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| <span class="mdl-layout-title toc">Table Of Contents</span> |
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| <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">Crash Course</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Manipulate data with <code class="docutils literal notranslate"><span class="pre">ndarray</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Create a neural network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Automatic differentiation with <code class="docutils literal notranslate"><span class="pre">autograd</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Train the neural network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Predict with a pre-trained model</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Use GPUs</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> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/pytorch.html">PyTorch vs Apache MXNet</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/packages/index.html">Packages</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/packages/gluon/index.html">Gluon</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/custom_layer_beginners.html">How to write a custom layer in Apache MxNet Gluon API</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/data.html">Data</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/image-augmentation.html">Image Augmentation</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/nn.html">Layers and Blocks</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/normalization/normalization.html">Normalization Blocks</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/activations/activations.html">Activation Blocks</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/custom-loss/custom-loss.html">Custom Loss Blocks</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/init.html">Initialization</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/init.html#Conclusion">Conclusion</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/init.html#Recommended-Next-Steps">Recommended Next Steps</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/parameters.html">Parameter Management</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/trainer.html">Trainer</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/naming.html">Naming of Gluon Parameter and Blocks</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/custom-layer.html">Custom Layers</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/customop.html">Creating custom operators with numpy</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/hybridize.html">Hybridize</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/image/index.html">Image Tutorials</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/image/mnist.html">Handwritten Digit Recognition</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../../tutorials/packages/gluon/image/pretrained_models.html">Using pre-trained models in MXNet</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/text/index.html">Text Tutorials</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/text/index.html#language-model">Language Model</a><ul class="simple"> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/packages/ndarray/index.html">NDArray</a><ul class="simple"> |
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| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/packages/symbol/index.html">Symbol</a><ul class="simple"> |
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| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/packages/autograd/autograd.html">Automatic Differentiation</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/packages/onnx/index.html">ONNX</a><ul class="simple"> |
| </ul> |
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| <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/performance/index.html">Performance</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/performance/compression/index.html">Compression</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/performance/compression/int8.html">Deploy with int-8</a></li> |
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| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/deploy/inference/index.html">Inference</a><ul class="simple"> |
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| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/deploy/run-on-aws/index.html">Run on AWS</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/deploy/run-on-aws/use_ec2.html">Run on an EC2 Instance</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/deploy/run-on-aws/use_sagemaker.html">Run on Amazon SageMaker</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/deploy/run-on-aws/cloud.html">MXNet on the Cloud</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/extend/index.html">Customization</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/extend/custom_layer.html">How to write a custom layer in Apache MxNet Gluon API</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/extend/customop.html">Creating custom operators with numpy</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <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/ndarray/index.html">mxnet.ndarray</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/ndarray/mxnet.ndarray.NDArray.html">NDArray</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/ndarray/_autogen/mxnet.ndarray.NDArray.context.html">mxnet.ndarray.NDArray.context</a></li> |
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| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/rnn.html">rnn and contrib.rnn</a><ul> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.GRUCell.html">mxnet.gluon.rnn.GRUCell</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv2DRNNCell.html">mxnet.gluon.contrib.rnn.Conv2DRNNCell</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv2DLSTMCell.html">mxnet.gluon.contrib.rnn.Conv2DLSTMCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv3DLSTMCell.html">mxnet.gluon.contrib.rnn.Conv3DLSTMCell</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv3DGRUCell.html">mxnet.gluon.contrib.rnn.Conv3DGRUCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.VariationalDropoutCell.html">mxnet.gluon.contrib.rnn.VariationalDropoutCell</a></li> |
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| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/mxnet.gluon.loss.html"><code class="docutils literal notranslate"><span class="pre">loss</span></code></a><ul> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.SoftmaxCrossEntropyLoss.html">mxnet.gluon.loss.SoftmaxCrossEntropyLoss</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.HingeLoss.html">mxnet.gluon.loss.HingeLoss</a></li> |
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| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/mxnet.gluon.parameter.html">Parameter</a><ul> |
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| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/mxnet.gluon.utils.html">utils</a><ul> |
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| <li class="toctree-l2"><a class="reference internal" href="../../../api/gluon-related/index.html">Gluon related modules</a><ul> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.one_hot.html">mxnet.symbol.Symbol.one_hot</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.pick.html">mxnet.symbol.Symbol.pick</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.__getitem__.html">mxnet.symbol.Symbol.__getitem__</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.infer_type.html">mxnet.symbol.Symbol.infer_type</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.infer_shape.html">mxnet.symbol.Symbol.infer_shape</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.infer_shape_partial.html">mxnet.symbol.Symbol.infer_shape_partial</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.bind.html">mxnet.symbol.Symbol.bind</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.simple_bind.html">mxnet.symbol.Symbol.simple_bind</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.save.html">mxnet.symbol.Symbol.save</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.tojson.html">mxnet.symbol.Symbol.tojson</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.debug_str.html">mxnet.symbol.Symbol.debug_str</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.Symbol.clip.html">mxnet.symbol.Symbol.clip</a></li> |
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| <li class="toctree-l3"><a class="reference internal" href="../../../api/symbol/mxnet.symbol.linalg.html">mxnet.linalg</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.linalg.gemm.html">mxnet.symbol.linalg.gemm</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol/_autogen/mxnet.symbol.linalg.potri.html">mxnet.symbol.linalg.potri</a></li> |
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| <li class="toctree-l2"><a class="reference internal" href="../../../api/symbol-related/index.html">Symbol related modules</a><ul> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol-related/_autogen/mxnet.callback.module_checkpoint.html">mxnet.callback.module_checkpoint</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol-related/_autogen/mxnet.callback.LogValidationMetricsCallback.html">mxnet.callback.LogValidationMetricsCallback</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol-related/_autogen/mxnet.callback.ProgressBar.html">mxnet.callback.ProgressBar</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol-related/_autogen/mxnet.module.BaseModule.html">mxnet.module.BaseModule</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol-related/_autogen/mxnet.module.BucketingModule.html">mxnet.module.BucketingModule</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol-related/_autogen/mxnet.module.Module.html">mxnet.module.Module</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol-related/_autogen/mxnet.module.PythonLossModule.html">mxnet.module.PythonLossModule</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/symbol-related/_autogen/mxnet.module.SequentialModule.html">mxnet.module.SequentialModule</a></li> |
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| <li class="toctree-l2"><a class="reference internal" href="../../../api/advanced/index.html">Advanced modules</a><ul> |
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| <li class="toctree-l3"><a class="reference internal" href="../../../api/advanced/mxnet.executor_manager.html">mxnet.executor_manager</a><ul> |
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| </ul> |
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| <li class="toctree-l3"><a class="reference internal" href="../../../api/advanced/mxnet.rtc.html">mxnet.rtc</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/advanced/_autogen/mxnet.rtc.CudaKernel.html">mxnet.rtc.CudaKernel</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/advanced/_autogen/mxnet.rtc.CudaModule.html">mxnet.rtc.CudaModule</a></li> |
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| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/advanced/mxnet.test_utils.html">mxnet.test_utils</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/advanced/_autogen/mxnet.test_utils.almost_equal.html">mxnet.test_utils.almost_equal</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/advanced/_autogen/mxnet.test_utils.almost_equal_ignore_nan.html">mxnet.test_utils.almost_equal_ignore_nan</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/advanced/_autogen/mxnet.test_utils.assert_almost_equal.html">mxnet.test_utils.assert_almost_equal</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/advanced/_autogen/mxnet.test_utils.assert_almost_equal_ignore_nan.html">mxnet.test_utils.assert_almost_equal_ignore_nan</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/advanced/_autogen/mxnet.test_utils.assert_exception.html">mxnet.test_utils.assert_exception</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/advanced/_autogen/mxnet.test_utils.discard_stderr.html">mxnet.test_utils.discard_stderr</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/advanced/_autogen/mxnet.test_utils.random_arrays.html">mxnet.test_utils.random_arrays</a></li> |
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| <span class="mdl-layout-title toc">Table Of Contents</span> |
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| <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">Crash Course</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/1-ndarray.html">Manipulate data with <code class="docutils literal notranslate"><span class="pre">ndarray</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/2-nn.html">Create a neural network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/3-autograd.html">Automatic differentiation with <code class="docutils literal notranslate"><span class="pre">autograd</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/4-train.html">Train the neural network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/5-predict.html">Predict with a pre-trained model</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/crash-course/6-use_gpus.html">Use GPUs</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> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/getting-started/to-mxnet/pytorch.html">PyTorch vs Apache MXNet</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l2"><a class="reference internal" href="../../../tutorials/packages/index.html">Packages</a><ul> |
| <li class="toctree-l3"><a class="reference internal" href="../../../tutorials/packages/gluon/index.html">Gluon</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../tutorials/packages/gluon/custom_layer_beginners.html">How to write a custom layer in Apache MxNet Gluon API</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/ndarray/_autogen/mxnet.ndarray.NDArray.log.html">mxnet.ndarray.NDArray.log</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/ndarray/_autogen/mxnet.ndarray.exp.html">mxnet.ndarray.exp</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/ndarray/_autogen/mxnet.ndarray.sparse.sgd_mom_update.html">mxnet.ndarray.sparse.sgd_mom_update</a></li> |
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| </li> |
| </ul> |
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| <li class="toctree-l2"><a class="reference internal" href="../../../api/gluon/index.html">mxnet.gluon</a><ul> |
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| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Sequential.html">mxnet.gluon.nn.Sequential</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.HybridSequential.html">mxnet.gluon.nn.HybridSequential</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.nn.Concurrent.html">mxnet.gluon.contrib.nn.Concurrent</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.nn.HybridConcurrent.html">mxnet.gluon.contrib.nn.HybridConcurrent</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Dense.html">mxnet.gluon.nn.Dense</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Activation.html">mxnet.gluon.nn.Activation</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Dropout.html">mxnet.gluon.nn.Dropout</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Flatten.html">mxnet.gluon.nn.Flatten</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Lambda.html">mxnet.gluon.nn.Lambda</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.HybridLambda.html">mxnet.gluon.nn.HybridLambda</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Conv1D.html">mxnet.gluon.nn.Conv1D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Conv2D.html">mxnet.gluon.nn.Conv2D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Conv3D.html">mxnet.gluon.nn.Conv3D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Conv1DTranspose.html">mxnet.gluon.nn.Conv1DTranspose</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Conv2DTranspose.html">mxnet.gluon.nn.Conv2DTranspose</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Conv3DTranspose.html">mxnet.gluon.nn.Conv3DTranspose</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.MaxPool1D.html">mxnet.gluon.nn.MaxPool1D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.MaxPool2D.html">mxnet.gluon.nn.MaxPool2D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.MaxPool3D.html">mxnet.gluon.nn.MaxPool3D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.AvgPool1D.html">mxnet.gluon.nn.AvgPool1D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.AvgPool2D.html">mxnet.gluon.nn.AvgPool2D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.AvgPool3D.html">mxnet.gluon.nn.AvgPool3D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.GlobalMaxPool1D.html">mxnet.gluon.nn.GlobalMaxPool1D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.GlobalMaxPool2D.html">mxnet.gluon.nn.GlobalMaxPool2D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.GlobalMaxPool3D.html">mxnet.gluon.nn.GlobalMaxPool3D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.GlobalAvgPool1D.html">mxnet.gluon.nn.GlobalAvgPool1D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.GlobalAvgPool2D.html">mxnet.gluon.nn.GlobalAvgPool2D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.GlobalAvgPool3D.html">mxnet.gluon.nn.GlobalAvgPool3D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.ReflectionPad2D.html">mxnet.gluon.nn.ReflectionPad2D</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.BatchNorm.html">mxnet.gluon.nn.BatchNorm</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.InstanceNorm.html">mxnet.gluon.nn.InstanceNorm</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.LayerNorm.html">mxnet.gluon.nn.LayerNorm</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.nn.SyncBatchNorm.html">mxnet.gluon.contrib.nn.SyncBatchNorm</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Embedding.html">mxnet.gluon.nn.Embedding</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.nn.SparseEmbedding.html">mxnet.gluon.contrib.nn.SparseEmbedding</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.LeakyReLU.html">mxnet.gluon.nn.LeakyReLU</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.PReLU.html">mxnet.gluon.nn.PReLU</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.ELU.html">mxnet.gluon.nn.ELU</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.SELU.html">mxnet.gluon.nn.SELU</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.nn.Swish.html">mxnet.gluon.nn.Swish</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/rnn.html">rnn and contrib.rnn</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.LSTMCell.html">mxnet.gluon.rnn.LSTMCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.GRUCell.html">mxnet.gluon.rnn.GRUCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.RecurrentCell.html">mxnet.gluon.rnn.RecurrentCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.SequentialRNNCell.html">mxnet.gluon.rnn.SequentialRNNCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.BidirectionalCell.html">mxnet.gluon.rnn.BidirectionalCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.DropoutCell.html">mxnet.gluon.rnn.DropoutCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.ZoneoutCell.html">mxnet.gluon.rnn.ZoneoutCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.ResidualCell.html">mxnet.gluon.rnn.ResidualCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv1DRNNCell.html">mxnet.gluon.contrib.rnn.Conv1DRNNCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv2DRNNCell.html">mxnet.gluon.contrib.rnn.Conv2DRNNCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv3DRNNCell.html">mxnet.gluon.contrib.rnn.Conv3DRNNCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv1DLSTMCell.html">mxnet.gluon.contrib.rnn.Conv1DLSTMCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv2DLSTMCell.html">mxnet.gluon.contrib.rnn.Conv2DLSTMCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv3DLSTMCell.html">mxnet.gluon.contrib.rnn.Conv3DLSTMCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv1DGRUCell.html">mxnet.gluon.contrib.rnn.Conv1DGRUCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv2DGRUCell.html">mxnet.gluon.contrib.rnn.Conv2DGRUCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.Conv3DGRUCell.html">mxnet.gluon.contrib.rnn.Conv3DGRUCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.VariationalDropoutCell.html">mxnet.gluon.contrib.rnn.VariationalDropoutCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.contrib.rnn.LSTMPCell.html">mxnet.gluon.contrib.rnn.LSTMPCell</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.RNN.html">mxnet.gluon.rnn.RNN</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.LSTM.html">mxnet.gluon.rnn.LSTM</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.rnn.GRU.html">mxnet.gluon.rnn.GRU</a></li> |
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| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/mxnet.gluon.loss.html"><code class="docutils literal notranslate"><span class="pre">loss</span></code></a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.Loss.html">mxnet.gluon.loss.Loss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.L2Loss.html">mxnet.gluon.loss.L2Loss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.L1Loss.html">mxnet.gluon.loss.L1Loss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.SigmoidBinaryCrossEntropyLoss.html">mxnet.gluon.loss.SigmoidBinaryCrossEntropyLoss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.SoftmaxCrossEntropyLoss.html">mxnet.gluon.loss.SoftmaxCrossEntropyLoss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.KLDivLoss.html">mxnet.gluon.loss.KLDivLoss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.HuberLoss.html">mxnet.gluon.loss.HuberLoss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.HingeLoss.html">mxnet.gluon.loss.HingeLoss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.SquaredHingeLoss.html">mxnet.gluon.loss.SquaredHingeLoss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.LogisticLoss.html">mxnet.gluon.loss.LogisticLoss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.TripletLoss.html">mxnet.gluon.loss.TripletLoss</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.loss.CTCLoss.html">mxnet.gluon.loss.CTCLoss</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/mxnet.gluon.parameter.html">Parameter</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.initialize.html">mxnet.gluon.Parameter.initialize</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.data.html">mxnet.gluon.Parameter.data</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.list_data.html">mxnet.gluon.Parameter.list_data</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.list_row_sparse_data.html">mxnet.gluon.Parameter.list_row_sparse_data</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.row_sparse_data.html">mxnet.gluon.Parameter.row_sparse_data</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.set_data.html">mxnet.gluon.Parameter.set_data</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.shape.html">mxnet.gluon.Parameter.shape</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.grad.html">mxnet.gluon.Parameter.grad</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.list_grad.html">mxnet.gluon.Parameter.list_grad</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.zero_grad.html">mxnet.gluon.Parameter.zero_grad</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.grad_req.html">mxnet.gluon.Parameter.grad_req</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.cast.html">mxnet.gluon.Parameter.cast</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.list_ctx.html">mxnet.gluon.Parameter.list_ctx</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.reset_ctx.html">mxnet.gluon.Parameter.reset_ctx</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Parameter.var.html">mxnet.gluon.Parameter.var</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/mxnet.gluon.Trainer.html">Trainer</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Trainer.step.html">mxnet.gluon.Trainer.step</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Trainer.allreduce_grads.html">mxnet.gluon.Trainer.allreduce_grads</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Trainer.update.html">mxnet.gluon.Trainer.update</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Trainer.load_states.html">mxnet.gluon.Trainer.load_states</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Trainer.save_states.html">mxnet.gluon.Trainer.save_states</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Trainer.learning_rate.html">mxnet.gluon.Trainer.learning_rate</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.Trainer.set_learning_rate.html">mxnet.gluon.Trainer.set_learning_rate</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/mxnet.gluon.data.html">data</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.Dataset.html">mxnet.gluon.data.Dataset</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.ArrayDataset.html">mxnet.gluon.data.ArrayDataset</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.RecordFileDataset.html">mxnet.gluon.data.RecordFileDataset</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.Sampler.html">mxnet.gluon.data.Sampler</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.SequentialSampler.html">mxnet.gluon.data.SequentialSampler</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.RandomSampler.html">mxnet.gluon.data.RandomSampler</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.BatchSampler.html">mxnet.gluon.data.BatchSampler</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.DataLoader.html">mxnet.gluon.data.DataLoader</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/mxnet.gluon.data.vision.html">data.vision</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.datasets.MNIST.html">mxnet.gluon.data.vision.datasets.MNIST</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.datasets.FashionMNIST.html">mxnet.gluon.data.vision.datasets.FashionMNIST</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.datasets.CIFAR10.html">mxnet.gluon.data.vision.datasets.CIFAR10</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.datasets.CIFAR100.html">mxnet.gluon.data.vision.datasets.CIFAR100</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.datasets.ImageRecordDataset.html">mxnet.gluon.data.vision.datasets.ImageRecordDataset</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.datasets.ImageFolderDataset.html">mxnet.gluon.data.vision.datasets.ImageFolderDataset</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.transforms.Compose.html">mxnet.gluon.data.vision.transforms.Compose</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.transforms.Cast.html">mxnet.gluon.data.vision.transforms.Cast</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.transforms.ToTensor.html">mxnet.gluon.data.vision.transforms.ToTensor</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.transforms.Normalize.html">mxnet.gluon.data.vision.transforms.Normalize</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.transforms.RandomResizedCrop.html">mxnet.gluon.data.vision.transforms.RandomResizedCrop</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../../api/gluon/_autogen/mxnet.gluon.data.vision.transforms.CenterCrop.html">mxnet.gluon.data.vision.transforms.CenterCrop</a></li> |
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| </li> |
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| <li class="toctree-l3"><a class="reference internal" href="../../../api/gluon/mxnet.gluon.utils.html">utils</a><ul> |
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| </ul> |
| </li> |
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| |
| <h1>Source code for mxnet.module.base_module</h1><div class="highlight"><pre> |
| <span></span><span class="c1"># Licensed to the Apache Software Foundation (ASF) under one</span> |
| <span class="c1"># or more contributor license agreements. See the NOTICE file</span> |
| <span class="c1"># distributed with this work for additional information</span> |
| <span class="c1"># regarding copyright ownership. The ASF licenses this file</span> |
| <span class="c1"># to you under the Apache License, Version 2.0 (the</span> |
| <span class="c1"># "License"); you may not use this file except in compliance</span> |
| <span class="c1"># with the License. You may obtain a copy of the License at</span> |
| <span class="c1">#</span> |
| <span class="c1"># http://www.apache.org/licenses/LICENSE-2.0</span> |
| <span class="c1">#</span> |
| <span class="c1"># Unless required by applicable law or agreed to in writing,</span> |
| <span class="c1"># software distributed under the License is distributed on an</span> |
| <span class="c1"># "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY</span> |
| <span class="c1"># KIND, either express or implied. See the License for the</span> |
| <span class="c1"># specific language governing permissions and limitations</span> |
| <span class="c1"># under the License.</span> |
| |
| <span class="c1"># pylint: disable=fixme, too-many-arguments, too-many-locals, no-else-raise</span> |
| <span class="c1"># pylint: disable=too-many-public-methods, too-many-branches, too-many-lines</span> |
| <span class="sd">"""`BaseModule` defines an API for modules."""</span> |
| |
| <span class="kn">import</span> <span class="nn">time</span> |
| <span class="kn">import</span> <span class="nn">logging</span> |
| <span class="kn">import</span> <span class="nn">warnings</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="k">import</span> <span class="n">metric</span> |
| <span class="kn">from</span> <span class="nn">..</span> <span class="k">import</span> <span class="n">ndarray</span> |
| |
| <span class="kn">from</span> <span class="nn">..context</span> <span class="k">import</span> <span class="n">cpu</span> |
| <span class="kn">from</span> <span class="nn">..model</span> <span class="k">import</span> <span class="n">BatchEndParam</span> |
| <span class="kn">from</span> <span class="nn">..initializer</span> <span class="k">import</span> <span class="n">Uniform</span> |
| <span class="kn">from</span> <span class="nn">..io</span> <span class="k">import</span> <span class="n">DataDesc</span><span class="p">,</span> <span class="n">DataIter</span><span class="p">,</span> <span class="n">DataBatch</span> |
| <span class="kn">from</span> <span class="nn">..base</span> <span class="k">import</span> <span class="n">_as_list</span> |
| |
| |
| <span class="k">def</span> <span class="nf">_check_input_names</span><span class="p">(</span><span class="n">symbol</span><span class="p">,</span> <span class="n">names</span><span class="p">,</span> <span class="n">typename</span><span class="p">,</span> <span class="n">throw</span><span class="p">):</span> |
| <span class="sd">"""Check that all input names are in symbol's arguments."""</span> |
| <span class="n">args</span> <span class="o">=</span> <span class="n">symbol</span><span class="o">.</span><span class="n">list_arguments</span><span class="p">()</span> |
| <span class="k">for</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">names</span><span class="p">:</span> |
| <span class="k">if</span> <span class="n">name</span> <span class="ow">in</span> <span class="n">args</span><span class="p">:</span> |
| <span class="k">continue</span> |
| <span class="n">candidates</span> <span class="o">=</span> <span class="p">[</span><span class="n">arg</span> <span class="k">for</span> <span class="n">arg</span> <span class="ow">in</span> <span class="n">args</span> <span class="k">if</span> |
| <span class="ow">not</span> <span class="n">arg</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">'_weight'</span><span class="p">)</span> <span class="ow">and</span> |
| <span class="ow">not</span> <span class="n">arg</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">'_bias'</span><span class="p">)</span> <span class="ow">and</span> |
| <span class="ow">not</span> <span class="n">arg</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">'_gamma'</span><span class="p">)</span> <span class="ow">and</span> |
| <span class="ow">not</span> <span class="n">arg</span><span class="o">.</span><span class="n">endswith</span><span class="p">(</span><span class="s1">'_beta'</span><span class="p">)]</span> |
| <span class="n">msg</span> <span class="o">=</span> <span class="s2">"</span><span class="se">\033</span><span class="s2">[91mYou created Module with Module(..., </span><span class="si">%s</span><span class="s2">_names=</span><span class="si">%s</span><span class="s2">) but "</span> \ |
| <span class="s2">"input with name '</span><span class="si">%s</span><span class="s2">' is not found in symbol.list_arguments(). "</span> \ |
| <span class="s2">"Did you mean one of:</span><span class="se">\n\t</span><span class="si">%s</span><span class="se">\033</span><span class="s2">[0m"</span><span class="o">%</span><span class="p">(</span> |
| <span class="n">typename</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">names</span><span class="p">),</span> <span class="n">name</span><span class="p">,</span> <span class="s1">'</span><span class="se">\n\t</span><span class="s1">'</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">candidates</span><span class="p">))</span> |
| <span class="k">if</span> <span class="n">throw</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span> |
| <span class="k">else</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="n">msg</span><span class="p">)</span> |
| |
| |
| <span class="k">def</span> <span class="nf">_check_names_match</span><span class="p">(</span><span class="n">data_names</span><span class="p">,</span> <span class="n">data_shapes</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">throw</span><span class="p">):</span> |
| <span class="sd">"""Check that input names matches input data descriptors."""</span> |
| <span class="n">actual</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">data_shapes</span><span class="p">]</span> |
| <span class="k">if</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">data_names</span><span class="p">)</span> <span class="o">!=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">actual</span><span class="p">):</span> |
| <span class="n">msg</span> <span class="o">=</span> <span class="s2">"Data provided by </span><span class="si">%s</span><span class="s2">_shapes don't match names specified by </span><span class="si">%s</span><span class="s2">_names (</span><span class="si">%s</span><span class="s2"> vs. </span><span class="si">%s</span><span class="s2">)"</span><span class="o">%</span><span class="p">(</span> |
| <span class="n">name</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">data_shapes</span><span class="p">),</span> <span class="nb">str</span><span class="p">(</span><span class="n">data_names</span><span class="p">))</span> |
| <span class="k">if</span> <span class="n">throw</span><span class="p">:</span> |
| <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span> |
| <span class="k">else</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="n">msg</span><span class="p">)</span> |
| |
| |
| <span class="k">def</span> <span class="nf">_parse_data_desc</span><span class="p">(</span><span class="n">data_names</span><span class="p">,</span> <span class="n">label_names</span><span class="p">,</span> <span class="n">data_shapes</span><span class="p">,</span> <span class="n">label_shapes</span><span class="p">):</span> |
| <span class="sd">"""parse data_attrs into DataDesc format and check that names match"""</span> |
| <span class="n">data_shapes</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">DataDesc</span><span class="p">)</span> <span class="k">else</span> <span class="n">DataDesc</span><span class="p">(</span><span class="o">*</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">data_shapes</span><span class="p">]</span> |
| <span class="n">_check_names_match</span><span class="p">(</span><span class="n">data_names</span><span class="p">,</span> <span class="n">data_shapes</span><span class="p">,</span> <span class="s1">'data'</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">label_shapes</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">label_shapes</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">DataDesc</span><span class="p">)</span> <span class="k">else</span> <span class="n">DataDesc</span><span class="p">(</span><span class="o">*</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">label_shapes</span><span class="p">]</span> |
| <span class="n">_check_names_match</span><span class="p">(</span><span class="n">label_names</span><span class="p">,</span> <span class="n">label_shapes</span><span class="p">,</span> <span class="s1">'label'</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="n">_check_names_match</span><span class="p">(</span><span class="n">label_names</span><span class="p">,</span> <span class="p">[],</span> <span class="s1">'label'</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> |
| <span class="k">return</span> <span class="n">data_shapes</span><span class="p">,</span> <span class="n">label_shapes</span> |
| |
| |
| <div class="viewcode-block" id="BaseModule"><a class="viewcode-back" href="../../../api/symbol-related/_autogen/mxnet.module.BaseModule.html#mxnet.module.BaseModule">[docs]</a><span class="k">class</span> <span class="nc">BaseModule</span><span class="p">(</span><span class="nb">object</span><span class="p">):</span> |
| <span class="sd">"""The base class of a module.</span> |
| |
| <span class="sd"> A module represents a computation component. One can think of module as a computation machine.</span> |
| <span class="sd"> A module can execute forward and backward passes and update parameters in a model.</span> |
| <span class="sd"> We aim to make the APIs easy to use, especially in the case when we need to use the imperative</span> |
| <span class="sd"> API to work with multiple modules (e.g. stochastic depth network).</span> |
| |
| <span class="sd"> A module has several states:</span> |
| |
| <span class="sd"> - Initial state: Memory is not allocated yet, so the module is not ready for computation yet.</span> |
| <span class="sd"> - Binded: Shapes for inputs, outputs, and parameters are all known, memory has been allocated,</span> |
| <span class="sd"> and the module is ready for computation.</span> |
| <span class="sd"> - Parameters are initialized: For modules with parameters, doing computation before</span> |
| <span class="sd"> initializing the parameters might result in undefined outputs.</span> |
| <span class="sd"> - Optimizer is installed: An optimizer can be installed to a module. After this, the parameters</span> |
| <span class="sd"> of the module can be updated according to the optimizer after gradients are computed</span> |
| <span class="sd"> (forward-backward).</span> |
| |
| <span class="sd"> In order for a module to interact with others, it must be able to report the</span> |
| <span class="sd"> following information in its initial state (before binding):</span> |
| |
| <span class="sd"> - `data_names`: list of type string indicating the names of the required input data.</span> |
| <span class="sd"> - `output_names`: list of type string indicating the names of the required outputs.</span> |
| |
| <span class="sd"> After binding, a module should be able to report the following richer information:</span> |
| |
| <span class="sd"> - state information</span> |
| <span class="sd"> - `binded`: `bool`, indicates whether the memory buffers needed for computation</span> |
| <span class="sd"> have been allocated.</span> |
| <span class="sd"> - `for_training`: whether the module is bound for training.</span> |
| <span class="sd"> - `params_initialized`: `bool`, indicates whether the parameters of this module</span> |
| <span class="sd"> have been initialized.</span> |
| <span class="sd"> - `optimizer_initialized`: `bool`, indicates whether an optimizer is defined</span> |
| <span class="sd"> and initialized.</span> |
| <span class="sd"> - `inputs_need_grad`: `bool`, indicates whether gradients with respect to the</span> |
| <span class="sd"> input data are needed. Might be useful when implementing composition of modules.</span> |
| |
| <span class="sd"> - input/output information</span> |
| <span class="sd"> - `data_shapes`: a list of `(name, shape)`. In theory, since the memory is allocated,</span> |
| <span class="sd"> we could directly provide the data arrays. But in the case of data parallelism,</span> |
| <span class="sd"> the data arrays might not be of the same shape as viewed from the external world.</span> |
| <span class="sd"> - `label_shapes`: a list of `(name, shape)`. This might be `[]` if the module does</span> |
| <span class="sd"> not need labels (e.g. it does not contains a loss function at the top), or a module</span> |
| <span class="sd"> is not bound for training.</span> |
| <span class="sd"> - `output_shapes`: a list of `(name, shape)` for outputs of the module.</span> |
| |
| <span class="sd"> - parameters (for modules with parameters)</span> |
| <span class="sd"> - `get_params()`: return a tuple `(arg_params, aux_params)`. Each of those</span> |
| <span class="sd"> is a dictionary of name to ``NDArray`` mapping. Those `NDArray` always lives on</span> |
| <span class="sd"> CPU. The actual parameters used for computing might live on other devices (GPUs),</span> |
| <span class="sd"> this function will retrieve (a copy of) the latest parameters.</span> |
| <span class="sd"> - ``set_params(arg_params, aux_params)``: assign parameters to the devices</span> |
| <span class="sd"> doing the computation.</span> |
| <span class="sd"> - ``init_params(...)``: a more flexible interface to assign or initialize the parameters.</span> |
| |
| <span class="sd"> - setup</span> |
| <span class="sd"> - `bind()`: prepare environment for computation.</span> |
| <span class="sd"> - `init_optimizer()`: install optimizer for parameter updating.</span> |
| <span class="sd"> - `prepare()`: prepare the module based on the current data batch.</span> |
| |
| <span class="sd"> - computation</span> |
| <span class="sd"> - `forward(data_batch)`: forward operation.</span> |
| <span class="sd"> - `backward(out_grads=None)`: backward operation.</span> |
| <span class="sd"> - `update()`: update parameters according to installed optimizer.</span> |
| <span class="sd"> - `get_outputs()`: get outputs of the previous forward operation.</span> |
| <span class="sd"> - `get_input_grads()`: get the gradients with respect to the inputs computed</span> |
| <span class="sd"> in the previous backward operation.</span> |
| <span class="sd"> - `update_metric(metric, labels, pre_sliced=False)`: update performance metric</span> |
| <span class="sd"> for the previous forward</span> |
| <span class="sd"> computed results.</span> |
| |
| <span class="sd"> - other properties (mostly for backward compatibility)</span> |
| <span class="sd"> - `symbol`: the underlying symbolic graph for this module (if any)</span> |
| <span class="sd"> This property is not necessarily constant. For example, for `BucketingModule`,</span> |
| <span class="sd"> this property is simply the *current* symbol being used. For other modules,</span> |
| <span class="sd"> this value might not be well defined.</span> |
| |
| <span class="sd"> When those intermediate-level API are implemented properly, the following</span> |
| <span class="sd"> high-level API will be automatically available for a module:</span> |
| |
| <span class="sd"> - `fit`: train the module parameters on a data set.</span> |
| <span class="sd"> - `predict`: run prediction on a data set and collect outputs.</span> |
| <span class="sd"> - `score`: run prediction on a data set and evaluate performance.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of creating a mxnet module.</span> |
| <span class="sd"> >>> import mxnet as mx</span> |
| <span class="sd"> >>> data = mx.symbol.Variable('data')</span> |
| <span class="sd"> >>> fc1 = mx.symbol.FullyConnected(data, name='fc1', num_hidden=128)</span> |
| <span class="sd"> >>> act1 = mx.symbol.Activation(fc1, name='relu1', act_type="relu")</span> |
| <span class="sd"> >>> fc2 = mx.symbol.FullyConnected(act1, name = 'fc2', num_hidden = 64)</span> |
| <span class="sd"> >>> act2 = mx.symbol.Activation(fc2, name='relu2', act_type="relu")</span> |
| <span class="sd"> >>> fc3 = mx.symbol.FullyConnected(act2, name='fc3', num_hidden=10)</span> |
| <span class="sd"> >>> out = mx.symbol.SoftmaxOutput(fc3, name = 'softmax')</span> |
| <span class="sd"> >>> mod = mx.mod.Module(out)</span> |
| <span class="sd"> """</span> |
| <div class="viewcode-block" id="BaseModule.__init__"><a class="viewcode-back" href="../../../api/symbol-related/_autogen/mxnet.module.BaseModule.html#mxnet.module.BaseModule.__init__">[docs]</a> <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">logger</span><span class="o">=</span><span class="n">logging</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">logger</span> <span class="o">=</span> <span class="n">logger</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">binded</span> <span class="o">=</span> <span class="kc">False</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">for_training</span> <span class="o">=</span> <span class="kc">False</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">inputs_need_grad</span> <span class="o">=</span> <span class="kc">False</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">params_initialized</span> <span class="o">=</span> <span class="kc">False</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">optimizer_initialized</span> <span class="o">=</span> <span class="kc">False</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_symbol</span> <span class="o">=</span> <span class="kc">None</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">_total_exec_bytes</span> <span class="o">=</span> <span class="mi">0</span></div> |
| |
| <span class="c1">################################################################################</span> |
| <span class="c1"># High Level API</span> |
| <span class="c1">################################################################################</span> |
| <span class="k">def</span> <span class="nf">forward_backward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data_batch</span><span class="p">):</span> |
| <span class="sd">"""A convenient function that calls both ``forward`` and ``backward``."""</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">data_batch</span><span class="p">,</span> <span class="n">is_train</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">backward</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">score</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">eval_data</span><span class="p">,</span> <span class="n">eval_metric</span><span class="p">,</span> <span class="n">num_batch</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">batch_end_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">score_end_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">reset</span><span class="o">=</span><span class="kc">True</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">sparse_row_id_fn</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""Runs prediction on ``eval_data`` and evaluates the performance according to</span> |
| <span class="sd"> the given ``eval_metric``.</span> |
| |
| <span class="sd"> Checkout `Module Tutorial <http://mxnet.io/tutorials/basic/module.html>`_ to see</span> |
| <span class="sd"> a end-to-end use-case.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> eval_data : DataIter</span> |
| <span class="sd"> Evaluation data to run prediction on.</span> |
| <span class="sd"> eval_metric : EvalMetric or list of EvalMetrics</span> |
| <span class="sd"> Evaluation metric to use.</span> |
| <span class="sd"> num_batch : int</span> |
| <span class="sd"> Number of batches to run. Defaults to ``None``, indicating run until the `DataIter`</span> |
| <span class="sd"> finishes.</span> |
| <span class="sd"> batch_end_callback : function</span> |
| <span class="sd"> Could also be a list of functions.</span> |
| <span class="sd"> reset : bool</span> |
| <span class="sd"> Defaults to ``True``. Indicates whether we should reset `eval_data` before starting</span> |
| <span class="sd"> evaluating.</span> |
| <span class="sd"> epoch : int</span> |
| <span class="sd"> Defaults to 0. For compatibility, this will be passed to callbacks (if any).</span> |
| <span class="sd"> During training, this will correspond to the training epoch number.</span> |
| <span class="sd"> sparse_row_id_fn : A callback function</span> |
| <span class="sd"> The function takes `data_batch` as an input and returns a dict of</span> |
| <span class="sd"> str -> NDArray. The resulting dict is used for pulling row_sparse</span> |
| <span class="sd"> parameters from the kvstore, where the str key is the name of the param,</span> |
| <span class="sd"> and the value is the row id of the param to pull.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of using score for prediction.</span> |
| <span class="sd"> >>> # Evaluate accuracy on val_dataiter</span> |
| <span class="sd"> >>> metric = mx.metric.Accuracy()</span> |
| <span class="sd"> >>> mod.score(val_dataiter, metric)</span> |
| <span class="sd"> >>> mod.score(val_dataiter, ['mse', 'acc'])</span> |
| <span class="sd"> """</span> |
| <span class="k">assert</span> <span class="bp">self</span><span class="o">.</span><span class="n">binded</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">params_initialized</span> |
| |
| <span class="k">if</span> <span class="n">reset</span><span class="p">:</span> |
| <span class="n">eval_data</span><span class="o">.</span><span class="n">reset</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">eval_metric</span><span class="p">,</span> <span class="n">metric</span><span class="o">.</span><span class="n">EvalMetric</span><span class="p">):</span> |
| <span class="n">eval_metric</span> <span class="o">=</span> <span class="n">metric</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">eval_metric</span><span class="p">)</span> |
| |
| <span class="n">eval_metric</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span> |
| <span class="n">actual_num_batch</span> <span class="o">=</span> <span class="mi">0</span> |
| |
| <span class="k">for</span> <span class="n">nbatch</span><span class="p">,</span> <span class="n">eval_batch</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">eval_data</span><span class="p">):</span> |
| <span class="k">if</span> <span class="n">num_batch</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">nbatch</span> <span class="o">==</span> <span class="n">num_batch</span><span class="p">:</span> |
| <span class="k">break</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">prepare</span><span class="p">(</span><span class="n">eval_batch</span><span class="p">,</span> <span class="n">sparse_row_id_fn</span><span class="o">=</span><span class="n">sparse_row_id_fn</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">eval_batch</span><span class="p">,</span> <span class="n">is_train</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> |
| <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">eval_batch</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">update_metric</span><span class="p">(</span><span class="n">eval_metric</span><span class="p">,</span> <span class="p">[</span><span class="n">eb</span><span class="o">.</span><span class="n">label</span> <span class="k">for</span> <span class="n">eb</span> <span class="ow">in</span> <span class="n">eval_batch</span><span class="p">],</span> <span class="n">pre_sliced</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">update_metric</span><span class="p">(</span><span class="n">eval_metric</span><span class="p">,</span> <span class="n">eval_batch</span><span class="o">.</span><span class="n">label</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">batch_end_callback</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">batch_end_params</span> <span class="o">=</span> <span class="n">BatchEndParam</span><span class="p">(</span><span class="n">epoch</span><span class="o">=</span><span class="n">epoch</span><span class="p">,</span> |
| <span class="n">nbatch</span><span class="o">=</span><span class="n">nbatch</span><span class="p">,</span> |
| <span class="n">eval_metric</span><span class="o">=</span><span class="n">eval_metric</span><span class="p">,</span> |
| <span class="nb">locals</span><span class="o">=</span><span class="nb">locals</span><span class="p">())</span> |
| <span class="k">for</span> <span class="n">callback</span> <span class="ow">in</span> <span class="n">_as_list</span><span class="p">(</span><span class="n">batch_end_callback</span><span class="p">):</span> |
| <span class="n">callback</span><span class="p">(</span><span class="n">batch_end_params</span><span class="p">)</span> |
| <span class="n">actual_num_batch</span> <span class="o">+=</span> <span class="mi">1</span> |
| |
| <span class="k">if</span> <span class="n">score_end_callback</span><span class="p">:</span> |
| <span class="n">params</span> <span class="o">=</span> <span class="n">BatchEndParam</span><span class="p">(</span><span class="n">epoch</span><span class="o">=</span><span class="n">epoch</span><span class="p">,</span> |
| <span class="n">nbatch</span><span class="o">=</span><span class="n">actual_num_batch</span><span class="p">,</span> |
| <span class="n">eval_metric</span><span class="o">=</span><span class="n">eval_metric</span><span class="p">,</span> |
| <span class="nb">locals</span><span class="o">=</span><span class="nb">locals</span><span class="p">())</span> |
| <span class="k">for</span> <span class="n">callback</span> <span class="ow">in</span> <span class="n">_as_list</span><span class="p">(</span><span class="n">score_end_callback</span><span class="p">):</span> |
| <span class="n">callback</span><span class="p">(</span><span class="n">params</span><span class="p">)</span> |
| |
| <span class="k">return</span> <span class="n">eval_metric</span><span class="o">.</span><span class="n">get_name_value</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">iter_predict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">eval_data</span><span class="p">,</span> <span class="n">num_batch</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">reset</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">sparse_row_id_fn</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""Iterates over predictions.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> for pred, i_batch, batch in module.iter_predict(eval_data):</span> |
| <span class="sd"> ... # pred is a list of outputs from the module</span> |
| <span class="sd"> ... # i_batch is a integer</span> |
| <span class="sd"> ... # batch is the data batch from the data iterator</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> eval_data : DataIter</span> |
| <span class="sd"> Evaluation data to run prediction on.</span> |
| <span class="sd"> num_batch : int</span> |
| <span class="sd"> Default is ``None``, indicating running all the batches in the data iterator.</span> |
| <span class="sd"> reset : bool</span> |
| <span class="sd"> Default is ``True``, indicating whether we should reset the data iter before start</span> |
| <span class="sd"> doing prediction.</span> |
| <span class="sd"> sparse_row_id_fn : A callback function</span> |
| <span class="sd"> The function takes `data_batch` as an input and returns a dict of</span> |
| <span class="sd"> str -> NDArray. The resulting dict is used for pulling row_sparse</span> |
| <span class="sd"> parameters from the kvstore, where the str key is the name of the param,</span> |
| <span class="sd"> and the value is the row id of the param to pull.</span> |
| <span class="sd"> """</span> |
| <span class="k">assert</span> <span class="bp">self</span><span class="o">.</span><span class="n">binded</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">params_initialized</span> |
| |
| <span class="k">if</span> <span class="n">reset</span><span class="p">:</span> |
| <span class="n">eval_data</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span> |
| |
| <span class="k">for</span> <span class="n">nbatch</span><span class="p">,</span> <span class="n">eval_batch</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">eval_data</span><span class="p">):</span> |
| <span class="k">if</span> <span class="n">num_batch</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">nbatch</span> <span class="o">==</span> <span class="n">num_batch</span><span class="p">:</span> |
| <span class="k">break</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">prepare</span><span class="p">(</span><span class="n">eval_batch</span><span class="p">,</span> <span class="n">sparse_row_id_fn</span><span class="o">=</span><span class="n">sparse_row_id_fn</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">eval_batch</span><span class="p">,</span> <span class="n">is_train</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> |
| <span class="n">pad</span> <span class="o">=</span> <span class="n">eval_batch</span><span class="o">.</span><span class="n">pad</span> |
| <span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">-</span><span class="n">pad</span><span class="p">]</span> <span class="k">for</span> <span class="n">out</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_outputs</span><span class="p">()]</span> |
| |
| <span class="k">yield</span> <span class="p">(</span><span class="n">outputs</span><span class="p">,</span> <span class="n">nbatch</span><span class="p">,</span> <span class="n">eval_batch</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">predict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">eval_data</span><span class="p">,</span> <span class="n">num_batch</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">merge_batches</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">reset</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="n">always_output_list</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">sparse_row_id_fn</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""Runs prediction and collects the outputs.</span> |
| |
| <span class="sd"> When `merge_batches` is ``True`` (by default), the return value will be a list</span> |
| <span class="sd"> ``[out1, out2, out3]``, where each element is formed by concatenating the outputs for</span> |
| <span class="sd"> all the mini-batches. When `always_output_list` is ``False`` (as by default),</span> |
| <span class="sd"> then in the case of a single output, `out1` is returned instead of ``[out1]``.</span> |
| |
| <span class="sd"> When `merge_batches` is ``False``, the return value will be a nested list like</span> |
| <span class="sd"> ``[[out1_batch1, out2_batch1], [out1_batch2], ...]``. This mode is useful because</span> |
| <span class="sd"> in some cases (e.g. bucketing), the module does not necessarily produce the same</span> |
| <span class="sd"> number of outputs.</span> |
| |
| <span class="sd"> The objects in the results have type `NDArray`. If you need to work with a numpy array,</span> |
| <span class="sd"> just call ``.asnumpy()`` on each `NDArray`.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> eval_data : DataIter or NDArray or numpy array</span> |
| <span class="sd"> Evaluation data to run prediction on.</span> |
| <span class="sd"> num_batch : int</span> |
| <span class="sd"> Defaults to ``None``, indicates running all the batches in the data iterator.</span> |
| <span class="sd"> merge_batches : bool</span> |
| <span class="sd"> Defaults to ``True``, see above for return values.</span> |
| <span class="sd"> reset : bool</span> |
| <span class="sd"> Defaults to ``True``, indicates whether we should reset the data iter before</span> |
| <span class="sd"> doing prediction.</span> |
| <span class="sd"> always_output_list : bool</span> |
| <span class="sd"> Defaults to ``False``, see above for return values.</span> |
| <span class="sd"> sparse_row_id_fn : A callback function</span> |
| <span class="sd"> The function takes `data_batch` as an input and returns a dict of</span> |
| <span class="sd"> str -> NDArray. The resulting dict is used for pulling row_sparse</span> |
| <span class="sd"> parameters from the kvstore, where the str key is the name of the param,</span> |
| <span class="sd"> and the value is the row id of the param to pull.</span> |
| |
| <span class="sd"> Returns</span> |
| <span class="sd"> -------</span> |
| <span class="sd"> list of NDArray or list of list of NDArray</span> |
| <span class="sd"> Prediction results.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of using `predict` for prediction.</span> |
| <span class="sd"> >>> # Predict on the first 10 batches of val_dataiter</span> |
| <span class="sd"> >>> mod.predict(eval_data=val_dataiter, num_batch=10)</span> |
| <span class="sd"> """</span> |
| <span class="k">assert</span> <span class="bp">self</span><span class="o">.</span><span class="n">binded</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">params_initialized</span> |
| |
| <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">eval_data</span><span class="p">,</span> <span class="p">(</span><span class="n">ndarray</span><span class="o">.</span><span class="n">NDArray</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)):</span> |
| <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">eval_data</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">):</span> |
| <span class="n">eval_data</span> <span class="o">=</span> <span class="n">ndarray</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">eval_data</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">DataBatch</span><span class="p">([</span><span class="n">eval_data</span><span class="p">]))</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_outputs</span><span class="p">()[</span><span class="mi">0</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">eval_data</span><span class="p">,</span> <span class="n">DataIter</span><span class="p">):</span> |
| <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s1">'eval_data must be of type NDArray or DataIter'</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">reset</span><span class="p">:</span> |
| <span class="n">eval_data</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span> |
| |
| <span class="n">output_list</span> <span class="o">=</span> <span class="p">[]</span> |
| |
| <span class="k">for</span> <span class="n">nbatch</span><span class="p">,</span> <span class="n">eval_batch</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">eval_data</span><span class="p">):</span> |
| <span class="k">if</span> <span class="n">num_batch</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> <span class="ow">and</span> <span class="n">nbatch</span> <span class="o">==</span> <span class="n">num_batch</span><span class="p">:</span> |
| <span class="k">break</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">prepare</span><span class="p">(</span><span class="n">eval_batch</span><span class="p">,</span> <span class="n">sparse_row_id_fn</span><span class="o">=</span><span class="n">sparse_row_id_fn</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">forward</span><span class="p">(</span><span class="n">eval_batch</span><span class="p">,</span> <span class="n">is_train</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> |
| <span class="n">pad</span> <span class="o">=</span> <span class="n">eval_batch</span><span class="o">.</span><span class="n">pad</span> |
| <span class="n">outputs</span> <span class="o">=</span> <span class="p">[</span><span class="n">out</span><span class="p">[</span><span class="mi">0</span><span class="p">:</span><span class="n">out</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">-</span><span class="n">pad</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">for</span> <span class="n">out</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_outputs</span><span class="p">()]</span> |
| |
| <span class="n">output_list</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">outputs</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">output_list</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="n">output_list</span> |
| |
| <span class="k">if</span> <span class="n">merge_batches</span><span class="p">:</span> |
| <span class="n">num_outputs</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">output_list</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span> |
| <span class="k">for</span> <span class="n">out</span> <span class="ow">in</span> <span class="n">output_list</span><span class="p">:</span> |
| <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">out</span><span class="p">)</span> <span class="o">==</span> <span class="n">num_outputs</span><span class="p">,</span> \ |
| <span class="s1">'Cannot merge batches, as num of outputs is not the same '</span> <span class="o">+</span> \ |
| <span class="s1">'in mini-batches. Maybe bucketing is used?'</span> |
| <span class="n">output_list2</span> <span class="o">=</span> <span class="p">[</span><span class="n">ndarray</span><span class="o">.</span><span class="n">concatenate</span><span class="p">([</span><span class="n">out</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="k">for</span> <span class="n">out</span> <span class="ow">in</span> <span class="n">output_list</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="n">num_outputs</span><span class="p">)]</span> |
| |
| <span class="k">if</span> <span class="n">num_outputs</span> <span class="o">==</span> <span class="mi">1</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">always_output_list</span><span class="p">:</span> |
| <span class="k">return</span> <span class="n">output_list2</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> |
| <span class="k">return</span> <span class="n">output_list2</span> |
| |
| <span class="k">return</span> <span class="n">output_list</span> |
| |
| <span class="k">def</span> <span class="nf">fit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">train_data</span><span class="p">,</span> <span class="n">eval_data</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">eval_metric</span><span class="o">=</span><span class="s1">'acc'</span><span class="p">,</span> |
| <span class="n">epoch_end_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">batch_end_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">kvstore</span><span class="o">=</span><span class="s1">'local'</span><span class="p">,</span> |
| <span class="n">optimizer</span><span class="o">=</span><span class="s1">'sgd'</span><span class="p">,</span> <span class="n">optimizer_params</span><span class="o">=</span><span class="p">((</span><span class="s1">'learning_rate'</span><span class="p">,</span> <span class="mf">0.01</span><span class="p">),),</span> |
| <span class="n">eval_end_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">eval_batch_end_callback</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">initializer</span><span class="o">=</span><span class="n">Uniform</span><span class="p">(</span><span class="mf">0.01</span><span class="p">),</span> |
| <span class="n">arg_params</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">aux_params</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">force_rebind</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">force_init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">begin_epoch</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">num_epoch</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">validation_metric</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">monitor</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">sparse_row_id_fn</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""Trains the module parameters.</span> |
| |
| <span class="sd"> Checkout `Module Tutorial <http://mxnet.io/tutorials/basic/module.html>`_ to see</span> |
| <span class="sd"> a end-to-end use-case.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> train_data : DataIter</span> |
| <span class="sd"> Train DataIter.</span> |
| <span class="sd"> eval_data : DataIter</span> |
| <span class="sd"> If not ``None``, will be used as validation set and the performance</span> |
| <span class="sd"> after each epoch will be evaluated.</span> |
| <span class="sd"> eval_metric : str or EvalMetric</span> |
| <span class="sd"> Defaults to 'accuracy'. The performance measure used to display during training.</span> |
| <span class="sd"> Other possible predefined metrics are:</span> |
| <span class="sd"> 'ce' (CrossEntropy), 'f1', 'mae', 'mse', 'rmse', 'top_k_accuracy'.</span> |
| <span class="sd"> epoch_end_callback : function or list of functions</span> |
| <span class="sd"> Each callback will be called with the current `epoch`, `symbol`, `arg_params`</span> |
| <span class="sd"> and `aux_params`.</span> |
| <span class="sd"> batch_end_callback : function or list of function</span> |
| <span class="sd"> Each callback will be called with a `BatchEndParam`.</span> |
| <span class="sd"> kvstore : str or KVStore</span> |
| <span class="sd"> Defaults to 'local'.</span> |
| <span class="sd"> optimizer : str or Optimizer</span> |
| <span class="sd"> Defaults to 'sgd'.</span> |
| <span class="sd"> optimizer_params : dict</span> |
| <span class="sd"> Defaults to ``(('learning_rate', 0.01),)``. The parameters for</span> |
| <span class="sd"> the optimizer constructor.</span> |
| <span class="sd"> The default value is not a dict, just to avoid pylint warning on dangerous</span> |
| <span class="sd"> default values.</span> |
| <span class="sd"> eval_end_callback : function or list of function</span> |
| <span class="sd"> These will be called at the end of each full evaluation, with the metrics over</span> |
| <span class="sd"> the entire evaluation set.</span> |
| <span class="sd"> eval_batch_end_callback : function or list of function</span> |
| <span class="sd"> These will be called at the end of each mini-batch during evaluation.</span> |
| <span class="sd"> initializer : Initializer</span> |
| <span class="sd"> The initializer is called to initialize the module parameters when they are</span> |
| <span class="sd"> not already initialized.</span> |
| <span class="sd"> arg_params : dict</span> |
| <span class="sd"> Defaults to ``None``, if not ``None``, should be existing parameters from a trained</span> |
| <span class="sd"> model or loaded from a checkpoint (previously saved model). In this case,</span> |
| <span class="sd"> the value here will be used to initialize the module parameters, unless they</span> |
| <span class="sd"> are already initialized by the user via a call to `init_params` or `fit`.</span> |
| <span class="sd"> `arg_params` has a higher priority than `initializer`.</span> |
| <span class="sd"> aux_params : dict</span> |
| <span class="sd"> Defaults to ``None``. Similar to `arg_params`, except for auxiliary states.</span> |
| <span class="sd"> allow_missing : bool</span> |
| <span class="sd"> Defaults to ``False``. Indicates whether to allow missing parameters when `arg_params`</span> |
| <span class="sd"> and `aux_params` are not ``None``. If this is ``True``, then the missing parameters</span> |
| <span class="sd"> will be initialized via the `initializer`.</span> |
| <span class="sd"> force_rebind : bool</span> |
| <span class="sd"> Defaults to ``False``. Whether to force rebinding the executors if already bound.</span> |
| <span class="sd"> force_init : bool</span> |
| <span class="sd"> Defaults to ``False``. Indicates whether to force initialization even if the</span> |
| <span class="sd"> parameters are already initialized.</span> |
| <span class="sd"> begin_epoch : int</span> |
| <span class="sd"> Defaults to 0. Indicates the starting epoch. Usually, if resumed from a</span> |
| <span class="sd"> checkpoint saved at a previous training phase at epoch N, then this value should be</span> |
| <span class="sd"> N+1.</span> |
| <span class="sd"> num_epoch : int</span> |
| <span class="sd"> Number of epochs for training.</span> |
| <span class="sd"> sparse_row_id_fn : A callback function</span> |
| <span class="sd"> The function takes `data_batch` as an input and returns a dict of</span> |
| <span class="sd"> str -> NDArray. The resulting dict is used for pulling row_sparse</span> |
| <span class="sd"> parameters from the kvstore, where the str key is the name of the param,</span> |
| <span class="sd"> and the value is the row id of the param to pull.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of using fit for training.</span> |
| <span class="sd"> >>> # Assume training dataIter and validation dataIter are ready</span> |
| <span class="sd"> >>> # Assume loading a previously checkpointed model</span> |
| <span class="sd"> >>> sym, arg_params, aux_params = mx.model.load_checkpoint(model_prefix, 3)</span> |
| <span class="sd"> >>> mod.fit(train_data=train_dataiter, eval_data=val_dataiter, optimizer='sgd',</span> |
| <span class="sd"> ... optimizer_params={'learning_rate':0.01, 'momentum': 0.9},</span> |
| <span class="sd"> ... arg_params=arg_params, aux_params=aux_params,</span> |
| <span class="sd"> ... eval_metric='acc', num_epoch=10, begin_epoch=3)</span> |
| <span class="sd"> """</span> |
| <span class="k">assert</span> <span class="n">num_epoch</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">,</span> <span class="s1">'please specify number of epochs'</span> |
| |
| <span class="bp">self</span><span class="o">.</span><span class="n">bind</span><span class="p">(</span><span class="n">data_shapes</span><span class="o">=</span><span class="n">train_data</span><span class="o">.</span><span class="n">provide_data</span><span class="p">,</span> <span class="n">label_shapes</span><span class="o">=</span><span class="n">train_data</span><span class="o">.</span><span class="n">provide_label</span><span class="p">,</span> |
| <span class="n">for_training</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">force_rebind</span><span class="o">=</span><span class="n">force_rebind</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">monitor</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">install_monitor</span><span class="p">(</span><span class="n">monitor</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">init_params</span><span class="p">(</span><span class="n">initializer</span><span class="o">=</span><span class="n">initializer</span><span class="p">,</span> <span class="n">arg_params</span><span class="o">=</span><span class="n">arg_params</span><span class="p">,</span> <span class="n">aux_params</span><span class="o">=</span><span class="n">aux_params</span><span class="p">,</span> |
| <span class="n">allow_missing</span><span class="o">=</span><span class="n">allow_missing</span><span class="p">,</span> <span class="n">force_init</span><span class="o">=</span><span class="n">force_init</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">init_optimizer</span><span class="p">(</span><span class="n">kvstore</span><span class="o">=</span><span class="n">kvstore</span><span class="p">,</span> <span class="n">optimizer</span><span class="o">=</span><span class="n">optimizer</span><span class="p">,</span> |
| <span class="n">optimizer_params</span><span class="o">=</span><span class="n">optimizer_params</span><span class="p">)</span> |
| |
| <span class="k">if</span> <span class="n">validation_metric</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">validation_metric</span> <span class="o">=</span> <span class="n">eval_metric</span> |
| <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">eval_metric</span><span class="p">,</span> <span class="n">metric</span><span class="o">.</span><span class="n">EvalMetric</span><span class="p">):</span> |
| <span class="n">eval_metric</span> <span class="o">=</span> <span class="n">metric</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">eval_metric</span><span class="p">)</span> |
| |
| <span class="c1">################################################################################</span> |
| <span class="c1"># training loop</span> |
| <span class="c1">################################################################################</span> |
| <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">begin_epoch</span><span class="p">,</span> <span class="n">num_epoch</span><span class="p">):</span> |
| <span class="n">tic</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> |
| <span class="n">eval_metric</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span> |
| <span class="n">nbatch</span> <span class="o">=</span> <span class="mi">0</span> |
| <span class="n">data_iter</span> <span class="o">=</span> <span class="nb">iter</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span> |
| <span class="n">end_of_batch</span> <span class="o">=</span> <span class="kc">False</span> |
| <span class="n">next_data_batch</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">data_iter</span><span class="p">)</span> |
| <span class="k">while</span> <span class="ow">not</span> <span class="n">end_of_batch</span><span class="p">:</span> |
| <span class="n">data_batch</span> <span class="o">=</span> <span class="n">next_data_batch</span> |
| <span class="k">if</span> <span class="n">monitor</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">monitor</span><span class="o">.</span><span class="n">tic</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">forward_backward</span><span class="p">(</span><span class="n">data_batch</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">update</span><span class="p">()</span> |
| |
| <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">data_batch</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">update_metric</span><span class="p">(</span><span class="n">eval_metric</span><span class="p">,</span> |
| <span class="p">[</span><span class="n">db</span><span class="o">.</span><span class="n">label</span> <span class="k">for</span> <span class="n">db</span> <span class="ow">in</span> <span class="n">data_batch</span><span class="p">],</span> |
| <span class="n">pre_sliced</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> |
| <span class="k">else</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">update_metric</span><span class="p">(</span><span class="n">eval_metric</span><span class="p">,</span> <span class="n">data_batch</span><span class="o">.</span><span class="n">label</span><span class="p">)</span> |
| |
| <span class="k">try</span><span class="p">:</span> |
| <span class="c1"># pre fetch next batch</span> |
| <span class="n">next_data_batch</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">data_iter</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">prepare</span><span class="p">(</span><span class="n">next_data_batch</span><span class="p">,</span> <span class="n">sparse_row_id_fn</span><span class="o">=</span><span class="n">sparse_row_id_fn</span><span class="p">)</span> |
| <span class="k">except</span> <span class="ne">StopIteration</span><span class="p">:</span> |
| <span class="n">end_of_batch</span> <span class="o">=</span> <span class="kc">True</span> |
| |
| <span class="k">if</span> <span class="n">monitor</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">monitor</span><span class="o">.</span><span class="n">toc_print</span><span class="p">()</span> |
| |
| <span class="k">if</span> <span class="n">end_of_batch</span><span class="p">:</span> |
| <span class="n">eval_name_vals</span> <span class="o">=</span> <span class="n">eval_metric</span><span class="o">.</span><span class="n">get_global_name_value</span><span class="p">()</span> |
| |
| <span class="k">if</span> <span class="n">batch_end_callback</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="n">batch_end_params</span> <span class="o">=</span> <span class="n">BatchEndParam</span><span class="p">(</span><span class="n">epoch</span><span class="o">=</span><span class="n">epoch</span><span class="p">,</span> <span class="n">nbatch</span><span class="o">=</span><span class="n">nbatch</span><span class="p">,</span> |
| <span class="n">eval_metric</span><span class="o">=</span><span class="n">eval_metric</span><span class="p">,</span> |
| <span class="nb">locals</span><span class="o">=</span><span class="nb">locals</span><span class="p">())</span> |
| <span class="k">for</span> <span class="n">callback</span> <span class="ow">in</span> <span class="n">_as_list</span><span class="p">(</span><span class="n">batch_end_callback</span><span class="p">):</span> |
| <span class="n">callback</span><span class="p">(</span><span class="n">batch_end_params</span><span class="p">)</span> |
| <span class="n">nbatch</span> <span class="o">+=</span> <span class="mi">1</span> |
| |
| <span class="c1"># one epoch of training is finished</span> |
| <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">eval_name_vals</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Epoch[</span><span class="si">%d</span><span class="s1">] Train-</span><span class="si">%s</span><span class="s1">=</span><span class="si">%f</span><span class="s1">'</span><span class="p">,</span> <span class="n">epoch</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span> |
| <span class="n">toc</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Epoch[</span><span class="si">%d</span><span class="s1">] Time cost=</span><span class="si">%.3f</span><span class="s1">'</span><span class="p">,</span> <span class="n">epoch</span><span class="p">,</span> <span class="p">(</span><span class="n">toc</span><span class="o">-</span><span class="n">tic</span><span class="p">))</span> |
| |
| <span class="c1"># sync aux params across devices</span> |
| <span class="n">arg_params</span><span class="p">,</span> <span class="n">aux_params</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_params</span><span class="p">()</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">set_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="k">if</span> <span class="n">epoch_end_callback</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> |
| <span class="k">for</span> <span class="n">callback</span> <span class="ow">in</span> <span class="n">_as_list</span><span class="p">(</span><span class="n">epoch_end_callback</span><span class="p">):</span> |
| <span class="n">callback</span><span class="p">(</span><span class="n">epoch</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">symbol</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="c1">#----------------------------------------</span> |
| <span class="c1"># evaluation on validation set</span> |
| <span class="k">if</span> <span class="n">eval_data</span><span class="p">:</span> |
| <span class="n">res</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">eval_data</span><span class="p">,</span> <span class="n">validation_metric</span><span class="p">,</span> |
| <span class="n">score_end_callback</span><span class="o">=</span><span class="n">eval_end_callback</span><span class="p">,</span> |
| <span class="n">batch_end_callback</span><span class="o">=</span><span class="n">eval_batch_end_callback</span><span class="p">,</span> <span class="n">epoch</span><span class="o">=</span><span class="n">epoch</span><span class="p">)</span> |
| <span class="c1">#TODO: pull this into default</span> |
| <span class="k">for</span> <span class="n">name</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">res</span><span class="p">:</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">logger</span><span class="o">.</span><span class="n">info</span><span class="p">(</span><span class="s1">'Epoch[</span><span class="si">%d</span><span class="s1">] Validation-</span><span class="si">%s</span><span class="s1">=</span><span class="si">%f</span><span class="s1">'</span><span class="p">,</span> <span class="n">epoch</span><span class="p">,</span> <span class="n">name</span><span class="p">,</span> <span class="n">val</span><span class="p">)</span> |
| |
| <span class="c1"># end of 1 epoch, reset the data-iter for another epoch</span> |
| <span class="n">train_data</span><span class="o">.</span><span class="n">reset</span><span class="p">()</span> |
| |
| <span class="c1">################################################################################</span> |
| <span class="c1"># Symbol information</span> |
| <span class="c1">################################################################################</span> |
| <span class="nd">@property</span> |
| <span class="k">def</span> <span class="nf">data_names</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""A list of names for data required by this module."""</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="nd">@property</span> |
| <span class="k">def</span> <span class="nf">output_names</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""A list of names for the outputs of this module."""</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="c1">################################################################################</span> |
| <span class="c1"># Input/Output information</span> |
| <span class="c1">################################################################################</span> |
| <span class="nd">@property</span> |
| <span class="k">def</span> <span class="nf">data_shapes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""A list of (name, shape) pairs specifying the data inputs to this module."""</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="nd">@property</span> |
| <span class="k">def</span> <span class="nf">label_shapes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""A list of (name, shape) pairs specifying the label inputs to this module.</span> |
| <span class="sd"> If this module does not accept labels -- either it is a module without loss</span> |
| <span class="sd"> function, or it is not bound for training, then this should return an empty</span> |
| <span class="sd"> list ``[]``.</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="nd">@property</span> |
| <span class="k">def</span> <span class="nf">output_shapes</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""A list of (name, shape) pairs specifying the outputs of this module."""</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="c1">################################################################################</span> |
| <span class="c1"># Parameters of a module</span> |
| <span class="c1">################################################################################</span> |
| <span class="k">def</span> <span class="nf">get_params</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""Gets parameters, those are potentially copies of the actual parameters used</span> |
| <span class="sd"> to do computation on the device.</span> |
| |
| <span class="sd"> Returns</span> |
| <span class="sd"> -------</span> |
| <span class="sd"> ``(arg_params, aux_params)``</span> |
| <span class="sd"> A pair of dictionaries each mapping parameter names to NDArray values.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of getting module parameters.</span> |
| <span class="sd"> >>> print mod.get_params()</span> |
| <span class="sd"> ({'fc2_weight': <NDArray 64x128 @cpu(0)>, 'fc1_weight': <NDArray 128x100 @cpu(0)>,</span> |
| <span class="sd"> 'fc3_bias': <NDArray 10 @cpu(0)>, 'fc3_weight': <NDArray 10x64 @cpu(0)>,</span> |
| <span class="sd"> 'fc2_bias': <NDArray 64 @cpu(0)>, 'fc1_bias': <NDArray 128 @cpu(0)>}, {})</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">init_params</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">initializer</span><span class="o">=</span><span class="n">Uniform</span><span class="p">(</span><span class="mf">0.01</span><span class="p">),</span> <span class="n">arg_params</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">aux_params</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">force_init</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">allow_extra</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> |
| <span class="sd">"""Initializes the parameters and auxiliary states.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> initializer : Initializer</span> |
| <span class="sd"> Called to initialize parameters if needed.</span> |
| <span class="sd"> arg_params : dict</span> |
| <span class="sd"> If not ``None``, should be a dictionary of existing `arg_params`. Initialization</span> |
| <span class="sd"> will be copied from that.</span> |
| <span class="sd"> aux_params : dict</span> |
| <span class="sd"> If not ``None``, should be a dictionary of existing `aux_params`. Initialization</span> |
| <span class="sd"> will be copied from that.</span> |
| <span class="sd"> allow_missing : bool</span> |
| <span class="sd"> If ``True``, params could contain missing values, and the initializer will be</span> |
| <span class="sd"> called to fill those missing params.</span> |
| <span class="sd"> force_init : bool</span> |
| <span class="sd"> If ``True``, `force_init` will force re-initialize even if already initialized.</span> |
| <span class="sd"> allow_extra : boolean, optional</span> |
| <span class="sd"> Whether allow extra parameters that are not needed by symbol.</span> |
| <span class="sd"> If this is True, no error will be thrown when arg_params or aux_params</span> |
| <span class="sd"> contain extra parameters that is not needed by the executor.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of initializing module parameters.</span> |
| <span class="sd"> >>> mod.init_params()</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">set_params</span><span class="p">(</span><span class="bp">self</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">allow_missing</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">force_init</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="n">allow_extra</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> |
| <span class="sd">"""Assigns parameter and aux state values.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> arg_params : dict</span> |
| <span class="sd"> Dictionary of name to value (`NDArray`) mapping.</span> |
| <span class="sd"> aux_params : dict</span> |
| <span class="sd"> Dictionary of name to value (`NDArray`) mapping.</span> |
| <span class="sd"> allow_missing : bool</span> |
| <span class="sd"> If ``True``, params could contain missing values, and the initializer will be</span> |
| <span class="sd"> called to fill those missing params.</span> |
| <span class="sd"> force_init : bool</span> |
| <span class="sd"> If ``True``, will force re-initialize even if already initialized.</span> |
| <span class="sd"> allow_extra : boolean, optional</span> |
| <span class="sd"> Whether allow extra parameters that are not needed by symbol.</span> |
| <span class="sd"> If this is True, no error will be thrown when arg_params or aux_params</span> |
| <span class="sd"> contain extra parameters that is not needed by the executor.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of setting module parameters.</span> |
| <span class="sd"> >>> sym, arg_params, aux_params = mx.model.load_checkpoint(model_prefix, n_epoch_load)</span> |
| <span class="sd"> >>> mod.set_params(arg_params=arg_params, aux_params=aux_params)</span> |
| <span class="sd"> """</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">init_params</span><span class="p">(</span><span class="n">initializer</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">arg_params</span><span class="o">=</span><span class="n">arg_params</span><span class="p">,</span> <span class="n">aux_params</span><span class="o">=</span><span class="n">aux_params</span><span class="p">,</span> |
| <span class="n">allow_missing</span><span class="o">=</span><span class="n">allow_missing</span><span class="p">,</span> <span class="n">force_init</span><span class="o">=</span><span class="n">force_init</span><span class="p">,</span> |
| <span class="n">allow_extra</span><span class="o">=</span><span class="n">allow_extra</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">save_params</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fname</span><span class="p">):</span> |
| <span class="sd">"""Saves model parameters to file.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> fname : str</span> |
| <span class="sd"> Path to output param file.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of saving module parameters.</span> |
| <span class="sd"> >>> mod.save_params('myfile')</span> |
| <span class="sd"> """</span> |
| <span class="n">arg_params</span><span class="p">,</span> <span class="n">aux_params</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_params</span><span class="p">()</span> |
| <span class="n">save_dict</span> <span class="o">=</span> <span class="p">{(</span><span class="s1">'arg:</span><span class="si">%s</span><span class="s1">'</span> <span class="o">%</span> <span class="n">k</span><span class="p">)</span> <span class="p">:</span> <span class="n">v</span><span class="o">.</span><span class="n">as_in_context</span><span class="p">(</span><span class="n">cpu</span><span class="p">())</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">arg_params</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> |
| <span class="n">save_dict</span><span class="o">.</span><span class="n">update</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">k</span><span class="p">)</span> <span class="p">:</span> <span class="n">v</span><span class="o">.</span><span class="n">as_in_context</span><span class="p">(</span><span class="n">cpu</span><span class="p">())</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">aux_params</span><span class="o">.</span><span class="n">items</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">fname</span><span class="p">,</span> <span class="n">save_dict</span><span class="p">)</span> |
| |
| <span class="k">def</span> <span class="nf">load_params</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">fname</span><span class="p">):</span> |
| <span class="sd">"""Loads model parameters from file.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> fname : str</span> |
| <span class="sd"> Path to input param file.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of loading module parameters.</span> |
| <span class="sd"> >>> mod.load_params('myfile')</span> |
| <span class="sd"> """</span> |
| <span class="n">save_dict</span> <span class="o">=</span> <span class="n">ndarray</span><span class="o">.</span><span class="n">load</span><span class="p">(</span><span class="n">fname</span><span class="p">)</span> |
| <span class="n">arg_params</span> <span class="o">=</span> <span class="p">{}</span> |
| <span class="n">aux_params</span> <span class="o">=</span> <span class="p">{}</span> |
| <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">save_dict</span><span class="o">.</span><span class="n">items</span><span class="p">():</span> |
| <span class="n">arg_type</span><span class="p">,</span> <span class="n">name</span> <span class="o">=</span> <span class="n">k</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">':'</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> |
| <span class="k">if</span> <span class="n">arg_type</span> <span class="o">==</span> <span class="s1">'arg'</span><span class="p">:</span> |
| <span class="n">arg_params</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</span> |
| <span class="k">elif</span> <span class="n">arg_type</span> <span class="o">==</span> <span class="s1">'aux'</span><span class="p">:</span> |
| <span class="n">aux_params</span><span class="p">[</span><span class="n">name</span><span class="p">]</span> <span class="o">=</span> <span class="n">value</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">"Invalid param file "</span> <span class="o">+</span> <span class="n">fname</span><span class="p">)</span> |
| <span class="bp">self</span><span class="o">.</span><span class="n">set_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="k">def</span> <span class="nf">get_states</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">merge_multi_context</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span> |
| <span class="sd">"""Gets states from all devices</span> |
| |
| <span class="sd"> If `merge_multi_context` is ``True``, returns output of form ``[out1, out2]``.</span> |
| <span class="sd"> Otherwise, it returns output of the form</span> |
| <span class="sd"> ``[[out1_dev1, out1_dev2], [out2_dev1, out2_dev2]]``.</span> |
| <span class="sd"> All output elements are `NDArray`.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> merge_multi_context : bool</span> |
| <span class="sd"> Defaults to ``True``. In the case when data-parallelism is used, the states</span> |
| <span class="sd"> will be collected from multiple devices. A ``True`` value indicates that we</span> |
| <span class="sd"> should merge the collected results so that they look like from a single</span> |
| <span class="sd"> executor.</span> |
| |
| <span class="sd"> Returns</span> |
| <span class="sd"> -------</span> |
| <span class="sd"> A list of ``NDArray`` or a list of list of ``NDArray``.</span> |
| <span class="sd"> """</span> |
| <span class="k">assert</span> <span class="bp">self</span><span class="o">.</span><span class="n">binded</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">params_initialized</span> |
| <span class="k">assert</span> <span class="ow">not</span> <span class="n">merge_multi_context</span> |
| <span class="k">return</span> <span class="p">[]</span> |
| |
| <span class="k">def</span> <span class="nf">set_states</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">states</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""Sets value for states. Only one of states & value can be specified.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> states : list of list of NDArray</span> |
| <span class="sd"> Source states arrays formatted like</span> |
| <span class="sd"> ``[[state1_dev1, state1_dev2], [state2_dev1, state2_dev2]]``.</span> |
| <span class="sd"> value : number</span> |
| <span class="sd"> A single scalar value for all state arrays.</span> |
| <span class="sd"> """</span> |
| <span class="k">assert</span> <span class="bp">self</span><span class="o">.</span><span class="n">binded</span> <span class="ow">and</span> <span class="bp">self</span><span class="o">.</span><span class="n">params_initialized</span> |
| <span class="k">assert</span> <span class="ow">not</span> <span class="n">states</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">value</span> |
| |
| <span class="k">def</span> <span class="nf">install_monitor</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">mon</span><span class="p">):</span> |
| <span class="sd">"""Installs monitor on all executors."""</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="c1">################################################################################</span> |
| <span class="c1"># Computations</span> |
| <span class="c1">################################################################################</span> |
| <span class="c1"># pylint: disable=unused-argument</span> |
| <span class="k">def</span> <span class="nf">prepare</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data_batch</span><span class="p">,</span> <span class="n">sparse_row_id_fn</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">'''Prepares the module for processing a data batch.</span> |
| |
| <span class="sd"> Usually involves switching bucket and reshaping.</span> |
| <span class="sd"> For modules that contain `row_sparse` parameters in KVStore,</span> |
| <span class="sd"> it prepares the `row_sparse` parameters based on the sparse_row_id_fn.</span> |
| |
| <span class="sd"> When KVStore is used to update parameters for multi-device or multi-machine training,</span> |
| <span class="sd"> a copy of the parameters are stored in KVStore. Note that for `row_sparse` parameters,</span> |
| <span class="sd"> the `update()` updates the copy of parameters in KVStore, but doesn't broadcast</span> |
| <span class="sd"> the updated parameters to all devices / machines. The `prepare` function is used to</span> |
| <span class="sd"> broadcast `row_sparse` parameters with the next batch of data.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> data_batch : DataBatch</span> |
| <span class="sd"> The current batch of data for forward computation.</span> |
| |
| <span class="sd"> sparse_row_id_fn : A callback function</span> |
| <span class="sd"> The function takes `data_batch` as an input and returns a dict of</span> |
| <span class="sd"> str -> NDArray. The resulting dict is used for pulling row_sparse</span> |
| <span class="sd"> parameters from the kvstore, where the str key is the name of the param,</span> |
| <span class="sd"> and the value is the row id of the param to pull.</span> |
| <span class="sd"> '''</span> |
| <span class="k">if</span> <span class="n">sparse_row_id_fn</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</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="ne">UserWarning</span><span class="p">(</span><span class="s2">"sparse_row_id_fn is not invoked for BaseModule."</span><span class="p">))</span> |
| <span class="c1"># pylint: enable=unused-argument</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">data_batch</span><span class="p">,</span> <span class="n">is_train</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""Forward computation. It supports data batches with different shapes, such as</span> |
| <span class="sd"> different batch sizes or different image sizes.</span> |
| <span class="sd"> If reshaping of data batch relates to modification of symbol or module, such as</span> |
| <span class="sd"> changing image layout ordering or switching from training to predicting, module</span> |
| <span class="sd"> rebinding is required.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> data_batch : DataBatch</span> |
| <span class="sd"> Could be anything with similar API implemented.</span> |
| <span class="sd"> is_train : bool</span> |
| <span class="sd"> Default is ``None``, which means `is_train` takes the value of ``self.for_training``.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> import mxnet as mx</span> |
| <span class="sd"> >>> from collections import namedtuple</span> |
| <span class="sd"> >>> Batch = namedtuple('Batch', ['data'])</span> |
| <span class="sd"> >>> data = mx.sym.Variable('data')</span> |
| <span class="sd"> >>> out = data * 2</span> |
| <span class="sd"> >>> mod = mx.mod.Module(symbol=out, label_names=None)</span> |
| <span class="sd"> >>> mod.bind(data_shapes=[('data', (1, 10))])</span> |
| <span class="sd"> >>> mod.init_params()</span> |
| <span class="sd"> >>> data1 = [mx.nd.ones((1, 10))]</span> |
| <span class="sd"> >>> mod.forward(Batch(data1))</span> |
| <span class="sd"> >>> print mod.get_outputs()[0].asnumpy()</span> |
| <span class="sd"> [[ 2. 2. 2. 2. 2. 2. 2. 2. 2. 2.]]</span> |
| <span class="sd"> >>> # Forward with data batch of different shape</span> |
| <span class="sd"> >>> data2 = [mx.nd.ones((3, 5))]</span> |
| <span class="sd"> >>> mod.forward(Batch(data2))</span> |
| <span class="sd"> >>> print mod.get_outputs()[0].asnumpy()</span> |
| <span class="sd"> [[ 2. 2. 2. 2. 2.]</span> |
| <span class="sd"> [ 2. 2. 2. 2. 2.]</span> |
| <span class="sd"> [ 2. 2. 2. 2. 2.]]</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">backward</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">out_grads</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> |
| <span class="sd">"""Backward computation.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> out_grads : NDArray or list of NDArray, optional</span> |
| <span class="sd"> Gradient on the outputs to be propagated back.</span> |
| <span class="sd"> This parameter is only needed when bind is called</span> |
| <span class="sd"> on outputs that are not a loss function.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of backward computation.</span> |
| <span class="sd"> >>> mod.backward()</span> |
| <span class="sd"> >>> print mod.get_input_grads()[0].asnumpy()</span> |
| <span class="sd"> [[[ 1.10182791e-05 5.12257748e-06 4.01927764e-06 8.32566820e-06</span> |
| <span class="sd"> -1.59775993e-06 7.24269375e-06 7.28067835e-06 -1.65902311e-05</span> |
| <span class="sd"> 5.46342608e-06 8.44196393e-07]</span> |
| <span class="sd"> ...]]</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">get_outputs</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">merge_multi_context</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span> |
| <span class="sd">"""Gets outputs of the previous forward computation.</span> |
| |
| <span class="sd"> If `merge_multi_context` is ``True``, it is like ``[out1, out2]``. Otherwise,</span> |
| <span class="sd"> it returns out put of form ``[[out1_dev1, out1_dev2], [out2_dev1, out2_dev2]]``.</span> |
| <span class="sd"> All the output elements have type `NDArray`. When `merge_multi_context` is ``False``,</span> |
| <span class="sd"> those `NDArray` instances might live on different devices.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> merge_multi_context : bool</span> |
| <span class="sd"> Defaults to ``True``. In the case when data-parallelism is used, the outputs</span> |
| <span class="sd"> will be collected from multiple devices. A ``True`` value indicates that we</span> |
| <span class="sd"> should merge the collected results so that they look like from a single</span> |
| <span class="sd"> executor.</span> |
| |
| <span class="sd"> Returns</span> |
| <span class="sd"> -------</span> |
| <span class="sd"> list of `NDArray` or list of list of `NDArray`.</span> |
| <span class="sd"> Output</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of getting forward output.</span> |
| <span class="sd"> >>> print mod.get_outputs()[0].asnumpy()</span> |
| <span class="sd"> [[ 0.09999977 0.10000153 0.10000716 0.10000195 0.09999853 0.09999743</span> |
| <span class="sd"> 0.10000272 0.10000113 0.09999088 0.09999888]]</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">get_input_grads</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">merge_multi_context</span><span class="o">=</span><span class="kc">True</span><span class="p">):</span> |
| <span class="sd">"""Gets the gradients to the inputs, computed in the previous backward computation.</span> |
| |
| <span class="sd"> If `merge_multi_context` is ``True``, it is like ``[grad1, grad2]``. Otherwise, it</span> |
| <span class="sd"> is like ``[[grad1_dev1, grad1_dev2], [grad2_dev1, grad2_dev2]]``. All the output</span> |
| <span class="sd"> elements have type `NDArray`. When `merge_multi_context` is ``False``, those `NDArray`</span> |
| <span class="sd"> instances might live on different devices.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> merge_multi_context : bool</span> |
| <span class="sd"> Defaults to ``True``. In the case when data-parallelism is used, the gradients</span> |
| <span class="sd"> will be collected from multiple devices. A ``True`` value indicates that we</span> |
| <span class="sd"> should merge the collected results so that they look like from a single</span> |
| <span class="sd"> executor.</span> |
| |
| <span class="sd"> Returns</span> |
| <span class="sd"> -------</span> |
| <span class="sd"> list of NDArray or list of list of NDArray</span> |
| <span class="sd"> Input gradients.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of getting input gradients.</span> |
| <span class="sd"> >>> print mod.get_input_grads()[0].asnumpy()</span> |
| <span class="sd"> [[[ 1.10182791e-05 5.12257748e-06 4.01927764e-06 8.32566820e-06</span> |
| <span class="sd"> -1.59775993e-06 7.24269375e-06 7.28067835e-06 -1.65902311e-05</span> |
| <span class="sd"> 5.46342608e-06 8.44196393e-07]</span> |
| <span class="sd"> ...]]</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">update</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""Updates parameters according to the installed optimizer and the gradients computed</span> |
| <span class="sd"> in the previous forward-backward batch.</span> |
| |
| <span class="sd"> When KVStore is used to update parameters for multi-device or multi-machine training,</span> |
| <span class="sd"> a copy of the parameters are stored in KVStore. Note that for `row_sparse` parameters,</span> |
| <span class="sd"> this function does update the copy of parameters in KVStore, but doesn't broadcast the</span> |
| <span class="sd"> updated parameters to all devices / machines. Please call `prepare` to broadcast</span> |
| <span class="sd"> `row_sparse` parameters with the next batch of data.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of updating module parameters.</span> |
| <span class="sd"> >>> mod.init_optimizer(kvstore='local', optimizer='sgd',</span> |
| <span class="sd"> ... optimizer_params=(('learning_rate', 0.01), ))</span> |
| <span class="sd"> >>> mod.backward()</span> |
| <span class="sd"> >>> mod.update()</span> |
| <span class="sd"> >>> print mod.get_params()[0]['fc3_weight'].asnumpy()</span> |
| <span class="sd"> [[ 5.86930104e-03 5.28078526e-03 -8.88729654e-03 -1.08308345e-03</span> |
| <span class="sd"> 6.13054074e-03 4.27560415e-03 1.53817423e-03 4.62131854e-03</span> |
| <span class="sd"> 4.69872449e-03 -2.42400169e-03 9.94111411e-04 1.12386420e-03</span> |
| <span class="sd"> ...]]</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">update_metric</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">eval_metric</span><span class="p">,</span> <span class="n">labels</span><span class="p">,</span> <span class="n">pre_sliced</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> |
| <span class="sd">"""Evaluates and accumulates evaluation metric on outputs of the last forward</span> |
| <span class="sd"> computation.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> eval_metric : EvalMetric</span> |
| <span class="sd"> Evaluation metric to use.</span> |
| <span class="sd"> labels : list of NDArray if `pre_sliced` parameter is set to `False`,</span> |
| <span class="sd"> list of lists of NDArray otherwise. Typically `data_batch.label`.</span> |
| <span class="sd"> pre_sliced: bool</span> |
| <span class="sd"> Whether the labels are already sliced per device (default: False).</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of updating evaluation metric.</span> |
| <span class="sd"> >>> mod.forward(data_batch)</span> |
| <span class="sd"> >>> mod.update_metric(metric, data_batch.label)</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="c1">################################################################################</span> |
| <span class="c1"># module setup</span> |
| <span class="c1">################################################################################</span> |
| <span class="k">def</span> <span class="nf">bind</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">data_shapes</span><span class="p">,</span> <span class="n">label_shapes</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">for_training</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> |
| <span class="n">inputs_need_grad</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">force_rebind</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">shared_module</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> |
| <span class="n">grad_req</span><span class="o">=</span><span class="s1">'write'</span><span class="p">):</span> |
| <span class="sd">"""Binds the symbols to construct executors. This is necessary before one</span> |
| <span class="sd"> can perform computation with the module.</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> data_shapes : list of (str, tuple) or DataDesc objects</span> |
| <span class="sd"> Typically is ``data_iter.provide_data``. Can also be a list of</span> |
| <span class="sd"> (data name, data shape).</span> |
| <span class="sd"> label_shapes : list of (str, tuple) or DataDesc objects</span> |
| <span class="sd"> Typically is ``data_iter.provide_label``. Can also be a list of</span> |
| <span class="sd"> (label name, label shape).</span> |
| <span class="sd"> for_training : bool</span> |
| <span class="sd"> Default is ``True``. Whether the executors should be bind for training.</span> |
| <span class="sd"> inputs_need_grad : bool</span> |
| <span class="sd"> Default is ``False``. Whether the gradients to the input data need to be computed.</span> |
| <span class="sd"> Typically this is not needed. But this might be needed when implementing composition</span> |
| <span class="sd"> of modules.</span> |
| <span class="sd"> force_rebind : bool</span> |
| <span class="sd"> Default is ``False``. This function does nothing if the executors are already</span> |
| <span class="sd"> bound. But with this ``True``, the executors will be forced to rebind.</span> |
| <span class="sd"> shared_module : Module</span> |
| <span class="sd"> Default is ``None``. This is used in bucketing. When not ``None``, the shared module</span> |
| <span class="sd"> essentially corresponds to a different bucket -- a module with different symbol</span> |
| <span class="sd"> but with the same sets of parameters (e.g. unrolled RNNs with different lengths).</span> |
| <span class="sd"> grad_req : str, list of str, dict of str to str</span> |
| <span class="sd"> Requirement for gradient accumulation. Can be 'write', 'add', or 'null'</span> |
| <span class="sd"> (default to 'write').</span> |
| <span class="sd"> Can be specified globally (str) or for each argument (list, dict).</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of binding symbols.</span> |
| <span class="sd"> >>> mod.bind(data_shapes=[('data', (1, 10, 10))])</span> |
| <span class="sd"> >>> # Assume train_iter is already created.</span> |
| <span class="sd"> >>> mod.bind(data_shapes=train_iter.provide_data, label_shapes=train_iter.provide_label)</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="k">def</span> <span class="nf">init_optimizer</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">kvstore</span><span class="o">=</span><span class="s1">'local'</span><span class="p">,</span> <span class="n">optimizer</span><span class="o">=</span><span class="s1">'sgd'</span><span class="p">,</span> |
| <span class="n">optimizer_params</span><span class="o">=</span><span class="p">((</span><span class="s1">'learning_rate'</span><span class="p">,</span> <span class="mf">0.01</span><span class="p">),),</span> <span class="n">force_init</span><span class="o">=</span><span class="kc">False</span><span class="p">):</span> |
| <span class="sd">"""Installs and initializes optimizers, as well as initialize kvstore for</span> |
| <span class="sd"> distributed training</span> |
| |
| <span class="sd"> Parameters</span> |
| <span class="sd"> ----------</span> |
| <span class="sd"> kvstore : str or KVStore</span> |
| <span class="sd"> Defaults to `'local'`.</span> |
| <span class="sd"> optimizer : str or Optimizer</span> |
| <span class="sd"> Defaults to `'sgd'`.</span> |
| <span class="sd"> optimizer_params : dict</span> |
| <span class="sd"> Defaults to ``(('learning_rate', 0.01),)``. The default value is not a dictionary,</span> |
| <span class="sd"> just to avoid pylint warning of dangerous default values.</span> |
| <span class="sd"> force_init : bool</span> |
| <span class="sd"> Defaults to ``False``, indicates whether to force re-initializing an optimizer</span> |
| <span class="sd"> if it is already installed.</span> |
| |
| <span class="sd"> Examples</span> |
| <span class="sd"> --------</span> |
| <span class="sd"> >>> # An example of initializing optimizer.</span> |
| <span class="sd"> >>> mod.init_optimizer(optimizer='sgd', optimizer_params=(('learning_rate', 0.005),))</span> |
| <span class="sd"> """</span> |
| <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">()</span> |
| |
| <span class="c1">################################################################################</span> |
| <span class="c1"># misc</span> |
| <span class="c1">################################################################################</span> |
| <span class="nd">@property</span> |
| <span class="k">def</span> <span class="nf">symbol</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> |
| <span class="sd">"""Gets the symbol associated with this module.</span> |
| |
| <span class="sd"> Except for `Module`, for other types of modules (e.g. `BucketingModule`), this</span> |
| <span class="sd"> property might not be a constant throughout its life time. Some modules might</span> |
| <span class="sd"> not even be associated with any symbols.</span> |
| <span class="sd"> """</span> |
| <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_symbol</span></div> |
| </pre></div> |
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