├── .DS_Store ├── .gitignore ├── LICENSE ├── MANIFEST.in ├── README.md ├── apex ├── .gitignore ├── .nojekyll ├── LICENSE ├── README.md ├── apex.patch ├── apex │ ├── RNN │ │ ├── README.md │ │ ├── RNNBackend.py │ │ ├── __init__.py │ │ ├── cells.py │ │ └── models.py │ ├── __init__.py │ ├── amp │ │ ├── README.md │ │ ├── __init__.py │ │ ├── __version__.py │ │ ├── _amp_state.py │ │ ├── _initialize.py │ │ ├── _process_optimizer.py │ │ ├── amp.py │ │ ├── compat.py │ │ ├── frontend.py │ │ ├── handle.py │ │ ├── lists │ │ │ ├── __init__.py │ │ │ ├── functional_overrides.py │ │ │ ├── tensor_overrides.py │ │ │ └── torch_overrides.py │ │ ├── opt.py │ │ ├── rnn_compat.py │ │ ├── scaler.py │ │ ├── utils.py │ │ └── wrap.py │ ├── fp16_utils │ │ ├── README.md │ │ ├── __init__.py │ │ ├── fp16_optimizer.py │ │ ├── fp16util.py │ │ └── loss_scaler.py │ ├── multi_tensor_apply │ │ ├── __init__.py │ │ └── multi_tensor_apply.py │ ├── normalization │ │ ├── __init__.py │ │ └── fused_layer_norm.py │ ├── optimizers │ │ ├── __init__.py │ │ ├── fp16_optimizer.py │ │ └── fused_adam.py │ ├── parallel │ │ ├── LARC.py │ │ ├── README.md │ │ ├── __init__.py │ │ ├── distributed.py │ │ ├── multiproc.py │ │ ├── optimized_sync_batchnorm.py │ │ ├── optimized_sync_batchnorm_kernel.py │ │ ├── sync_batchnorm.py │ │ └── sync_batchnorm_kernel.py │ └── reparameterization │ │ ├── README.md │ │ ├── __init__.py │ │ ├── reparameterization.py │ │ └── weight_norm.py ├── csrc │ ├── amp_C_frontend.cpp │ ├── flatten_unflatten.cpp │ ├── fused_adam_cuda.cpp │ ├── fused_adam_cuda_kernel.cu │ ├── layer_norm_cuda.cpp │ ├── layer_norm_cuda_kernel.cu │ ├── multi_tensor_apply.cuh │ ├── multi_tensor_axpby_kernel.cu │ ├── multi_tensor_l2norm_kernel.cu │ ├── multi_tensor_lamb_stage_1.cu │ ├── multi_tensor_lamb_stage_2.cu │ ├── multi_tensor_scale_kernel.cu │ ├── syncbn.cpp │ ├── type_shim.h │ └── welford.cu ├── docs │ ├── Makefile │ └── source │ │ ├── _static │ │ ├── css │ │ │ └── pytorch_theme.css │ │ └── img │ │ │ └── nv-pytorch2.png │ │ ├── _templates │ │ └── layout.html │ │ ├── advanced.rst │ │ ├── amp.rst │ │ ├── conf.py │ │ ├── fp16_utils.rst │ │ ├── index.rst │ │ ├── layernorm.rst │ │ ├── optimizers.rst │ │ └── parallel.rst ├── examples │ ├── README.md │ ├── dcgan │ │ └── README.md │ ├── docker │ │ ├── Dockerfile │ │ └── README.md │ ├── imagenet │ │ ├── README.md │ │ └── main_amp.py │ └── simple │ │ └── distributed │ │ ├── README.md │ │ ├── distributed_data_parallel.py │ │ └── run.sh ├── setup.py └── tests │ ├── L0 │ ├── run_amp │ │ ├── __init__.py │ │ ├── test_add_param_group.py │ │ ├── test_basic_casts.py │ │ ├── test_cache.py │ │ ├── test_multi_tensor_axpby.py │ │ ├── test_multi_tensor_l2norm.py │ │ ├── test_multi_tensor_scale.py │ │ ├── test_multiple_models_optimizers_losses.py │ │ ├── test_promotion.py │ │ ├── test_rnn.py │ │ └── utils.py │ ├── run_fp16util │ │ ├── __init__.py │ │ └── test_fp16util.py │ ├── run_fused_layer_norm │ │ └── test_fused_layer_norm.py │ ├── run_mixed_adam │ │ ├── __init__.py │ │ ├── test_fp16_optimizer.py │ │ └── test_mixed_adam.py │ └── run_test.py │ ├── L1 │ ├── common │ │ ├── compare.py │ │ ├── main_amp.py │ │ └── run_test.sh │ ├── cross_product │ │ └── run.sh │ └── cross_product_distributed │ │ └── run.sh │ ├── distributed │ ├── DDP │ │ ├── ddp_race_condition_test.py │ │ └── run_race_test.sh │ ├── amp_master_params │ │ ├── amp_master_params.py │ │ ├── compare.py │ │ └── run.sh │ └── synced_batchnorm │ │ ├── single_gpu_unit_test.py │ │ ├── test_groups.py │ │ ├── two_gpu_unit_test.py │ │ └── unit_test.sh │ └── docker_extension_builds │ └── run.sh ├── jukebox ├── Interacting_with_Jukebox.ipynb ├── __init__.py ├── align.py ├── data │ ├── __init__.py │ ├── artist_genre_processor.py │ ├── data_processor.py │ ├── files_dataset.py │ ├── ids │ │ ├── v2_artist_ids.txt │ │ ├── v2_genre_ids.txt │ │ ├── v3_artist_ids.txt │ │ └── v3_genre_ids.txt │ ├── labels.py │ └── text_processor.py ├── hparams.py ├── lyricdict.py ├── make_models.py ├── prior │ ├── __init__.py │ ├── autoregressive.py │ ├── conditioners.py │ └── prior.py ├── sample.py ├── save_html.py ├── tests │ └── test_sample.py ├── train.py ├── transformer │ ├── __init__.py │ ├── factored_attention.py │ ├── ops.py │ └── transformer.py ├── utils │ ├── __init__.py │ ├── audio_utils.py │ ├── checkpoint.py │ ├── dist_utils.py │ ├── ema.py │ ├── fp16.py │ ├── gcs_utils.py │ ├── io.py │ ├── logger.py │ ├── sample_utils.py │ └── torch_utils.py └── vqvae │ ├── __init__.py │ ├── bottleneck.py │ ├── encdec.py │ ├── resnet.py │ └── vqvae.py ├── requirements.txt ├── setup.py └── tensorboardX ├── .codecov.yml ├── .flake8 ├── .github └── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature-requests-or-general-questions.md ├── .gitignore ├── .travis.yml ├── HISTORY.rst ├── LICENSE ├── MANIFEST.in ├── README.md ├── compile.sh ├── docs ├── Makefile ├── conf.py ├── index.rst ├── tensorboard.rst ├── tutorial.rst ├── tutorial_zh.rst └── utils.rst ├── examples ├── RUN_AFTER_PIP_INSTALL ├── __init__.py ├── chainer │ ├── extension_logger │ │ ├── net.py │ │ ├── train_dcgan.py │ │ ├── updater.py │ │ ├── visualize.py │ │ └── writetensorboard.py │ └── plain_logger │ │ ├── data.py │ │ ├── net.py │ │ └── train_vae.py ├── demo.py ├── demo_beholder.py ├── demo_caffe2.py ├── demo_custom_scalars.py ├── demo_embedding.py ├── demo_graph.py ├── demo_hparams.py ├── demo_matplotlib.py ├── demo_multiple_embedding.py ├── demo_nvidia_smi.py ├── demo_onnx.py ├── demo_purge.py └── tensorboardX ├── screenshots ├── Demo.gif ├── audio.png ├── distribution.png ├── embedding.png ├── graph.png ├── histogram.png ├── image.png ├── scalar.png └── text.png ├── setup.cfg ├── setup.py ├── tensorboardX.patch ├── tensorboardX ├── __init__.py ├── beholder │ ├── __init__.py │ ├── beholder.py │ ├── file_system_tools.py │ ├── shared_config.py │ └── video_writing.py ├── caffe2_graph.py ├── crc32c.py ├── embedding.py ├── event_file_writer.py ├── onnx_graph.py ├── proto │ ├── __init__.py │ ├── api.proto │ ├── api_pb2.py │ ├── attr_value.proto │ ├── attr_value_pb2.py │ ├── event.proto │ ├── event_pb2.py │ ├── graph.proto │ ├── graph_pb2.py │ ├── layout.proto │ ├── layout_pb2.py │ ├── node_def.proto │ ├── node_def_pb2.py │ ├── plugin_hparams.proto │ ├── plugin_hparams_pb2.py │ ├── plugin_mesh.proto │ ├── plugin_mesh_pb2.py │ ├── plugin_pr_curve.proto │ ├── plugin_pr_curve_pb2.py │ ├── plugin_text.proto │ ├── plugin_text_pb2.py │ ├── resource_handle.proto │ ├── resource_handle_pb2.py │ ├── step_stats.proto │ ├── step_stats_pb2.py │ ├── summary.proto │ ├── summary_pb2.py │ ├── tensor.proto │ ├── tensor_pb2.py │ ├── tensor_shape.proto │ ├── tensor_shape_pb2.py │ ├── types.proto │ ├── types_pb2.py │ ├── versions.proto │ └── versions_pb2.py ├── proto_graph.py ├── pytorch_graph.py ├── record_writer.py ├── summary.py ├── torchvis.py ├── utils.py ├── visdom_writer.py ├── writer.py └── x2num.py └── tests ├── __init__.py ├── event_file_writer_test.py ├── expect ├── caffe_mnist.expect ├── caffe_overfeat.expect ├── test_caffe2.test_simple_cnnmodel.expect ├── test_caffe2.test_simple_model.expect ├── test_pr_curve.test_pr_purve.expect ├── test_pr_curve.test_pr_purve_raw.expect ├── test_summary.test_audio.expect ├── test_summary.test_custom_scalars.expect ├── test_summary.test_float32_image.expect ├── test_summary.test_histogram_auto.expect ├── test_summary.test_histogram_doane.expect ├── test_summary.test_histogram_fd.expect ├── test_summary.test_hparams.expect ├── test_summary.test_image_with_3_channel_batched.expect ├── test_summary.test_image_with_boxes.expect ├── test_summary.test_image_with_four_channel.expect ├── test_summary.test_image_with_four_channel_batched.expect ├── test_summary.test_image_with_one_channel.expect ├── test_summary.test_image_with_one_channel_batched.expect ├── test_summary.test_image_without_channel.expect ├── test_summary.test_mesh.expect ├── test_summary.test_text.expect ├── test_summary.test_uint8_image.expect └── test_summary.test_video.expect ├── expect_reader.py 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