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| <span class="mdl-layout-title toc">Table Of Contents</span> |
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| <ul class="current"> |
| <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/0-introduction.html">Introduction</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/pytorch.html">PyTorch vs Apache MXNet</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/gluon_from_experiment_to_deployment.html">Gluon: from experiment to deployment</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/gluon_migration_guide.html">Gluon2.0: Migration Guide</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/logistic_regression_explained.html">Logistic regression explained</a></li> |
| <li class="toctree-l3"><a class="reference external" href="https://mxnet.apache.org/api/python/docs/tutorials/packages/gluon/image/mnist.html">MNIST</a></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/autograd/index.html">Automatic Differentiation</a></li> |
| <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/blocks/index.html">Blocks</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/custom-layer.html">Custom Layers</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/hybridize.html">Hybridize</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/init.html">Initialization</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/naming.html">Parameter and Block Naming</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/nn.html">Layers and Blocks</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/parameters.html">Parameter Management</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/save_load_params.html">Saving and Loading Gluon Models</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/activations/activations.html">Activation Blocks</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Appendix:-Upgrading-from-Module-DataIter-to-Gluon-DataLoader">Appendix: Upgrading from Module <code class="docutils literal notranslate"><span class="pre">DataIter</span></code> to Gluon <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> |
| </ul> |
| </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/info_gan.html">Image similarity search with InfoGAN</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/image/mnist.html">Handwritten Digit Recognition</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/loss/index.html">Losses</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/loss/custom-loss.html">Custom Loss Blocks</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/loss/kl_divergence.html">Kullback-Leibler (KL) Divergence</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/loss/loss.html">Loss functions</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/text/index.html">Text Tutorials</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/text/gnmt.html">Google Neural Machine Translation</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/text/transformer.html">Machine Translation with Transformer</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/training/index.html">Training</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/training/fit_api_tutorial.html">MXNet Gluon Fit API</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/training/trainer.html">Trainer</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/training/learning_rates/index.html">Learning Rates</a><ul> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/gluon/training/learning_rates/learning_rate_finder.html">Learning Rate Finder</a></li> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/gluon/training/learning_rates/learning_rate_schedules.html">Learning Rate Schedules</a></li> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/gluon/training/learning_rates/learning_rate_schedules_advanced.html">Advanced Learning Rate Schedules</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/training/normalization/index.html">Normalization Blocks</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/packages/kvstore/index.html">KVStore</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/kvstore/kvstore.html">Distributed Key-Value Store</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/packages/legacy/index.html">Legacy</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/index.html">NDArray</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/01-ndarray-intro.html">An Intro: Manipulate Data the MXNet Way with NDArray</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/02-ndarray-operations.html">NDArray Operations</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/03-ndarray-contexts.html">NDArray Contexts</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/gotchas_numpy_in_mxnet.html">Gotchas using NumPy in Apache MXNet</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/sparse/index.html">Tutorials</a><ul> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/sparse/csr.html">CSRNDArray - NDArray in Compressed Sparse Row Storage Format</a></li> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/sparse/row_sparse.html">RowSparseNDArray - NDArray for Sparse Gradient Updates</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/packages/np/index.html">What is NP on MXNet</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/np/cheat-sheet.html">The NP on MXNet cheat sheet</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/np/np-vs-numpy.html">Differences between NP on MXNet and NumPy</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/packages/onnx/index.html">ONNX</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/onnx/fine_tuning_gluon.html">Fine-tuning an ONNX model</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/onnx/inference_on_onnx_model.html">Running inference on MXNet/Gluon from an ONNX model</a></li> |
| <li class="toctree-l4"><a class="reference external" href="https://mxnet.apache.org/api/python/docs/tutorials/deploy/export/onnx.html">Export ONNX Models</a></li> |
| </ul> |
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| <li class="toctree-l2"><a class="reference internal" href="../npx/index.html">NPX: NumPy Neural Network Extension</a><ul> |
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| <span class="mdl-layout-title toc">Table Of Contents</span> |
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| <nav class="mdl-navigation"> |
| <ul class="current"> |
| <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/0-introduction.html">Introduction</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/1-nparray.html">Step 1: Manipulate data with NP on MXNet</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/2-create-nn.html">Step 2: Create a neural network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/3-autograd.html">Step 3: Automatic differentiation with autograd</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/4-components.html">Step 4: Necessary components that are not in the network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html">Step 5: <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#Using-your-own-data-with-custom-Datasets">Using your own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/5-datasets.html#New-in-MXNet-2.0:-faster-C++-backend-dataloaders">New in MXNet 2.0: faster C++ backend dataloaders</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/6-train-nn.html">Step 6: Train a Neural Network</a></li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/crash-course/7-use-gpus.html">Step 7: Load and Run a NN using GPU</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/index.html">Moving to MXNet from Other Frameworks</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/getting-started/to-mxnet/pytorch.html">PyTorch vs Apache MXNet</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/gluon_from_experiment_to_deployment.html">Gluon: from experiment to deployment</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/gluon_migration_guide.html">Gluon2.0: Migration Guide</a></li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/getting-started/logistic_regression_explained.html">Logistic regression explained</a></li> |
| <li class="toctree-l3"><a class="reference external" href="https://mxnet.apache.org/api/python/docs/tutorials/packages/gluon/image/mnist.html">MNIST</a></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/autograd/index.html">Automatic Differentiation</a></li> |
| <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/blocks/index.html">Blocks</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/custom-layer.html">Custom Layers</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/hybridize.html">Hybridize</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/init.html">Initialization</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/naming.html">Parameter and Block Naming</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/nn.html">Layers and Blocks</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/parameters.html">Parameter Management</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/save_load_params.html">Saving and Loading Gluon Models</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/blocks/activations/activations.html">Activation Blocks</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/data/index.html">Data Tutorials</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/data_augmentation.html">Image Augmentation</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html">Gluon <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s and <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-included-Datasets">Using own data with included <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Using-own-data-with-custom-Datasets">Using own data with custom <code class="docutils literal notranslate"><span class="pre">Dataset</span></code>s</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/data/datasets.html#Appendix:-Upgrading-from-Module-DataIter-to-Gluon-DataLoader">Appendix: Upgrading from Module <code class="docutils literal notranslate"><span class="pre">DataIter</span></code> to Gluon <code class="docutils literal notranslate"><span class="pre">DataLoader</span></code></a></li> |
| </ul> |
| </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/info_gan.html">Image similarity search with InfoGAN</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/image/mnist.html">Handwritten Digit Recognition</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/loss/index.html">Losses</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/loss/custom-loss.html">Custom Loss Blocks</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/loss/kl_divergence.html">Kullback-Leibler (KL) Divergence</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/loss/loss.html">Loss functions</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/text/index.html">Text Tutorials</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/text/gnmt.html">Google Neural Machine Translation</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/text/transformer.html">Machine Translation with Transformer</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/gluon/training/index.html">Training</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/training/fit_api_tutorial.html">MXNet Gluon Fit API</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/training/trainer.html">Trainer</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/training/learning_rates/index.html">Learning Rates</a><ul> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/gluon/training/learning_rates/learning_rate_finder.html">Learning Rate Finder</a></li> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/gluon/training/learning_rates/learning_rate_schedules.html">Learning Rate Schedules</a></li> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/gluon/training/learning_rates/learning_rate_schedules_advanced.html">Advanced Learning Rate Schedules</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/gluon/training/normalization/index.html">Normalization Blocks</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/packages/kvstore/index.html">KVStore</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/kvstore/kvstore.html">Distributed Key-Value Store</a></li> |
| </ul> |
| </li> |
| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/packages/legacy/index.html">Legacy</a><ul> |
| <li class="toctree-l4"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/index.html">NDArray</a><ul> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/01-ndarray-intro.html">An Intro: Manipulate Data the MXNet Way with NDArray</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/02-ndarray-operations.html">NDArray Operations</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/03-ndarray-contexts.html">NDArray Contexts</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/gotchas_numpy_in_mxnet.html">Gotchas using NumPy in Apache MXNet</a></li> |
| <li class="toctree-l5"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/sparse/index.html">Tutorials</a><ul> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/sparse/csr.html">CSRNDArray - NDArray in Compressed Sparse Row Storage Format</a></li> |
| <li class="toctree-l6"><a class="reference internal" href="../../tutorials/packages/legacy/ndarray/sparse/row_sparse.html">RowSparseNDArray - NDArray for Sparse Gradient Updates</a></li> |
| </ul> |
| </li> |
| </ul> |
| </li> |
| </ul> |
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| <li class="toctree-l3"><a class="reference internal" href="../../tutorials/packages/np/index.html">What is NP on MXNet</a><ul> |
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| <li class="toctree-l4"><a class="reference external" href="https://mxnet.apache.org/api/faq/visualize_graph">Visualize networks</a></li> |
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| <li class="toctree-l4"><a class="reference internal" href="../np/routines.linalg.html">Linear algebra (<code class="xref py py-mod docutils literal notranslate"><span class="pre">numpy.linalg</span></code>)</a><ul> |
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| <li class="toctree-l2"><a class="reference internal" href="../npx/index.html">NPX: NumPy Neural Network Extension</a><ul> |
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| |
| <div class="section" id="module-mxnet.profiler"> |
| <span id="mxnet-profiler"></span><h1>mxnet.profiler<a class="headerlink" href="#module-mxnet.profiler" title="Permalink to this headline">¶</a></h1> |
| <p>Profiler setting methods.</p> |
| <p><strong>Classes</strong></p> |
| <table class="longtable docutils align-default"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Counter" title="mxnet.profiler.Counter"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Counter</span></code></a>(domain, name[, value])</p></td> |
| <td><p>Profiling Counter class.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.Domain" title="mxnet.profiler.Domain"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Domain</span></code></a>(name)</p></td> |
| <td><p>Profiling domain, used to group sub-objects like tasks, counters, etc into categories</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Event" title="mxnet.profiler.Event"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Event</span></code></a>(name)</p></td> |
| <td><p>Profiling Event class.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.Frame" title="mxnet.profiler.Frame"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Frame</span></code></a>(domain, name)</p></td> |
| <td><p>Profiling Frame class.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Marker" title="mxnet.profiler.Marker"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Marker</span></code></a>(domain, name)</p></td> |
| <td><p>Set marker for an instant in time.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.Task" title="mxnet.profiler.Task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Task</span></code></a>(domain, name)</p></td> |
| <td><p>Profiling Task class.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| <p><strong>Functions</strong></p> |
| <table class="longtable docutils align-default"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.dump" title="mxnet.profiler.dump"><code class="xref py py-obj docutils literal notranslate"><span class="pre">dump</span></code></a>([finished, profile_process])</p></td> |
| <td><p>Dump profile and stop profiler.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.dump_profile" title="mxnet.profiler.dump_profile"><code class="xref py py-obj docutils literal notranslate"><span class="pre">dump_profile</span></code></a>()</p></td> |
| <td><p>Dump profile and stop profiler.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.dumps" title="mxnet.profiler.dumps"><code class="xref py py-obj docutils literal notranslate"><span class="pre">dumps</span></code></a>([reset, format, sort_by, ascending])</p></td> |
| <td><p>Return a printable string of aggregate profile stats.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.pause" title="mxnet.profiler.pause"><code class="xref py py-obj docutils literal notranslate"><span class="pre">pause</span></code></a>([profile_process])</p></td> |
| <td><p>Pause profiling.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.profiler_set_config" title="mxnet.profiler.profiler_set_config"><code class="xref py py-obj docutils literal notranslate"><span class="pre">profiler_set_config</span></code></a>([mode, filename])</p></td> |
| <td><p>Set up the configure of profiler (Deprecated).</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.profiler_set_state" title="mxnet.profiler.profiler_set_state"><code class="xref py py-obj docutils literal notranslate"><span class="pre">profiler_set_state</span></code></a>([state])</p></td> |
| <td><p>Set up the profiler state to ‘run’ or ‘stop’ (Deprecated).</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.resume" title="mxnet.profiler.resume"><code class="xref py py-obj docutils literal notranslate"><span class="pre">resume</span></code></a>([profile_process])</p></td> |
| <td><p>Resume paused profiling.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.scope" title="mxnet.profiler.scope"><code class="xref py py-obj docutils literal notranslate"><span class="pre">scope</span></code></a>([name, append_mode])</p></td> |
| <td><p>Assign the profiler scope for the GPU memory profiler.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.set_config" title="mxnet.profiler.set_config"><code class="xref py py-obj docutils literal notranslate"><span class="pre">set_config</span></code></a>(**kwargs)</p></td> |
| <td><p>Set up the configure of profiler (only accepts keyword arguments).</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.set_state" title="mxnet.profiler.set_state"><code class="xref py py-obj docutils literal notranslate"><span class="pre">set_state</span></code></a>([state, profile_process])</p></td> |
| <td><p>Set up the profiler state to ‘run’ or ‘stop’.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| <dl class="class"> |
| <dt id="mxnet.profiler.Counter"> |
| <em class="property">class </em><code class="sig-name descname">Counter</code><span class="sig-paren">(</span><em class="sig-param">domain</em>, <em class="sig-param">name</em>, <em class="sig-param">value=None</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Counter"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Counter" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p> |
| <p>Profiling Counter class.</p> |
| <p>The counter event can track a value as it changes over time.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>domain</strong> (<em>Domain object</em>) – Domain to which this object belongs</p></li> |
| <li><p><strong>name</strong> (<em>string</em>) – Name of the counter</p></li> |
| <li><p><strong>value</strong> (<em>integer</em><em>, </em><em>optional</em>) – Initial value of the counter</p></li> |
| </ul> |
| </dd> |
| </dl> |
| <p><strong>Methods</strong></p> |
| <table class="longtable docutils align-default"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Counter.decrement" title="mxnet.profiler.Counter.decrement"><code class="xref py py-obj docutils literal notranslate"><span class="pre">decrement</span></code></a>([delta])</p></td> |
| <td><p>Decrement counter value.</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.Counter.increment" title="mxnet.profiler.Counter.increment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">increment</span></code></a>([delta])</p></td> |
| <td><p>Increment counter value.</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Counter.set_value" title="mxnet.profiler.Counter.set_value"><code class="xref py py-obj docutils literal notranslate"><span class="pre">set_value</span></code></a>(value)</p></td> |
| <td><p>Set counter value.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| <dl class="method"> |
| <dt id="mxnet.profiler.Counter.decrement"> |
| <code class="sig-name descname">decrement</code><span class="sig-paren">(</span><em class="sig-param">delta=1</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Counter.decrement"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Counter.decrement" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Decrement counter value.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>value_change</strong> (<em>int</em>) – Amount by which to subtract from the counter</p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="mxnet.profiler.Counter.increment"> |
| <code class="sig-name descname">increment</code><span class="sig-paren">(</span><em class="sig-param">delta=1</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Counter.increment"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Counter.increment" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Increment counter value.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>value_change</strong> (<em>int</em>) – Amount by which to add to the counter</p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="mxnet.profiler.Counter.set_value"> |
| <code class="sig-name descname">set_value</code><span class="sig-paren">(</span><em class="sig-param">value</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Counter.set_value"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Counter.set_value" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Set counter value.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>value</strong> (<em>int</em>) – Value for the counter</p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="class"> |
| <dt id="mxnet.profiler.Domain"> |
| <em class="property">class </em><code class="sig-name descname">Domain</code><span class="sig-paren">(</span><em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Domain"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Domain" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p> |
| <p>Profiling domain, used to group sub-objects like tasks, counters, etc into categories |
| Serves as part of ‘categories’ for chrome://tracing</p> |
| <p>Note: Domain handles are never destroyed.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>name</strong> (<em>string</em>) – Name of the domain</p> |
| </dd> |
| </dl> |
| <p><strong>Methods</strong></p> |
| <table class="longtable docutils align-default"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Domain.new_counter" title="mxnet.profiler.Domain.new_counter"><code class="xref py py-obj docutils literal notranslate"><span class="pre">new_counter</span></code></a>(name[, value])</p></td> |
| <td><p>Create new Counter object owned by this domain</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.Domain.new_frame" title="mxnet.profiler.Domain.new_frame"><code class="xref py py-obj docutils literal notranslate"><span class="pre">new_frame</span></code></a>(name)</p></td> |
| <td><p>Create new Frame object owned by this domain</p></td> |
| </tr> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Domain.new_marker" title="mxnet.profiler.Domain.new_marker"><code class="xref py py-obj docutils literal notranslate"><span class="pre">new_marker</span></code></a>(name)</p></td> |
| <td><p>Create new Marker object owned by this domain</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.Domain.new_task" title="mxnet.profiler.Domain.new_task"><code class="xref py py-obj docutils literal notranslate"><span class="pre">new_task</span></code></a>(name)</p></td> |
| <td><p>Create new Task object owned by this domain</p></td> |
| </tr> |
| </tbody> |
| </table> |
| <dl class="method"> |
| <dt id="mxnet.profiler.Domain.new_counter"> |
| <code class="sig-name descname">new_counter</code><span class="sig-paren">(</span><em class="sig-param">name</em>, <em class="sig-param">value=None</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Domain.new_counter"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Domain.new_counter" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Create new Counter object owned by this domain</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>name</strong> (<em>string</em>) – Name of the counter</p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="mxnet.profiler.Domain.new_frame"> |
| <code class="sig-name descname">new_frame</code><span class="sig-paren">(</span><em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Domain.new_frame"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Domain.new_frame" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Create new Frame object owned by this domain</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>name</strong> (<em>string</em>) – Name of the frame</p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="mxnet.profiler.Domain.new_marker"> |
| <code class="sig-name descname">new_marker</code><span class="sig-paren">(</span><em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Domain.new_marker"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Domain.new_marker" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Create new Marker object owned by this domain</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>name</strong> (<em>string</em>) – Name of the marker</p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="mxnet.profiler.Domain.new_task"> |
| <code class="sig-name descname">new_task</code><span class="sig-paren">(</span><em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Domain.new_task"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Domain.new_task" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Create new Task object owned by this domain</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>name</strong> (<em>string</em>) – Name of the task</p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="class"> |
| <dt id="mxnet.profiler.Event"> |
| <em class="property">class </em><code class="sig-name descname">Event</code><span class="sig-paren">(</span><em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Event"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Event" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p> |
| <p>Profiling Event class.</p> |
| <p>The event API is used to observe when demarcated events occur in your application, or to |
| identify how long it takes to execute demarcated regions of code. Set annotations in the |
| application to demarcate areas where events of interest occur. |
| After running analysis, you can see the events marked in the Timeline pane. |
| Event API is a per-thread function that works in resumed state. |
| This function does not work in paused state.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>name</strong> (<em>string</em>) – Name of the event</p> |
| </dd> |
| </dl> |
| <p><strong>Methods</strong></p> |
| <table class="longtable docutils align-default"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Event.start" title="mxnet.profiler.Event.start"><code class="xref py py-obj docutils literal notranslate"><span class="pre">start</span></code></a>()</p></td> |
| <td><p>Start timing scope for this object</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.Event.stop" title="mxnet.profiler.Event.stop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">stop</span></code></a>()</p></td> |
| <td><p>Stop timing scope for this object</p></td> |
| </tr> |
| </tbody> |
| </table> |
| <dl class="method"> |
| <dt id="mxnet.profiler.Event.start"> |
| <code class="sig-name descname">start</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Event.start"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Event.start" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Start timing scope for this object</p> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="mxnet.profiler.Event.stop"> |
| <code class="sig-name descname">stop</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Event.stop"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Event.stop" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Stop timing scope for this object</p> |
| </dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="class"> |
| <dt id="mxnet.profiler.Frame"> |
| <em class="property">class </em><code class="sig-name descname">Frame</code><span class="sig-paren">(</span><em class="sig-param">domain</em>, <em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Frame"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Frame" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p> |
| <p>Profiling Frame class.</p> |
| <p>Use the frame API to insert calls to the desired places in your code and analyze |
| performance per frame, where frame is the time period between frame begin and end points. |
| When frames are displayed in Intel VTune Amplifier, they are displayed in a |
| separate track, so they provide a way to visually separate this data from normal task data.</p> |
| <p>This is different from Task in that each ‘Frame’ duration will be a discretely-numbered |
| event in the VTune output, as well as its rate (frame-rate) shown. This is analogous to |
| profiling each frame of some visual output, such as rendering a video game frame.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>domain</strong> (<em>Domain object</em>) – Domain to which this object belongs</p></li> |
| <li><p><strong>name</strong> (<em>string</em>) – Name of the frame</p></li> |
| </ul> |
| </dd> |
| </dl> |
| <p><strong>Methods</strong></p> |
| <table class="longtable docutils align-default"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Frame.start" title="mxnet.profiler.Frame.start"><code class="xref py py-obj docutils literal notranslate"><span class="pre">start</span></code></a>()</p></td> |
| <td><p>Start timing scope for this object</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.Frame.stop" title="mxnet.profiler.Frame.stop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">stop</span></code></a>()</p></td> |
| <td><p>Stop timing scope for this object</p></td> |
| </tr> |
| </tbody> |
| </table> |
| <dl class="method"> |
| <dt id="mxnet.profiler.Frame.start"> |
| <code class="sig-name descname">start</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Frame.start"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Frame.start" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Start timing scope for this object</p> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="mxnet.profiler.Frame.stop"> |
| <code class="sig-name descname">stop</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Frame.stop"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Frame.stop" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Stop timing scope for this object</p> |
| </dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="class"> |
| <dt id="mxnet.profiler.Marker"> |
| <em class="property">class </em><code class="sig-name descname">Marker</code><span class="sig-paren">(</span><em class="sig-param">domain</em>, <em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Marker"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Marker" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p> |
| <p>Set marker for an instant in time.</p> |
| <p>The marker event marks a particular instant in time across some scope boundaries.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>domain</strong> (<em>Domain object</em>) – Domain to which this object belongs</p></li> |
| <li><p><strong>name</strong> (<em>string</em>) – Name of the marker</p></li> |
| </ul> |
| </dd> |
| </dl> |
| <p><strong>Methods</strong></p> |
| <table class="longtable docutils align-default"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Marker.mark" title="mxnet.profiler.Marker.mark"><code class="xref py py-obj docutils literal notranslate"><span class="pre">mark</span></code></a>([scope])</p></td> |
| <td><p>Set up the profiler state to record operator.</p></td> |
| </tr> |
| </tbody> |
| </table> |
| <dl class="method"> |
| <dt id="mxnet.profiler.Marker.mark"> |
| <code class="sig-name descname">mark</code><span class="sig-paren">(</span><em class="sig-param">scope='process'</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Marker.mark"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Marker.mark" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Set up the profiler state to record operator.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>scope</strong> (<em>string</em><em>, </em><em>optional</em>) – Indicates what scope the marker should refer to. |
| Can be ‘global’, ‘process’, thread’, task’, and ‘marker’ |
| Default is <cite>process</cite>.</p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="class"> |
| <dt id="mxnet.profiler.Task"> |
| <em class="property">class </em><code class="sig-name descname">Task</code><span class="sig-paren">(</span><em class="sig-param">domain</em>, <em class="sig-param">name</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Task"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Task" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p> |
| <p>Profiling Task class.</p> |
| <p>A task is a logical unit of work performed by a particular thread. |
| Tasks can nest; thus, tasks typically correspond to functions, scopes, or a case block |
| in a switch statement. |
| You can use the Task API to assign tasks to threads.</p> |
| <p>This is different from Frame in that all profiling statistics for passes |
| through the task’s begin and endpoints are accumulated together into a single statistical |
| analysys, rather than a separate analysis for each pass (as with a Frame)</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>domain</strong> (<em>Domain object</em>) – Domain to which this object belongs</p></li> |
| <li><p><strong>name</strong> (<em>string</em>) – Name of the task</p></li> |
| </ul> |
| </dd> |
| </dl> |
| <p><strong>Methods</strong></p> |
| <table class="longtable docutils align-default"> |
| <colgroup> |
| <col style="width: 10%" /> |
| <col style="width: 90%" /> |
| </colgroup> |
| <tbody> |
| <tr class="row-odd"><td><p><a class="reference internal" href="#mxnet.profiler.Task.start" title="mxnet.profiler.Task.start"><code class="xref py py-obj docutils literal notranslate"><span class="pre">start</span></code></a>()</p></td> |
| <td><p>Start timing scope for this object</p></td> |
| </tr> |
| <tr class="row-even"><td><p><a class="reference internal" href="#mxnet.profiler.Task.stop" title="mxnet.profiler.Task.stop"><code class="xref py py-obj docutils literal notranslate"><span class="pre">stop</span></code></a>()</p></td> |
| <td><p>Stop timing scope for this object</p></td> |
| </tr> |
| </tbody> |
| </table> |
| <dl class="method"> |
| <dt id="mxnet.profiler.Task.start"> |
| <code class="sig-name descname">start</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Task.start"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Task.start" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Start timing scope for this object</p> |
| </dd></dl> |
| |
| <dl class="method"> |
| <dt id="mxnet.profiler.Task.stop"> |
| <code class="sig-name descname">stop</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#Task.stop"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.Task.stop" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Stop timing scope for this object</p> |
| </dd></dl> |
| |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.dump"> |
| <code class="sig-name descname">dump</code><span class="sig-paren">(</span><em class="sig-param">finished=True</em>, <em class="sig-param">profile_process='worker'</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#dump"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.dump" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Dump profile and stop profiler. Use this to save profile |
| in advance in case your program cannot exit normally.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>finished</strong> (<em>boolean</em>) – Indicates whether to stop statistic output (dumping) after this dump. |
| Default is True</p></li> |
| <li><p><strong>profile_process</strong> (<em>string</em>) – whether to profile kvstore <cite>server</cite> or <cite>worker</cite>. |
| server can only be profiled when kvstore is of type dist. |
| if this is not passed, defaults to <cite>worker</cite></p></li> |
| </ul> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.dump_profile"> |
| <code class="sig-name descname">dump_profile</code><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#dump_profile"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.dump_profile" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Dump profile and stop profiler. Use this to save profile |
| in advance in case your program cannot exit normally.</p> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.dumps"> |
| <code class="sig-name descname">dumps</code><span class="sig-paren">(</span><em class="sig-param">reset=False</em>, <em class="sig-param">format='table'</em>, <em class="sig-param">sort_by='total'</em>, <em class="sig-param">ascending=False</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#dumps"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.dumps" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Return a printable string of aggregate profile stats.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>reset</strong> (<em>boolean</em>) – indicates whether to clean aggeregate statistical data collected up to this point</p></li> |
| <li><p><strong>format</strong> (<em>string</em>) – whether to return the aggregate stats in table of json format |
| can take ‘table’ or ‘json’ |
| defaults to ‘table’</p></li> |
| <li><p><strong>sort_by</strong> (<em>string</em>) – can take ‘total’, ‘avg’, ‘min’, ‘max’, or ‘count’ |
| by which stat to sort the entries in each category |
| defaults to ‘total’</p></li> |
| <li><p><strong>ascending</strong> (<em>boolean</em>) – whether to sort ascendingly |
| defaults to False</p></li> |
| </ul> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.pause"> |
| <code class="sig-name descname">pause</code><span class="sig-paren">(</span><em class="sig-param">profile_process='worker'</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#pause"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.pause" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Pause profiling.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>profile_process</strong> (<em>string</em>) – whether to profile kvstore <cite>server</cite> or <cite>worker</cite>. |
| server can only be profiled when kvstore is of type dist. |
| if this is not passed, defaults to <cite>worker</cite></p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.profiler_set_config"> |
| <code class="sig-name descname">profiler_set_config</code><span class="sig-paren">(</span><em class="sig-param">mode='symbolic'</em>, <em class="sig-param">filename='profile.json'</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#profiler_set_config"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.profiler_set_config" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Set up the configure of profiler (Deprecated).</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>mode</strong> (<em>string</em><em>, </em><em>optional</em>) – Indicates whether to enable the profiler, can |
| be ‘symbolic’, or ‘all’. Defaults to <cite>symbolic</cite>.</p></li> |
| <li><p><strong>filename</strong> (<em>string</em><em>, </em><em>optional</em>) – The name of output trace file. Defaults to ‘profile.json’.</p></li> |
| </ul> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.profiler_set_state"> |
| <code class="sig-name descname">profiler_set_state</code><span class="sig-paren">(</span><em class="sig-param">state='stop'</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#profiler_set_state"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.profiler_set_state" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Set up the profiler state to ‘run’ or ‘stop’ (Deprecated).</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>state</strong> (<em>string</em><em>, </em><em>optional</em>) – Indicates whether to run the profiler, can |
| be ‘stop’ or ‘run’. Default is <cite>stop</cite>.</p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.resume"> |
| <code class="sig-name descname">resume</code><span class="sig-paren">(</span><em class="sig-param">profile_process='worker'</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#resume"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.resume" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Resume paused profiling.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><p><strong>profile_process</strong> (<em>string</em>) – whether to profile kvstore <cite>server</cite> or <cite>worker</cite>. |
| server can only be profiled when kvstore is of type dist. |
| if this is not passed, defaults to <cite>worker</cite></p> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.scope"> |
| <code class="sig-name descname">scope</code><span class="sig-paren">(</span><em class="sig-param">name='<unk>:'</em>, <em class="sig-param">append_mode=True</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#scope"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.scope" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Assign the profiler scope for the GPU memory profiler.</p> |
| <p>It is implicitly invoked when the Gluon API is used.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>name</strong> (<em>Name of the Profiler Scope</em>) – </p></li> |
| <li><p><strong>append_mode</strong> (<em>Whether to append the old profiler scope at the front.</em>) – </p></li> |
| </ul> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.set_config"> |
| <code class="sig-name descname">set_config</code><span class="sig-paren">(</span><em class="sig-param">**kwargs</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#set_config"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.set_config" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Set up the configure of profiler (only accepts keyword arguments).</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>filename</strong> (<em>string</em><em>,</em>) – output file for profile data</p></li> |
| <li><p><strong>gpu_memory_profile_filename_prefix</strong> (<em>string</em>) – filename prefix for the GPU memory profile</p></li> |
| <li><p><strong>profile_all</strong> (<em>boolean</em><em>,</em>) – all profile types enabled</p></li> |
| <li><p><strong>profile_symbolic</strong> (<em>boolean</em><em>,</em>) – whether to profile symbolic operators</p></li> |
| <li><p><strong>profile_imperative</strong> (<em>boolean</em><em>,</em>) – whether to profile imperative operators</p></li> |
| <li><p><strong>profile_memory</strong> (<em>boolean</em><em>,</em>) – whether to profile memory usage</p></li> |
| <li><p><strong>profile_api</strong> (<em>boolean</em><em>,</em>) – whether to profile the C API</p></li> |
| <li><p><strong>continuous_dump</strong> (<em>boolean</em><em>,</em>) – whether to periodically dump profiling data to file</p></li> |
| <li><p><strong>dump_period</strong> (<em>float</em><em>,</em>) – seconds between profile data dumps</p></li> |
| <li><p><strong>aggregate_stats</strong> (<em>boolean</em><em>,</em>) – whether to maintain aggregate stats in memory for console |
| dump. Has some negative performance impact.</p></li> |
| <li><p><strong>profile_process</strong> (<em>string</em>) – whether to profile kvstore <cite>server</cite> or <cite>worker</cite>. |
| server can only be profiled when kvstore is of type dist. |
| if this is not passed, defaults to <cite>worker</cite></p></li> |
| </ul> |
| </dd> |
| </dl> |
| </dd></dl> |
| |
| <dl class="function"> |
| <dt id="mxnet.profiler.set_state"> |
| <code class="sig-name descname">set_state</code><span class="sig-paren">(</span><em class="sig-param">state='stop'</em>, <em class="sig-param">profile_process='worker'</em><span class="sig-paren">)</span><a class="reference internal" href="../../_modules/mxnet/profiler.html#set_state"><span class="viewcode-link">[source]</span></a><a class="headerlink" href="#mxnet.profiler.set_state" title="Permalink to this definition">¶</a></dt> |
| <dd><p>Set up the profiler state to ‘run’ or ‘stop’.</p> |
| <dl class="field-list simple"> |
| <dt class="field-odd">Parameters</dt> |
| <dd class="field-odd"><ul class="simple"> |
| <li><p><strong>state</strong> (<em>string</em><em>, </em><em>optional</em>) – Indicates whether to run the profiler, can |
| be ‘stop’ or ‘run’. Default is <cite>stop</cite>.</p></li> |
| <li><p><strong>profile_process</strong> (<em>string</em>) – whether to profile kvstore <cite>server</cite> or <cite>worker</cite>. |
| server can only be profiled when kvstore is of type dist. |
| if this is not passed, defaults to <cite>worker</cite></p></li> |
| </ul> |
| </dd> |
| </dl> |
| </dd></dl> |
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