644 --- a/api/python/docs/_modules/mxnet/dlpack.html +++ b/api/python/docs/_modules/mxnet/dlpack.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1216,7 +1376,7 @@ <span class="sd">"""DLPack API of MXNet."""</span> <span class="kn">import</span> <span class="nn">ctypes</span> -<span class="kn">from</span> <span class="nn">.base</span> <span class="kn">import</span> <span class="n">_LIB</span><span class="p">,</span> <span class="n">c_str</span><span class="p">,</span> <span class="n">check_call</span><span class="p">,</span> <span class="n">NDArrayHandle</span> +<span class="kn">from</span> <span class="nn">.base</span> <span class="k">import</span> <span class="n">_LIB</span><span class="p">,</span> <span class="n">c_str</span><span class="p">,</span> <span class="n">check_call</span><span class="p">,</span> <span class="n">NDArrayHandle</span> <span class="n">DLPackHandle</span> <span class="o">=</span> <span class="n">ctypes</span><span class="o">.</span><span class="n">c_void_p</span>
diff --git a/api/python/docs/_modules/mxnet/engine.html b/api/python/docs/_modules/mxnet/engine.html index 736d630..fc47254 100644 --- a/api/python/docs/_modules/mxnet/engine.html +++ b/api/python/docs/_modules/mxnet/engine.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" 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href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1213,7 +1373,7 @@ <span class="sd">"""Engine properties management."""</span> <span class="kn">import</span> <span class="nn">ctypes</span> -<span class="kn">from</span> <span class="nn">.base</span> <span class="kn">import</span> <span class="n">_LIB</span><span class="p">,</span> <span class="n">check_call</span> +<span class="kn">from</span> <span class="nn">.base</span> <span class="k">import</span> <span class="n">_LIB</span><span class="p">,</span> <span class="n">check_call</span> <div class="viewcode-block" id="set_bulk_size"><a class="viewcode-back" href="../../api/engine/index.html#mxnet.engine.set_bulk_size">[docs]</a><span class="k">def</span> <span class="nf">set_bulk_size</span><span class="p">(</span><span class="n">size</span><span class="p">):</span> @@ -1241,15 +1401,15 @@ <span class="k">class</span> <span class="nc">_BulkScope</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span> <span class="sd">"""Scope object for bulk execution."""</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">size</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">size</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">_size</span> <span class="o">=</span> <span class="n">size</span> <span class="bp">self</span><span class="o">.</span><span class="n">_old_size</span> <span class="o">=</span> <span class="kc">None</span> - <span class="k">def</span> <span class="fm">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__enter__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">_old_size</span> <span class="o">=</span> <span class="n">set_bulk_size</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_size</span><span class="p">)</span> <span class="k">return</span> <span class="bp">self</span> - <span class="k">def</span> <span class="fm">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ptype</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">trace</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__exit__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ptype</span><span class="p">,</span> <span class="n">value</span><span class="p">,</span> <span class="n">trace</span><span class="p">):</span> <span class="n">set_bulk_size</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_old_size</span><span class="p">)</span>
diff --git a/api/python/docs/_modules/mxnet/executor.html b/api/python/docs/_modules/mxnet/executor.html index adcf28c..f13de89 100644 --- a/api/python/docs/_modules/mxnet/executor.html +++ b/api/python/docs/_modules/mxnet/executor.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" 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href="../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1214,7 +1374,7 @@ <span class="sd">"""Symbolic Executor component of MXNet."""</span> <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> -<span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">ndarray</span> +<span class="kn">from</span> <span class="nn">.</span> <span class="k">import</span> <span class="n">ndarray</span> <div class="viewcode-block" id="Executor"><a class="viewcode-back" href="../../api/executor/index.html#mxnet.executor.Executor">[docs]</a><span class="k">class</span> <span class="nc">Executor</span><span class="p">:</span> <span class="sd">"""Executor is the object providing efficient symbolic and imperative graph</span> @@ -1228,7 +1388,7 @@ <span class="sd"> >>> c = 2 * a + b</span> <span class="sd"> >>> texec = c._bind(mx.cpu(), {'a': mx.nd.array([1,2]), 'b':mx.nd.array([2,3])})</span> <span class="sd"> """</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sym</span><span class="p">,</span> <span class="n">ctx</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">args_grad</span><span class="p">,</span> <span class="n">grad_req</span><span class="p">,</span> <span class="n">aux_states</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">sym</span><span class="p">,</span> <span class="n">ctx</span><span class="p">,</span> <span class="n">args</span><span class="p">,</span> <span class="n">args_grad</span><span class="p">,</span> <span class="n">grad_req</span><span class="p">,</span> <span class="n">aux_states</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputs</span> <span class="o">=</span> <span class="kc">None</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_names</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">list_inputs</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">_aux_names</span> <span class="o">=</span> <span class="n">sym</span><span class="o">.</span><span class="n">list_auxiliary_states</span><span class="p">()</span> @@ -1371,7 +1531,7 @@ <span class="k">else</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_args</span><span class="p">[</span><span class="n">index</span><span class="p">][:]</span> <span class="o">=</span> <span class="n">arr</span> - <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">autograd</span> + <span class="kn">from</span> <span class="nn">.</span> <span class="k">import</span> <span class="n">autograd</span> <span class="n">default_ctx</span> <span class="o">=</span> <span class="kc">None</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_input_names</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ctx</span> <span class="k">with</span> <span class="n">autograd</span><span class="o">.</span><span class="n">record</span><span class="p">(</span><span class="n">train_mode</span><span class="o">=</span><span class="n">is_train</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">outputs</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_op</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_args</span><span class="p">,</span> @@ -1395,7 +1555,7 @@ <span class="sd"> during inference.</span> <span class="sd"> """</span> - <span class="kn">from</span> <span class="nn">.</span> <span class="kn">import</span> <span class="n">autograd</span> + <span class="kn">from</span> <span class="nn">.</span> <span class="k">import</span> <span class="n">autograd</span> <span class="k">if</span> <span class="n">out_grads</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">out_grads</span><span class="p">,</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">)):</span> <span class="n">out_grads</span> <span class="o">=</span> <span class="p">[</span><span class="n">out_grads</span><span class="p">]</span>
diff --git a/api/python/docs/_modules/mxnet/gluon/block.html b/api/python/docs/_modules/mxnet/gluon/block.html index 48a4b0c..de46750 100644 --- a/api/python/docs/_modules/mxnet/gluon/block.html +++ b/api/python/docs/_modules/mxnet/gluon/block.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -342,66 +341,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -432,28 +372,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -463,9 +420,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -481,6 +458,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -493,16 +471,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -514,6 +507,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -522,21 +520,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -569,6 +634,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -588,7 +654,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -611,14 +676,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -629,7 +705,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -663,7 +738,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -687,13 +767,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -722,9 +807,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -812,9 +894,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet with MKL-DNN</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tensorrt/index.html">TensorRT</a><ul class="simple"> -</ul> -</li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/tvm.html">Use TVM</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/profiler.html">Profiling MXNet Models</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/backend/amp.html">Using AMP: Automatic Mixed Precision</a></li> @@ -854,66 +933,7 @@ <li class="toctree-l1"><a class="reference internal" href="../../../api/index.html">Python API</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../api/np/index.html">mxnet.np</a><ul> <li class="toctree-l3"><a class="reference internal" href="../../../api/np/arrays.html">Array objects</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a><ul> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.html">mxnet.np.ndarray</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.shape.html">mxnet.np.ndarray.shape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.ndim.html">mxnet.np.ndarray.ndim</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.size.html">mxnet.np.ndarray.size</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.dtype.html">mxnet.np.ndarray.dtype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.item.html">mxnet.np.ndarray.item</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.copy.html">mxnet.np.ndarray.copy</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.astype.html">mxnet.np.ndarray.astype</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.reshape.html">mxnet.np.ndarray.reshape</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.transpose.html">mxnet.np.ndarray.transpose</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.swapaxes.html">mxnet.np.ndarray.swapaxes</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.flatten.html">mxnet.np.ndarray.flatten</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.squeeze.html">mxnet.np.ndarray.squeeze</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.nonzero.html">mxnet.np.ndarray.nonzero</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.take.html">mxnet.np.ndarray.take</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.repeat.html">mxnet.np.ndarray.repeat</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.max.html">mxnet.np.ndarray.max</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmax.html">mxnet.np.ndarray.argmax</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.min.html">mxnet.np.ndarray.min</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.argmin.html">mxnet.np.ndarray.argmin</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.clip.html">mxnet.np.ndarray.clip</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sum.html">mxnet.np.ndarray.sum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.mean.html">mxnet.np.ndarray.mean</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.prod.html">mxnet.np.ndarray.prod</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.cumsum.html">mxnet.np.ndarray.cumsum</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.var.html">mxnet.np.ndarray.var</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.std.html">mxnet.np.ndarray.std</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__lt__.html">mxnet.np.ndarray.__lt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__le__.html">mxnet.np.ndarray.__le__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__gt__.html">mxnet.np.ndarray.__gt__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ge__.html">mxnet.np.ndarray.__ge__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__eq__.html">mxnet.np.ndarray.__eq__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__ne__.html">mxnet.np.ndarray.__ne__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__bool__.html">mxnet.np.ndarray.__bool__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__neg__.html">mxnet.np.ndarray.__neg__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__add__.html">mxnet.np.ndarray.__add__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__sub__.html">mxnet.np.ndarray.__sub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mul__.html">mxnet.np.ndarray.__mul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__truediv__.html">mxnet.np.ndarray.__truediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__mod__.html">mxnet.np.ndarray.__mod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__pow__.html">mxnet.np.ndarray.__pow__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__iadd__.html">mxnet.np.ndarray.__iadd__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__isub__.html">mxnet.np.ndarray.__isub__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imul__.html">mxnet.np.ndarray.__imul__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__itruediv__.html">mxnet.np.ndarray.__itruediv__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__imod__.html">mxnet.np.ndarray.__imod__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__reduce__.html">mxnet.np.ndarray.__reduce__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setstate__.html">mxnet.np.ndarray.__setstate__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__len__.html">mxnet.np.ndarray.__len__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__getitem__.html">mxnet.np.ndarray.__getitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__setitem__.html">mxnet.np.ndarray.__setitem__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__int__.html">mxnet.np.ndarray.__int__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__float__.html">mxnet.np.ndarray.__float__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__str__.html">mxnet.np.ndarray.__str__</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.__repr__.html">mxnet.np.ndarray.__repr__</a></li> -</ul> -</li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.ndarray.html">The N-dimensional array (<code class="xref py py-class docutils literal notranslate"><span class="pre">ndarray</span></code>)</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/arrays.indexing.html">Indexing</a></li> </ul> </li> @@ -944,28 +964,45 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.T.html">mxnet.np.ndarray.T</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.transpose.html">mxnet.np.transpose</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.moveaxis.html">mxnet.np.moveaxis</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rollaxis.html">mxnet.np.rollaxis</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expand_dims.html">mxnet.np.expand_dims</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.squeeze.html">mxnet.np.squeeze</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_to.html">mxnet.np.broadcast_to</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.broadcast_arrays.html">mxnet.np.broadcast_arrays</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_1d.html">mxnet.np.atleast_1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_2d.html">mxnet.np.atleast_2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.atleast_3d.html">mxnet.np.atleast_3d</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.concatenate.html">mxnet.np.concatenate</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.stack.html">mxnet.np.stack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dstack.html">mxnet.np.dstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vstack.html">mxnet.np.vstack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.column_stack.html">mxnet.np.column_stack</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hstack.html">mxnet.np.hstack</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.split.html">mxnet.np.split</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.hsplit.html">mxnet.np.hsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.vsplit.html">mxnet.np.vsplit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.array_split.html">mxnet.np.array_split</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.dsplit.html">mxnet.np.dsplit</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tile.html">mxnet.np.tile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.repeat.html">mxnet.np.repeat</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unique.html">mxnet.np.unique</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.delete.html">mxnet.np.delete</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.insert.html">mxnet.np.insert</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.append.html">mxnet.np.append</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.resize.html">mxnet.np.resize</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trim_zeros.html">mxnet.np.trim_zeros</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reshape.html">mxnet.np.reshape</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flip.html">mxnet.np.flip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.roll.html">mxnet.np.roll</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rot90.html">mxnet.np.rot90</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fliplr.html">mxnet.np.fliplr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flipud.html">mxnet.np.flipud</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.io.html">Input and output</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.genfromtxt.html">mxnet.np.genfromtxt</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.tolist.html">mxnet.np.ndarray.tolist</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.set_printoptions.html">mxnet.np.set_printoptions</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> @@ -975,9 +1012,29 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.outer.html">mxnet.np.outer</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tensordot.html">mxnet.np.tensordot</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.einsum.html">mxnet.np.einsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.multi_dot.html">mxnet.np.linalg.multi_dot</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.matmul.html">mxnet.np.matmul</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_power.html">mxnet.np.linalg.matrix_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.kron.html">mxnet.np.kron</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.svd.html">mxnet.np.linalg.svd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cholesky.html">mxnet.np.linalg.cholesky</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.qr.html">mxnet.np.linalg.qr</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eig.html">mxnet.np.linalg.eig</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigh.html">mxnet.np.linalg.eigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvals.html">mxnet.np.linalg.eigvals</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.eigvalsh.html">mxnet.np.linalg.eigvalsh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.norm.html">mxnet.np.linalg.norm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trace.html">mxnet.np.trace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.cond.html">mxnet.np.linalg.cond</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.det.html">mxnet.np.linalg.det</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.matrix_rank.html">mxnet.np.linalg.matrix_rank</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.slogdet.html">mxnet.np.linalg.slogdet</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.solve.html">mxnet.np.linalg.solve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorsolve.html">mxnet.np.linalg.tensorsolve</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.lstsq.html">mxnet.np.linalg.lstsq</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.inv.html">mxnet.np.linalg.inv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.pinv.html">mxnet.np.linalg.pinv</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.linalg.tensorinv.html">mxnet.np.linalg.tensorinv</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.math.html">Mathematical functions</a><ul> @@ -993,6 +1050,7 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.arctan2.html">mxnet.np.arctan2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.deg2rad.html">mxnet.np.deg2rad</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.rad2deg.html">mxnet.np.rad2deg</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.unwrap.html">mxnet.np.unwrap</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sinh.html">mxnet.np.sinh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cosh.html">mxnet.np.cosh</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.tanh.html">mxnet.np.tanh</a></li> @@ -1005,16 +1063,31 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ceil.html">mxnet.np.ceil</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trunc.html">mxnet.np.trunc</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.around.html">mxnet.np.around</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.round_.html">mxnet.np.round_</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sum.html">mxnet.np.sum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.prod.html">mxnet.np.prod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumsum.html">mxnet.np.cumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanprod.html">mxnet.np.nanprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nansum.html">mxnet.np.nansum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cumprod.html">mxnet.np.cumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumprod.html">mxnet.np.nancumprod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nancumsum.html">mxnet.np.nancumsum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.diff.html">mxnet.np.diff</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ediff1d.html">mxnet.np.ediff1d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cross.html">mxnet.np.cross</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.trapz.html">mxnet.np.trapz</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.exp.html">mxnet.np.exp</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.expm1.html">mxnet.np.expm1</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log.html">mxnet.np.log</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log10.html">mxnet.np.log10</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log2.html">mxnet.np.log2</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.log1p.html">mxnet.np.log1p</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.i0.html">mxnet.np.i0</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ldexp.html">mxnet.np.ldexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.signbit.html">mxnet.np.signbit</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.copysign.html">mxnet.np.copysign</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.frexp.html">mxnet.np.frexp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.spacing.html">mxnet.np.spacing</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lcm.html">mxnet.np.lcm</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.add.html">mxnet.np.add</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.reciprocal.html">mxnet.np.reciprocal</a></li> @@ -1026,6 +1099,11 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.multiply.html">mxnet.np.multiply</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.true_divide.html">mxnet.np.true_divide</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.remainder.html">mxnet.np.remainder</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.positive.html">mxnet.np.positive</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.float_power.html">mxnet.np.float_power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmod.html">mxnet.np.fmod</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.modf.html">mxnet.np.modf</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.divmod.html">mxnet.np.divmod</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.clip.html">mxnet.np.clip</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sqrt.html">mxnet.np.sqrt</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cbrt.html">mxnet.np.cbrt</a></li> @@ -1034,21 +1112,88 @@ <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sign.html">mxnet.np.sign</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.maximum.html">mxnet.np.maximum</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.minimum.html">mxnet.np.minimum</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fabs.html">mxnet.np.fabs</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.heaviside.html">mxnet.np.heaviside</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmax.html">mxnet.np.fmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.fmin.html">mxnet.np.fmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nan_to_num.html">mxnet.np.nan_to_num</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.interp.html">mxnet.np.interp</a></li> </ul> </li> -<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../api/np/random/index.html">np.random</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.choice.html">mxnet.np.random.choice</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.shuffle.html">mxnet.np.random.shuffle</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.normal.html">mxnet.np.random.normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.uniform.html">mxnet.np.random.uniform</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rand.html">mxnet.np.random.rand</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.randint.html">mxnet.np.random.randint</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.beta.html">mxnet.np.random.beta</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.chisquare.html">mxnet.np.random.chisquare</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.exponential.html">mxnet.np.random.exponential</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.f.html">mxnet.np.random.f</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gamma.html">mxnet.np.random.gamma</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.gumbel.html">mxnet.np.random.gumbel</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.laplace.html">mxnet.np.random.laplace</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.logistic.html">mxnet.np.random.logistic</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.lognormal.html">mxnet.np.random.lognormal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multinomial.html">mxnet.np.random.multinomial</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.multivariate_normal.html">mxnet.np.random.multivariate_normal</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.pareto.html">mxnet.np.random.pareto</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.power.html">mxnet.np.random.power</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.rayleigh.html">mxnet.np.random.rayleigh</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/random/generated/mxnet.np.random.weibull.html">mxnet.np.random.weibull</a></li> +</ul> +</li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.sort.html">Sorting, searching, and counting</a><ul> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ndarray.sort.html">mxnet.np.ndarray.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.sort.html">mxnet.np.sort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.lexsort.html">mxnet.np.lexsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argsort.html">mxnet.np.argsort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.msort.html">mxnet.np.msort</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.partition.html">mxnet.np.partition</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argpartition.html">mxnet.np.argpartition</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmax.html">mxnet.np.argmax</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argmin.html">mxnet.np.argmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmax.html">mxnet.np.nanargmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanargmin.html">mxnet.np.nanargmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.argwhere.html">mxnet.np.argwhere</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nonzero.html">mxnet.np.nonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.flatnonzero.html">mxnet.np.flatnonzero</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.where.html">mxnet.np.where</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.searchsorted.html">mxnet.np.searchsorted</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.extract.html">mxnet.np.extract</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.count_nonzero.html">mxnet.np.count_nonzero</a></li> </ul> </li> <li class="toctree-l4"><a class="reference internal" href="../../../api/np/routines.statistics.html">Statistics</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.min.html">mxnet.np.min</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.max.html">mxnet.np.max</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amin.html">mxnet.np.amin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.amax.html">mxnet.np.amax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmin.html">mxnet.np.nanmin</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmax.html">mxnet.np.nanmax</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.ptp.html">mxnet.np.ptp</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.percentile.html">mxnet.np.percentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanpercentile.html">mxnet.np.nanpercentile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.quantile.html">mxnet.np.quantile</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanquantile.html">mxnet.np.nanquantile</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.mean.html">mxnet.np.mean</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.std.html">mxnet.np.std</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.var.html">mxnet.np.var</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.median.html">mxnet.np.median</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.average.html">mxnet.np.average</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanmedian.html">mxnet.np.nanmedian</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanstd.html">mxnet.np.nanstd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.nanvar.html">mxnet.np.nanvar</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.corrcoef.html">mxnet.np.corrcoef</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.correlate.html">mxnet.np.correlate</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.cov.html">mxnet.np.cov</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram.html">mxnet.np.histogram</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram2d.html">mxnet.np.histogram2d</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogramdd.html">mxnet.np.histogramdd</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.bincount.html">mxnet.np.bincount</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.histogram_bin_edges.html">mxnet.np.histogram_bin_edges</a></li> +<li class="toctree-l5"><a class="reference internal" href="../../../api/np/generated/mxnet.np.digitize.html">mxnet.np.digitize</a></li> </ul> </li> </ul> @@ -1081,6 +1226,7 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.sigmoid.html">mxnet.npx.sigmoid</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.smooth_l1.html">mxnet.npx.smooth_l1</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.softmax.html">mxnet.npx.softmax</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.log_softmax.html">mxnet.npx.log_softmax</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.topk.html">mxnet.npx.topk</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.waitall.html">mxnet.npx.waitall</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/npx/generated/mxnet.npx.load.html">mxnet.npx.load</a></li> @@ -1100,7 +1246,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/symbol_block.html">gluon.SymbolBlock</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/constant.html">gluon.Constant</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter.html">gluon.Parameter</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/parameter_dict.html">gluon.ParameterDict</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/trainer.html">gluon.Trainer</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/contrib/index.html">gluon.contrib</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/data/index.html">gluon.data</a><ul> @@ -1123,14 +1268,25 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/initializer/index.html">mxnet.initializer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/optimizer/index.html">mxnet.optimizer</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/lr_scheduler/index.html">mxnet.lr_scheduler</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">mxnet.kvstore</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/module/index.html">mxnet.module</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html">KVStore: Communication for Distributed Training</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#horovod">Horovod</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.Horovod.html">mxnet.kvstore.Horovod</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#byteps">BytePS</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.BytePS.html">mxnet.kvstore.BytePS</a></li> +</ul> +</li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore/index.html#kvstore-interface">KVStore Interface</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStore.html">mxnet.kvstore.KVStore</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreBase.html">mxnet.kvstore.KVStoreBase</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/kvstore/generated/mxnet.kvstore.KVStoreServer.html">mxnet.kvstore.KVStoreServer</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/contrib/index.html">mxnet.contrib</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/autograd/index.html">contrib.autograd</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/io/index.html">contrib.io</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/ndarray/index.html">contrib.ndarray</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/onnx/index.html">contrib.onnx</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/quantization/index.html">contrib.quantization</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/symbol/index.html">contrib.symbol</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorboard/index.html">contrib.tensorboard</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/contrib/tensorrt/index.html">contrib.tensorrt</a></li> @@ -1141,7 +1297,6 @@ <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/callback/index.html">mxnet.callback</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/image/index.html">mxnet.image</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/io/index.html">mxnet.io</a></li> -<li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/monitor/index.html">mxnet.monitor</a></li> <li class="toctree-l3"><a class="reference internal" href="../../../api/legacy/ndarray/index.html">mxnet.ndarray</a><ul> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/ndarray.html">ndarray</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../api/legacy/ndarray/contrib/index.html">ndarray.contrib</a></li> @@ -1175,7 +1330,12 @@ <li class="toctree-l2"><a class="reference internal" href="../../../api/kvstore_server/index.html">mxnet.kvstore_server</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/profiler/index.html">mxnet.profiler</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/rtc/index.html">mxnet.rtc</a></li> -<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a></li> +<li class="toctree-l2"><a class="reference internal" href="../../../api/runtime/index.html">mxnet.runtime</a><ul> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Feature.html">mxnet.runtime.Feature</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.Features.html">mxnet.runtime.Features</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../api/runtime/generated/mxnet.runtime.feature_list.html">mxnet.runtime.feature_list</a></li> +</ul> +</li> <li class="toctree-l2"><a class="reference internal" href="../../../api/test_utils/index.html">mxnet.test_utils</a></li> <li class="toctree-l2"><a class="reference internal" href="../../../api/util/index.html">mxnet.util</a></li> </ul> @@ -1218,24 +1378,25 @@ <span class="kn">import</span> <span class="nn">inspect</span> <span class="kn">import</span> <span class="nn">warnings</span> <span class="kn">import</span> <span class="nn">weakref</span> -<span class="kn">from</span> <span class="nn">collections</span> <span class="kn">import</span> <span class="n">OrderedDict</span><span class="p">,</span> <span class="n">defaultdict</span> +<span class="kn">from</span> <span class="nn">collections</span> <span class="k">import</span> <span class="n">OrderedDict</span><span class="p">,</span> <span class="n">defaultdict</span> <span class="kn">import</span> <span class="nn">contextlib</span> <span class="kn">import</span> <span class="nn">contextvars</span> <span class="kn">import</span> <span class="nn">re</span> +<span class="kn">import</span> <span class="nn">json</span> <span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span> -<span class="kn">from</span> <span class="nn">..base</span> <span class="kn">import</span> <span class="n">mx_real_t</span><span class="p">,</span> <span class="n">MXNetError</span><span class="p">,</span> <span class="n">NDArrayHandle</span><span class="p">,</span> <span class="n">SymbolHandle</span><span class="p">,</span> <span class="n">py_str</span><span class="p">,</span> <span class="n">check_call</span><span class="p">,</span> <span class="n">_LIB</span> -<span class="kn">from</span> <span class="nn">..</span> <span class="kn">import</span> <span class="n">symbol</span><span class="p">,</span> <span class="n">ndarray</span><span class="p">,</span> <span class="n">initializer</span><span class="p">,</span> <span class="n">autograd</span><span class="p">,</span> <span class="n">_deferred_compute</span> <span class="k">as</span> <span class="n">dc</span><span class="p">,</span> <span class="n">name</span> <span class="k">as</span> <span class="n">_name</span><span class="p">,</span> \ +<span class="kn">from</span> <span class="nn">..base</span> <span class="k">import</span> <span class="n">mx_real_t</span><span class="p">,</span> <span class="n">MXNetError</span><span class="p">,</span> <span class="n">NDArrayHandle</span><span class="p">,</span> <span class="n">SymbolHandle</span><span class="p">,</span> <span class="n">py_str</span><span class="p">,</span> <span class="n">check_call</span><span class="p">,</span> <span class="n">_LIB</span> +<span class="kn">from</span> <span class="nn">..</span> <span class="k">import</span> <span class="n">symbol</span><span class="p">,</span> <span class="n">ndarray</span><span class="p">,</span> <span class="n">initializer</span><span class="p">,</span> <span class="n">autograd</span><span class="p">,</span> <span class="n">_deferred_compute</span> <span class="k">as</span> <span class="n">dc</span><span class="p">,</span> <span class="n">name</span> <span class="k">as</span> <span class="n">_name</span><span class="p">,</span> \ <span class="n">profiler</span> <span class="k">as</span> <span class="n">_profiler</span><span class="p">,</span> <span class="n">context</span> <span class="k">as</span> <span class="n">_context</span> -<span class="kn">from</span> <span class="nn">..symbol.numpy</span> <span class="kn">import</span> <span class="n">_symbol</span> <span class="k">as</span> <span class="n">np_symbol</span> -<span class="kn">from</span> <span class="nn">..symbol</span> <span class="kn">import</span> <span class="n">Symbol</span> -<span class="kn">from</span> <span class="nn">..ndarray</span> <span class="kn">import</span> <span class="n">NDArray</span> -<span class="kn">from</span> <span class="nn">.parameter</span> <span class="kn">import</span> <span class="n">Parameter</span><span class="p">,</span> <span class="n">DeferredInitializationError</span> -<span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">_indent</span><span class="p">,</span> <span class="n">_brief_print_list</span><span class="p">,</span> <span class="n">HookHandle</span><span class="p">,</span> <span class="n">shape_is_known</span> -<span class="kn">from</span> <span class="nn">.utils</span> <span class="kn">import</span> <span class="n">_check_same_symbol_type</span><span class="p">,</span> <span class="n">_check_all_np_ndarrays</span> -<span class="kn">from</span> <span class="nn">..</span> <span class="kn">import</span> <span class="n">numpy_extension</span> <span class="k">as</span> <span class="n">_mx_npx</span> -<span class="kn">from</span> <span class="nn">..</span> <span class="kn">import</span> <span class="n">numpy</span> <span class="k">as</span> <span class="n">_mx_np</span><span class="p">,</span> <span class="n">ndarray</span> <span class="k">as</span> <span class="n">nd</span> +<span class="kn">from</span> <span class="nn">..symbol.numpy</span> <span class="k">import</span> <span class="n">_symbol</span> <span class="k">as</span> <span class="n">np_symbol</span> +<span class="kn">from</span> <span class="nn">..symbol</span> <span class="k">import</span> <span class="n">Symbol</span><span class="p">,</span> <span class="n">fromjson</span> +<span class="kn">from</span> <span class="nn">..ndarray</span> <span class="k">import</span> <span class="n">NDArray</span> +<span class="kn">from</span> <span class="nn">.parameter</span> <span class="k">import</span> <span class="n">Parameter</span><span class="p">,</span> <span class="n">DeferredInitializationError</span> +<span class="kn">from</span> <span class="nn">.utils</span> <span class="k">import</span> <span class="n">_indent</span><span class="p">,</span> <span class="n">_brief_print_list</span><span class="p">,</span> <span class="n">HookHandle</span><span class="p">,</span> <span class="n">shape_is_known</span> +<span class="kn">from</span> <span class="nn">.utils</span> <span class="k">import</span> <span class="n">_check_same_symbol_type</span><span class="p">,</span> <span class="n">_check_all_np_ndarrays</span> +<span class="kn">from</span> <span class="nn">..</span> <span class="k">import</span> <span class="n">numpy_extension</span> <span class="k">as</span> <span class="n">_mx_npx</span> +<span class="kn">from</span> <span class="nn">..</span> <span class="k">import</span> <span class="n">numpy</span> <span class="k">as</span> <span class="n">_mx_np</span><span class="p">,</span> <span class="n">ndarray</span> <span class="k">as</span> <span class="n">nd</span> <span class="kn">from</span> <span class="nn">..</span> <span class="n">util</span> <span class="kn">import</span> <span class="nn">is_np_array</span><span class="o">,</span> <span class="nn">np_shape</span><span class="o">,</span> <span class="nn">np_array</span> @@ -1393,7 +1554,7 @@ <span class="k">return</span> <span class="n">_merger</span><span class="p">(</span><span class="n">args</span><span class="p">,</span> <span class="n">fmt</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> -<div class="viewcode-block" id="Block"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block">[docs]</a><span class="k">class</span> <span class="nc">Block</span><span class="p">:</span> +<div class="viewcode-block" id="Block"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block">[docs]</a><span class="k">class</span> <span class="nc">Block</span><span class="p">:</span> <span class="sd">"""Base class for all neural network layers and models. Your models should</span> <span class="sd"> subclass this class.</span> @@ -1423,20 +1584,20 @@ <span class="sd"> child blocks with :py:meth:`register_child`.</span> <span class="sd"> """</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">_children</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">_reg_params</span> <span class="o">=</span> <span class="p">{}</span> <span class="bp">self</span><span class="o">.</span><span class="n">_forward_hooks</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">_forward_pre_hooks</span> <span class="o">=</span> <span class="n">OrderedDict</span><span class="p">()</span> - <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="n">s</span> <span class="o">=</span> <span class="s1">'</span><span class="si">{name}</span><span class="s1">(</span><span class="se">\n</span><span class="si">{modstr}</span><span class="se">\n</span><span class="s1">)'</span> <span class="n">modstr</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="s1">' (</span><span class="si">{key}</span><span class="s1">): </span><span class="si">{block}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">key</span><span class="o">=</span><span class="n">key</span><span class="p">,</span> <span class="n">block</span><span class="o">=</span><span class="n">_indent</span><span class="p">(</span><span class="n">block</span><span class="o">.</span><span class="fm">__repr__</span><span class="p">(),</span> <span class="mi">2</span><span class="p">))</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">block</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="vm">__dict__</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">block</span><span class="p">,</span> <span class="n">Block</span><span class="p">)])</span> <span class="k">return</span> <span class="n">s</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">modstr</span><span class="o">=</span><span class="n">modstr</span><span class="p">)</span> - <span class="k">def</span> <span class="fm">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> <span class="sd">"""Registers parameters."""</span> <span class="k">if</span> <span class="nb">hasattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">):</span> @@ -1490,7 +1651,7 @@ <span class="sd"> children's parameters)."""</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_reg_params</span> -<div class="viewcode-block" id="Block.collect_params"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.collect_params">[docs]</a> <span class="k">def</span> <span class="nf">collect_params</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">select</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> +<div class="viewcode-block" id="Block.collect_params"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.collect_params">[docs]</a> <span class="k">def</span> <span class="nf">collect_params</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">select</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="sd">"""Returns a :py:class:`Dict` containing this :py:class:`Block` and all of its</span> <span class="sd"> children's Parameters(default), also can returns the select :py:class:`Dict`</span> <span class="sd"> which match some given regular expressions.</span> @@ -1531,7 +1692,7 @@ <span class="n">ret</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">child</span><span class="p">()</span><span class="o">.</span><span class="n">_collect_params_with_prefix</span><span class="p">(</span><span class="n">prefix</span> <span class="o">+</span> <span class="n">name</span><span class="p">,</span> <span class="n">select</span><span class="p">))</span> <span class="k">return</span> <span class="n">ret</span> -<div class="viewcode-block" id="Block.save_parameters"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.save_parameters">[docs]</a> <span class="k">def</span> <span class="nf">save_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">deduplicate</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> +<div class="viewcode-block" id="Block.save_parameters"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.save_parameters">[docs]</a> <span class="k">def</span> <span class="nf">save_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">deduplicate</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> <span class="sd">"""Save parameters to file.</span> <span class="sd"> Saved parameters can only be loaded with `load_parameters`. Note that this</span> @@ -1564,10 +1725,12 @@ <span class="n">params</span> <span class="o">=</span> <span class="p">{</span><span class="n">v</span><span class="p">:</span> <span class="n">k</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">reverse_params</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="n">arg_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">key</span><span class="p">:</span> <span class="n">val</span><span class="o">.</span><span class="n">_reduce</span><span class="p">()</span> <span class="k">for</span> <span class="n">key</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">params</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> - <span class="n">save_fn</span> <span class="o">=</span> <span class="n">_mx_npx</span><span class="o">.</span><span class="n">save</span> <span class="k">if</span> <span class="n">is_np_array</span><span class="p">()</span> <span class="k">else</span> <span class="n">ndarray</span><span class="o">.</span><span class="n">save</span> - <span class="n">save_fn</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="n">arg_dict</span><span class="p">)</span></div> + <span class="k">if</span> <span class="n">is_np_array</span><span class="p">():</span> + <span class="n">_mx_npx</span><span class="o">.</span><span class="n">savez</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="o">**</span><span class="n">arg_dict</span><span class="p">)</span> + <span class="k">else</span><span class="p">:</span> + <span class="n">ndarray</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span> <span class="n">arg_dict</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.load_parameters"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.load_parameters">[docs]</a> <span class="k">def</span> <span class="nf">load_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">ctx</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">allow_missing</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> +<div class="viewcode-block" id="Block.load_parameters"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.load_parameters">[docs]</a> <span class="k">def</span> <span class="nf">load_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">filename</span><span class="p">,</span> <span class="n">ctx</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">allow_missing</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">ignore_extra</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cast_dtype</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">dtype_source</span><span class="o">=</span><span class="s1">'current'</span><span class="p">):</span> <span class="sd">"""Load parameters from file previously saved by `save_parameters`.</span> @@ -1622,7 +1785,7 @@ <span class="n">full_dict</span> <span class="o">=</span> <span class="p">{</span><span class="s1">'params'</span><span class="p">:</span> <span class="n">loaded</span><span class="p">,</span> <span class="s1">'filename'</span><span class="p">:</span> <span class="n">filename</span><span class="p">}</span> <span class="bp">self</span><span class="o">.</span><span class="n">load_dict</span><span class="p">(</span><span class="n">full_dict</span><span class="p">,</span> <span class="n">ctx</span><span class="p">,</span> <span class="n">allow_missing</span><span class="p">,</span> <span class="n">ignore_extra</span><span class="p">,</span> <span class="n">cast_dtype</span><span class="p">,</span> <span class="n">dtype_source</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.load_dict"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.load_dict">[docs]</a> <span class="k">def</span> <span class="nf">load_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param_dict</span><span class="p">,</span> <span class="n">ctx</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">allow_missing</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> +<div class="viewcode-block" id="Block.load_dict"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.load_dict">[docs]</a> <span class="k">def</span> <span class="nf">load_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">param_dict</span><span class="p">,</span> <span class="n">ctx</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">allow_missing</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">ignore_extra</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cast_dtype</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">dtype_source</span><span class="o">=</span><span class="s2">"current"</span><span class="p">):</span> <span class="sd">"""Load parameters from dict</span> @@ -1681,14 +1844,14 @@ <span class="n">param</span> <span class="o">=</span> <span class="n">_mx_np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">param</span><span class="p">)</span> <span class="k">if</span> <span class="n">is_np_array</span><span class="p">()</span> <span class="k">else</span> <span class="n">nd</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">param</span><span class="p">)</span> <span class="n">params</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">_load_init</span><span class="p">(</span><span class="n">param</span><span class="p">,</span> <span class="n">ctx</span><span class="p">,</span> <span class="n">cast_dtype</span><span class="o">=</span><span class="n">cast_dtype</span><span class="p">,</span> <span class="n">dtype_source</span><span class="o">=</span><span class="n">dtype_source</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.register_child"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.register_child">[docs]</a> <span class="k">def</span> <span class="nf">register_child</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">block</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> +<div class="viewcode-block" id="Block.register_child"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.register_child">[docs]</a> <span class="k">def</span> <span class="nf">register_child</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">block</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="sd">"""Registers block as a child of self. :py:class:`Block` s assigned to self as</span> <span class="sd"> attributes will be registered automatically."""</span> <span class="k">if</span> <span class="n">name</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> <span class="n">name</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_children</span><span class="p">))</span> <span class="bp">self</span><span class="o">.</span><span class="n">_children</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">weakref</span><span class="o">.</span><span class="n">ref</span><span class="p">(</span><span class="n">block</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.register_forward_pre_hook"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.register_forward_pre_hook">[docs]</a> <span class="k">def</span> <span class="nf">register_forward_pre_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hook</span><span class="p">):</span> +<div class="viewcode-block" id="Block.register_forward_pre_hook"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.register_forward_pre_hook">[docs]</a> <span class="k">def</span> <span class="nf">register_forward_pre_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hook</span><span class="p">):</span> <span class="sa">r</span><span class="sd">"""Registers a forward pre-hook on the block.</span> <span class="sd"> The hook function is called immediately before :func:`forward`.</span> @@ -1707,7 +1870,7 @@ <span class="n">handle</span><span class="o">.</span><span class="n">attach</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_forward_pre_hooks</span><span class="p">,</span> <span class="n">hook</span><span class="p">)</span> <span class="k">return</span> <span class="n">handle</span></div> -<div class="viewcode-block" id="Block.register_forward_hook"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.register_forward_hook">[docs]</a> <span class="k">def</span> <span class="nf">register_forward_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hook</span><span class="p">):</span> +<div class="viewcode-block" id="Block.register_forward_hook"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.register_forward_hook">[docs]</a> <span class="k">def</span> <span class="nf">register_forward_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">hook</span><span class="p">):</span> <span class="sa">r</span><span class="sd">"""Registers a forward hook on the block.</span> <span class="sd"> The hook function is called immediately after :func:`forward`.</span> @@ -1726,7 +1889,7 @@ <span class="n">handle</span><span class="o">.</span><span class="n">attach</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_forward_hooks</span><span class="p">,</span> <span class="n">hook</span><span class="p">)</span> <span class="k">return</span> <span class="n">handle</span></div> -<div class="viewcode-block" id="Block.apply"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.apply">[docs]</a> <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fn</span><span class="p">):</span> +<div class="viewcode-block" id="Block.apply"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.apply">[docs]</a> <span class="k">def</span> <span class="nf">apply</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fn</span><span class="p">):</span> <span class="sa">r</span><span class="sd">"""Applies ``fn`` recursively to every child block as well as self.</span> <span class="sd"> Parameters</span> @@ -1743,7 +1906,7 @@ <span class="n">fn</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="k">return</span> <span class="bp">self</span></div> -<div class="viewcode-block" id="Block.initialize"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.initialize">[docs]</a> <span class="k">def</span> <span class="nf">initialize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">init</span><span class="o">=</span><span class="n">initializer</span><span class="o">.</span><span class="n">Uniform</span><span class="p">(),</span> <span class="n">ctx</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> +<div class="viewcode-block" id="Block.initialize"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.initialize">[docs]</a> <span class="k">def</span> <span class="nf">initialize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">init</span><span class="o">=</span><span class="n">initializer</span><span class="o">.</span><span class="n">Uniform</span><span class="p">(),</span> <span class="n">ctx</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">force_reinit</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> <span class="sd">"""Initializes :py:class:`Parameter` s of this :py:class:`Block` and its children.</span> @@ -1765,13 +1928,150 @@ <span class="k">for</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">params</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> <span class="n">v</span><span class="o">.</span><span class="n">initialize</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">ctx</span><span class="p">,</span> <span class="n">init</span><span class="p">,</span> <span class="n">force_reinit</span><span class="o">=</span><span class="n">force_reinit</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.hybridize"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.hybridize">[docs]</a> <span class="k">def</span> <span class="nf">hybridize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">active</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> +<div class="viewcode-block" id="Block.save"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.save">[docs]</a> <span class="k">def</span> <span class="nf">save</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">):</span> + <span class="sd">"""Save the model architecture and parameters to load again later</span> + +<span class="sd"> Saves the model architecture as a nested dictionary where each Block</span> +<span class="sd"> in the model is a dictionary and its children are sub-dictionaries.</span> + +<span class="sd"> Each Block is uniquely identified by Block class name and a unique ID.</span> +<span class="sd"> We save each Block's parameter UUID to restore later in order to match</span> +<span class="sd"> the saved parameters.</span> + +<span class="sd"> Recursively traverses a Block's children in order (since its an</span> +<span class="sd"> OrderedDict) and uses the unique ID to denote that specific Block.</span> + +<span class="sd"> Assumes that the model is created in an identical order every time.</span> +<span class="sd"> If the model is not able to be recreated deterministically do not</span> +<span class="sd"> use this set of APIs to save/load your model.</span> + +<span class="sd"> For HybridBlocks, the cached_graph is saved (Symbol & inputs) if</span> +<span class="sd"> it has already been hybridized.</span> + +<span class="sd"> Parameters</span> +<span class="sd"> ----------</span> +<span class="sd"> prefix : str</span> +<span class="sd"> The prefix to use in filenames for saving this model:</span> +<span class="sd"> <prefix>-model.json and <prefix>-model.params</span> +<span class="sd"> """</span> + <span class="c1"># create empty model structure</span> + <span class="n">model</span> <span class="o">=</span> <span class="p">{}</span> + <span class="k">def</span> <span class="nf">_save_cached_graphs</span><span class="p">(</span><span class="n">blk</span><span class="p">,</span> <span class="n">structure</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> + <span class="c1"># create new entry for this block</span> + <span class="n">mdl</span> <span class="o">=</span> <span class="p">{}</span> + <span class="c1"># encode unique name based on block type and ID</span> + <span class="n">name</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">blk</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> + <span class="n">structure</span><span class="p">[</span><span class="n">name</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">index</span><span class="p">)]</span> <span class="o">=</span> <span class="n">mdl</span> + <span class="n">index</span> <span class="o">+=</span> <span class="mi">1</span> + <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">blk</span><span class="p">,</span> <span class="n">HybridBlock</span><span class="p">):</span> + <span class="k">if</span> <span class="n">blk</span><span class="o">.</span><span class="n">_cached_graph</span><span class="p">:</span> + <span class="c1"># save in/out formats</span> + <span class="n">mdl</span><span class="p">[</span><span class="s1">'in_format'</span><span class="p">]</span> <span class="o">=</span> <span class="n">blk</span><span class="o">.</span><span class="n">_in_format</span> + <span class="n">mdl</span><span class="p">[</span><span class="s1">'out_format'</span><span class="p">]</span> <span class="o">=</span> <span class="n">blk</span><span class="o">.</span><span class="n">_out_format</span> + <span class="c1"># save cached graph & input symbols</span> + <span class="n">syms</span><span class="p">,</span> <span class="n">out</span> <span class="o">=</span> <span class="n">blk</span><span class="o">.</span><span class="n">_cached_graph</span> + <span class="n">mdl_syms</span> <span class="o">=</span> <span class="p">[]</span> + <span class="k">for</span> <span class="n">sym</span> <span class="ow">in</span> <span class="n">syms</span><span class="p">:</span> + <span class="n">mdl_syms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sym</span><span class="o">.</span><span class="n">tojson</span><span class="p">())</span> + <span class="n">mdl</span><span class="p">[</span><span class="s1">'inputs'</span><span class="p">]</span> <span class="o">=</span> <span class="n">mdl_syms</span> + <span class="n">mdl</span><span class="p">[</span><span class="s1">'symbol'</span><span class="p">]</span> <span class="o">=</span> <span class="n">out</span><span class="o">.</span><span class="n">tojson</span><span class="p">()</span> + <span class="n">mdl</span><span class="p">[</span><span class="s1">'hybridized'</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span> + <span class="k">else</span><span class="p">:</span> + <span class="n">mdl</span><span class="p">[</span><span class="s1">'hybridized'</span><span class="p">]</span> <span class="o">=</span> <span class="kc">False</span> + <span class="c1"># save param uuids</span> + <span class="n">pmap</span> <span class="o">=</span> <span class="p">{}</span> + <span class="n">mdl</span><span class="p">[</span><span class="s1">'params'</span><span class="p">]</span> <span class="o">=</span> <span class="n">pmap</span> + <span class="n">pnames</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">blk</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span> + <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">pnames</span><span class="p">:</span> + <span class="n">param</span> <span class="o">=</span> <span class="n">blk</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">p</span><span class="p">]</span> + <span class="n">pmap</span><span class="p">[</span><span class="n">p</span><span class="p">]</span> <span class="o">=</span> <span class="n">param</span><span class="o">.</span><span class="n">_uuid</span> + <span class="c1"># recursively save children</span> + <span class="k">for</span> <span class="n">child</span> <span class="ow">in</span> <span class="n">blk</span><span class="o">.</span><span class="n">_children</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> + <span class="n">index</span> <span class="o">=</span> <span class="n">_save_cached_graphs</span><span class="p">(</span><span class="n">child</span><span class="p">(),</span> <span class="n">mdl</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> + <span class="c1"># return latest index (ie. block count)</span> + <span class="k">return</span> <span class="n">index</span> + + <span class="c1"># save top-level block</span> + <span class="n">_save_cached_graphs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span> + <span class="c1"># save model</span> + <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">prefix</span><span class="o">+</span><span class="s1">'-model.json'</span><span class="p">,</span> <span class="s1">'w'</span><span class="p">)</span> <span class="k">as</span> <span class="n">fp</span><span class="p">:</span> + <span class="n">json</span><span class="o">.</span><span class="n">dump</span><span class="p">(</span><span class="n">model</span><span class="p">,</span> <span class="n">fp</span><span class="p">)</span> + <span class="c1"># save params</span> + <span class="bp">self</span><span class="o">.</span><span class="n">save_parameters</span><span class="p">(</span><span class="s1">'MyModel-model.params'</span><span class="p">)</span></div> + +<div class="viewcode-block" id="Block.load"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.load">[docs]</a> <span class="k">def</span> <span class="nf">load</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">prefix</span><span class="p">):</span> + <span class="sd">"""Load a model saved using the `save` API</span> + +<span class="sd"> Reconfigures a model using the saved configuration. This function</span> +<span class="sd"> does not regenerate the model architecture. It resets each Block's</span> +<span class="sd"> parameter UUIDs as they were when saved in order to match the names of the</span> +<span class="sd"> saved parameters.</span> + +<span class="sd"> This function assumes the Blocks in the model were created in the same</span> +<span class="sd"> order they were when the model was saved. This is because each Block is</span> +<span class="sd"> uniquely identified by Block class name and a unique ID in order (since</span> +<span class="sd"> its an OrderedDict) and uses the unique ID to denote that specific Block.</span> + +<span class="sd"> Assumes that the model is created in an identical order every time.</span> +<span class="sd"> If the model is not able to be recreated deterministically do not</span> +<span class="sd"> use this set of APIs to save/load your model.</span> + +<span class="sd"> For HybridBlocks, the cached_graph (Symbol & inputs) and settings are</span> +<span class="sd"> restored if it had been hybridized before saving.</span> + +<span class="sd"> Parameters</span> +<span class="sd"> ----------</span> +<span class="sd"> prefix : str</span> +<span class="sd"> The prefix to use in filenames for loading this model:</span> +<span class="sd"> <prefix>-model.json and <prefix>-model.params</span> +<span class="sd"> """</span> + <span class="c1"># load model json from file</span> + <span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="n">prefix</span><span class="o">+</span><span class="s1">'-model.json'</span><span class="p">)</span> <span class="k">as</span> <span class="n">fp</span><span class="p">:</span> + <span class="n">model</span> <span class="o">=</span> <span class="n">json</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fp</span><span class="p">)</span> + + <span class="k">def</span> <span class="nf">_load_cached_graphs</span><span class="p">(</span><span class="n">blk</span><span class="p">,</span> <span class="n">structure</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="mi">0</span><span class="p">):</span> + <span class="c1"># get block name</span> + <span class="n">name</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">blk</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> + <span class="c1"># lookup previous encoded name based on block type and ID</span> + <span class="n">mdl</span> <span class="o">=</span> <span class="n">structure</span><span class="p">[</span><span class="n">name</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">index</span><span class="p">)]</span> + <span class="n">index</span> <span class="o">+=</span> <span class="mi">1</span> + <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">blk</span><span class="p">,</span> <span class="n">HybridBlock</span><span class="p">):</span> + <span class="k">if</span> <span class="n">mdl</span><span class="p">[</span><span class="s1">'hybridized'</span><span class="p">]:</span> + <span class="c1"># restore in/out formats</span> + <span class="n">blk</span><span class="o">.</span><span class="n">_in_format</span> <span class="o">=</span> <span class="n">mdl</span><span class="p">[</span><span class="s1">'in_format'</span><span class="p">]</span> + <span class="n">blk</span><span class="o">.</span><span class="n">_out_format</span> <span class="o">=</span> <span class="n">mdl</span><span class="p">[</span><span class="s1">'out_format'</span><span class="p">]</span> + <span class="c1"># get saved symbol</span> + <span class="n">out</span> <span class="o">=</span> <span class="n">fromjson</span><span class="p">(</span><span class="n">mdl</span><span class="p">[</span><span class="s1">'symbol'</span><span class="p">])</span> + <span class="n">syms</span> <span class="o">=</span> <span class="p">[]</span> + <span class="c1"># recreate inputs for this symbol</span> + <span class="k">for</span> <span class="n">inp</span> <span class="ow">in</span> <span class="n">mdl</span><span class="p">[</span><span class="s1">'inputs'</span><span class="p">]:</span> + <span class="n">syms</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">fromjson</span><span class="p">(</span><span class="n">inp</span><span class="p">))</span> + <span class="c1"># reset cached_graph and active status</span> + <span class="n">blk</span><span class="o">.</span><span class="n">_cached_graph</span> <span class="o">=</span> <span class="p">(</span><span class="n">syms</span><span class="p">,</span> <span class="n">out</span><span class="p">)</span> + <span class="n">blk</span><span class="o">.</span><span class="n">_active</span> <span class="o">=</span> <span class="kc">True</span> + <span class="c1"># reload param uuids</span> + <span class="n">pmap</span> <span class="o">=</span> <span class="n">mdl</span><span class="p">[</span><span class="s1">'params'</span><span class="p">]</span> + <span class="k">for</span> <span class="n">p</span><span class="p">,</span> <span class="n">uuid</span> <span class="ow">in</span> <span class="n">pmap</span><span class="o">.</span><span class="n">items</span><span class="p">():</span> + <span class="n">param</span> <span class="o">=</span> <span class="n">blk</span><span class="o">.</span><span class="n">params</span><span class="p">[</span><span class="n">p</span><span class="p">]</span> + <span class="n">param</span><span class="o">.</span><span class="n">_uuid</span> <span class="o">=</span> <span class="n">uuid</span> + <span class="c1"># recursively reload children</span> + <span class="k">for</span> <span class="n">child</span> <span class="ow">in</span> <span class="n">blk</span><span class="o">.</span><span class="n">_children</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> + <span class="n">index</span> <span class="o">=</span> <span class="n">_load_cached_graphs</span><span class="p">(</span><span class="n">child</span><span class="p">(),</span> <span class="n">mdl</span><span class="p">,</span> <span class="n">index</span><span class="p">)</span> + <span class="c1"># return latest index (ie. block count)</span> + <span class="k">return</span> <span class="n">index</span> + + <span class="c1"># load top-level block</span> + <span class="n">_load_cached_graphs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">model</span><span class="p">)</span> + <span class="c1"># load params</span> + <span class="bp">self</span><span class="o">.</span><span class="n">load_parameters</span><span class="p">(</span><span class="s1">'MyModel-model.params'</span><span class="p">)</span></div> + +<div class="viewcode-block" id="Block.hybridize"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.hybridize">[docs]</a> <span class="k">def</span> <span class="nf">hybridize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">active</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> <span class="sd">""" Please refer description of HybridBlock hybridize().</span> <span class="sd"> """</span> <span class="k">for</span> <span class="n">cld</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_children</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> <span class="n">cld</span><span class="p">()</span><span class="o">.</span><span class="n">hybridize</span><span class="p">(</span><span class="n">active</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.cast"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.cast">[docs]</a> <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dtype</span><span class="p">):</span> +<div class="viewcode-block" id="Block.cast"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.cast">[docs]</a> <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dtype</span><span class="p">):</span> <span class="sd">"""Cast this Block to use another data type.</span> <span class="sd"> Parameters</span> @@ -1784,7 +2084,7 @@ <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">param</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">items</span><span class="p">():</span> <span class="n">param</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.zero_grad"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.zero_grad">[docs]</a> <span class="k">def</span> <span class="nf">zero_grad</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> +<div class="viewcode-block" id="Block.zero_grad"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.zero_grad">[docs]</a> <span class="k">def</span> <span class="nf">zero_grad</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="sd">"""Sets all Parameters' gradient buffer to 0."""</span> <span class="c1"># collect gradient arrays for each ctx</span> <span class="n">arrays</span> <span class="o">=</span> <span class="n">defaultdict</span><span class="p">(</span><span class="nb">list</span><span class="p">)</span> @@ -1796,20 +2096,18 @@ <span class="k">if</span> <span class="n">g</span><span class="o">.</span><span class="n">stype</span> <span class="o">==</span> <span class="s1">'row_sparse'</span><span class="p">:</span> <span class="n">ndarray</span><span class="o">.</span><span class="n">zeros_like</span><span class="p">(</span><span class="n">g</span><span class="p">,</span> <span class="n">out</span><span class="o">=</span><span class="n">g</span><span class="p">)</span> <span class="k">else</span><span class="p">:</span> - <span class="n">arrays</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">ctx</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">)</span> + <span class="k">if</span> <span class="n">is_np_array</span><span class="p">():</span> + <span class="n">arrays</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">ctx</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="o">.</span><span class="n">as_nd_ndarray</span><span class="p">())</span> + <span class="k">else</span><span class="p">:</span> + <span class="n">arrays</span><span class="p">[</span><span class="n">g</span><span class="o">.</span><span class="n">ctx</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">g</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">arrays</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> <span class="k">return</span> - <span class="k">if</span> <span class="n">is_np_array</span><span class="p">():</span> - <span class="k">for</span> <span class="n">arr</span> <span class="ow">in</span> <span class="n">arrays</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> - <span class="k">for</span> <span class="n">ele</span> <span class="ow">in</span> <span class="n">arr</span><span class="p">:</span> - <span class="n">ele</span><span class="p">[()]</span> <span class="o">=</span> <span class="mi">0</span> - <span class="k">else</span><span class="p">:</span> - <span class="k">for</span> <span class="n">arr</span> <span class="ow">in</span> <span class="n">arrays</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> - <span class="n">ndarray</span><span class="o">.</span><span class="n">reset_arrays</span><span class="p">(</span><span class="o">*</span><span class="n">arr</span><span class="p">,</span> <span class="n">num_arrays</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">arr</span><span class="p">))</span></div> + <span class="k">for</span> <span class="n">arr</span> <span class="ow">in</span> <span class="n">arrays</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> + <span class="n">ndarray</span><span class="o">.</span><span class="n">reset_arrays</span><span class="p">(</span><span class="o">*</span><span class="n">arr</span><span class="p">,</span> <span class="n">num_arrays</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="n">arr</span><span class="p">))</span></div> -<div class="viewcode-block" id="Block.reset_ctx"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.reset_ctx">[docs]</a> <span class="k">def</span> <span class="nf">reset_ctx</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ctx</span><span class="p">):</span> +<div class="viewcode-block" id="Block.reset_ctx"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.reset_ctx">[docs]</a> <span class="k">def</span> <span class="nf">reset_ctx</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ctx</span><span class="p">):</span> <span class="sd">"""Re-assign all Parameters to other contexts.</span> <span class="sd"> Parameters</span> @@ -1822,7 +2120,7 @@ <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">params</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> <span class="n">i</span><span class="o">.</span><span class="n">reset_ctx</span><span class="p">(</span><span class="n">ctx</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.setattr"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.setattr">[docs]</a> <span class="k">def</span> <span class="nf">setattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> +<div class="viewcode-block" id="Block.setattr"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.setattr">[docs]</a> <span class="k">def</span> <span class="nf">setattr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> <span class="sd">"""Set an attribute to a new value for all Parameters.</span> <span class="sd"> For example, set grad_req to null if you don't need gradient w.r.t a</span> @@ -1845,7 +2143,7 @@ <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="n">params</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> <span class="nb">setattr</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.share_parameters"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.share_parameters">[docs]</a> <span class="k">def</span> <span class="nf">share_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">shared</span><span class="p">):</span> +<div class="viewcode-block" id="Block.share_parameters"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.share_parameters">[docs]</a> <span class="k">def</span> <span class="nf">share_parameters</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">shared</span><span class="p">):</span> <span class="sd">"""Share parameters recursively inside the model.</span> <span class="sd"> For example, if you want ``dense1`` to share ``dense0``'s weights, you can do::</span> @@ -1897,7 +2195,7 @@ <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">child</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_children</span><span class="o">.</span><span class="n">items</span><span class="p">():</span> <span class="n">child</span><span class="p">()</span><span class="o">.</span><span class="n">_shared_parameters</span><span class="p">(</span><span class="n">shared</span><span class="p">,</span> <span class="n">shared_set</span><span class="p">,</span> <span class="n">prefix</span> <span class="o">+</span> <span class="n">name</span><span class="p">)</span> - <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="sd">"""Calls forward. Only accepts positional arguments."""</span> <span class="k">for</span> <span class="n">hook</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_forward_pre_hooks</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> <span class="n">hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">args</span><span class="p">)</span> @@ -1910,7 +2208,7 @@ <span class="n">_check_all_np_ndarrays</span><span class="p">(</span><span class="n">out</span><span class="p">)</span> <span class="k">return</span> <span class="n">out</span> -<div class="viewcode-block" id="Block.forward"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.forward">[docs]</a> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> +<div class="viewcode-block" id="Block.forward"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.forward">[docs]</a> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="sd">"""Overrides to implement forward computation using :py:class:`NDArray`. Only</span> <span class="sd"> accepts positional arguments.</span> @@ -1922,7 +2220,7 @@ <span class="c1"># pylint: disable= invalid-name</span> <span class="k">raise</span> <span class="ne">NotImplementedError</span></div> -<div class="viewcode-block" id="Block.register_op_hook"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.register_op_hook">[docs]</a> <span class="k">def</span> <span class="nf">register_op_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">callback</span><span class="p">,</span> <span class="n">monitor_all</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> +<div class="viewcode-block" id="Block.register_op_hook"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.register_op_hook">[docs]</a> <span class="k">def</span> <span class="nf">register_op_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">callback</span><span class="p">,</span> <span class="n">monitor_all</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> <span class="sd">"""Install callback monitor.</span> <span class="sd"> Parameters</span> @@ -1939,7 +2237,7 @@ <span class="k">for</span> <span class="n">cld</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_children</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> <span class="n">cld</span><span class="p">()</span><span class="o">.</span><span class="n">register_op_hook</span><span class="p">(</span><span class="n">callback</span><span class="p">,</span> <span class="n">monitor_all</span><span class="p">)</span></div> -<div class="viewcode-block" id="Block.summary"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.Block.summary">[docs]</a> <span class="k">def</span> <span class="nf">summary</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">inputs</span><span class="p">):</span> +<div class="viewcode-block" id="Block.summary"><a class="viewcode-back" href="../../../api/gluon/block.html#mxnet.gluon.Block.summary">[docs]</a> <span class="k">def</span> <span class="nf">summary</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">inputs</span><span class="p">):</span> <span class="sd">"""Print the summary of the model's output and parameters.</span> <span class="sd"> The network must have been initialized, and must not have been hybridized.</span> @@ -2010,7 +2308,7 @@ <span class="n">seen</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">p</span><span class="p">)</span> <span class="n">summary</span><span class="p">[</span><span class="n">m_key</span><span class="p">][</span><span class="s1">'n_params'</span><span class="p">]</span> <span class="o">=</span> <span class="n">params</span> - <span class="kn">from</span> <span class="nn">.nn.basic_layers</span> <span class="kn">import</span> <span class="n">Sequential</span><span class="p">,</span> <span class="n">HybridSequential</span> + <span class="kn">from</span> <span class="nn">.nn.basic_layers</span> <span class="k">import</span> <span class="n">Sequential</span><span class="p">,</span> <span class="n">HybridSequential</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">block</span><span class="p">,</span> <span class="p">(</span><span class="n">Sequential</span><span class="p">,</span> <span class="n">HybridSequential</span><span class="p">)):</span> <span class="n">hooks</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">block</span><span class="o">.</span><span class="n">register_forward_hook</span><span class="p">(</span><span class="n">_summary_hook</span><span class="p">))</span> @@ -2051,7 +2349,7 @@ <span class="n">h</span><span class="o">.</span><span class="n">detach</span><span class="p">()</span></div></div> -<div class="viewcode-block" id="HybridBlock"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock">[docs]</a><span class="k">class</span> <span class="nc">HybridBlock</span><span class="p">(</span><span class="n">Block</span><span class="p">):</span> +<span class="k">class</span> <span class="nc">HybridBlock</span><span class="p">(</span><span class="n">Block</span><span class="p">):</span> <span class="sd">"""`HybridBlock` supports forwarding with both Symbol and NDArray.</span> <span class="sd"> `HybridBlock` is similar to `Block`, with a few differences::</span> @@ -2093,8 +2391,9 @@ <span class="sd"> `Hybrid - Faster training and easy deployment</span> <span class="sd"> <https://mxnet.io/tutorials/gluon/hybrid.html>`_</span> <span class="sd"> """</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="nb">super</span><span class="p">(</span><span class="n">HybridBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_v2</span> <span class="o">=</span> <span class="n">inspect</span><span class="o">.</span><span class="n">unwrap</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hybrid_forward</span><span class="o">.</span><span class="vm">__func__</span><span class="p">)</span> <span class="ow">is</span> <span class="n">HybridBlock</span><span class="o">.</span><span class="n">hybrid_forward</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span> <span class="o">=</span> <span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_op</span> <span class="o">=</span> <span class="kc">None</span> <span class="bp">self</span><span class="o">.</span><span class="n">_out_format</span> <span class="o">=</span> <span class="kc">None</span> @@ -2106,8 +2405,10 @@ <span class="bp">self</span><span class="o">.</span><span class="n">_monitor_all</span> <span class="o">=</span> <span class="kc">False</span> <span class="bp">self</span><span class="o">.</span><span class="n">_backend</span> <span class="o">=</span> <span class="kc">None</span> <span class="bp">self</span><span class="o">.</span><span class="n">_backend_opts</span> <span class="o">=</span> <span class="p">{}</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_partition_if_dynamic</span> <span class="o">=</span> <span class="kc">True</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_first_forward</span> <span class="o">=</span> <span class="kc">True</span> - <span class="k">def</span> <span class="fm">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__setattr__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">):</span> <span class="sd">"""Registers parameters."""</span> <span class="nb">super</span><span class="p">(</span><span class="n">HybridBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__setattr__</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">HybridBlock</span><span class="p">):</span> @@ -2179,13 +2480,13 @@ <span class="k">def</span> <span class="nf">_get_graph</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span><span class="p">:</span> - <span class="k">if</span> <span class="n">inspect</span><span class="o">.</span><span class="n">unwrap</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hybrid_forward</span><span class="o">.</span><span class="vm">__func__</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">HybridBlock</span><span class="o">.</span><span class="n">hybrid_forward</span><span class="p">:</span> + <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_v2</span><span class="p">:</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_graph_v1</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">)</span> <span class="k">else</span><span class="p">:</span> <span class="c1"># Gluon 2 based on deferred compute mode</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_graph_v2</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">)</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span> - <span class="k">def</span> <span class="nf">_build_cache</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">_build_cache</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="n">update_graph</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span> <span class="n">data</span><span class="p">,</span> <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_graph</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">)</span> <span class="n">data_names</span> <span class="o">=</span> <span class="p">{</span><span class="n">data</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">i</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">data</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">data</span><span class="p">)}</span> <span class="n">params</span> <span class="o">=</span> <span class="p">{</span><span class="n">p</span><span class="o">.</span><span class="n">var</span><span class="p">()</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">p</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">collect_params</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">()}</span> @@ -2223,17 +2524,39 @@ <span class="n">arg_dict</span><span class="p">,</span> <span class="n">aux_dict</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">(),</span> <span class="nb">dict</span><span class="p">()</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_backend</span><span class="p">:</span> - <span class="n">ctx</span> <span class="o">=</span> <span class="n">args</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">context</span> + <span class="c1"># set context for inputs</span> + <span class="n">_</span><span class="p">,</span> <span class="n">_</span><span class="p">,</span> <span class="n">ctx_set</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">_gather_type_ctx_info</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">args</span><span class="p">))</span> + <span class="n">ctx</span> <span class="o">=</span> <span class="n">ctx_set</span><span class="o">.</span><span class="n">pop</span><span class="p">()</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ctx_set</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span> <span class="k">else</span> <span class="kc">None</span> <span class="c1"># get list of params in the order of out.list_arguments</span> - <span class="n">arg_dict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">name</span><span class="p">:</span><span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]]</span> <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">data_names</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span> <span class="k">else</span> <span class="n">params</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">data</span><span class="p">()</span> - <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">out</span><span class="o">.</span><span class="n">list_arguments</span><span class="p">()})</span> - <span class="n">aux_dict</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="n">name</span><span class="p">:</span><span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]]</span> <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">data_names</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span> <span class="k">else</span> <span class="n">params</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">data</span><span class="p">()</span> - <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">out</span><span class="o">.</span><span class="n">list_auxiliary_states</span><span class="p">()})</span> - <span class="c1"># Partition the graph.</span> - <span class="n">out</span> <span class="o">=</span> <span class="n">out</span><span class="o">.</span><span class="n">optimize_for</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_backend</span><span class="p">,</span> <span class="n">arg_dict</span><span class="p">,</span> <span class="n">aux_dict</span><span class="p">,</span> <span class="n">ctx</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">_backend_opts</span><span class="p">)</span> + <span class="n">input_shapes</span> <span class="o">=</span> <span class="nb">dict</span><span class="p">()</span> + <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">out</span><span class="o">.</span><span class="n">list_arguments</span><span class="p">():</span> + <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">data_names</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span> <span class="ow">and</span> <span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o"><</span> <span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">):</span> + <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]],</span> <span class="n">NDArray</span><span class="p">):</span> + <span class="n">arg_dict</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]]</span> + <span class="k">elif</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]],</span> <span class="n">symbol</span><span class="o">.</span><span class="n">Symbol</span><span class="p">)</span> <span class="ow">and</span> + <span class="s1">'__shape__'</span> <span class="ow">in</span> <span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]]</span><span class="o">.</span><span class="n">list_attr</span><span class="p">()):</span> + <span class="n">shape_str</span> <span class="o">=</span> <span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]]</span><span class="o">.</span><span class="n">list_attr</span><span class="p">()[</span><span class="s1">'__shape__'</span><span class="p">]</span> + <span class="n">input_shapes</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="n">shape_str</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s1">'()'</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">','</span><span class="p">)))</span> + <span class="k">elif</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">params</span><span class="p">:</span> + <span class="n">arg_dict</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">data</span><span class="p">()</span> + + <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">out</span><span class="o">.</span><span class="n">list_auxiliary_states</span><span class="p">():</span> + <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">data_names</span><span class="o">.</span><span class="n">keys</span><span class="p">()</span> <span class="ow">and</span> <span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o"><</span> <span class="nb">len</span><span class="p">(</span><span class="n">args</span><span class="p">):</span> + <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]],</span> <span class="n">NDArray</span><span class="p">):</span> + <span class="n">aux_dict</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]]</span> + <span class="k">elif</span> <span class="p">(</span><span class="nb">isinstance</span><span class="p">(</span><span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]],</span> <span class="n">symbol</span><span class="o">.</span><span class="n">Symbol</span><span class="p">)</span> <span class="ow">and</span> + <span class="s1">'__shape__'</span> <span class="ow">in</span> <span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]]</span><span class="o">.</span><span class="n">list_attr</span><span class="p">()):</span> + <span class="n">shape_str</span> <span class="o">=</span> <span class="n">args</span><span class="p">[</span><span class="n">data_names</span><span class="p">[</span><span class="n">name</span><span class="p">]]</span><span class="o">.</span><span class="n">list_attr</span><span class="p">()[</span><span class="s1">'__shape__'</span><span class="p">]</span> + <span class="n">input_shapes</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="nb">tuple</span><span class="p">(</span><span class="nb">map</span><span class="p">(</span><span class="nb">int</span><span class="p">,</span> <span class="n">shape_str</span><span class="o">.</span><span class="n">strip</span><span class="p">(</span><span class="s1">'()'</span><span class="p">)</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">','</span><span class="p">)))</span> + <span class="k">elif</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">params</span><span class="p">:</span> + <span class="n">aux_dict</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">params</span><span class="p">[</span><span class="n">name</span><span class="p">]</span><span class="o">.</span><span class="n">data</span><span class="p">()</span> + + <span class="c1"># Partition the graph</span> + <span class="n">out</span> <span class="o">=</span> <span class="n">out</span><span class="o">.</span><span class="n">optimize_for</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_backend</span><span class="p">,</span> <span class="n">arg_dict</span><span class="p">,</span> <span class="n">aux_dict</span><span class="p">,</span> <span class="n">ctx</span><span class="p">,</span> <span class="n">input_shapes</span><span class="p">,</span> <span class="o">**</span><span class="bp">self</span><span class="o">.</span><span class="n">_backend_opts</span><span class="p">)</span> <span class="c1">#update cached graph with partitioned graph</span> - <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span> <span class="o">=</span> <span class="n">data</span><span class="p">,</span> <span class="n">out</span> + <span class="k">if</span> <span class="n">update_graph</span><span class="p">:</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span> <span class="o">=</span> <span class="n">data</span><span class="p">,</span> <span class="n">out</span> <span class="n">input_names</span> <span class="o">=</span> <span class="n">out</span><span class="o">.</span><span class="n">list_inputs</span><span class="p">()</span> <span class="n">data_indices</span> <span class="o">=</span> <span class="p">[]</span> @@ -2266,18 +2589,20 @@ <span class="s1">'added to the parameter dicts.</span><span class="se">\n</span><span class="s1">'</span> <span class="s1">'Please check the backend.'</span><span class="p">)</span> - <span class="n">param</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> + <span class="n">param</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">param_data</span><span class="o">.</span><span class="n">dtype</span><span class="p">)</span> <span class="n">param</span><span class="o">.</span><span class="n">_var_name</span> <span class="o">=</span> <span class="n">name</span> <span class="n">serialization_name</span> <span class="o">=</span> <span class="n">name</span> <span class="c1"># HybridBlock.export</span> - <span class="n">param</span><span class="o">.</span><span class="n">_load_init</span><span class="p">(</span><span class="n">param_data</span><span class="p">,</span> <span class="n">args</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">context</span><span class="p">)</span> + <span class="n">param</span><span class="o">.</span><span class="n">_load_init</span><span class="p">(</span><span class="n">param_data</span><span class="p">,</span> <span class="n">param_data</span><span class="o">.</span><span class="n">context</span><span class="p">)</span> <span class="n">triple</span> <span class="o">=</span> <span class="p">(</span><span class="kc">False</span><span class="p">,</span> <span class="n">serialization_name</span><span class="p">,</span> <span class="n">param</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_op_args</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">triple</span><span class="p">)</span> - <span class="n">flags</span> <span class="o">=</span> <span class="p">[(</span><span class="s1">'data_indices'</span><span class="p">,</span> <span class="n">data_indices</span><span class="p">),</span> <span class="p">(</span><span class="s1">'param_indices'</span><span class="p">,</span> <span class="n">param_indices</span><span class="p">)]</span> <span class="o">+</span> \ - <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span> - <span class="bp">self</span><span class="o">.</span><span class="n">_cached_op</span> <span class="o">=</span> <span class="n">ndarray</span><span class="o">.</span><span class="n">CachedOp</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="n">flags</span><span class="p">)</span> - + <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_flags</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">,</span> <span class="o">-</span><span class="mi">1</span><span class="p">):</span> + <span class="n">kv</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> + <span class="k">if</span> <span class="n">kv</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">in</span> <span class="p">[</span><span class="s1">'data_indices'</span><span class="p">,</span> <span class="s1">'param_indices'</span><span class="p">]:</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">kv</span><span class="p">)</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span> <span class="o">=</span> <span class="p">[(</span><span class="s1">'data_indices'</span><span class="p">,</span> <span class="n">data_indices</span><span class="p">),</span> <span class="p">(</span><span class="s1">'param_indices'</span><span class="p">,</span> <span class="n">param_indices</span><span class="p">)]</span> <span class="o">+</span> <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_cached_op</span> <span class="o">=</span> <span class="n">ndarray</span><span class="o">.</span><span class="n">CachedOp</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span><span class="p">)</span> <span class="k">def</span> <span class="nf">_deferred_infer_shape</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="k">try</span><span class="p">:</span> @@ -2290,6 +2615,17 @@ <span class="k">def</span> <span class="nf">_call_cached_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_op</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">_build_cache</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">)</span> + + <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_first_forward</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_partition_if_dynamic</span><span class="p">:</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_first_forward</span> <span class="o">=</span> <span class="kc">False</span> + <span class="c1"># partition static shape ops if the graph contains any dynamic shape op</span> + <span class="n">_</span><span class="p">,</span> <span class="n">out</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span> + <span class="n">is_dynamic</span> <span class="o">=</span> <span class="n">out</span><span class="o">.</span><span class="n">has_dynamic_shape_op</span><span class="p">()</span> + <span class="k">if</span> <span class="n">is_dynamic</span><span class="p">:</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_backend</span> <span class="o">=</span> <span class="s1">'static_shape'</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_backend_opts</span> <span class="o">=</span> <span class="p">{</span><span class="n">k</span> <span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span><span class="p">}</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_build_cache</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="n">update_graph</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> + <span class="k">assert</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_op</span><span class="p">,</span> <span class="s2">"Gluon failed to build the cache. "</span> \ <span class="s2">"This should never happen. "</span> \ <span class="s2">"Please submit an issue on Github"</span> \ @@ -2327,7 +2663,14 @@ <span class="n">out</span> <span class="o">=</span> <span class="p">[</span><span class="n">out</span><span class="p">]</span> <span class="k">return</span> <span class="n">_regroup</span><span class="p">(</span><span class="n">out</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">_out_format</span><span class="p">)</span> -<div class="viewcode-block" id="HybridBlock.optimize_for"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.optimize_for">[docs]</a> <span class="k">def</span> <span class="nf">optimize_for</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="n">backend</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">backend_opts</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">clear</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">optimize_for</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="n">backend</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">clear</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> + <span class="n">partition_if_dynamic</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> + <span class="n">static_alloc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> + <span class="n">static_shape</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> + <span class="n">inline_limit</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> + <span class="n">forward_bulk_size</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> + <span class="n">backward_bulk_size</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> + <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> <span class="sd">"""Partitions the current HybridBlock and optimizes it for a given backend</span> <span class="sd"> without executing a forward pass. Modifies the HybridBlock in-place.</span> @@ -2357,28 +2700,40 @@ <span class="sd"> The name of backend, as registered in `SubgraphBackendRegistry`, default None</span> <span class="sd"> backend_opts : dict of user-specified options to pass to the backend for partitioning, optional</span> <span class="sd"> Passed on to `PrePartition` and `PostPartition` functions of `SubgraphProperty`</span> -<span class="sd"> clear : clears any previous optimizations</span> +<span class="sd"> clear : bool, default False</span> +<span class="sd"> clears any previous optimizations</span> +<span class="sd"> partition_if_dynamic : bool, default False</span> +<span class="sd"> whether to partition the graph when dynamic shape op exists</span> <span class="sd"> static_alloc : bool, default False</span> <span class="sd"> Statically allocate memory to improve speed. Memory usage may increase.</span> <span class="sd"> static_shape : bool, default False</span> <span class="sd"> Optimize for invariant input shapes between iterations. Must also</span> <span class="sd"> set static_alloc to True. Change of input shapes is still allowed</span> <span class="sd"> but slower.</span> +<span class="sd"> inline_limit : optional int, default 2</span> +<span class="sd"> Maximum number of operators that can be inlined.</span> +<span class="sd"> forward_bulk_size : optional int, default None</span> +<span class="sd"> Segment size of bulk execution during forward pass.</span> +<span class="sd"> backward_bulk_size : optional int, default None</span> +<span class="sd"> Segment size of bulk execution during backward pass.</span> +<span class="sd"> **kwargs: The backend options, optional</span> +<span class="sd"> Passed on to `PrePartition` and `PostPartition` functions of `SubgraphProperty`</span> <span class="sd"> """</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_backend</span> <span class="o">=</span> <span class="n">backend</span> + <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">></span> <span class="mi">0</span><span class="p">:</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_backend_opts</span> <span class="o">=</span> <span class="n">kwargs</span> - <span class="c1"># do hybrize API call</span> - <span class="bp">self</span><span class="o">.</span><span class="n">hybridize</span><span class="p">(</span><span class="kc">True</span><span class="p">,</span> <span class="n">backend</span><span class="p">,</span> <span class="n">backend_opts</span><span class="p">,</span> <span class="n">clear</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> + <span class="k">if</span> <span class="n">clear</span> <span class="ow">or</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_active</span><span class="p">:</span> + <span class="bp">self</span><span class="o">.</span><span class="n">hybridize</span><span class="p">(</span><span class="kc">True</span><span class="p">,</span> <span class="n">partition_if_dynamic</span><span class="p">,</span> <span class="n">static_alloc</span><span class="p">,</span> <span class="n">static_shape</span><span class="p">,</span> + <span class="n">inline_limit</span><span class="p">,</span> <span class="n">forward_bulk_size</span><span class="p">,</span> <span class="n">backward_bulk_size</span><span class="p">)</span> <span class="c1"># do part of forward API call</span> <span class="n">has_symbol</span><span class="p">,</span> <span class="n">has_ndarray</span><span class="p">,</span> <span class="n">ctx_set</span><span class="p">,</span> <span class="n">_</span> <span class="o">=</span> <span class="n">_gather_type_ctx_info</span><span class="p">([</span><span class="n">x</span><span class="p">]</span> <span class="o">+</span> <span class="nb">list</span><span class="p">(</span><span class="n">args</span><span class="p">))</span> - <span class="k">if</span> <span class="n">has_symbol</span><span class="p">:</span> - <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">'Inputs must be NDArrays for the optimize_for API'</span> - <span class="s1">' Please check the type of the args.</span><span class="se">\n</span><span class="s1">'</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">has_symbol</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">has_ndarray</span><span class="p">:</span> - <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">'In HybridBlock, there must be one NDArray as input.'</span> + <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">'In HybridBlock, there must be one NDArray or one Symbol in the input.'</span> <span class="s1">' Please check the type of the args.</span><span class="se">\n</span><span class="s1">'</span><span class="p">)</span> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">ctx_set</span><span class="p">)</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span> - <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">'Find multiple contexts in the input, '</span> + <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">'Found multiple contexts in the input, '</span> <span class="s1">'After hybridized, the HybridBlock only supports one input '</span> <span class="s1">'context. You can print the ele.ctx in the '</span> <span class="s1">'input arguments to inspect their contexts. '</span> @@ -2388,14 +2743,20 @@ <span class="k">assert</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_op</span><span class="p">,</span> <span class="s2">"Gluon failed to build the cache. "</span> \ <span class="s2">"This should never happen. "</span> \ <span class="s2">"Please submit an issue on Github"</span> \ - <span class="s2">" https://github.com/apache/incubator-mxnet."</span></div> + <span class="s2">" https://github.com/apache/incubator-mxnet."</span> <span class="c1"># do not actually call the cached_op</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_first_forward</span> <span class="o">=</span> <span class="kc">True</span> + <span class="c1"># clear the backend</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_backend</span> <span class="o">=</span> <span class="kc">None</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_backend_opts</span> <span class="o">=</span> <span class="p">{}</span> + <span class="k">def</span> <span class="nf">_clear_cached_op</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span> <span class="o">=</span> <span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_op</span> <span class="o">=</span> <span class="kc">None</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_first_forward</span> <span class="o">=</span> <span class="kc">True</span> -<div class="viewcode-block" id="HybridBlock.register_child"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.register_child">[docs]</a> <span class="k">def</span> <span class="nf">register_child</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">block</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">register_child</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">block</span><span class="p">,</span> <span class="n">name</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">block</span><span class="p">,</span> <span class="n">HybridBlock</span><span class="p">):</span> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span> <span class="s2">"Children of HybridBlock must also be HybridBlock, "</span> \ @@ -2407,9 +2768,15 @@ <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">"Currently the model has been hybridized. Automatically deactivate the hybridization </span><span class="se">\</span> <span class="s2"> when adding new children block."</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">_active</span> <span class="o">=</span> <span class="kc">False</span> - <span class="bp">self</span><span class="o">.</span><span class="n">_clear_cached_op</span><span class="p">()</span></div> + <span class="bp">self</span><span class="o">.</span><span class="n">_clear_cached_op</span><span class="p">()</span> -<div class="viewcode-block" id="HybridBlock.hybridize"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.hybridize">[docs]</a> <span class="k">def</span> <span class="nf">hybridize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">active</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">backend</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">backend_opts</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">clear</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">hybridize</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">active</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> + <span class="n">partition_if_dynamic</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> + <span class="n">static_alloc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> + <span class="n">static_shape</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> + <span class="n">inline_limit</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> + <span class="n">forward_bulk_size</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> + <span class="n">backward_bulk_size</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="sd">"""Activates or deactivates :py:class:`HybridBlock` s recursively. Has no effect on</span> <span class="sd"> non-hybrid children.</span> @@ -2417,42 +2784,49 @@ <span class="sd"> ----------</span> <span class="sd"> active : bool, default True</span> <span class="sd"> Whether to turn hybrid on or off.</span> -<span class="sd"> backend : str</span> -<span class="sd"> The name of backend, as registered in `SubgraphBackendRegistry`, default None</span> -<span class="sd"> backend_opts : dict of user-specified options to pass to the backend for partitioning, optional</span> -<span class="sd"> Passed on to `PrePartition` and `PostPartition` functions of `SubgraphProperty`</span> -<span class="sd"> clear : clears any previous optimizations</span> +<span class="sd"> partition_if_dynamic : bool, default False</span> +<span class="sd"> whether to partition the graph when dynamic shape op exists</span> <span class="sd"> static_alloc : bool, default False</span> <span class="sd"> Statically allocate memory to improve speed. Memory usage may increase.</span> <span class="sd"> static_shape : bool, default False</span> <span class="sd"> Optimize for invariant input shapes between iterations. Must also</span> <span class="sd"> set static_alloc to True. Change of input shapes is still allowed</span> <span class="sd"> but slower.</span> +<span class="sd"> inline_limit : optional int, default 2</span> +<span class="sd"> Maximum number of operators that can be inlined.</span> +<span class="sd"> forward_bulk_size : optional int, default None</span> +<span class="sd"> Segment size of bulk execution during forward pass.</span> +<span class="sd"> backward_bulk_size : optional int, default None</span> +<span class="sd"> Segment size of bulk execution during backward pass.</span> <span class="sd"> """</span> - <span class="bp">self</span><span class="o">.</span><span class="n">_backend</span> <span class="o">=</span> <span class="n">backend</span> - <span class="k">if</span> <span class="n">backend_opts</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> - <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">backend_opts</span><span class="p">,</span> <span class="nb">dict</span><span class="p">),</span> \ - <span class="s2">"HybridBlock hybridize requires backend_opts to be a dictionary."</span> - <span class="bp">self</span><span class="o">.</span><span class="n">_backend_opts</span> <span class="o">=</span> <span class="n">backend_opts</span> - <span class="bp">self</span><span class="o">.</span><span class="n">_active</span> <span class="o">=</span> <span class="n">active</span> - <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">kwargs</span><span class="o">.</span><span class="n">items</span><span class="p">())</span> - <span class="k">if</span> <span class="n">clear</span><span class="p">:</span> - <span class="bp">self</span><span class="o">.</span><span class="n">_clear_cached_op</span><span class="p">()</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_partition_if_dynamic</span> <span class="o">=</span> <span class="n">partition_if_dynamic</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span> <span class="o">=</span> <span class="p">[(</span><span class="s2">"static_alloc"</span><span class="p">,</span> <span class="n">static_alloc</span><span class="p">),</span> <span class="p">(</span><span class="s2">"static_shape"</span><span class="p">,</span> <span class="n">static_shape</span><span class="p">),</span> + <span class="p">(</span><span class="s2">"inline_limit"</span><span class="p">,</span> <span class="n">inline_limit</span><span class="p">)]</span> + <span class="k">if</span> <span class="n">forward_bulk_size</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s2">"forward_bulk_size"</span><span class="p">,</span> <span class="n">forward_bulk_size</span><span class="p">))</span> + <span class="k">if</span> <span class="n">backward_bulk_size</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_flags</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="s2">"backward_bulk_size"</span><span class="p">,</span> <span class="n">backward_bulk_size</span><span class="p">))</span> + <span class="bp">self</span><span class="o">.</span><span class="n">_clear_cached_op</span><span class="p">()</span> <span class="k">if</span> <span class="n">active</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">_forward_hooks</span> <span class="ow">or</span> <span class="bp">self</span><span class="o">.</span><span class="n">_forward_pre_hooks</span><span class="p">:</span> <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s1">'"</span><span class="si">{block}</span><span class="s1">" is being hybridized while still having forward hook/pre-hook. '</span> <span class="s1">'If "</span><span class="si">{block}</span><span class="s1">" is a child of HybridBlock, the hooks will not take effect.'</span> <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">block</span><span class="o">=</span><span class="bp">self</span><span class="p">))</span> - <span class="nb">super</span><span class="p">(</span><span class="n">HybridBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">hybridize</span><span class="p">(</span><span class="n">active</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></div> + <span class="nb">super</span><span class="p">(</span><span class="n">HybridBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">hybridize</span><span class="p">(</span><span class="n">active</span><span class="p">,</span> + <span class="n">static_alloc</span><span class="o">=</span><span class="n">static_alloc</span><span class="p">,</span> + <span class="n">static_shape</span><span class="o">=</span><span class="n">static_shape</span><span class="p">,</span> + <span class="n">inline_limit</span><span class="o">=</span><span class="n">inline_limit</span><span class="p">,</span> + <span class="n">forward_bulk_size</span><span class="o">=</span><span class="n">forward_bulk_size</span><span class="p">,</span> + <span class="n">backward_bulk_size</span><span class="o">=</span><span class="n">backward_bulk_size</span><span class="p">)</span> -<div class="viewcode-block" id="HybridBlock.cast"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.cast">[docs]</a> <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dtype</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dtype</span><span class="p">):</span> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_active</span><span class="p">:</span> <span class="n">warnings</span><span class="o">.</span><span class="n">warn</span><span class="p">(</span><span class="s2">"Currently the model has been hybridized. Automatically deactivate the hybridization </span><span class="se">\</span> <span class="s2"> when cast the block to use another data type."</span><span class="p">)</span> <span class="bp">self</span><span class="o">.</span><span class="n">_active</span> <span class="o">=</span> <span class="kc">False</span> <span class="bp">self</span><span class="o">.</span><span class="n">_clear_cached_op</span><span class="p">()</span> - <span class="nb">super</span><span class="p">(</span><span class="n">HybridBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span></div> + <span class="nb">super</span><span class="p">(</span><span class="n">HybridBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span> <span class="k">def</span> <span class="nf">_infer_attrs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">infer_fn</span><span class="p">,</span> <span class="n">attr</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="sd">"""Generic infer attributes."""</span> @@ -2470,9 +2844,9 @@ <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">collect_params</span><span class="p">()</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> <span class="nb">setattr</span><span class="p">(</span><span class="n">i</span><span class="p">,</span> <span class="n">attr</span><span class="p">,</span> <span class="n">sdict</span><span class="p">[</span><span class="n">i</span><span class="o">.</span><span class="n">var</span><span class="p">()</span><span class="o">.</span><span class="n">name</span><span class="p">])</span> -<div class="viewcode-block" id="HybridBlock.infer_shape"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.infer_shape">[docs]</a> <span class="k">def</span> <span class="nf">infer_shape</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">infer_shape</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="sd">"""Infers shape of Parameters from inputs."""</span> - <span class="k">if</span> <span class="n">inspect</span><span class="o">.</span><span class="n">unwrap</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hybrid_forward</span><span class="o">.</span><span class="vm">__func__</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">HybridBlock</span><span class="o">.</span><span class="n">hybrid_forward</span><span class="p">:</span> + <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_v2</span><span class="p">:</span> <span class="c1"># Gluon 1 based on F: hybrid_forward is defined by user</span> <span class="bp">self</span><span class="o">.</span><span class="n">_infer_attrs</span><span class="p">(</span><span class="s1">'infer_shape'</span><span class="p">,</span> <span class="s1">'shape'</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">)</span> <span class="k">else</span><span class="p">:</span> @@ -2485,13 +2859,13 @@ <span class="s2">"</span><span class="si">{name}</span><span class="s2"> has parameters with unknown shape. You need to either specify the shape "</span> <span class="s2">"in __init__ or implement </span><span class="si">{name}</span><span class="s2">.infer_shape to set the parameter shapes "</span> <span class="s2">"based on the first input. Parameters with unknown shapes are </span><span class="si">{params}</span><span class="s2">"</span><span class="o">.</span><span class="n">format</span><span class="p">(</span> - <span class="n">name</span><span class="o">=</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="n">params_str</span><span class="p">))</span></div> + <span class="n">name</span><span class="o">=</span><span class="nb">type</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="n">params_str</span><span class="p">))</span> -<div class="viewcode-block" id="HybridBlock.infer_type"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.infer_type">[docs]</a> <span class="k">def</span> <span class="nf">infer_type</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">infer_type</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="sd">"""Infers data type of Parameters from inputs."""</span> - <span class="bp">self</span><span class="o">.</span><span class="n">_infer_attrs</span><span class="p">(</span><span class="s1">'infer_type'</span><span class="p">,</span> <span class="s1">'dtype'</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">)</span></div> + <span class="bp">self</span><span class="o">.</span><span class="n">_infer_attrs</span><span class="p">(</span><span class="s1">'infer_type'</span><span class="p">,</span> <span class="s1">'dtype'</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">)</span> -<div class="viewcode-block" id="HybridBlock.export"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.export">[docs]</a> <span class="k">def</span> <span class="nf">export</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">epoch</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">remove_amp_cast</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">export</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">path</span><span class="p">,</span> <span class="n">epoch</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">remove_amp_cast</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span> <span class="sd">"""Export HybridBlock to json format that can be loaded by</span> <span class="sd"> `gluon.SymbolBlock.imports` or the C++ interface.</span> @@ -2552,21 +2926,23 @@ <span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="n">name</span><span class="p">),</span> <span class="n">stacklevel</span><span class="o">=</span><span class="mi">3</span><span class="p">)</span> <span class="k">else</span><span class="p">:</span> <span class="n">arg_dict</span><span class="p">[</span><span class="s1">'aux:</span><span class="si">%s</span><span class="s1">'</span><span class="o">%</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">param</span><span class="o">.</span><span class="n">_reduce</span><span class="p">()</span> - <span class="n">save_fn</span> <span class="o">=</span> <span class="n">_mx_npx</span><span class="o">.</span><span class="n">save</span> <span class="k">if</span> <span class="n">is_np_array</span><span class="p">()</span> <span class="k">else</span> <span class="n">ndarray</span><span class="o">.</span><span class="n">save</span> <span class="n">params_filename</span> <span class="o">=</span> <span class="s1">'</span><span class="si">%s</span><span class="s1">-</span><span class="si">%04d</span><span class="s1">.params'</span><span class="o">%</span><span class="p">((</span><span class="n">path</span> <span class="k">if</span> <span class="n">path</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="k">else</span> <span class="s2">""</span><span class="p">),</span> <span class="n">epoch</span><span class="p">)</span> <span class="k">if</span> <span class="n">path</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> - <span class="n">save_fn</span><span class="p">(</span><span class="n">params_filename</span><span class="p">,</span> <span class="n">arg_dict</span><span class="p">)</span> - <span class="k">return</span> <span class="p">(</span><span class="n">sym_filename</span><span class="p">,</span> <span class="n">params_filename</span><span class="p">)</span> + <span class="k">if</span> <span class="n">is_np_array</span><span class="p">():</span> + <span class="n">_mx_npx</span><span class="o">.</span><span class="n">savez</span><span class="p">(</span><span class="n">params_filename</span><span class="p">,</span> <span class="o">**</span><span class="n">arg_dict</span><span class="p">)</span> + <span class="k">else</span><span class="p">:</span> + <span class="n">ndarray</span><span class="o">.</span><span class="n">save</span><span class="p">(</span><span class="n">params_filename</span><span class="p">,</span> <span class="n">arg_dict</span><span class="p">)</span> + <span class="k">return</span> <span class="p">(</span><span class="n">sym_filename</span><span class="p">,</span> <span class="n">params_filename</span> <span class="k">if</span> <span class="n">arg_dict</span> <span class="k">else</span> <span class="kc">None</span><span class="p">)</span> <span class="k">if</span> <span class="n">remove_amp_cast</span><span class="p">:</span> <span class="n">handle</span> <span class="o">=</span> <span class="n">SymbolHandle</span><span class="p">()</span> <span class="kn">import</span> <span class="nn">ctypes</span> <span class="n">check_call</span><span class="p">(</span><span class="n">_LIB</span><span class="o">.</span><span class="n">MXSymbolRemoveAmpCast</span><span class="p">(</span><span class="n">sym</span><span class="o">.</span><span class="n">handle</span><span class="p">,</span> <span class="n">ctypes</span><span class="o">.</span><span class="n">byref</span><span class="p">(</span><span class="n">handle</span><span class="p">)))</span> <span class="n">sym</span> <span class="o">=</span> <span class="nb">type</span><span class="p">(</span><span class="n">sym</span><span class="p">)(</span><span class="n">handle</span><span class="p">)</span> - <span class="k">return</span> <span class="n">sym</span><span class="p">,</span> <span class="n">arg_dict</span></div> + <span class="k">return</span> <span class="n">sym</span><span class="p">,</span> <span class="n">arg_dict</span> -<div class="viewcode-block" id="HybridBlock.register_op_hook"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.register_op_hook">[docs]</a> <span class="k">def</span> <span class="nf">register_op_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">callback</span><span class="p">,</span> <span class="n">monitor_all</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">register_op_hook</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">callback</span><span class="p">,</span> <span class="n">monitor_all</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> <span class="sd">"""Install op hook for block recursively.</span> <span class="sd"> Parameters</span> @@ -2593,10 +2969,10 @@ <span class="bp">self</span><span class="o">.</span><span class="n">_monitor_all</span> <span class="o">=</span> <span class="n">monitor_all</span> <span class="k">for</span> <span class="n">cld</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_children</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> <span class="n">cld</span><span class="p">()</span><span class="o">.</span><span class="n">_callback</span> <span class="o">=</span> <span class="n">c_callback</span> - <span class="n">cld</span><span class="p">()</span><span class="o">.</span><span class="n">_monitor_all</span> <span class="o">=</span> <span class="n">monitor_all</span></div> + <span class="n">cld</span><span class="p">()</span><span class="o">.</span><span class="n">_monitor_all</span> <span class="o">=</span> <span class="n">monitor_all</span> - <span class="k">def</span> <span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> - <span class="k">if</span> <span class="n">inspect</span><span class="o">.</span><span class="n">unwrap</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">hybrid_forward</span><span class="o">.</span><span class="vm">__func__</span><span class="p">)</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">HybridBlock</span><span class="o">.</span><span class="n">hybrid_forward</span><span class="p">:</span> + <span class="k">def</span> <span class="nf">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> + <span class="k">if</span> <span class="ow">not</span> <span class="bp">self</span><span class="o">.</span><span class="n">_v2</span><span class="p">:</span> <span class="c1"># Gluon 1 based on F: hybrid_forward is defined by user</span> <span class="k">return</span> <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__call__</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">)</span> <span class="k">else</span><span class="p">:</span> <span class="c1"># Gluon 2 based on deferred compute mode</span> @@ -2622,7 +2998,7 @@ <span class="k">with</span> <span class="n">x</span><span class="o">.</span><span class="n">ctx</span><span class="p">:</span> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_call_cached_op</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">)</span> -<div class="viewcode-block" id="HybridBlock.forward"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.forward">[docs]</a> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="sd">"""Defines the forward computation. Arguments can be either</span> <span class="sd"> :py:class:`NDArray` or :py:class:`Symbol`."""</span> @@ -2658,9 +3034,9 @@ <span class="k">with</span> <span class="n">_block_scope</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="n">params</span> <span class="o">=</span> <span class="p">{</span><span class="n">i</span><span class="p">:</span> <span class="n">j</span><span class="o">.</span><span class="n">var</span><span class="p">()</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">j</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">_reg_params</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> - <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hybrid_forward</span><span class="p">(</span><span class="n">symbol</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">params</span><span class="p">)</span></div> + <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">hybrid_forward</span><span class="p">(</span><span class="n">symbol</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">params</span><span class="p">)</span> -<div class="viewcode-block" id="HybridBlock.hybrid_forward"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.hybrid_forward">[docs]</a> <span class="k">def</span> <span class="nf">hybrid_forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">F</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">hybrid_forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">F</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> <span class="sd">"""Overrides to construct symbolic graph for this `Block`.</span> <span class="sd"> Parameters</span> @@ -2671,9 +3047,9 @@ <span class="sd"> Additional input tensors.</span> <span class="sd"> """</span> <span class="c1"># pylint: disable= invalid-name</span> - <span class="k">raise</span> <span class="ne">NotImplementedError</span></div> + <span class="k">raise</span> <span class="ne">NotImplementedError</span> -<div class="viewcode-block" id="HybridBlock.reset_ctx"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.HybridBlock.reset_ctx">[docs]</a> <span class="k">def</span> <span class="nf">reset_ctx</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ctx</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">reset_ctx</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">ctx</span><span class="p">):</span> <span class="sd">"""Re-assign all Parameters to other contexts. If the Block is hybridized, it will reset the _cached_op_args.</span> <span class="sd"> Parameters</span> @@ -2689,9 +3065,9 @@ <span class="k">if</span> <span class="n">p</span><span class="o">.</span><span class="n">name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">params</span><span class="p">:</span> <span class="n">p</span><span class="o">.</span><span class="n">reset_ctx</span><span class="p">(</span><span class="n">ctx</span><span class="p">)</span> <span class="k">for</span> <span class="n">p</span> <span class="ow">in</span> <span class="n">params</span><span class="o">.</span><span class="n">values</span><span class="p">():</span> - <span class="n">p</span><span class="o">.</span><span class="n">reset_ctx</span><span class="p">(</span><span class="n">ctx</span><span class="p">)</span></div></div> + <span class="n">p</span><span class="o">.</span><span class="n">reset_ctx</span><span class="p">(</span><span class="n">ctx</span><span class="p">)</span> -<div class="viewcode-block" id="SymbolBlock"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.SymbolBlock">[docs]</a><span class="k">class</span> <span class="nc">SymbolBlock</span><span class="p">(</span><span class="n">HybridBlock</span><span class="p">):</span> +<span class="k">class</span> <span class="nc">SymbolBlock</span><span class="p">(</span><span class="n">HybridBlock</span><span class="p">):</span> <span class="sd">"""Construct block from symbol. This is useful for using pre-trained models</span> <span class="sd"> as feature extractors. For example, you may want to extract the output</span> <span class="sd"> from fc2 layer in AlexNet.</span> @@ -2722,7 +3098,7 @@ <span class="sd"> >>> x = mx.nd.random.normal(shape=(16, 3, 224, 224))</span> <span class="sd"> >>> print(feat_model(x))</span> <span class="sd"> """</span> -<div class="viewcode-block" id="SymbolBlock.imports"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.SymbolBlock.imports">[docs]</a> <span class="nd">@staticmethod</span> + <span class="nd">@staticmethod</span> <span class="k">def</span> <span class="nf">imports</span><span class="p">(</span><span class="n">symbol_file</span><span class="p">,</span> <span class="n">input_names</span><span class="p">,</span> <span class="n">param_file</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">ctx</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">allow_missing</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">ignore_extra</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> <span class="sd">"""Import model previously saved by `gluon.HybridBlock.export`</span> @@ -2776,9 +3152,9 @@ <span class="n">ret</span> <span class="o">=</span> <span class="n">SymbolBlock</span><span class="p">(</span><span class="n">sym</span><span class="p">,</span> <span class="n">inputs</span><span class="p">)</span> <span class="k">if</span> <span class="n">param_file</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> <span class="n">ret</span><span class="o">.</span><span class="n">load_parameters</span><span class="p">(</span><span class="n">param_file</span><span class="p">,</span> <span class="n">ctx</span><span class="p">,</span> <span class="n">allow_missing</span><span class="p">,</span> <span class="n">ignore_extra</span><span class="p">,</span> <span class="kc">True</span><span class="p">,</span> <span class="s1">'saved'</span><span class="p">)</span> - <span class="k">return</span> <span class="n">ret</span></div> + <span class="k">return</span> <span class="n">ret</span> - <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="n">s</span> <span class="o">=</span> <span class="s1">'</span><span class="si">{name}</span><span class="s1">(</span><span class="se">\n</span><span class="si">{modstr}</span><span class="se">\n</span><span class="s1">)'</span> <span class="n">modstr</span> <span class="o">=</span> <span class="s1">'</span><span class="se">\n</span><span class="s1">'</span><span class="o">.</span><span class="n">join</span><span class="p">([</span><span class="s1">'</span><span class="si">{block}</span><span class="s1"> : </span><span class="si">{numinputs}</span><span class="s1"> -> </span><span class="si">{numoutputs}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">block</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">numinputs</span><span class="o">=</span><span class="nb">len</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span> @@ -2787,7 +3163,7 @@ <span class="k">return</span> <span class="n">s</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">name</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="vm">__class__</span><span class="o">.</span><span class="vm">__name__</span><span class="p">,</span> <span class="n">modstr</span><span class="o">=</span><span class="n">modstr</span><span class="p">)</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputs</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">outputs</span><span class="p">,</span> <span class="n">inputs</span><span class="p">,</span> <span class="n">params</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> <span class="nb">super</span><span class="p">(</span><span class="n">SymbolBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">inputs</span><span class="p">,</span> <span class="n">symbol</span><span class="o">.</span><span class="n">Symbol</span><span class="p">)</span> <span class="ow">and</span> <span class="nb">len</span><span class="p">(</span><span class="n">inputs</span><span class="o">.</span><span class="n">list_outputs</span><span class="p">())</span> <span class="o">==</span> <span class="mi">1</span><span class="p">:</span> @@ -2851,7 +3227,7 @@ <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span> <span class="o">=</span> <span class="n">syms</span><span class="p">,</span> <span class="n">out</span> -<div class="viewcode-block" id="SymbolBlock.forward"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.SymbolBlock.forward">[docs]</a> <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">):</span> <span class="k">if</span> <span class="n">dc</span><span class="o">.</span><span class="n">is_deferred_compute</span><span class="p">():</span> <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span><span class="s1">'Calling a SymbolBlock from within HybridBlock '</span> <span class="s1">'is not yet supported in Gluon 2.'</span><span class="p">)</span> @@ -2867,14 +3243,14 @@ <span class="k">assert</span> <span class="n">in_fmt</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">_in_format</span><span class="p">,</span> <span class="s2">"Invalid input format"</span> <span class="n">ret</span> <span class="o">=</span> <span class="n">copy</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span> <span class="n">ret</span><span class="o">.</span><span class="n">_compose</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="n">k</span><span class="o">.</span><span class="n">name</span><span class="p">:</span> <span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">args</span><span class="p">)})</span> - <span class="k">return</span> <span class="n">_regroup</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">ret</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">_out_format</span><span class="p">)</span></div> + <span class="k">return</span> <span class="n">_regroup</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">ret</span><span class="p">),</span> <span class="bp">self</span><span class="o">.</span><span class="n">_out_format</span><span class="p">)</span> <span class="k">def</span> <span class="nf">_clear_cached_op</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="n">tmp</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span> <span class="nb">super</span><span class="p">(</span><span class="n">SymbolBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">_clear_cached_op</span><span class="p">()</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cached_graph</span> <span class="o">=</span> <span class="n">tmp</span> -<div class="viewcode-block" id="SymbolBlock.cast"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.SymbolBlock.cast">[docs]</a> <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dtype</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dtype</span><span class="p">):</span> <span class="bp">self</span><span class="o">.</span><span class="n">_clear_cached_op</span><span class="p">()</span> <span class="nb">super</span><span class="p">(</span><span class="n">SymbolBlock</span><span class="p">,</span> <span class="bp">self</span><span class="p">)</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span> <span class="k">if</span> <span class="n">np</span><span class="o">.</span><span class="n">dtype</span><span class="p">(</span><span class="n">dtype</span><span class="p">)</span><span class="o">.</span><span class="n">name</span> <span class="o">==</span> <span class="s1">'float16'</span><span class="p">:</span> @@ -2898,10 +3274,10 @@ <span class="k">if</span> <span class="n">is_bn</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">node</span><span class="p">)</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="s1">'float32'</span><span class="p">)</span> <span class="k">for</span> <span class="n">sib</span> <span class="ow">in</span> <span class="n">sibs</span><span class="p">:</span> - <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">sib</span><span class="p">)</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="s1">'float32'</span><span class="p">)</span></div> + <span class="bp">self</span><span class="o">.</span><span class="n">params</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">sib</span><span class="p">)</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="s1">'float32'</span><span class="p">)</span> -<div class="viewcode-block" id="SymbolBlock.hybrid_forward"><a class="viewcode-back" href="../../../api/gluon/nn/index.html#mxnet.gluon.nn.SymbolBlock.hybrid_forward">[docs]</a> <span class="k">def</span> <span class="nf">hybrid_forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">F</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> - <span class="k">raise</span> <span class="ne">NotImplementedError</span></div></div> + <span class="k">def</span> <span class="nf">hybrid_forward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">F</span><span class="p">,</span> <span class="n">x</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span> + <span class="k">raise</span> <span class="ne">NotImplementedError</span> <span class="k">def</span> <span class="nf">_infer_param_types</span><span class="p">(</span><span class="n">in_params</span><span class="p">,</span> <span class="n">out_params</span><span class="p">,</span> <span class="n">arg_params</span><span class="p">,</span> <span class="n">aux_params</span><span class="p">,</span> <span class="n">default_dtype</span><span class="o">=</span><span class="n">mx_real_t</span><span class="p">):</span> <span class="sd">"""Utility function that helps in inferring DType of args and auxs params</span>
diff --git a/api/python/docs/_modules/mxnet/gluon/contrib/estimator/batch_processor.html b/api/python/docs/_modules/mxnet/gluon/contrib/estimator/batch_processor.html index 868edba..1702ca9 100644 --- a/api/python/docs/_modules/mxnet/gluon/contrib/estimator/batch_processor.html +++ b/api/python/docs/_modules/mxnet/gluon/contrib/estimator/batch_processor.html
@@ -175,13 +175,18 @@ <ul> <li class="toctree-l1"><a class="reference internal" href="../../../../../tutorials/index.html">Python Tutorials</a><ul> <li class="toctree-l2"><a class="reference internal" href="../../../../../tutorials/getting-started/index.html">Getting Started</a><ul> -<li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/index.html">Getting started with NP on MXNet</a><ul> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/1-ndarray.html">Step 1: Manipulate data with NP on MXNet</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/2-nn.html">Step 2: Create a neural network</a></li> +<li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/index.html">Crash Course</a><ul> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/0-introduction.html">Introduction</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/4-train.html">Step 4: Train the neural network</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-predict.html">Step 5: Predict with a pretrained model</a></li> -<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/6-use_gpus.html">Step 6: Use GPUs to increase efficiency</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> +<li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> </ul> </li> <li class="toctree-l3"><a class="reference internal" href="../../../../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> @@ -210,9 +215,6 @@ </li> <li class="toctree-l4"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Spatial-Augmentation">Spatial Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Color-Augmentation">Color Augmentation</a></li> -<li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/data_augmentation.html#Composed-Augmentations">Composed Augmentations</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> @@ -300,9 +302,6 @@ <li class="toctree-l5"><a class="reference internal" href="../../../../../tutorials/performance/backend/mkldnn/mkldnn_readme.html">Install MXNet 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@@ <span class="c1"># pylint: disable=wildcard-import, unused-argument, too-many-ancestors</span> <span class="sd">"""Gluon Batch Processor for Estimators"""</span> -<span class="kn">from</span> <span class="nn">...utils</span> <span class="kn">import</span> <span class="n">split_and_load</span> -<span class="kn">from</span> <span class="nn">....</span> <span class="kn">import</span> <span class="n">autograd</span> +<span class="kn">from</span> <span class="nn">...utils</span> <span class="k">import</span> <span class="n">split_and_load</span> +<span class="kn">from</span> <span class="nn">....</span> <span class="k">import</span> <span class="n">autograd</span> <span class="n">__all__</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'BatchProcessor'</span><span class="p">]</span> @@ -1230,7 +1390,7 @@ <span class="sd"> in the base estimator class</span> <span class="sd"> """</span> - <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> + <span class="k">def</span> <span class="nf">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="k">pass</span> <span class="k">def</span> <span class="nf">_get_data_and_label</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">batch</span><span class="p">,</sp
