├── Core-Utilization-Analyzer ├── README.md ├── main.py └── requirements.txt ├── ImageClassification-Inception_v3 ├── CNTK │ ├── README.md │ ├── dataset │ │ ├── ILSVRC2012_validation_ground_truth.txt │ │ ├── Read_labelclsloc.py │ │ ├── create_train_map.py │ │ └── create_val_map.py │ └── source │ │ ├── BrainScript │ │ ├── InceptionBlocks.bs │ │ ├── InceptionV3.bs │ │ └── InceptionV3.cntk │ │ ├── Python │ │ ├── InceptionV3.py │ │ └── InceptionV3_ImageNet.py │ │ └── requirements.gpu-cu80.txt ├── MXNet │ ├── README.md │ ├── dataset │ │ └── im2rec.py │ ├── scripts │ │ └── inception-imagenet.sh │ └── source │ │ ├── common │ │ ├── __init__.py │ │ ├── data.py │ │ ├── find_mxnet.py │ │ ├── fit.py │ │ ├── modelzoo.py │ │ └── util.py │ │ ├── requirements.gpu-cu80.txt │ │ ├── symbols │ │ ├── __init__.py │ │ └── inception-v3.py │ │ └── train_imagenet.py ├── PyTorch │ ├── README.md │ ├── build_image.sh │ ├── docker │ │ ├── Dockerfile │ │ └── requirements.gpu-cu92.txt │ ├── run_container.sh │ └── source │ │ ├── coreutil.py │ │ ├── main.py │ │ └── scripts │ │ ├── measure_compute_util.sh │ │ ├── measure_throughput.sh │ │ └── run_train.sh ├── README.md └── TensorFlow │ ├── README.md │ ├── dataset │ ├── build_imagenet_data.py │ ├── convert_imagenet.sh │ ├── download_imagenet.sh │ ├── imagenet_2012_validation_synset_labels.txt │ ├── imagenet_lsvrc_2015_synsets.txt │ ├── imagenet_metadata.txt │ ├── preprocess_imagenet_validation_data.py │ └── process_bounding_boxes.py │ ├── scripts │ └── inception-imagenet.sh │ └── source │ ├── datasets │ ├── __init__.py │ ├── dataset_factory.py │ ├── dataset_utils.py │ └── imagenet.py │ ├── deployment │ ├── __init__.py │ └── model_deploy.py │ ├── nets │ ├── __init__.py │ ├── inception.py │ ├── inception_resnet_v2.py │ ├── inception_utils.py │ ├── inception_v1.py │ ├── inception_v2.py │ ├── inception_v3.py │ ├── inception_v4.py │ └── nets_factory.py │ ├── preprocessing │ ├── __init__.py │ ├── inception_preprocessing.py │ └── preprocessing_factory.py │ ├── profile_step.py │ ├── requirements.gpu-cu80.txt │ └── train_image_classifier.py ├── ImageClassification-Resnet_50 ├── CNTK │ ├── README.md │ ├── dataset │ │ ├── ILSVRC2012_validation_ground_truth.txt │ │ ├── Read_labelclsloc.py │ │ ├── create_train_map.py │ │ └── create_val_map.py │ └── source │ │ ├── BrainScript │ │ ├── Macros.bs │ │ ├── ResNet101_ImageNet1K.cntk │ │ ├── ResNet152_ImageNet1K.cntk │ │ ├── ResNet18_ImageNet1K.cntk │ │ ├── ResNet34_ImageNet1K.cntk │ │ └── ResNet50_ImageNet1K.cntk │ │ ├── Python │ │ ├── TrainResNet_ImageNet_Distributed.py │ │ └── resnet_models.py │ │ └── requirements.gpu-cu80.txt ├── MXNet │ ├── README.md │ ├── build_image.sh │ ├── docker │ │ ├── Dockerfile │ │ └── requirements.txt │ ├── run_container.sh │ └── source │ │ ├── coreutil.py │ │ ├── dataset_utils │ │ └── im2rec.py │ │ ├── scripts │ │ ├── measure_compute_util.sh │ │ ├── measure_throughput.sh │ │ └── run_train.sh │ │ └── train │ │ ├── common │ │ ├── __init__.py │ │ ├── data.py │ │ ├── find_mxnet.py │ │ ├── fit.py │ │ ├── modelzoo.py │ │ └── util.py │ │ ├── symbols │ │ ├── __init__.py │ │ └── resnet.py │ │ └── train_imagenet.py ├── PyTorch │ ├── README.md │ ├── build_image.sh │ ├── docker │ │ ├── Dockerfile │ │ └── requirements.gpu-cu92.txt │ ├── run_container.sh │ └── source │ │ ├── coreutil.py │ │ ├── main.py │ │ └── scripts │ │ ├── measure_compute_util.sh │ │ ├── measure_throughput.sh │ │ └── run_train.sh ├── README.md ├── TensorFlow │ ├── README.md │ ├── dataset │ │ ├── build_imagenet_data.py │ │ ├── convert_imagenet.sh │ │ ├── download_imagenet.sh │ │ ├── imagenet_2012_validation_synset_labels.txt │ │ ├── imagenet_lsvrc_2015_synsets.txt │ │ ├── imagenet_metadata.txt │ │ ├── preprocess_imagenet_validation_data.py │ │ └── process_bounding_boxes.py │ ├── scripts │ │ └── resnet-imagenet.sh │ └── source │ │ ├── datasets │ │ ├── __init__.py │ │ ├── dataset_factory.py │ │ ├── dataset_utils.py │ │ └── imagenet.py │ │ ├── deployment │ │ ├── __init__.py │ │ └── model_deploy.py │ │ ├── nets │ │ ├── __init__.py │ │ ├── nets_factory.py │ │ ├── resnet_utils.py │ │ ├── resnet_v1.py │ │ └── resnet_v2.py │ │ ├── preprocessing │ │ ├── __init__.py │ │ ├── preprocessing_factory.py │ │ └── vgg_preprocessing.py │ │ ├── profile_step.py │ │ ├── requirements.gpu-cu80.txt │ │ └── train_image_classifier.py └── TensorFlow2 │ ├── README.md │ ├── build_image.sh │ ├── docker │ └── Dockerfile │ ├── run_container.sh │ └── source │ ├── coreutil.py │ ├── dataset_util │ ├── build_imagenet_data.py │ ├── convert_imagenet.sh │ ├── download_imagenet.sh │ ├── imagenet_2012_bounding_boxes.csv │ ├── imagenet_2012_validation_synset_labels.txt │ ├── imagenet_lsvrc_2015_synsets.txt │ ├── imagenet_metadata.txt │ ├── preprocess_imagenet_validation_data.py │ └── process_bounding_boxes.py │ ├── resnet │ ├── LICENSE │ ├── README.md │ ├── include │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── base_task.py │ │ │ └── input_reader.py │ │ ├── modeling │ │ │ ├── __init__.py │ │ │ ├── activations │ │ │ │ ├── __init__.py │ │ │ │ ├── gelu.py │ │ │ │ ├── gelu_test.py │ │ │ │ ├── swish.py │ │ │ │ └── swish_test.py │ │ │ ├── hyperparams │ │ │ │ ├── __init__.py │ │ │ │ ├── base_config.py │ │ │ │ ├── base_config_test.py │ │ │ │ ├── config_definitions.py │ │ │ │ ├── oneof.py │ │ │ │ ├── oneof_test.py │ │ │ │ ├── params_dict.py │ │ │ │ └── params_dict_test.py │ │ │ ├── optimization │ │ │ │ ├── __init__.py │ │ │ │ ├── configs │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── learning_rate_config.py │ │ │ │ │ ├── optimization_config.py │ │ │ │ │ ├── optimization_config_test.py │ │ │ │ │ └── optimizer_config.py │ │ │ │ ├── lr_schedule.py │ │ │ │ ├── optimizer_factory.py │ │ │ │ └── optimizer_factory_test.py │ │ │ ├── performance.py │ │ │ ├── tf_utils.py │ │ │ └── training │ │ │ │ ├── __init__.py │ │ │ │ └── distributed_executor.py │ │ ├── staging │ │ │ ├── __init__.py │ │ │ └── training │ │ │ │ ├── __init__.py │ │ │ │ ├── controller.py │ │ │ │ ├── controller_test.py │ │ │ │ ├── grad_utils.py │ │ │ │ ├── runnable.py │ │ │ │ ├── standard_runnable.py │ │ │ │ └── utils.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── flags │ │ │ ├── README.md │ │ │ ├── __init__.py │ │ │ ├── _base.py │ │ │ ├── _benchmark.py │ │ │ ├── _conventions.py │ │ │ ├── _device.py │ │ │ ├── _distribution.py │ │ │ ├── _misc.py │ │ │ ├── _performance.py │ │ │ ├── core.py │ │ │ ├── flags_test.py │ │ │ └── guidelines.md │ │ │ ├── hyperparams_flags.py │ │ │ ├── misc │ │ │ ├── __init__.py │ │ │ ├── callstack_sampler.py │ │ │ ├── distribution_utils.py │ │ │ ├── distribution_utils_test.py │ │ │ ├── keras_utils.py │ │ │ ├── model_helpers.py │ │ │ ├── model_helpers_test.py │ │ │ └── tpu_lib.py │ │ │ ├── registry.py │ │ │ ├── registry_test.py │ │ │ └── testing │ │ │ ├── __init__.py │ │ │ ├── integration.py │ │ │ ├── pylint.rcfile │ │ │ └── scripts │ │ │ ├── builds_common.sh │ │ │ ├── ci_sanity.sh │ │ │ └── presubmit.sh │ └── src │ │ ├── README.md │ │ ├── common.py │ │ ├── imagenet_preprocessing.py │ │ ├── resnet_config.py │ │ ├── resnet_ctl_imagenet_main.py │ │ ├── resnet_model.py │ │ ├── resnet_runnable.py │ │ └── tfhub_export.py │ └── scripts │ ├── measure_compute_util.sh │ ├── measure_throughput.sh │ └── run_train.sh ├── LanguageModeling-BERT ├── PyTorch │ ├── README.md │ ├── build_image.sh │ ├── docker │ │ ├── Dockerfile │ │ └── environment.yml │ ├── run_container.sh │ └── source │ │ ├── bert │ │ ├── LICENSE │ │ ├── NOTICE │ │ ├── README.md │ │ ├── bert_config.json │ │ ├── bind_pyt.py │ │ ├── configurations.yml │ │ ├── create_pretraining_data.py │ │ ├── data │ │ │ ├── BooksDownloader.py │ │ │ ├── BookscorpusTextFormatting.py │ │ │ ├── Downloader.py │ │ │ ├── GooglePretrainedWeightDownloader.py │ │ │ ├── MRPCDownloader.py │ │ │ ├── NVIDIAPretrainedWeightDownloader.py │ │ │ ├── SquadDownloader.py │ │ │ ├── TextSharding.py │ │ │ ├── WikiDownloader.py │ │ │ ├── WikicorpusTextFormatting.py │ │ │ ├── __init__.py │ │ │ ├── bertPrep.py │ │ │ └── create_datasets_from_start.sh │ │ ├── extract_features.py │ │ ├── file_utils.py │ │ ├── images │ │ │ ├── model.png │ │ │ └── nvlamb.png │ │ ├── inference.py │ │ ├── modeling.py │ │ ├── optimization.py │ │ ├── run.sub │ │ ├── run_pretraining.py │ │ ├── run_squad.py │ │ ├── schedulers.py │ │ ├── tbd_scripts │ │ │ ├── convert_tf_ckpt_to_torch.py │ │ │ ├── data_download.sh │ │ │ ├── measure_compute_util_pretrain.sh │ │ │ ├── measure_throughput_pretrain.sh │ │ │ ├── measure_throughput_squad.sh │ │ │ ├── run_pretraining.sh │ │ │ └── run_squad.sh │ │ ├── tokenization.py │ │ ├── triton │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── client.py │ │ │ ├── deployer.py │ │ │ ├── deployer_lib.py │ │ │ ├── evaluate.sh │ │ │ ├── export_model.sh │ │ │ ├── generate_figures.sh │ │ │ ├── launch_triton_server.sh │ │ │ ├── profiling_data_int64 │ │ │ │ ├── input__0 │ │ │ │ ├── input__1 │ │ │ │ └── input__2 │ │ │ ├── run_perf_client.sh │ │ │ ├── run_squad_client.py │ │ │ └── wait_for_triton_server.sh │ │ ├── utils.py │ │ └── vocab │ │ │ └── vocab │ │ ├── bookcorpus │ │ ├── .gitignore │ │ ├── LICENSE │ │ ├── README.md │ │ ├── download_files.py │ │ ├── download_list.py │ │ ├── epub2txt.py │ │ ├── make_sentlines.py │ │ ├── requirements.txt │ │ ├── tokenize_sentlines.py │ │ └── url_list.jsonl │ │ └── wikiextractor │ │ ├── .gitignore │ │ ├── README.md │ │ ├── WikiExtractor.py │ │ ├── categories.filter │ │ ├── cirrus-extract.py │ │ └── extract.sh └── TensorFlow │ ├── .gitignore │ ├── Dockerfile │ ├── readme.md │ ├── scripts │ ├── download_classification_data.sh │ ├── download_glue_data.py │ ├── download_model.sh │ ├── download_wiki_data.sh │ ├── measurements │ │ └── inception-tensorflow.nvvp │ ├── prepare_wiki_data.sh │ ├── pretrain │ │ ├── TextSharding.py │ │ ├── WikiExtractor.py │ │ ├── create_pretrain_record.py │ │ ├── format_wiki_data.py │ │ └── pretrain.sh │ ├── profile_nsight.sh │ └── profile_nvprof.sh │ ├── source │ ├── CONTRIBUTING.md │ ├── LICENSE │ ├── README.md │ ├── __init__.py │ ├── __pycache__ │ │ ├── modeling.cpython-36.pyc │ │ ├── modeling.cpython-37.pyc │ │ ├── optimization.cpython-36.pyc │ │ ├── optimization.cpython-37.pyc │ │ ├── optimization_custom.cpython-36.pyc │ │ ├── tokenization.cpython-36.pyc │ │ └── tokenization.cpython-37.pyc │ ├── create_pretraining_data.py │ ├── extract_features.py │ ├── modeling.py │ ├── modeling_test.py │ ├── multilingual.md │ ├── optimization.py │ ├── optimization_custom.py │ ├── optimization_test.py │ ├── predicting_movie_reviews_with_bert_on_tf_hub.ipynb │ ├── requirements.txt │ ├── run_classifier.py │ ├── run_classifier_with_tfhub.py │ ├── run_pretraining.py │ ├── run_pretraining_custom.py │ ├── run_squad.py │ ├── sample_text.txt │ ├── tokenization.py │ └── tokenization_test.py │ └── start_container.sh ├── MachineTranslation-Seq2Seq ├── NMT │ ├── .gitignore │ ├── README.md │ ├── dataset │ │ └── .gitignore │ ├── hparams │ │ ├── nmt_tf_1.2-iwslt15_en_vi-520_updates.json │ │ └── nmt_tf_1.2-iwslt15_en_vi-full_training.json │ ├── scripts │ │ └── nmt_tf_1.2-iwslt_en_vi.sh │ └── source │ │ └── nmt-tf-1.2 │ │ ├── CONTRIBUTING.md │ │ ├── LICENSE │ │ ├── README.md │ │ ├── nmt │ │ ├── .gitignore │ │ ├── .idea │ │ │ ├── misc.xml │ │ │ ├── modules.xml │ │ │ ├── nmt.iml │ │ │ └── workspace.xml │ │ ├── __init__.py │ │ ├── attention_model.py │ │ ├── g3doc │ │ │ └── img │ │ │ │ ├── attention_equation_0.jpg │ │ │ │ ├── attention_equation_1.jpg │ │ │ │ ├── attention_mechanism.jpg │ │ │ │ ├── attention_vis.jpg │ │ │ │ ├── encdec.jpg │ │ │ │ ├── greedy_dec.jpg │ │ │ │ └── seq2seq.jpg │ │ ├── gnmt_model.py │ │ ├── inference.py │ │ ├── inference_test.py │ │ ├── model.py │ │ ├── model_helper.py │ │ ├── model_test.py │ │ ├── nmt.py │ │ ├── scripts │ │ │ ├── __init__.py │ │ │ ├── bleu.py │ │ │ ├── download_iwslt15.sh │ │ │ ├── rouge.py │ │ │ └── wmt16_en_de.sh │ │ ├── standard_hparams │ │ │ ├── iwslt15.json │ │ │ ├── wmt16.json │ │ │ ├── wmt16_gnmt_4_layer.json │ │ │ └── wmt16_gnmt_8_layer.json │ │ ├── testdata │ │ │ ├── deen_output │ │ │ ├── deen_ref_bpe │ │ │ ├── label_ref │ │ │ ├── pred_output │ │ │ ├── test_embed.txt │ │ │ ├── test_embed_with_header.txt │ │ │ ├── test_infer_file │ │ │ ├── test_infer_vocab.src │ │ │ └── test_infer_vocab.tgt │ │ ├── train.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── common_test_utils.py │ │ │ ├── evaluation_utils.py │ │ │ ├── evaluation_utils_test.py │ │ │ ├── iterator_utils.py │ │ │ ├── iterator_utils_test.py │ │ │ ├── misc_utils.py │ │ │ ├── misc_utils_test.py │ │ │ ├── nmt_utils.py │ │ │ ├── vocab_utils.py │ │ │ └── vocab_utils_test.py │ │ └── requirements.gpu-cu80.txt ├── README.md └── Sockeye │ ├── README.md │ ├── dataset │ ├── .gitignore │ └── download_iwslt15_en-vi.sh │ ├── scripts │ └── sockeye_1.5-iwslt15_en-vi.sh │ └── source │ └── sockeye-1.5 │ ├── .gitignore │ ├── .travis.yml │ ├── LICENSE │ ├── MANIFEST.in │ ├── NOTICE │ ├── README.md │ ├── docs │ ├── Makefile │ ├── README.md │ ├── conf.py │ ├── development.md │ ├── faq.md │ ├── index.rst │ ├── make.bat │ ├── modules.rst │ └── user_documentation.md │ ├── pre-commit.sh │ ├── pylintrc │ ├── pytest.ini │ ├── requirements.dev.txt │ ├── requirements.docs.txt │ ├── requirements.gpu-cu75.txt │ ├── requirements.gpu-cu80.txt │ ├── requirements.txt │ ├── setup.cfg │ ├── setup.py │ ├── sockeye │ ├── __init__.py │ ├── arguments.py │ ├── attention.py │ ├── average.py │ ├── bleu.py │ ├── callback.py │ ├── checkpoint_decoder.py │ ├── config.py │ ├── constants.py │ ├── coverage.py │ ├── data_io.py │ ├── decoder.py │ ├── embeddings.py │ ├── encoder.py │ ├── evaluate.py │ ├── inference.py │ ├── initializer.py │ ├── layers.py │ ├── lexicon.py │ ├── log.py │ ├── loss.py │ ├── lr_scheduler.py │ ├── model.py │ ├── output_handler.py │ ├── rnn.py │ ├── train.py │ ├── training.py │ ├── transformer.py │ ├── translate.py │ ├── utils.py │ └── vocab.py │ ├── test │ ├── __init__.py │ ├── common.py │ ├── data │ │ └── config_with_missing_attributes.yaml │ ├── integration │ │ ├── __init__.py │ │ └── test_seq_copy_int.py │ ├── system │ │ ├── __init__.py │ │ ├── pytest.ini │ │ └── test_seq_copy_sys.py │ └── unit │ │ ├── __init__.py │ │ ├── test_arguments.py │ │ ├── test_attention.py │ │ ├── test_average.py │ │ ├── test_bleu.py │ │ ├── test_callback.py │ │ ├── test_checkpoint.py │ │ ├── test_config.py │ │ ├── test_coverage.py │ │ ├── test_data_io.py │ │ ├── test_decoder.py │ │ ├── test_encoder.py │ │ ├── test_layers.py │ │ ├── test_loss.py │ │ ├── test_lr_scheduler.py │ │ ├── test_output_handler.py │ │ ├── test_params.py │ │ ├── test_rnn.py │ │ ├── test_translate.py │ │ ├── test_utils.py │ │ └── test_vocab.py │ └── typechecked-files ├── MachineTranslation-Transformer ├── .gitignore ├── README.md └── Tensorflow │ ├── README.md │ ├── dataset │ └── download-wmt-ende-wmt32k.sh │ ├── scripts │ ├── average-checkpoints.sh │ ├── benchmark-wmt-ende-32k.sh │ ├── calculate-bleu-from-decodes.sh │ └── decode-transformer.sh │ └── source │ ├── requirements.gpu-cu80.txt │ └── tensor2tensor │ ├── .gitignore │ ├── .travis.yml │ ├── AUTHORS │ ├── CONTRIBUTING.md │ ├── LICENSE │ ├── README.md │ ├── docs │ ├── distributed_training.md │ ├── example_life.md │ ├── index.md │ ├── new_model.md │ ├── new_problem.md │ └── walkthrough.md │ ├── setup.py │ └── tensor2tensor │ ├── __init__.py │ ├── bin │ ├── t2t-datagen.py │ ├── t2t-decoder.py │ ├── t2t-make-tf-configs │ └── t2t-trainer.py │ ├── data_generators │ ├── README.md │ ├── __init__.py │ ├── algorithmic.py │ ├── algorithmic_math.py │ ├── algorithmic_math_test.py │ ├── algorithmic_test.py │ ├── all_problems.py │ ├── all_problems_test.py │ ├── audio.py │ ├── audio_test.py │ ├── cipher.py │ ├── cnn_dailymail.py │ ├── desc2code.py │ ├── desc2code_test.py │ ├── dna_encoder.py │ ├── dna_encoder_test.py │ ├── gene_expression.py │ ├── gene_expression_test.py │ ├── generator_utils.py │ ├── generator_utils_test.py │ ├── ice_parsing.py │ ├── image.py │ ├── image_test.py │ ├── imdb.py │ ├── inspect.py │ ├── lm1b.py │ ├── multinli.py │ ├── problem.py │ ├── problem_hparams.py │ ├── ptb.py │ ├── snli.py │ ├── test_data │ │ ├── corpus-1.txt │ │ ├── corpus-2.txt │ │ ├── vocab-1.txt │ │ └── vocab-2.txt │ ├── text_encoder.py │ ├── text_encoder_build_subword.py │ ├── text_encoder_test.py │ ├── tokenizer.py │ ├── tokenizer_test.py │ ├── translate.py │ ├── translate_encs.py │ ├── translate_ende.py │ ├── translate_enfr.py │ ├── translate_enmk.py │ ├── translate_enzh.py │ ├── translate_test.py │ ├── wiki.py │ └── wsj_parsing.py │ ├── layers │ ├── __init__.py │ ├── common_attention.py │ ├── common_attention_test.py │ ├── common_hparams.py │ ├── common_layers.py │ ├── common_layers_test.py │ ├── modalities.py │ ├── modalities_test.py │ ├── rev_block.py │ └── rev_block_test.py │ ├── models │ ├── README.md │ ├── __init__.py │ ├── aligned.py │ ├── attention_lm.py │ ├── attention_lm_moe.py │ ├── bluenet.py │ ├── bluenet_test.py │ ├── bytenet.py │ ├── bytenet_test.py │ ├── cycle_gan.py │ ├── gene_expression.py │ ├── gene_expression_test.py │ ├── lstm.py │ ├── lstm_test.py │ ├── multimodel.py │ ├── multimodel_test.py │ ├── neural_gpu.py │ ├── neural_gpu_test.py │ ├── shake_shake.py │ ├── slicenet.py │ ├── slicenet_test.py │ ├── transformer.py │ ├── transformer_adv.py │ ├── transformer_alternative.py │ ├── transformer_moe.py │ ├── transformer_revnet.py │ ├── transformer_revnet_test.py │ ├── transformer_sketch.py │ ├── transformer_test.py │ ├── transformer_vae.py │ ├── xception.py │ └── xception_test.py │ ├── problems.py │ ├── problems_test.py │ ├── tpu │ ├── __init__.py │ ├── tpu_trainer.py │ ├── tpu_trainer_lib.py │ └── tpu_trainer_lib_test.py │ ├── utils │ ├── __init__.py │ ├── avg_checkpoints.py │ ├── beam_search.py │ ├── beam_search_test.py │ ├── bleu_hook.py │ ├── bleu_hook_test.py │ ├── data_reader.py │ ├── data_reader_test.py │ ├── decoding.py │ ├── devices.py │ ├── diet.py │ ├── diet_test.py │ ├── expert_utils.py │ ├── expert_utils_test.py │ ├── get_ende_bleu.sh │ ├── input_fn_builder.py │ ├── input_fn_builder_test.py │ ├── metrics.py │ ├── metrics_test.py │ ├── modality.py │ ├── model_builder.py │ ├── profile_monitor.py │ ├── registry.py │ ├── registry_test.py │ ├── rouge.py │ ├── rouge_test.py │ ├── t2t_model.py │ ├── time_monitor.py │ ├── trainer_utils.py │ ├── trainer_utils_test.py │ ├── usr_dir.py │ ├── yellowfin.py │ └── yellowfin_test.py │ └── visualization │ ├── TransformerVisualization.ipynb │ ├── __init__.py │ ├── attention.js │ └── attention.py ├── ObjectDetection-Faster_RCNN ├── MXNet │ ├── README.md │ ├── dataset │ │ └── download-voc.sh │ ├── pretrained │ │ └── download-pretrained-model.sh │ ├── scripts │ │ └── faster-rcnn-voc07.sh │ └── source │ │ ├── .gitignore │ │ ├── LICENSE │ │ ├── Makefile │ │ ├── demo.py │ │ ├── rcnn │ │ ├── __init__.py │ │ ├── config.py │ │ ├── core │ │ │ ├── __init__.py │ │ │ ├── callback.py │ │ │ ├── loader.py │ │ │ ├── metric.py │ │ │ ├── module.py │ │ │ └── tester.py │ │ ├── cython │ │ │ ├── .gitignore │ │ │ ├── __init__.py │ │ │ ├── bbox.pyx │ │ │ ├── cpu_nms.pyx │ │ │ ├── gpu_nms.hpp │ │ │ ├── gpu_nms.pyx │ │ │ ├── nms_kernel.cu │ │ │ └── setup.py │ │ ├── dataset │ │ │ ├── __init__.py │ │ │ ├── coco.py │ │ │ ├── ds_utils.py │ │ │ ├── imdb.py │ │ │ ├── pascal_voc.py │ │ │ └── pascal_voc_eval.py │ │ ├── io │ │ │ ├── __init__.py │ │ │ ├── image.py │ │ │ ├── rcnn.py │ │ │ └── rpn.py │ │ ├── logger.py │ │ ├── processing │ │ │ ├── __init__.py │ │ │ ├── bbox_regression.py │ │ │ ├── bbox_transform.py │ │ │ ├── generate_anchor.py │ │ │ └── nms.py │ │ ├── pycocotools │ │ │ ├── UPSTREAM_REV │ │ │ ├── __init__.py │ │ │ ├── _mask.pyx │ │ │ ├── coco.py │ │ │ ├── cocoeval.py │ │ │ ├── mask.py │ │ │ ├── maskApi.c │ │ │ ├── maskApi.h │ │ │ └── setup.py │ │ ├── symbol │ │ │ ├── __init__.py │ │ │ ├── proposal.py │ │ │ ├── proposal_target.py │ │ │ ├── symbol_resnet.py │ │ │ └── symbol_vgg.py │ │ ├── tools │ │ │ ├── __init__.py │ │ │ ├── reeval.py │ │ │ ├── test_rcnn.py │ │ │ ├── test_rpn.py │ │ │ ├── train_rcnn.py │ │ │ └── train_rpn.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── combine_model.py │ │ │ ├── load_data.py │ │ │ ├── load_model.py │ │ │ └── save_model.py │ │ ├── requirements.gpu-cu80.txt │ │ ├── script │ │ ├── additional_deps.sh │ │ ├── get_coco.sh │ │ ├── get_pretrained_model.sh │ │ ├── get_selective_search.sh │ │ ├── get_voc.sh │ │ ├── resnet_voc07.sh │ │ ├── resnet_voc0712.sh │ │ ├── vgg_alter_voc07.sh │ │ ├── vgg_fast_rcnn.sh │ │ ├── vgg_voc07.sh │ │ └── vgg_voc0712.sh │ │ ├── test.py │ │ ├── train_alternate.py │ │ ├── train_end2end.py │ │ └── util.py ├── README.md └── TensorFlow │ ├── README.md │ ├── dataset │ ├── create_pascal_tf_record.py │ ├── download-voc.sh │ └── pascal_label_map.pbtxt │ ├── pretrained │ └── download-pretrained.sh │ ├── scripts │ └── faster-rcnn-voc07.sh │ └── source │ ├── deployment │ ├── __init__.py │ ├── model_deploy.py │ └── model_deploy_test.py │ ├── nets │ ├── __init__.py │ ├── alexnet.py │ ├── alexnet_test.py │ ├── cifarnet.py │ ├── cyclegan.py │ ├── cyclegan_test.py │ ├── dcgan.py │ ├── dcgan_test.py │ ├── inception.py │ ├── inception_resnet_v2.py │ ├── inception_resnet_v2_test.py │ ├── inception_utils.py │ ├── inception_v1.py │ ├── inception_v1_test.py │ ├── inception_v2.py │ ├── inception_v2_test.py │ ├── inception_v3.py │ ├── inception_v3_test.py │ ├── inception_v4.py │ ├── inception_v4_test.py │ ├── lenet.py │ ├── mobilenet_v1.md │ ├── mobilenet_v1.png │ ├── mobilenet_v1.py │ ├── mobilenet_v1_test.py │ ├── nasnet │ │ ├── README.md │ │ ├── __init__.py │ │ ├── nasnet.py │ │ ├── nasnet_test.py │ │ ├── nasnet_utils.py │ │ └── nasnet_utils_test.py │ ├── nets_factory.py │ ├── nets_factory_test.py │ ├── overfeat.py │ ├── overfeat_test.py │ ├── pix2pix.py │ ├── pix2pix_test.py │ ├── resnet_utils.py │ ├── resnet_v1.py │ ├── resnet_v1_test.py │ ├── resnet_v2.py │ ├── resnet_v2_test.py │ ├── vgg.py │ └── vgg_test.py │ ├── object_detection │ ├── BUILD │ ├── CONTRIBUTING.md │ ├── README.md │ ├── __init__.py │ ├── anchor_generators │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── grid_anchor_generator.py │ │ ├── grid_anchor_generator_test.py │ │ ├── multiple_grid_anchor_generator.py │ │ └── multiple_grid_anchor_generator_test.py │ ├── box_coders │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── faster_rcnn_box_coder.py │ │ ├── faster_rcnn_box_coder_test.py │ │ ├── keypoint_box_coder.py │ │ ├── keypoint_box_coder_test.py │ │ ├── mean_stddev_box_coder.py │ │ ├── mean_stddev_box_coder_test.py │ │ ├── square_box_coder.py │ │ └── square_box_coder_test.py │ ├── builders │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── anchor_generator_builder.py │ │ ├── anchor_generator_builder_test.py │ │ ├── box_coder_builder.py │ │ ├── box_coder_builder_test.py │ │ ├── box_predictor_builder.py │ │ ├── box_predictor_builder_test.py │ │ ├── hyperparams_builder.py │ │ ├── hyperparams_builder_test.py │ │ ├── image_resizer_builder.py │ │ ├── image_resizer_builder_test.py │ │ ├── input_reader_builder.py │ │ ├── input_reader_builder_test.py │ │ ├── losses_builder.py │ │ ├── losses_builder_test.py │ │ ├── matcher_builder.py │ │ ├── matcher_builder_test.py │ │ ├── model_builder.py │ │ ├── model_builder_test.py │ │ ├── optimizer_builder.py │ │ ├── optimizer_builder_test.py │ │ ├── post_processing_builder.py │ │ ├── post_processing_builder_test.py │ │ ├── preprocessor_builder.py │ │ ├── preprocessor_builder_test.py │ │ ├── region_similarity_calculator_builder.py │ │ └── region_similarity_calculator_builder_test.py │ ├── core │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── anchor_generator.py │ │ ├── balanced_positive_negative_sampler.py │ │ ├── balanced_positive_negative_sampler_test.py │ │ ├── batcher.py │ │ ├── batcher_test.py │ │ ├── box_coder.py │ │ ├── box_coder_test.py │ │ ├── box_list.py │ │ ├── box_list_ops.py │ │ ├── box_list_ops_test.py │ │ ├── box_list_test.py │ │ ├── box_predictor.py │ │ ├── box_predictor_test.py │ │ ├── data_decoder.py │ │ ├── data_parser.py │ │ ├── keypoint_ops.py │ │ ├── keypoint_ops_test.py │ │ ├── losses.py │ │ ├── losses_test.py │ │ ├── matcher.py │ │ ├── matcher_test.py │ │ ├── minibatch_sampler.py │ │ ├── minibatch_sampler_test.py │ │ ├── model.py │ │ ├── post_processing.py │ │ ├── post_processing_test.py │ │ ├── prefetcher.py │ │ ├── prefetcher_test.py │ │ ├── preprocessor.py │ │ ├── preprocessor_test.py │ │ ├── region_similarity_calculator.py │ │ ├── region_similarity_calculator_test.py │ │ ├── standard_fields.py │ │ ├── target_assigner.py │ │ └── target_assigner_test.py │ ├── data_decoders │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── tf_example_decoder.py │ │ └── tf_example_decoder_test.py │ ├── eval.py │ ├── eval_dir │ │ ├── events.out.tfevents.1516657870.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516657871.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516657872.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516657873.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516657874.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516657875.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516657876.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516657877.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658270.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658271.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658272.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658273.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658274.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658275.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658276.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658277.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658887.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658888.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658889.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658890.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658891.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658892.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658893.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658897.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658940.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658941.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516658942.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659075.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659194.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659195.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659196.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659197.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659198.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659199.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659217.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659290.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659291.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659292.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659293.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659294.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659295.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659325.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659326.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659327.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659365.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659366.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659367.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659368.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659369.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659370.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659371.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659372.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659373.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659391.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659392.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659426.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659427.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659428.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659429.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659430.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659431.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659432.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516659433.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516662192.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516745381.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516745382.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516745383.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516745384.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516745385.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516745386.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516748059.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516906962.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516906963.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516906964.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516906965.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516906966.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516906967.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516906968.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1516909680.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1517249316.serailhydra-OptiPlex-780 │ │ ├── events.out.tfevents.1517249317.serailhydra-OptiPlex-780 │ │ └── events.out.tfevents.1517250002.serailhydra-OptiPlex-780 │ ├── eval_util.py │ ├── evaluator.py │ ├── export_inference_graph.py │ ├── exporter.py │ ├── exporter_test.py │ ├── faster_rcnn_inception_resnet_v2_atrous_oid.config │ ├── inference │ │ ├── BUILD │ │ ├── detection_inference.py │ │ ├── detection_inference_test.py │ │ └── infer_detections.py │ ├── matchers │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── argmax_matcher.py │ │ ├── argmax_matcher_test.py │ │ ├── bipartite_matcher.py │ │ └── bipartite_matcher_test.py │ ├── meta_architectures │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── faster_rcnn_meta_arch.py │ │ ├── faster_rcnn_meta_arch_test.py │ │ ├── faster_rcnn_meta_arch_test_lib.py │ │ ├── rfcn_meta_arch.py │ │ ├── rfcn_meta_arch_test.py │ │ ├── ssd_meta_arch.py │ │ └── ssd_meta_arch_test.py │ ├── metrics │ │ ├── BUILD │ │ ├── offline_eval_map_corloc.py │ │ ├── offline_eval_map_corloc_test.py │ │ ├── tf_example_parser.py │ │ └── tf_example_parser_test.py │ ├── models │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-35.pyc │ │ │ ├── embedded_ssd_mobilenet_v1_feature_extractor.cpython-35.pyc │ │ │ ├── faster_rcnn_inception_resnet_v2_feature_extractor.cpython-35.pyc │ │ │ ├── faster_rcnn_inception_v2_feature_extractor.cpython-35.pyc │ │ │ ├── faster_rcnn_nas_feature_extractor.cpython-35.pyc │ │ │ ├── faster_rcnn_resnet_v1_feature_extractor.cpython-35.pyc │ │ │ ├── feature_map_generators.cpython-35.pyc │ │ │ ├── ssd_inception_v2_feature_extractor.cpython-35.pyc │ │ │ ├── ssd_inception_v3_feature_extractor.cpython-35.pyc │ │ │ └── ssd_mobilenet_v1_feature_extractor.cpython-35.pyc │ │ ├── embedded_ssd_mobilenet_v1_feature_extractor.py │ │ ├── embedded_ssd_mobilenet_v1_feature_extractor.pyc │ │ ├── embedded_ssd_mobilenet_v1_feature_extractor_test.py │ │ ├── faster_rcnn_inception_resnet_v2_feature_extractor.py │ │ ├── faster_rcnn_inception_resnet_v2_feature_extractor.pyc │ │ ├── faster_rcnn_inception_resnet_v2_feature_extractor_test.py │ │ ├── faster_rcnn_inception_v2_feature_extractor.py │ │ ├── faster_rcnn_inception_v2_feature_extractor.pyc │ │ ├── faster_rcnn_inception_v2_feature_extractor_test.py │ │ ├── faster_rcnn_nas_feature_extractor.py │ │ ├── faster_rcnn_nas_feature_extractor.pyc │ │ ├── faster_rcnn_nas_feature_extractor_test.py │ │ ├── faster_rcnn_resnet_v1_feature_extractor.py │ │ ├── faster_rcnn_resnet_v1_feature_extractor.pyc │ │ ├── faster_rcnn_resnet_v1_feature_extractor_test.py │ │ ├── feature_map_generators.py │ │ ├── feature_map_generators.pyc │ │ ├── feature_map_generators_test.py │ │ ├── ssd_feature_extractor_test.py │ │ ├── ssd_inception_v2_feature_extractor.py │ │ ├── ssd_inception_v2_feature_extractor.pyc │ │ ├── ssd_inception_v2_feature_extractor_test.py │ │ ├── ssd_inception_v3_feature_extractor.py │ │ ├── ssd_inception_v3_feature_extractor.pyc │ │ ├── ssd_inception_v3_feature_extractor_test.py │ │ ├── ssd_mobilenet_v1_feature_extractor.py │ │ ├── ssd_mobilenet_v1_feature_extractor.pyc │ │ └── ssd_mobilenet_v1_feature_extractor_test.py │ ├── protos │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── anchor_generator.proto │ │ ├── anchor_generator_pb2.py │ │ ├── argmax_matcher.proto │ │ ├── argmax_matcher_pb2.py │ │ ├── bipartite_matcher.proto │ │ ├── bipartite_matcher_pb2.py │ │ ├── box_coder.proto │ │ ├── box_coder_pb2.py │ │ ├── box_predictor.proto │ │ ├── box_predictor_pb2.py │ │ ├── eval.proto │ │ ├── eval_pb2.py │ │ ├── faster_rcnn.proto │ │ ├── faster_rcnn_box_coder.proto │ │ ├── faster_rcnn_box_coder_pb2.py │ │ ├── faster_rcnn_pb2.py │ │ ├── grid_anchor_generator.proto │ │ ├── grid_anchor_generator_pb2.py │ │ ├── hyperparams.proto │ │ ├── hyperparams_pb2.py │ │ ├── image_resizer.proto │ │ ├── image_resizer_pb2.py │ │ ├── input_reader.proto │ │ ├── input_reader_pb2.py │ │ ├── keypoint_box_coder.proto │ │ ├── keypoint_box_coder_pb2.py │ │ ├── losses.proto │ │ ├── losses_pb2.py │ │ ├── matcher.proto │ │ ├── matcher_pb2.py │ │ ├── mean_stddev_box_coder.proto │ │ ├── mean_stddev_box_coder_pb2.py │ │ ├── model.proto │ │ ├── model_pb2.py │ │ ├── optimizer.proto │ │ ├── optimizer_pb2.py │ │ ├── pipeline.proto │ │ ├── pipeline_pb2.py │ │ ├── post_processing.proto │ │ ├── post_processing_pb2.py │ │ ├── preprocessor.proto │ │ ├── preprocessor_pb2.py │ │ ├── region_similarity_calculator.proto │ │ ├── region_similarity_calculator_pb2.py │ │ ├── square_box_coder.proto │ │ ├── square_box_coder_pb2.py │ │ ├── ssd.proto │ │ ├── ssd_anchor_generator.proto │ │ ├── ssd_anchor_generator_pb2.py │ │ ├── ssd_pb2.py │ │ ├── string_int_label_map.proto │ │ ├── string_int_label_map_pb2.py │ │ ├── train.proto │ │ └── train_pb2.py │ ├── samples │ │ ├── cloud │ │ │ └── cloud.yml │ │ └── configs │ │ │ ├── faster_rcnn_inception_resnet_v2_atrous_coco.config │ │ │ ├── faster_rcnn_inception_resnet_v2_atrous_pets.config │ │ │ ├── faster_rcnn_inception_v2_coco.config │ │ │ ├── faster_rcnn_inception_v2_pets.config │ │ │ ├── faster_rcnn_nas_coco.config │ │ │ ├── faster_rcnn_resnet101_coco.config │ │ │ ├── faster_rcnn_resnet101_kitti.config │ │ │ ├── faster_rcnn_resnet101_pets.config │ │ │ ├── faster_rcnn_resnet101_voc07.config │ │ │ ├── faster_rcnn_resnet152_coco.config │ │ │ ├── faster_rcnn_resnet152_pets.config │ │ │ ├── faster_rcnn_resnet50_coco.config │ │ │ ├── faster_rcnn_resnet50_pets.config │ │ │ ├── rfcn_resnet101_coco.config │ │ │ ├── rfcn_resnet101_pets.config │ │ │ ├── ssd_inception_v2_coco.config │ │ │ ├── ssd_inception_v2_pets.config │ │ │ ├── ssd_mobilenet_v1_coco.config │ │ │ └── ssd_mobilenet_v1_pets.config │ ├── test_images │ │ ├── image1.jpg │ │ ├── image2.jpg │ │ └── image_info.txt │ ├── train.py │ ├── trainer.py │ ├── trainer_test.py │ └── utils │ │ ├── BUILD │ │ ├── __init__.py │ │ ├── category_util.py │ │ ├── category_util_test.py │ │ ├── config_util.py │ │ ├── config_util_test.py │ │ ├── dataset_util.py │ │ ├── dataset_util_test.py │ │ ├── label_map_util.py │ │ ├── label_map_util_test.py │ │ ├── learning_schedules.py │ │ ├── learning_schedules_test.py │ │ ├── metrics.py │ │ ├── metrics_test.py │ │ ├── np_box_list.py │ │ ├── np_box_list_ops.py │ │ ├── np_box_list_ops_test.py │ │ ├── np_box_list_test.py │ │ ├── np_box_ops.py │ │ ├── np_box_ops_test.py │ │ ├── object_detection_evaluation.py │ │ ├── object_detection_evaluation_test.py │ │ ├── ops.py │ │ ├── ops_test.py │ │ ├── per_image_evaluation.py │ │ ├── per_image_evaluation_test.py │ │ ├── shape_utils.py │ │ ├── shape_utils_test.py │ │ ├── static_shape.py │ │ ├── static_shape_test.py │ │ ├── test_utils.py │ │ ├── test_utils_test.py │ │ ├── variables_helper.py │ │ ├── variables_helper_test.py │ │ ├── visualization_utils.py │ │ └── visualization_utils_test.py │ ├── profile_step.py │ └── requirements.gpu-cu80.txt ├── ObjectDetection-Mask_RCNN ├── Pytorch │ ├── README.md │ ├── dataset │ │ ├── download-coco.sh │ │ ├── hashes.md5 │ │ └── weights.md5 │ ├── nvprof_data │ │ └── .gitkeep │ ├── scripts │ │ └── benchmark-mask-rcnn-coco2014.sh │ └── source │ │ └── Dockerfile └── README.md ├── README.md ├── Recommendation-NCF ├── PyTorch │ ├── .gitignore │ ├── dataset │ │ ├── download_dataset.sh │ │ └── verify_dataset.sh │ ├── model │ │ └── .gitkeep │ ├── nvprof_data │ │ └── .gitkeep │ ├── scripts │ │ └── benchmark-ncf.sh │ └── source │ │ ├── convert.py │ │ ├── dataset.py │ │ ├── load.py │ │ ├── load_model.py │ │ ├── ncf.py │ │ ├── neumf.py │ │ ├── requirements.gpu-cu92.txt │ │ └── utils.py └── README.md ├── ReinforcementLearning-A3C ├── MXNet │ ├── README.md │ ├── scripts │ │ ├── README.md │ │ ├── run_multiple_workers.sh │ │ └── run_one_worker.sh │ └── source │ │ ├── a3c.py │ │ ├── launcher.py │ │ ├── requirements.gpu-cu80.txt │ │ ├── rl_data.py │ │ └── sym.py ├── README.md └── TensorFlow │ ├── README.md │ ├── scripts │ └── run.sh │ └── source │ ├── estimator_test.py │ ├── estimators.py │ ├── lib │ ├── __init__.py │ ├── atari │ │ ├── __init__.py │ │ ├── helpers.py │ │ └── state_processor.py │ ├── envs │ │ ├── __init__.py │ │ ├── blackjack.py │ │ ├── cliff_walking.py │ │ ├── gridworld.py │ │ └── windy_gridworld.py │ └── plotting.py │ ├── policy_monitor.py │ ├── policy_monitor_test.py │ ├── requirements.gpu-cu80.txt │ ├── train.py │ ├── worker.py │ └── worker_test.py ├── SpeechRecognition-DeepSpeech2 ├── MXNet │ ├── .gitignore │ ├── README.md │ ├── dataset │ │ ├── create_desc_json.py │ │ └── download-librispeech.sh │ ├── scripts │ │ └── ds2-librispeech.sh │ └── source │ │ ├── README.md │ │ ├── arch_deepspeech.py │ │ ├── config_util.py │ │ ├── cudaprofile.py │ │ ├── deepspeech.cfg │ │ ├── default.cfg │ │ ├── label_util.py │ │ ├── log_util.py │ │ ├── main.py │ │ ├── requirements.gpu-cu80.txt │ │ ├── resources │ │ └── unicodemap_en_baidu.csv │ │ ├── singleton.py │ │ ├── stt_bi_graphemes_util.py │ │ ├── stt_bucketing_module.py │ │ ├── stt_datagenerator.py │ │ ├── stt_io_bucketingiter.py │ │ ├── stt_io_iter.py │ │ ├── stt_layer_batchnorm.py │ │ ├── stt_layer_conv.py │ │ ├── stt_layer_fc.py │ │ ├── stt_layer_gru.py │ │ ├── stt_layer_lstm.py │ │ ├── stt_layer_slice.py │ │ ├── stt_layer_warpctc.py │ │ ├── stt_metric.py │ │ ├── stt_utils.py │ │ ├── train.py │ │ └── warp-ctc │ │ ├── .gitignore │ │ ├── CMakeLists.txt │ │ ├── LICENSE │ │ ├── README.md │ │ ├── README.zh_cn.md │ │ ├── doc │ │ ├── baidu-research-logo-small.png │ │ └── deep-speech-ctc-small.png │ │ ├── include │ │ ├── contrib │ │ │ └── moderngpu │ │ │ │ ├── LICENSE │ │ │ │ └── include │ │ │ │ ├── device │ │ │ │ ├── ctaloadbalance.cuh │ │ │ │ ├── ctamerge.cuh │ │ │ │ ├── ctascan.cuh │ │ │ │ ├── ctasearch.cuh │ │ │ │ ├── ctasegreduce.cuh │ │ │ │ ├── ctasegscan.cuh │ │ │ │ ├── ctasegsort.cuh │ │ │ │ ├── ctasortedsearch.cuh │ │ │ │ ├── devicetypes.cuh │ │ │ │ ├── deviceutil.cuh │ │ │ │ ├── intrinsics.cuh │ │ │ │ ├── loadstore.cuh │ │ │ │ ├── serialsets.cuh │ │ │ │ └── sortnetwork.cuh │ │ │ │ ├── mgpudevice.cuh │ │ │ │ ├── mgpuenums.h │ │ │ │ └── util │ │ │ │ └── static.h │ │ ├── ctc.h │ │ └── detail │ │ │ ├── cpu_ctc.h │ │ │ ├── ctc_helper.h │ │ │ ├── gpu_ctc.h │ │ │ ├── gpu_ctc_kernels.h │ │ │ ├── hostdevice.h │ │ │ └── reduce.h │ │ ├── src │ │ ├── ctc_entrypoint.cpp │ │ ├── ctc_entrypoint.cu │ │ └── reduce.cu │ │ ├── tensorflow_binding │ │ ├── .gitignore │ │ ├── README.md │ │ ├── setup.py │ │ ├── src │ │ │ ├── ctc_op_kernel.cc │ │ │ └── warpctc_op.cc │ │ ├── tests │ │ │ ├── __init__.py │ │ │ ├── test_ctc_loss_op.py │ │ │ └── test_warpctc_op.py │ │ └── warpctc_tensorflow │ │ │ └── __init__.py │ │ ├── tests │ │ ├── test.h │ │ ├── test_cpu.cpp │ │ └── test_gpu.cu │ │ └── torch_binding │ │ ├── TUTORIAL.md │ │ ├── TUTORIAL.zh_cn.md │ │ ├── binding.cpp │ │ ├── init.lua │ │ ├── rocks │ │ └── warp-ctc-scm-1.rockspec │ │ ├── tests │ │ ├── data │ │ │ ├── chars.txt │ │ │ ├── labels.txt │ │ │ └── sizes.txt │ │ └── test.lua │ │ ├── utils.c │ │ └── utils.h ├── README.md └── pytorch │ ├── CONTRIBUTORS.md │ ├── README.md │ ├── __init__.py │ ├── dataset │ ├── .gitignore │ ├── __init__.py │ ├── bucketing_sampler.py │ ├── data-LibriSpeech-ref-cksum.out │ ├── data_loader.py │ ├── download_dataset.sh │ ├── labels.json │ ├── librispeech.py │ ├── manifest_stats_hold-idx.py │ ├── merge_manifests.py │ └── utils.py │ ├── docker │ ├── Dockerfile.gpu │ ├── Dockerfile.gpu.py3 │ ├── base.gpu │ ├── build_cuda_docker.sh │ ├── build_docker.sh │ ├── install_cuda_docker.sh │ ├── install_docker.sh │ ├── run_cuda_dev.sh │ └── run_dev.sh │ ├── inference │ ├── README.md │ ├── inference.py │ ├── run_inference.sh │ └── setup.sh │ ├── model │ ├── .gitignore │ ├── __init__.py │ ├── convert_onnx.py │ ├── decoder.py │ ├── eval_model.py │ ├── model.py │ ├── params.py │ └── utils.py │ ├── results │ ├── inference │ │ ├── libri_test_clean_bs1 │ │ │ ├── 0-130.png │ │ │ ├── 0-2620.png │ │ │ ├── 0-2620_realtime_speedup.png │ │ │ ├── 0-2620_realtime_speedup_vs_duration.png │ │ │ ├── 150-280.png │ │ │ ├── 1500-1850.png │ │ │ ├── 1700-2100.png │ │ │ ├── 2500-2620.png │ │ │ ├── __init__.py │ │ │ ├── cdf_marked99.png │ │ │ ├── cpu_flash_storage.csv │ │ │ ├── cpu_flash_storage_scram_rep.csv │ │ │ ├── generate_plot.py │ │ │ ├── hist_input_dur.png │ │ │ ├── libri_test_manifest.csv │ │ │ ├── libri_test_manifest.csv_scram_rep │ │ │ ├── libri_test_manifest.csv_stats │ │ │ ├── sample_runtime.csv │ │ │ └── sample_runtime.jpg │ │ ├── libri_test_clean_bs1_azure_f8sv2 │ │ │ ├── 0-2620.png │ │ │ ├── 0-2620_realtime_speedup.png │ │ │ ├── 0-2620_realtime_speedup_vs_dur.png │ │ │ ├── 1500-1900.png │ │ │ ├── 1580-1950.png │ │ │ ├── __init__.py │ │ │ ├── cdf.png │ │ │ ├── generate_plot.py │ │ │ ├── hist.png │ │ │ ├── libri_test_manifest.csv │ │ │ ├── libri_test_manifest.csv_scram_rep │ │ │ ├── libri_test_manifest.csv_stats │ │ │ ├── results.csv │ │ │ └── sample_runtime.csv │ │ ├── libri_test_clean_throughput │ │ │ ├── 2s │ │ │ │ ├── 1.csv │ │ │ │ ├── 10.csv │ │ │ │ ├── 11.csv │ │ │ │ ├── 12.csv │ │ │ │ ├── 2.csv │ │ │ │ ├── 3.csv │ │ │ │ ├── 4.csv │ │ │ │ ├── 5.csv │ │ │ │ ├── 6.csv │ │ │ │ ├── 7.csv │ │ │ │ ├── 8.csv │ │ │ │ └── 9.csv │ │ │ ├── 5s │ │ │ │ ├── 1.csv │ │ │ │ ├── 10.csv │ │ │ │ ├── 11.csv │ │ │ │ ├── 12.csv │ │ │ │ ├── 2.csv │ │ │ │ ├── 3.csv │ │ │ │ ├── 4.csv │ │ │ │ ├── 5.csv │ │ │ │ ├── 6.csv │ │ │ │ ├── 7.csv │ │ │ │ ├── 8.csv │ │ │ │ └── 9.csv │ │ │ ├── 5s_rerun │ │ │ │ ├── 1.csv │ │ │ │ ├── 10.csv │ │ │ │ ├── 11.csv │ │ │ │ ├── 12.csv │ │ │ │ ├── 2.csv │ │ │ │ ├── 3.csv │ │ │ │ ├── 4.csv │ │ │ │ ├── 5.csv │ │ │ │ ├── 6.csv │ │ │ │ ├── 7.csv │ │ │ │ ├── 8.csv │ │ │ │ └── 9.csv │ │ │ ├── generate_plot.py │ │ │ ├── libri_test_manifest.csv_held2510 │ │ │ ├── libri_test_manifest.csv_held4456 │ │ │ ├── libri_test_manifest.csv_held86 │ │ │ ├── throughput_vs_latency.png │ │ │ ├── throughput_vs_latency_marked.png │ │ │ └── throughput_vs_latency_scoped.png │ │ └── throughput_exp_old │ │ │ ├── 2s │ │ │ ├── cpu │ │ │ │ ├── inference_bs12_i86_gpuFalse.csv │ │ │ │ ├── inference_bs1_i86_gpuFalse.csv │ │ │ │ ├── inference_bs24_i86_gpuFalse.csv │ │ │ │ ├── inference_bs32_i86_gpuFalse.csv │ │ │ │ ├── inference_bs48_i86_gpuFalse.csv │ │ │ │ ├── inference_bs4_i86_gpuFalse.csv │ │ │ │ └── inference_bs64_i86_gpuFalse.csv │ │ │ └── gpu │ │ │ │ ├── inference_bs12_i86_gpuTrue.csv │ │ │ │ ├── inference_bs1_i86_gpuTrue.csv │ │ │ │ ├── inference_bs24_i86_gpuTrue.csv │ │ │ │ ├── inference_bs32_i86_gpuTrue.csv │ │ │ │ ├── inference_bs48_i86_gpuTrue.csv │ │ │ │ ├── inference_bs4_i86_gpuTrue.csv │ │ │ │ └── inference_bs64_i86_gpuTrue.csv │ │ │ └── 5s │ │ │ ├── cpu │ │ │ ├── inference_bs12_i2510_gpuFalse.csv │ │ │ ├── inference_bs1_i2510_gpuFalse.csv │ │ │ ├── inference_bs24_i2510_gpuFalse.csv │ │ │ ├── inference_bs32_i2510_gpuFalse.csv │ │ │ ├── inference_bs48_i2510_gpuFalse.csv │ │ │ ├── inference_bs4_i2510_gpuFalse.csv │ │ │ └── inference_bs64_i2510_gpuFalse.csv │ │ │ └── gpu │ │ │ ├── inference_bs12_i2510_gpuTrue.csv │ │ │ ├── inference_bs1_i2510_gpuTrue.csv │ │ │ ├── inference_bs24_i2510_gpuTrue.csv │ │ │ ├── inference_bs32_i2510_gpuTrue.csv │ │ │ ├── inference_bs48_i2510_gpuTrue.csv │ │ │ ├── inference_bs4_i2510_gpuTrue.csv │ │ │ └── inference_bs64_i2510_gpuTrue.csv │ └── training │ │ ├── training 1 │ │ ├── 1020 epoch 0 - 3 │ │ │ ├── log.out │ │ │ └── params.py │ │ ├── 1023 epoch 4 - 5 │ │ │ ├── log.out │ │ │ └── params.py │ │ ├── 1027 epoch 6 - 9 │ │ │ ├── log.out │ │ │ └── params.py │ │ ├── 1030 epoch 10 - 13 │ │ │ ├── log.out │ │ │ └── params.py │ │ ├── 1107 epoch 14 - 20 │ │ │ ├── log.out │ │ │ └── params.py │ │ └── README.md │ │ └── training 2 │ │ ├── 1109 │ │ └── params.py │ │ └── README.md │ └── training │ ├── README.md │ ├── convert_onnx.sh │ ├── run_training.sh │ ├── setup.sh │ └── training.py └── UnsupervisedLearning-WGAN ├── README.md └── Tensorflow ├── README.md ├── dataset └── download-imagenet-small.sh ├── scripts └── benchmark-imagenet-small.sh └── source ├── LICENSE ├── README.md ├── gan_64x64.py ├── gan_cifar.py ├── gan_cifar_resnet.py ├── gan_language.py ├── gan_mnist.py ├── gan_toy.py ├── 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