├── .circleci ├── config.yml └── scripts │ ├── build_for_windows.sh │ ├── install_conda.bat │ └── windows_cuda_install.sh ├── .devcontainer ├── Dockerfile ├── devcontainer.json └── requirements.txt ├── .gitignore ├── .gitmodules ├── .jenkins ├── build.sh ├── delete_html_file_with_runnable_code_removed.py ├── remove_invisible_code_block_batch.sh ├── remove_invisible_code_block_from_html.py ├── remove_invisible_code_block_from_ipynb.py ├── remove_invisible_code_block_from_py.py ├── remove_invisible_code_block_from_rst_txt.py ├── remove_runnable_code.py └── replace_tutorial_html_content.py ├── LICENSE ├── Makefile ├── README.md ├── _static ├── ajax-loader.gif ├── basic.css ├── broken_example.png ├── comment-bright.png ├── comment-close.png ├── comment.png ├── css │ └── pytorch_theme.css ├── doctools.js ├── documentation_options.js ├── down-pressed.png ├── down.png ├── file.png ├── fonts │ ├── FreightSans │ │ ├── freight-sans-light.woff │ │ ├── freight-sans-light.woff2 │ │ ├── freight-sans-regular.woff │ │ └── freight-sans-regular.woff2 │ └── IBMPlexMono │ │ ├── IBMPlexMono-Light.woff │ │ ├── IBMPlexMono-Light.woff2 │ │ ├── IBMPlexMono-Medium.woff │ │ ├── IBMPlexMono-Medium.woff2 │ │ ├── IBMPlexMono-Regular.woff │ │ ├── IBMPlexMono-Regular.woff2 │ │ ├── IBMPlexMono-SemiBold.woff │ │ └── IBMPlexMono-SemiBold.woff2 ├── gallery.css ├── imagenet_class_index.json ├── images │ ├── arrow-down-orange.svg │ ├── arrow-right-with-tail.svg │ ├── chevron-down-grey.svg │ ├── chevron-right-orange.svg │ ├── chevron-right-white.svg │ ├── home-footer-background.jpg │ ├── icon-close.svg │ ├── icon-menu-dots-dark.svg │ ├── logo-dark.svg │ ├── logo-facebook-dark.svg │ ├── logo-icon.svg │ ├── logo-twitter-dark.svg │ ├── logo.svg │ └── view-page-source-icon.svg ├── img │ ├── 8_workers.png │ ├── ONNXLive.png │ ├── SRResNet.png │ ├── Variable.png │ ├── audio_preprocessing_tutorial_waveform.png │ ├── autodiff.png │ ├── basics │ │ ├── comp-graph.png │ │ ├── fashion_mnist.png │ │ ├── optimizationloops.png │ │ └── typesdata.png │ ├── bert.png │ ├── bert_mrpc.png │ ├── cartpole.gif │ ├── cat.jpg │ ├── cat_224x224.jpg │ ├── cat_superres_with_ort.jpg │ ├── channels_last_memory_format.png │ ├── char_rnn_generation.png │ ├── chat.png │ ├── chatbot │ │ ├── RNN-bidirectional.png │ │ ├── attn1.png │ │ ├── attn2.png │ │ ├── bot.png │ │ ├── diff.png │ │ ├── global_attn.png │ │ ├── grad_clip.png │ │ ├── pytorch_workflow.png │ │ ├── scores.png │ │ ├── seq2seq_batches.png │ │ └── seq2seq_ts.png │ ├── cifar10.png │ ├── classic_memory_format.png │ ├── compare_output.png │ ├── compare_stub.png │ ├── cpp-frontend │ │ └── digits.png │ ├── cpp-pytorch.png │ ├── cpp_logo.png │ ├── dag_autograd.png │ ├── data_parallel.png │ ├── dcgan_generator.png │ ├── deeplabv3_android.png │ ├── deeplabv3_android2.png │ ├── deeplabv3_ios.png │ ├── deeplabv3_ios2.png │ ├── distributed │ │ ├── DistPyTorch.jpg │ │ ├── all_gather.pdf │ │ ├── all_gather.png │ │ ├── all_reduce.pdf │ │ ├── all_reduce.png │ │ ├── broadcast.png │ │ ├── gather.png │ │ ├── reduce.png │ │ ├── scatter.png │ │ ├── send_recv.png │ │ └── send_recv_big.png │ ├── dynamic_graph.gif │ ├── fgsm_panda_image.png │ ├── flask.png │ ├── hybrid_frontend │ │ ├── 220px-KnnClassification.png │ │ ├── iris_pic.jpg │ │ └── pytorch_workflow_small.jpg │ ├── landmarked_face2.png │ ├── mario.gif │ ├── mario_env.png │ ├── memory_format_logo.png │ ├── mnist.png │ ├── model-parallel-images │ │ ├── mp_vs_rn.png │ │ ├── mp_vs_rn_vs_pp.png │ │ └── split_size_tradeoff.png │ ├── named_tensor.png │ ├── neural-style │ │ ├── dancing.jpg │ │ ├── neuralstyle.png │ │ ├── picasso.jpg │ │ ├── sphx_glr_neural_style_tutorial_001.png │ │ ├── sphx_glr_neural_style_tutorial_002.png │ │ ├── sphx_glr_neural_style_tutorial_003.png │ │ └── sphx_glr_neural_style_tutorial_004.png │ ├── oneworker.png │ ├── panda.png │ ├── per_channel_quant.png │ ├── per_tensor_quant.png │ ├── pruning.png │ ├── pytorch-logo-dark.png │ ├── pytorch-logo-dark.svg │ ├── qat.png │ ├── quant_asym.png │ ├── quant_embeddings.png │ ├── quantized_transfer_learning.png │ ├── ray-tune.png │ ├── reinforcement_learning_diagram.jpg │ ├── rnnclass.png │ ├── rpc-images │ │ └── batch.png │ ├── rpc_trace_img.png │ ├── sample_file.jpeg │ ├── scipynumpy.png │ ├── seq-seq-images │ │ ├── attention-decoder-network.dot │ │ ├── attention-decoder-network.png │ │ ├── decoder-network.dot │ │ ├── decoder-network.png │ │ ├── decoder.png │ │ ├── decoder@2x.png │ │ ├── encoder-network.dot │ │ ├── encoder-network.png │ │ ├── seq2seq.png │ │ ├── seq2seq@2x.png │ │ ├── word-encoding.png │ │ └── word-encoding@2x.png │ ├── seq2seq_flat.png │ ├── shadow.png │ ├── steam-train-whistle-daniel_simon-converted-from-mp3.wav │ ├── stn │ │ ├── FSeq.png │ │ ├── Five.gif │ │ ├── stn-arch.png │ │ └── tr.png │ ├── tensor_illustration.png │ ├── tensor_illustration_flat.png │ ├── tensorboard_figure.png │ ├── tensorboard_first_view.png │ ├── tensorboard_images.png │ ├── tensorboard_model_viz.png │ ├── tensorboard_pr_curves.png │ ├── tensorboard_projector.png │ ├── tensorboard_scalar_runs.png │ ├── text_sentiment_ngrams_model.png │ ├── thumbnails │ │ ├── 220px-KnnClassification.png │ │ ├── babel.jpg │ │ ├── captum_teaser.png │ │ ├── cropped │ │ │ ├── 60-min-blitz.png │ │ │ ├── Adversarial-Example-Generation.png │ │ │ ├── Autograd-in-Cpp-Frontend.png │ │ │ ├── Combining-Distributed-DataParallel-with-Distributed-RPC-Framework.png │ │ │ ├── Custom-Cpp-and-CUDA-Extensions.png │ │ │ ├── DCGAN-Tutorial.png │ │ │ ├── Deploying-PyTorch-in-Python-via-a-REST-API-with-Flask.png │ │ │ ├── Distributed-Pipeline-Parallelism-Using-RPC.png │ │ │ ├── Extending-TorchScript-with-Custom-Cpp-Classes.png │ │ │ ├── Extending-TorchScript-with-Custom-Cpp-Operators.png │ │ │ ├── Getting Started with Distributed-RPC-Framework.png │ │ │ ├── Getting-Started-with Distributed RPC Framework.png │ │ │ ├── Getting-Started-with-Distributed-Data-Parallel.png │ │ │ ├── Getting-Started-with-Distributed-RPC-Framework.png │ │ │ ├── Implementing-Batch-RPC-Processing-Using-Asynchronous-Executions.png │ │ │ ├── Implementing-a-Parameter-Server-Using-Distributed-RPC-Framework.png │ │ │ ├── Introduction-to-TorchScript.png │ │ │ ├── Language-Translation-with-TorchText.png │ │ │ ├── Loading-a-TorchScript-Model-in-Cpp.png │ │ │ ├── Model-Parallel-Best-Practices.png │ │ │ ├── NLP-From-Scratch-Classifying-Names-with-a-Character-Level-RNN.png │ │ │ ├── NLP-From-Scratch-Generating-Names-with-a-Character-Level-RNN.png │ │ │ ├── NLP-From-Scratch-Translation-with-a-Sequence-to-Sequence-Network-and-Attention.png │ │ │ ├── Pruning-Tutorial.png │ │ │ ├── PyTorch-Distributed-Overview.png │ │ │ ├── Sequence-to-Sequence-Modeling-with-nnTransformer-andTorchText.png │ │ │ ├── Text-Classification-with-TorchText.png │ │ │ ├── TorchScript-Parallelism.jpg │ │ │ ├── TorchVision-Object-Detection-Finetuning-Tutorial.png │ │ │ ├── Training-Transformer-Models-using-Distributed-Data-Parallel-and-Pipeline-Parallelism.png │ │ │ ├── Training-Transformer-models-using-Pipeline-Parallelism.png │ │ │ ├── Transfer-Learning-for-Computer-Vision-Tutorial.png │ │ │ ├── Tutorials_Card_Template.psd │ │ │ ├── Using-the-PyTorch-Cpp-Frontend.png │ │ │ ├── Writing-Distributed-Applications-with-PyTorch.png │ │ │ ├── advanced-PyTorch-1point0-Distributed-Trainer-with-Amazon-AWS.png │ │ │ ├── amp.png │ │ │ ├── android.png │ │ │ ├── custom-datasets-transforms-and-dataloaders.png │ │ │ ├── defining-a-network.PNG │ │ │ ├── experimental-Channels-Last-Memory-Format-in-PyTorch.png │ │ │ ├── experimental-Dynamic-Quantization-on-BERT.png │ │ │ ├── experimental-Dynamic-Quantization-on-an-LSTM-Word-Language-Model.png │ │ │ ├── experimental-Introduction-to-Named-Tensors-in-PyTorch.png │ │ │ ├── experimental-Quantized-Transfer-Learning-for-Computer-Vision-Tutorial.png │ │ │ ├── experimental-Static-Quantization-with-Eager-Mode-in-PyTorch.png │ │ │ ├── generic-pytorch-logo.png │ │ │ ├── graph-mode-dynamic-bert.png │ │ │ ├── ios.png │ │ │ ├── learning-pytorch-with-examples.png │ │ │ ├── loading-data-in-pytorch.png │ │ │ ├── loading-data.PNG │ │ │ ├── mobile.png │ │ │ ├── model-interpretability-using-captum.png │ │ │ ├── optional-Exporting-a-Model-from-PyTorch-to-ONNX-and-Running-it-using-ONNX-Runtime.png │ │ │ ├── profile.png │ │ │ ├── profiler.png │ │ │ ├── saving-and-loading-general-checkpoint.PNG │ │ │ ├── saving-and-loading-models-across-devices.PNG │ │ │ ├── saving-and-loading-models-for-inference.PNG │ │ │ ├── saving-multiple-models.PNG │ │ │ ├── torch-nn.png │ │ │ ├── torchaudio-Tutorial.png │ │ │ ├── torchaudio-speech.png │ │ │ ├── torchscript_overview.png │ │ │ ├── using-dynamic-post-training-quantization.png │ │ │ ├── using-flask-create-restful-api.png │ │ │ ├── visualizing-with-tensorboard.png │ │ │ ├── warmstarting-models.PNG │ │ │ ├── what-is-a-state-dict.PNG │ │ │ └── zeroing-out-gradients.PNG │ │ ├── custom_dataset.png │ │ ├── default.png │ │ ├── defining_a_network.png │ │ ├── examples.png │ │ ├── eye.png │ │ ├── floppy.png │ │ ├── german_to_english_translation.png │ │ ├── landmarked_face2.png │ │ ├── pixelated-cat.png │ │ ├── pytorch-logo-flat.png │ │ ├── pytorch_tensorboard.png │ │ ├── sphx_glr_transfer_learning_tutorial_001.png │ │ ├── tensorboard_dev.png │ │ ├── tensorboard_scalars.png │ │ ├── torch-logo.png │ │ ├── torchtext.png │ │ └── tv-img.png │ ├── torch-nn-vs-pytorch-nn.png │ ├── torch.nn.png │ ├── torchscript.png │ ├── torchscript_to_cpp.png │ ├── trace_img.png │ ├── transformer_architecture.jpg │ ├── transformer_input_target.png │ └── tv_tutorial │ │ ├── tv_image01.png │ │ ├── tv_image02.png │ │ ├── tv_image03.png │ │ ├── tv_image04.png │ │ ├── tv_image05.png │ │ ├── tv_image06.png │ │ └── tv_image07.png ├── jquery-3.2.1.js ├── jquery.js ├── js │ └── modernizr.min.js ├── minus.png ├── mnist.pkl.gz ├── no_image.png ├── plus.png ├── pygments.css ├── pytorch-logo-dark.svg ├── searchtools.js ├── torchvision_finetuning_instance_segmentation.ipynb ├── tv-training-code.py ├── underscore-1.3.1.js ├── underscore.js ├── up-pressed.png ├── up.png └── websupport.js ├── _templates └── layout.html ├── advanced_source ├── ONNXLive.rst ├── README.txt ├── cpp_autograd.rst ├── cpp_export.rst ├── cpp_extension.rst ├── cpp_frontend.rst ├── ddp_pipeline.py ├── dispatcher.rst ├── dispatcher │ ├── CMakeLists.txt │ ├── op.cpp │ └── test.py ├── dynamic_quantization_tutorial.py ├── extend_dispatcher.rst ├── neural_style_tutorial.py ├── numpy_extensions_tutorial.py ├── rpc_ddp_tutorial.rst ├── rpc_ddp_tutorial │ └── main.py ├── static_quantization_tutorial.rst ├── super_resolution_with_onnxruntime.py ├── torch-script-parallelism.rst ├── torch_script_custom_classes.rst ├── torch_script_custom_classes │ ├── CMakeLists.txt │ ├── custom_class_project │ │ ├── CMakeLists.txt │ │ ├── class.cpp │ │ ├── custom_test.py │ │ ├── export_attr.py │ │ └── save.py │ ├── infer.cpp │ ├── run.sh │ └── run2.sh ├── torch_script_custom_ops.rst ├── torch_script_custom_ops │ ├── CMakeLists.txt │ ├── op.cpp │ ├── smoke_test.py │ └── test.py └── transformer__timeseries_cpp_tutorial │ ├── CMakeLists.txt │ ├── scheduler.h │ └── transformer_timeseries.cpp ├── beginner_source ├── Intro_to_TorchScript_tutorial.py ├── PyTorch Cheat.md ├── README.txt ├── audio_preprocessing_tutorial.py ├── basics │ ├── README.txt │ ├── autogradqs_tutorial.py │ ├── buildmodel_tutorial.py │ ├── data_tutorial.py │ ├── intro.py │ ├── optimization_tutorial.py │ ├── qs_toc.txt │ ├── quickstart_tutorial.py │ ├── saveloadrun_tutorial.py │ ├── tensorqs_tutorial.py │ └── transforms_tutorial.py ├── blitz │ ├── README.txt │ ├── autograd_tutorial.py │ ├── cifar10_tutorial.py │ ├── data_parallel_tutorial.py │ ├── neural_networks_tutorial.py │ └── tensor_tutorial.py ├── chatbot_tutorial.py ├── colab.rst ├── data_loading_tutorial.py ├── dcgan_faces_tutorial.py ├── deep_learning_60min_blitz.rst ├── deep_learning_nlp_tutorial.rst ├── deeplabv3_on_android.rst ├── deeplabv3_on_ios.rst ├── deploy_seq2seq_hybrid_frontend_tutorial.py ├── dist_overview.rst ├── examples_autograd │ ├── README.txt │ ├── polynomial_autograd.py │ └── polynomial_custom_function.py ├── examples_nn │ ├── README.txt │ ├── dynamic_net.py │ ├── polynomial_module.py │ ├── polynomial_nn.py │ └── polynomial_optim.py ├── examples_tensor │ ├── README.txt │ ├── polynomial_numpy.py │ └── polynomial_tensor.py ├── fgsm_tutorial.py ├── former_torchies │ ├── README.txt │ ├── autograd_tutorial_old.py │ ├── nnft_tutorial.py │ ├── parallelism_tutorial.py │ └── tensor_tutorial_old.py ├── former_torchies_tutorial.rst ├── hybrid_frontend │ ├── README.txt │ └── learning_hybrid_frontend_through_example_tutorial.py ├── hybrid_frontend_tutorial.rst ├── hyperparameter_tuning_tutorial.py ├── nlp │ ├── README.txt │ ├── advanced_tutorial.py │ ├── deep_learning_tutorial.py │ ├── pytorch_tutorial.py │ ├── sequence_models_tutorial.py │ └── word_embeddings_tutorial.py ├── nn_tutorial.py ├── profiler.py ├── ptcheat.rst ├── pytorch_with_examples.rst ├── saving_loading_models.py ├── text_sentiment_ngrams_tutorial.py ├── torchtext_translation.py ├── transfer_learning_tutorial.py ├── transformer_tutorial.py └── vt_tutorial.py ├── cleanup.sh ├── conf.py ├── custom_directives.py ├── index.rst ├── intermediate_source ├── README.txt ├── char_rnn_classification_tutorial.py ├── char_rnn_generation_tutorial.py ├── ddp_tutorial.rst ├── dist_pipeline_parallel_tutorial.rst ├── dist_tuto.rst ├── dynamic_quantization_bert_tutorial.rst ├── flask_rest_api_tutorial.py ├── fx_conv_bn_fuser.py ├── fx_profiling_tutorial.py ├── mario_rl_tutorial.py ├── memory_format_tutorial.py ├── model_parallel_tutorial.py ├── named_tensor_tutorial.py ├── pipeline_tutorial.py ├── pruning_tutorial.py ├── quantized_transfer_learning_tutorial.rst ├── reinforcement_q_learning.py ├── rpc_async_execution.rst ├── rpc_param_server_tutorial.rst ├── rpc_tutorial.rst ├── seq2seq_translation_tutorial.py ├── spatial_transformer_tutorial.py ├── speech_command_recognition_with_torchaudio.py ├── tensorboard_tutorial.rst └── torchvision_tutorial.rst ├── prototype_source ├── README.md ├── README.txt ├── distributed_rpc_profiling.rst ├── fx_graph_mode_ptq_dynamic.py ├── fx_graph_mode_ptq_static.rst ├── fx_graph_mode_quant_guide.py ├── graph_mode_dynamic_bert_tutorial.rst ├── ios_gpu_workflow.rst ├── lite_interpreter.rst ├── nnapi_mobilenetv2.rst ├── numeric_suite_tutorial.py ├── prototype_index.rst ├── torchscript_freezing.py ├── vmap_recipe.py └── vulkan_workflow.rst ├── recipes_source ├── README.txt ├── android_native_app_with_custom_op.rst ├── cuda_rpc.rst ├── deployment_with_flask.rst ├── distributed_rpc_profiling.rst ├── fuse.rst ├── mobile_perf.rst ├── model_preparation_android.rst ├── model_preparation_ios.rst ├── ptmobile_recipes_summary.rst ├── quantization.rst ├── recipes │ ├── Captum_Recipe.py │ ├── README.txt │ ├── amp_recipe.py │ ├── benchmark.py │ ├── defining_a_neural_network.py │ ├── dynamic_quantization.py │ ├── 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