• Search by Module
  • Search by Word
  • Project Search
  • Top Python APIs
  • Popular Projects
  • Java
  • C++
  • Python
  • Scala
  • Blog
Project: training_results_v0.5 (GitHub Link)
  • training_results_v0.5-master
    • CONTRIBUTING.md
    • v0.5.0
      • google
        • research_v3.32
          • gnmt-tpuv3-32
            • code
              • gnmt
                • run_and_time_tpu.sh
                • setup_tpu.sh
                • README.md
                • model
                  • t2t
                    • AUTHORS
                    • floyd.yml
                    • tensor2tensor
                      • serving
                        • export.py
                        • query.py
                        • __init__.py
                        • README.md
                        • serving_utils.py
                      • utils
                        • video2gif.py
                        • mtf_model.py
                        • avg_checkpoints.py
                        • expert_utils_test.py
                        • data_reader_test.py
                        • quantization.py
                        • trainer_lib_test.py
                        • modality.py
                        • mlperf_log.py
                        • usr_dir.py
                        • get_rouge.py
                        • metrics_test.py
                        • learning_rate.py
                        • devices.py
                        • yellowfin_test.py
                        • metrics.py
                        • cloud_mlengine.py
                        • decoding.py
                        • adv_attack_utils.py
                        • rouge.py
                        • video_metrics.py
                        • diet_test.py
                        • flags.py
                        • adafactor.py
                        • get_ende_bleu.sh
                        • diet.py
                        • data_reader.py
                        • rouge_test.py
                        • registry.py
                        • restore_hook.py
                        • checkpoint_compatibility_test.py
                        • t2t_model.py
                        • yellowfin.py
                        • __init__.py
                        • multistep_optimizer_test.py
                        • registry_test.py
                        • video_metrics_test.py
                        • bleu_hook_test.py
                        • mlperf_tags.py
                        • optimize.py
                        • expert_utils.py
                        • pruning_utils.py
                        • compute_video_metrics.py
                        • t2t_model_test.py
                        • metrics_hook_test.py
                        • beam_search.py
                        • beam_search_test.py
                        • trainer_lib.py
                        • update_ops_hook.py
                        • get_cnndm_rouge.sh
                        • metrics_hook.py
                        • multistep_optimizer.py
                        • video
                          • reward_confusion.py
                          • prediction2gif.py
                        • bleu_hook.py
                      • layers
                        • bayes.py
                        • common_video.py
                        • discretization.py
                        • latent_layers.py
                        • discretization_test.py
                        • common_hparams.py
                        • modalities_test.py
                        • bayes_test.py
                        • latent_layers_test.py
                        • common_image_attention.py
                        • common_message_passing_attention.py
                        • common_layers.py
                        • common_attention.py
                        • ngram.py
                        • common_attention_test.py
                        • common_image_attention_test.py
                        • ngram_test.py
                        • vqa_layers.py
                        • common_video_test.py
                        • __init__.py
                        • vq_discrete.py
                        • modalities.py
                        • common_layers_test.py
                        • transformer_layers.py
                        • common_audio.py
                      • models
                        • revnet_test.py
                        • slicenet.py
                        • mtf_image_transformer.py
                        • distillation.py
                        • transformer.py
                        • basic_test.py
                        • slicenet_test.py
                        • neural_gpu.py
                        • basic.py
                        • bytenet_test.py
                        • image_transformer_2d.py
                        • mtf_resnet.py
                        • xception.py
                        • mtf_transformer_test.py
                        • bytenet.py
                        • image_transformer_2d_test.py
                        • resnet.py
                        • lstm_test.py
                        • image_transformer.py
                        • lstm.py
                        • mtf_image_transformer_test.py
                        • xception_test.py
                        • __init__.py
                        • README.md
                        • shake_shake.py
                        • transformer_test.py
                        • resnet_test.py
                        • research
                          • universal_transformer_util.py
                          • rl.py
                          • moe_experiments.py
                          • autoencoders.py
                          • similarity_transformer.py
                          • glow_test.py
                          • transformer_moe.py
                          • vqa_attention.py
                          • transformer_aux.py
                          • cycle_gan.py
                          • autoencoders_test.py
                          • gene_expression.py
                          • glow_ops_test.py
                          • attention_lm_moe.py
                          • transformer_vae_test.py
                          • gene_expression_test.py
                          • transformer_revnet.py
                          • adafactor_experiments.py
                          • transformer_nat.py
                          • vqa_attention_test.py
                          • glow_ops.py
                          • transformer_revnet_test.py
                          • transformer_vae.py
                          • attention_lm.py
                          • universal_transformer_test.py
                          • moe.py
                          • lm_experiments.py
                          • transformer_symshard.py
                          • super_lm.py
                          • glow.py
                          • glow_init_hook.py
                          • transformer_sketch.py
                          • __init__.py
                          • universal_transformer.py
                          • vqa_recurrent_self_attention.py
                          • vqa_self_attention.py
                          • aligned.py
                          • transformer_aux_test.py
                        • neural_gpu_test.py
                        • revnet.py
                        • image_transformer_test.py
                        • vanilla_gan.py
                        • mtf_transformer.py
                        • video
                          • sv2p_test.py
                          • savp.py
                          • epva_params.py
                          • emily.py
                          • base_vae.py
                          • sv2p_params.py
                          • basic_deterministic_test.py
                          • emily_test.py
                          • basic_stochastic.py
                          • basic_deterministic_params.py
                          • basic_recurrent.py
                          • sv2p.py
                          • savp_params.py
                          • basic_recurrent_test.py
                          • epva.py
                          • savp_test.py
                          • basic_stochastic_test.py
                          • __init__.py
                          • svg_lp.py
                          • basic_deterministic.py
                          • base.py
                          • tests_utils.py
                      • rl
                        • model_rl_experiment_player.py
                        • rl_trainer_lib_test.py
                        • dopamine_connector.py
                        • ppo.py
                        • trainer_model_free.py
                        • trainer_model_based.py
                        • trainer_model_based_agent_only.py
                        • trainer_model_based_params.py
                        • trainer_model_free_test.py
                        • trainer_model_based_recurrent_test.py
                        • rl_trainer_lib.py
                        • __init__.py
                        • README.md
                        • datagen_with_agent.py
                        • collect.py
                        • ppo_learner.py
                        • trainer_model_based_sv2p_test.py
                        • trainer_model_based_dqn_test.py
                        • trainer_model_based_stochastic_test.py
                        • policy_learner.py
                        • trainer_model_based_test.py
                        • envs
                          • py_func_batch_env.py
                          • simulated_batch_gym_env.py
                          • tf_atari_wrappers.py
                          • in_graph_batch_env.py
                          • __init__.py
                          • simulated_batch_env.py
                      • test_data
                        • example_usr_dir
                          • my_submodule.py
                          • __init__.py
                          • requirements.txt
                        • vocab.translate_ende_wmt8k.8192.subwords
                        • transformer_test_ckpt
                          • flags.txt
                          • hparams.json
                          • checkpoint
                      • notebooks
                        • hello_t2t-rl.ipynb
                        • asr_transformer.ipynb
                        • t2t_problem.ipynb
                      • data_generators
                        • wiki_lm.py
                        • translate_test.py
                        • translate_enmk.py
                        • audio_encoder.py
                        • snli.py
                        • translate_enzh.py
                        • gym_utils.py
                        • twentybn.py
                        • mscoco_test.py
                        • speech_recognition.py
                        • conll_ner.py
                        • audio_test.py
                        • imdb.py
                        • gym_env_test.py
                        • timeseries_data_generator.py
                        • desc2code.py
                        • function_docstring.py
                        • wsj_parsing.py
                        • tokenizer.py
                        • cipher.py
                        • gene_expression.py
                        • allen_brain.py
                        • wiki_multi_problems.py
                        • wikitext103.py
                        • mnist.py
                        • celeba.py
                        • librispeech.py
                        • translate_ende.py
                        • timeseries.py
                        • translate_entn.py
                        • gene_expression_test.py
                        • ptb.py
                        • problem_hparams.py
                        • paraphrase_ms_coco_test.py
                        • dna_encoder_test.py
                        • translate_enid.py
                        • text_encoder_test.py
                        • lm1b.py
                        • generator_utils.py
                        • dna_encoder.py
                        • cnn_dailymail.py
                        • wnli.py
                        • style_transfer_test.py
                        • fsns.py
                        • mscoco.py
                        • celeba_test.py
                        • imagenet_test.py
                        • babi_qa.py
                        • desc2code_test.py
                        • video_utils_test.py
                        • vqa.py
                        • text_encoder_build_subword.py
                        • wiki_revision_utils.py
                        • algorithmic_test.py
                        • tokenizer_test.py
                        • video_generated.py
                        • program_search.py
                        • image_utils.py
                        • mrpc.py
                        • translate_enro.py
                        • audio.py
                        • ice_parsing.py
                        • image_lsun.py
                        • algorithmic_math.py
                        • scitail.py
                        • style_transfer.py
                        • test_data
                          • vocab-1.txt
                          • vocab-2.txt
                          • 1.csv
                          • corpus-1.txt
                          • corpus-2.txt
                        • multi_problem.py
                        • algorithmic.py
                        • rte.py
                        • allen_brain_test.py
                        • lm1b_mnli.py
                        • video_utils.py
                        • paraphrase_ms_coco.py
                        • ocr.py
                        • problem.py
                        • wiki_revision.py
                        • stanford_nli.py
                        • subject_verb_agreement.py
                        • gym_env.py
                        • timeseries_data_generator_test.py
                        • bair_robot_pushing.py
                        • sst_binary.py
                        • image_utils_test.py
                        • text_problems.py
                        • pointer_generator_word.py
                        • translate_enet.py
                        • generator_utils_test.py
                        • __init__.py
                        • text_problems_test.py
                        • common_voice.py
                        • README.md
                        • google_robot_pushing.py
                        • timeseries_test.py
                        • text_encoder.py
                        • program_search_test.py
                        • wikisum
                          • delete_instances.sh
                          • html.py
                          • validate_data.py
                          • wikisum.py
                          • utils_test.py
                          • parallel_launch.py
                          • get_references_web_single_group.py
                          • test_data
                            • para_good1.txt
                            • para_bad1.txt
                          • get_references_commoncrawl.py
                          • get_references_web.py
                          • produce_examples.py
                          • __init__.py
                          • README.md
                          • utils.py
                          • generate_vocab.py
                        • translate_envi.py
                        • multinli.py
                        • common_voice_test.py
                        • problem_test.py
                        • all_problems.py
                        • algorithmic_math_test.py
                        • celebahq.py
                        • vqa_utils.py
                        • translate.py
                        • lm1b_imdb.py
                        • inspect_tfrecord.py
                        • cola.py
                        • imagenet.py
                        • cifar.py
                        • lambada.py
                        • wiki.py
                        • qnli.py
                        • translate_enfr.py
                        • quora_qpairs.py
                        • translate_encs.py
                        • squad.py
                      • __init__.py
                      • visualization
                        • visualization_test.py
                        • attention.py
                        • TransformerVisualization.ipynb
                        • attention.js
                        • __init__.py
                        • visualization.py
                      • bin
                        • t2t-trainer
                        • t2t_trainer.py
                        • t2t_translate_all.py
                        • t2t-translate-all
                        • t2t_prune.py
                        • t2t_datagen.py
                        • t2t-decoder
                        • t2t-make-tf-configs
                        • t2t-avg-all
                        • build_vocab.py
                        • make_tf_configs.py
                        • t2t_avg_all.py
                        • t2t_trainer_test.py
                        • t2t_distill.py
                        • t2t_attack.py
                        • t2t-exporter
                        • t2t-bleu
                        • __init__.py
                        • t2t-insights-server
                        • t2t_bleu.py
                        • t2t_decoder.py
                        • t2t-datagen
                        • t2t-query-server
                      • metrics
                        • video_conditional_fvd_test.py
                        • video_conditional_fvd.py
                        • __init__.py
                      • problems_test.py
                      • problems.py
                      • insights
                        • query_processor.py
                        • graph.py
                        • insight_configuration.proto
                        • server.py
                        • polymer
                          • explore_view
                            • explore-view.js
                            • explore-view.html
                          • query_card
                            • query-card.js
                            • query-card.html
                          • insights_app
                            • insights-app.html
                            • insights-app.js
                          • language_selector
                            • language-selector-content.html
                            • language-selector-content.js
                            • language-selector.html
                            • language-selector.js
                          • attention_visualization
                            • attention-visualization.js
                            • attention-visualization.html
                          • processing_visualization
                            • processing-visualization.js
                            • processing-visualization.html
                          • bower.json
                          • translation_result
                            • translation-result.html
                            • translation-result.js
                          • common-types.js
                          • graph_visualization
                            • graph-visualization.html
                            • graph-visualization.js
                          • .bowerrc
                          • tensor2tensor.html
                          • index.html
                        • __init__.py
                        • README.md
                        • transformer_model.py
                    • LICENSE
                    • CONTRIBUTING.md
                    • ISSUE_TEMPLATE.md
                    • setup.py
                    • .travis.yml
                    • README.md
                    • floyd_requirements.txt
                    • pylintrc
                    • .gitignore
                    • docs
                      • new_model.md
                      • walkthrough.md
                      • cloud_mlengine.md
                      • index.md
                      • overview.md
                      • tutorials
                        • asr_with_transformer.md
                      • distributed_training.md
                      • new_problem.md
                      • cloud_tpu.md
                    • oss_scripts
                      • oss_integration_test.sh
                      • oss_pip_install.sh
                      • oss_tests.sh
                      • oss_release.sh
                  • setup_environment.sh
                  • run_helper.sh
                  • bootstrap.sh
                  • upgrade_gcc.sh
                  • main.sh
                  • staging
                    • models
                      • rough
                        • nmt_gpu
                          • oss_1gpu.sh
                          • variable_mgr
                            • BUILD
                            • variable_mgr.py
                            • batch_allreduce.py
                            • allreduce.py
                            • variable_mgr_util.py
                            • constants.py
                            • __init__.py
                          • beam_search_decoder.py
                          • utils
                            • vocab_utils_test.py
                            • math_utils.py
                            • misc_utils_test.py
                            • iterator_utils.py
                            • nmt_utils.py
                            • iterator_utils_test.py
                            • evaluation_utils.py
                            • __init__.py
                            • misc_utils.py
                            • evaluation_utils_test.py
                            • vocab_utils.py
                          • estimator.py
                          • oss_8gpu.sh
                          • attention_wrapper.py
                          • nmt.py
                          • model.py
                          • block_lstm.py
                          • __init__.py
                          • vm_run.sh
                          • scripts
                            • __init__.py
                            • bleu.py
                          • gnmt_model.py
                          • model_helper.py
                          • estimator_test.py
                        • mask_rcnn
                          • mask_rcnn_main.py
                          • anchors.py
                          • mask_rcnn_model.py
                          • dataloader.py
                          • mask_rcnn_architecture.py
                          • utils.py
                          • object_detection
                            • balanced_positive_negative_sampler.py
                            • region_similarity_calculator.py
                            • ops.py
                            • shape_utils.py
                            • target_assigner.py
                            • preprocessor.py
                            • minibatch_sampler.py
                            • box_list.py
                            • faster_rcnn_box_coder.py
                            • argmax_matcher.py
                            • matcher.py
                            • box_coder.py
                            • __init__.py
                            • tf_example_decoder.py
                          • coco_metric.py
                        • resnet
                          • train_runner.py
                          • imagenet_input.py
                          • resnet_preprocessing.py
                          • resnet_model.py
                          • in_memory_eval.py
                          • eval_runner.py
                          • async_checkpoint.py
                          • resnet_main.py
                        • nmt
                          • beam_search_decoder.py
                          • utils
                            • vocab_utils_test.py
                            • __pycache__
                              • evaluation_utils.cpython-35.pyc
                              • iterator_utils.cpython-35.pyc
                              • misc_utils.cpython-35.pyc
                              • __init__.cpython-35.pyc
                              • nmt_utils.cpython-35.pyc
                              • vocab_utils.cpython-35.pyc
                            • misc_utils_test.py
                            • iterator_utils.py
                            • nmt_utils.py
                            • iterator_utils_test.py
                            • evaluation_utils.py
                            • __init__.py
                            • misc_utils.py
                            • evaluation_utils_test.py
                            • vocab_utils.py
                          • estimator.py
                          • decoder.py
                          • __pycache__
                            • async_checkpoint.cpython-35.pyc
                            • attention_model.cpython-35.pyc
                            • estimator.cpython-35.pyc
                            • decoder.cpython-35.pyc
                            • model_helper.cpython-35.pyc
                            • model.cpython-35.pyc
                            • low_level_runner.cpython-35.pyc
                            • gnmt_model.cpython-35.pyc
                            • beam_search_decoder.cpython-35.pyc
                            • distributed_iterator_utils.cpython-35.pyc
                          • attention_model.py
                          • nmt.py
                          • model.py
                          • low_level_runner.py
                          • __init__.py
                          • scripts
                            • __pycache__
                              • bleu.cpython-35.pyc
                              • __init__.cpython-35.pyc
                            • __init__.py
                            • bleu.py
                          • async_checkpoint.py
                          • gnmt_model.py
                          • model_helper.py
                          • estimator_test.py
                          • distributed_iterator_utils.py
                        • ssd
                          • run_tpu.sh
                          • open_source
                            • .setup_env.sh
                          • ssd_architecture.py
                          • ssd_model.py
                          • dataloader.py
                          • train_low_level_runner.py
                          • run.sh
                          • ssd_main.py
                          • utils.py
                          • async_checkpoint.py
                          • ssd_constants.py
                          • eval_low_level_runner.py
                          • coco_metric.py
                    • README.md
                  • setup.sh
                • preproc_dataset.sh
              • nmt
                • model
                  • t2t
                    • tensor2tensor
                      • insights
                        • polymer
                          • .bowerrc
                    • .travis.yml
                  • staging
                    • models
                      • rough
                        • nmt
                          • utils
                            • __pycache__
                              • evaluation_utils.cpython-35.pyc
                              • iterator_utils.cpython-35.pyc
                              • misc_utils.cpython-35.pyc
                              • __init__.cpython-35.pyc
                              • nmt_utils.cpython-35.pyc
                              • vocab_utils.cpython-35.pyc
                          • __pycache__
                            • async_checkpoint.cpython-35.pyc
                            • attention_model.cpython-35.pyc
                            • estimator.cpython-35.pyc
                            • decoder.cpython-35.pyc
                            • model_helper.cpython-35.pyc
                            • model.cpython-35.pyc
                            • gnmt_model.cpython-35.pyc
                            • beam_search_decoder.cpython-35.pyc
                            • distributed_iterator_utils.cpython-35.pyc
                          • scripts
                            • __pycache__
                              • bleu.cpython-35.pyc
                              • __init__.cpython-35.pyc
                        • ssd
                          • open_source
                            • .setup_env.sh
            • results
              • tpu
                • gnmt
                  • result_6.txt
                  • result_1.txt
                  • result_9.txt
                  • result_4.txt
                  • result_0.txt
                  • result_2.txt
                  • result_8.txt
                  • result_7.txt
                  • result_5.txt
                  • result_3.txt
                • entry.json
            • submission.json
          • resnet-tpuv3-32
            • code
              • resnet
                • run_and_time_tpu.sh
                • setup_tpu.sh
                • README.md
                • preproc_dataset.sh
            • results
              • tpu
                • entry.json
                • resnet
                  • result_1.txt
                  • result_4.txt
                  • result_0.txt
                  • result_2.txt
                  • result_3.txt
            • submission.json
          • ssd-tpuv3-32
            • code
              • ssd
                • run_and_time_tpu.sh
                • setup_tpu.sh
                • README.md
                • preproc_dataset.sh
            • results
              • tpu
                • entry.json
                • ssd
                  • result_1.txt
                  • result_4.txt
                  • result_0.txt
                  • result_2.txt
                  • result_3.txt
            • submission.json
        • research_v3.512
          • resnet-tpuv3-512
            • code
              • resnet
                • run_and_time_tpu.sh
                • setup_tpu.sh
                • README.md
                • preproc_dataset.sh
            • results
              • tpu
                • entry.json
                • resnet
                  • result_1.txt
                  • result_4.txt
                  • result_0.txt
                  • result_2.txt
                  • result_3.txt
            • submission.json
        • cloud_v3.8
          • gnmt-tpuv3-8
            • code
              • gnmt
                • run_and_time_tpu.sh
                • setup_tpu.sh
                • README.md
                • model
                  • t2t
                    • AUTHORS
                    • floyd.yml
                    • tensor2tensor
                      • serving
                        • export.py
                        • query.py
                        • __init__.py
                        • README.md
                        • serving_utils.py
                      • utils
                        • video2gif.py
                        • mtf_model.py
                        • avg_checkpoints.py
                        • expert_utils_test.py
                        • data_reader_test.py
                        • quantization.py
                        • trainer_lib_test.py
                        • modality.py
                        • mlperf_log.py
                        • usr_dir.py
                        • get_rouge.py
                        • metrics_test.py
                        • learning_rate.py
                        • devices.py
                        • yellowfin_test.py
                        • metrics.py
                        • cloud_mlengine.py
                        • decoding.py
                        • adv_attack_utils.py
                        • rouge.py
                        • video_metrics.py
                        • diet_test.py
                        • flags.py
                        • adafactor.py
                        • get_ende_bleu.sh
                        • diet.py
                        • data_reader.py
                        • rouge_test.py
                        • registry.py
                        • restore_hook.py
                        • checkpoint_compatibility_test.py
                        • t2t_model.py
                        • yellowfin.py
                        • __init__.py
                        • multistep_optimizer_test.py
                        • registry_test.py
                        • video_metrics_test.py
                        • bleu_hook_test.py
                        • mlperf_tags.py
                        • optimize.py
                        • expert_utils.py
                        • pruning_utils.py
                        • compute_video_metrics.py
                        • t2t_model_test.py
                        • metrics_hook_test.py
                        • beam_search.py
                        • beam_search_test.py
                        • trainer_lib.py
                        • update_ops_hook.py
                        • get_cnndm_rouge.sh
                        • metrics_hook.py
                        • multistep_optimizer.py
                        • video
                          • reward_confusion.py
                          • prediction2gif.py
                        • bleu_hook.py
                      • layers
                        • bayes.py
                        • common_video.py
                        • discretization.py
                        • latent_layers.py
                        • discretization_test.py
                        • common_hparams.py
                        • modalities_test.py
                        • bayes_test.py
                        • latent_layers_test.py
                        • common_image_attention.py
                        • common_message_passing_attention.py
                        • common_layers.py
                        • common_attention.py
                        • ngram.py
                        • common_attention_test.py
                        • common_image_attention_test.py
                        • ngram_test.py
                        • vqa_layers.py
                        • common_video_test.py
                        • __init__.py
                        • vq_discrete.py
                        • modalities.py
                        • common_layers_test.py
                        • transformer_layers.py
                        • common_audio.py
                      • models
                        • revnet_test.py
                        • slicenet.py
                        • mtf_image_transformer.py
                        • distillation.py
                        • transformer.py
                        • basic_test.py
                        • slicenet_test.py
                        • neural_gpu.py
                        • basic.py
                        • bytenet_test.py
                        • image_transformer_2d.py
                        • mtf_resnet.py
                        • xception.py
                        • mtf_transformer_test.py
                        • bytenet.py
                        • image_transformer_2d_test.py
                        • resnet.py
                        • lstm_test.py
                        • image_transformer.py
                        • lstm.py
                        • mtf_image_transformer_test.py
                        • xception_test.py
                        • __init__.py
                        • README.md
                        • shake_shake.py
                        • transformer_test.py
                        • resnet_test.py
                        • research
                          • universal_transformer_util.py
                          • rl.py
                          • moe_experiments.py
                          • autoencoders.py
                          • similarity_transformer.py
                          • glow_test.py
                          • transformer_moe.py
                          • vqa_attention.py
                          • transformer_aux.py
                          • cycle_gan.py
                          • autoencoders_test.py
                          • gene_expression.py
                          • glow_ops_test.py
                          • attention_lm_moe.py
                          • transformer_vae_test.py
                          • gene_expression_test.py
                          • transformer_revnet.py
                          • adafactor_experiments.py
                          • transformer_nat.py
                          • vqa_attention_test.py
                          • glow_ops.py
                          • transformer_revnet_test.py
                          • transformer_vae.py
                          • attention_lm.py
                          • universal_transformer_test.py
                          • moe.py
                          • lm_experiments.py
                          • transformer_symshard.py
                          • super_lm.py
                          • glow.py
                          • glow_init_hook.py
                          • transformer_sketch.py
                          • __init__.py
                          • universal_transformer.py
                          • vqa_recurrent_self_attention.py
                          • vqa_self_attention.py
                          • aligned.py
                          • transformer_aux_test.py
                        • neural_gpu_test.py
                        • revnet.py
                        • image_transformer_test.py
                        • vanilla_gan.py
                        • mtf_transformer.py
                        • video
                          • sv2p_test.py
                          • savp.py
                          • epva_params.py
                          • emily.py
                          • base_vae.py
                          • sv2p_params.py
                          • basic_deterministic_test.py
                          • emily_test.py
                          • basic_stochastic.py
                          • basic_deterministic_params.py
                          • basic_recurrent.py
                          • sv2p.py
                          • savp_params.py
                          • basic_recurrent_test.py
                          • epva.py
                          • savp_test.py
                          • basic_stochastic_test.py
                          • __init__.py
                          • svg_lp.py
                          • basic_deterministic.py
                          • base.py
                          • tests_utils.py
                      • rl
                        • model_rl_experiment_player.py
                        • rl_trainer_lib_test.py
                        • dopamine_connector.py
                        • ppo.py
                        • trainer_model_free.py
                        • trainer_model_based.py
                        • trainer_model_based_agent_only.py
                        • trainer_model_based_params.py
                        • trainer_model_free_test.py
                        • trainer_model_based_recurrent_test.py
                        • rl_trainer_lib.py
                        • __init__.py
                        • README.md
                        • datagen_with_agent.py
                        • collect.py
                        • ppo_learner.py
                        • trainer_model_based_sv2p_test.py
                        • trainer_model_based_dqn_test.py
                        • trainer_model_based_stochastic_test.py
                        • policy_learner.py
                        • trainer_model_based_test.py
                        • envs
                          • py_func_batch_env.py
                          • simulated_batch_gym_env.py
                          • tf_atari_wrappers.py
                          • in_graph_batch_env.py
                          • __init__.py
                          • simulated_batch_env.py
                      • test_data
                        • example_usr_dir
                          • my_submodule.py
                          • __init__.py
                          • requirements.txt
                        • vocab.translate_ende_wmt8k.8192.subwords
                        • transformer_test_ckpt
                          • flags.txt
                          • hparams.json
                          • checkpoint
                      • notebooks
                        • hello_t2t-rl.ipynb
                        • asr_transformer.ipynb
                        • t2t_problem.ipynb
                      • data_generators
                        • wiki_lm.py
                        • translate_test.py
                        • translate_enmk.py
                        • audio_encoder.py
                        • snli.py
                        • translate_enzh.py
                        • gym_utils.py
                        • twentybn.py
                        • mscoco_test.py
                        • speech_recognition.py
                        • conll_ner.py
                        • audio_test.py
                        • imdb.py
                        • gym_env_test.py
                        • timeseries_data_generator.py
                        • desc2code.py
                        • function_docstring.py
                        • wsj_parsing.py
                        • tokenizer.py
                        • cipher.py
                        • gene_expression.py
                        • allen_brain.py
                        • wiki_multi_problems.py
                        • wikitext103.py
                        • mnist.py
                        • celeba.py
                        • librispeech.py
                        • translate_ende.py
                        • timeseries.py
                        • translate_entn.py
                        • gene_expression_test.py
                        • ptb.py
                        • problem_hparams.py
                        • paraphrase_ms_coco_test.py
                        • dna_encoder_test.py
                        • translate_enid.py
                        • text_encoder_test.py
                        • lm1b.py
                        • generator_utils.py
                        • dna_encoder.py
                        • cnn_dailymail.py
                        • wnli.py
                        • style_transfer_test.py
                        • fsns.py
                        • mscoco.py
                        • celeba_test.py
                        • imagenet_test.py
                        • babi_qa.py
                        • desc2code_test.py
                        • video_utils_test.py
                        • vqa.py
                        • text_encoder_build_subword.py
                        • wiki_revision_utils.py
                        • algorithmic_test.py
                        • tokenizer_test.py
                        • video_generated.py
                        • program_search.py
                        • image_utils.py
                        • mrpc.py
                        • translate_enro.py
                        • audio.py
                        • ice_parsing.py
                        • image_lsun.py
                        • algorithmic_math.py
                        • scitail.py
                        • style_transfer.py
                        • test_data
                          • vocab-1.txt
                          • vocab-2.txt
                          • 1.csv
                          • corpus-1.txt
                          • corpus-2.txt
                        • multi_problem.py
                        • algorithmic.py
                        • rte.py
                        • allen_brain_test.py
                        • lm1b_mnli.py
                        • video_utils.py
                        • paraphrase_ms_coco.py
                        • ocr.py
                        • problem.py
                        • wiki_revision.py
                        • stanford_nli.py
                        • subject_verb_agreement.py
                        • gym_env.py
                        • timeseries_data_generator_test.py
                        • bair_robot_pushing.py
                        • sst_binary.py
                        • image_utils_test.py
                        • text_problems.py
                        • pointer_generator_word.py
                        • translate_enet.py
                        • generator_utils_test.py
                        • __init__.py
                        • text_problems_test.py
                        • common_voice.py
                        • README.md
                        • google_robot_pushing.py
                        • timeseries_test.py
                        • text_encoder.py
                        • program_search_test.py
                        • wikisum
                          • delete_instances.sh
                          • html.py
                          • validate_data.py
                          • wikisum.py
                          • utils_test.py
                          • parallel_launch.py
                          • get_references_web_single_group.py
                          • test_data
                            • para_good1.txt
                            • para_bad1.txt
                          • get_references_commoncrawl.py
                          • get_references_web.py
                          • produce_examples.py
                          • __init__.py
                          • README.md
                          • utils.py
                          • generate_vocab.py
                        • translate_envi.py
                        • multinli.py
                        • common_voice_test.py
                        • problem_test.py
                        • all_problems.py
                        • algorithmic_math_test.py
                        • celebahq.py
                        • vqa_utils.py
                        • translate.py
                        • lm1b_imdb.py
                        • inspect_tfrecord.py
                        • cola.py
                        • imagenet.py
                        • cifar.py
                        • lambada.py
                        • wiki.py
                        • qnli.py
                        • translate_enfr.py
                        • quora_qpairs.py
                        • translate_encs.py
                        • squad.py
                      • __init__.py
                      • visualization
                        • visualization_test.py
                        • attention.py
                        • TransformerVisualization.ipynb
                        • attention.js
                        • __init__.py
                        • visualization.py
                      • bin
                        • t2t-trainer
                        • t2t_trainer.py
                        • t2t_translate_all.py
                        • t2t-translate-all
                        • t2t_prune.py
                        • t2t_datagen.py
                        • t2t-decoder
                        • t2t-make-tf-configs
                        • t2t-avg-all
                        • build_vocab.py
                        • make_tf_configs.py
                        • t2t_avg_all.py
                        • t2t_trainer_test.py
                        • t2t_distill.py
                        • t2t_attack.py
                        • t2t-exporter
                        • t2t-bleu
                        • __init__.py
                        • t2t-insights-server
                        • t2t_bleu.py
                        • t2t_decoder.py
                        • t2t-datagen
                        • t2t-query-server
                      • metrics
                        • video_conditional_fvd_test.py
                        • video_conditional_fvd.py
                        • __init__.py
                      • problems_test.py
                      • problems.py
                      • insights
                        • query_processor.py
                        • graph.py
                        • insight_configuration.proto
                        • server.py
                        • polymer
                          • explore_view
                            • explore-view.js
                            • explore-view.html
                          • query_card
                            • query-card.js
                            • query-card.html
                          • insights_app
                            • insights-app.html
                            • insights-app.js
                          • language_selector
                            • language-selector-content.html
                            • language-selector-content.js
                            • language-selector.html
                            • language-selector.js
                          • attention_visualization
                            • attention-visualization.js
                            • attention-visualization.html
                          • processing_visualization
                            • processing-visualization.js
                            • processing-visualization.html
                          • bower.json
                          • translation_result
                            • translation-result.html
                            • translation-result.js
                          • common-types.js
                          • graph_visualization
                            • graph-visualization.html
                            • graph-visualization.js
                          • .bowerrc
                          • tensor2tensor.html
                          • index.html
                        • __init__.py
                        • README.md
                        • transformer_model.py
                    • LICENSE
                    • CONTRIBUTING.md
                    • ISSUE_TEMPLATE.md
                    • setup.py
                    • .travis.yml
                    • README.md
                    • floyd_requirements.txt
                    • pylintrc
                    • .gitignore
                    • docs
                      • new_model.md
                      • walkthrough.md
                      • cloud_mlengine.md
                      • index.md
                      • overview.md
                      • tutorials
                        • asr_with_transformer.md
                      • distributed_training.md
                      • new_problem.md
                      • cloud_tpu.md
                    • oss_scripts
                      • oss_integration_test.sh
                      • oss_pip_install.sh
                      • oss_tests.sh
                      • oss_release.sh
                  • setup_environment.sh
                  • run_helper.sh
                  • bootstrap.sh
                  • upgrade_gcc.sh
                  • main.sh
                  • staging
                    • models
                      • rough
                        • nmt_gpu
                          • oss_1gpu.sh
                          • variable_mgr
                            • BUILD
                            • variable_mgr.py
                            • batch_allreduce.py
                            • allreduce.py
                            • variable_mgr_util.py
                            • constants.py
                            • __init__.py
                          • beam_search_decoder.py
                          • utils
                            • vocab_utils_test.py
                            • math_utils.py
                            • misc_utils_test.py
                            • iterator_utils.py
                            • nmt_utils.py
                            • iterator_utils_test.py
                            • evaluation_utils.py
                            • __init__.py
                            • misc_utils.py
                            • evaluation_utils_test.py
                            • vocab_utils.py
                          • estimator.py
                          • oss_8gpu.sh
                          • attention_wrapper.py
                          • nmt.py
                          • model.py
                          • block_lstm.py
                          • __init__.py
                          • vm_run.sh
                          • scripts
                            • __init__.py
                            • bleu.py
                          • gnmt_model.py
                          • model_helper.py
                          • estimator_test.py
                        • mask_rcnn
                          • mask_rcnn_main.py
                          • anchors.py
                          • mask_rcnn_model.py
                          • dataloader.py
                          • mask_rcnn_architecture.py
                          • utils.py
                          • object_detection
                            • balanced_positive_negative_sampler.py
                            • region_similarity_calculator.py
                            • ops.py
                            • shape_utils.py
                            • target_assigner.py
                            • preprocessor.py
                            • minibatch_sampler.py
                            • box_list.py
                            • faster_rcnn_box_coder.py
                            • argmax_matcher.py
                            • matcher.py
                            • box_coder.py
                            • __init__.py
                            • tf_example_decoder.py
                          • coco_metric.py
                        • resnet
                          • train_runner.py
                          • imagenet_input.py
                          • resnet_preprocessing.py
                          • resnet_model.py
                          • in_memory_eval.py
                          • eval_runner.py
                          • async_checkpoint.py
                          • resnet_main.py
                        • nmt
                          • beam_search_decoder.py
                          • utils
                            • vocab_utils_test.py
                            • __pycache__
                              • evaluation_utils.cpython-35.pyc
                              • iterator_utils.cpython-35.pyc
                              • misc_utils.cpython-35.pyc
                              • __init__.cpython-35.pyc
                              • nmt_utils.cpython-35.pyc
                              • vocab_utils.cpython-35.pyc
                            • misc_utils_test.py
                            • iterator_utils.py
                            • nmt_utils.py
                            • iterator_utils_test.py
                            • evaluation_utils.py
                            • __init__.py
                            • misc_utils.py
                            • evaluation_utils_test.py
                            • vocab_utils.py
                          • estimator.py
                          • decoder.py
                          • __pycache__
                            • async_checkpoint.cpython-35.pyc
                            • attention_model.cpython-35.pyc
                            • estimator.cpython-35.pyc
                            • decoder.cpython-35.pyc
                            • model_helper.cpython-35.pyc
                            • model.cpython-35.pyc
                            • low_level_runner.cpython-35.pyc
                            • gnmt_model.cpython-35.pyc
                            • beam_search_decoder.cpython-35.pyc
                            • distributed_iterator_utils.cpython-35.pyc
                          • attention_model.py
                          • nmt.py
                          • model.py
                          • low_level_runner.py
                          • __init__.py
                          • scripts
                            • __pycache__
                              • bleu.cpython-35.pyc
                              • __init__.cpython-35.pyc
                            • __init__.py
                            • bleu.py
                          • async_checkpoint.py
                          • gnmt_model.py
                          • model_helper.py
                          • estimator_test.py
                          • distributed_iterator_utils.py
                        • ssd
                          • run_tpu.sh
                          • open_source
                            • .setup_env.sh
                          • ssd_architecture.py
                          • ssd_model.py
                          • dataloader.py
                          • train_low_level_runner.py
                          • run.sh
                          • ssd_main.py
                          • utils.py
                          • async_checkpoint.py
                          • ssd_constants.py
                          • eval_low_level_runner.py
                          • coco_metric.py
                    • README.md
                  • setup.sh
                • preproc_dataset.sh
            • results
              • tpu
                • gnmt
                  • result_6.txt
                  • result_1.txt
                  • result_9.txt
                  • result_4.txt
                  • result_0.txt
                  • result_2.txt
                  • result_8.txt
                  • result_7.txt
                  • result_5.txt
                  • result_3.txt
                • entry.json
            • submission.json
          • resnet-tpuv3-8
            • code
              • resnet
                • run_and_time_tpu.sh
                • setup_tpu.sh
                • README.md
                • model
                  • setup_environment.sh
                  • run_helper.sh
                  • bootstrap.sh
                  • upgrade_gcc.sh
                  • main.sh
                  • models
                    • AUTHORS
                    • samples
                      • cookbook
                        • regression
                          • linear_regression.py
                          • custom_regression.py
                          • regression_test.py
                          • dnn_regression.py
                          • __init__.py
                          • automobile_data.py
                          • linear_regression_categorical.py
                      • languages
                        • java
                          • label_image
                            • src
                              • main
                                • java
                                  • LabelImage.java
                            • pom.xml
                            • download.py
                            • download_sample_images.sh
                            • README.md
                            • download.sh
                          • training
                            • src
                              • main
                                • java
                                  • Train.java
                            • pom.xml
                            • README.md
                            • model
                              • create_graph.py
                              • graph.pb
                          • docker
                            • test_inside_container.sh
                            • sanity_test.sh
                            • README.md
                            • Dockerfile
                          • README.md
                          • object_detection
                            • src
                              • main
                                • java
                                  • DetectObjects.java
                                  • object_detection
                                    • protos
                                      • StringIntLabelMapOuterClass.java
                            • pom.xml
                            • README.md
                            • download.sh
                      • core
                        • guide
                          • autograph.ipynb
                        • tutorials
                          • eager
                            • custom_training_walkthrough.ipynb
                          • estimators
                            • linear.ipynb
                          • keras
                            • basic_regression.ipynb
                            • overfit_and_underfit.ipynb
                            • basic_classification.ipynb
                            • basic_text_classification.ipynb
                            • save_and_restore_models.ipynb
                        • get_started
                          • _index.ipynb
                          • premade_estimator.py
                          • custom_estimator.py
                          • iris_data.py
                          • eager.ipynb
                          • estimator_test.py
                      • outreach
                        • blogs
                          • blog_custom_estimators.py
                          • housing_prices.ipynb
                          • blog_estimators_dataset.py
                          • segmentation_blogpost
                            • image_segmentation.ipynb
                        • demos
                          • eager_execution.ipynb
                    • official
                      • Dockerfile.cpu
                      • Dockerfile.gpu
                      • recommendation
                        • neumf_model.py
                        • run_tpu.sh
                        • data_test.py
                        • ncf_main.py
                        • data_preprocessing.py
                        • stat_utils.py
                        • run.sh
                        • constants.py
                        • model_runner.py
                        • data_async_generation.py
                        • __init__.py
                        • README.md
                        • ncf_test.py
                        • popen_helper.py
                      • datasets
                        • __init__.py
                        • movielens.py
                      • wide_deep
                        • census_test.csv
                        • movielens_test.py
                        • movielens_main.py
                        • movielens_dataset.py
                        • wide_deep_run_loop.py
                        • census_dataset.py
                        • __init__.py
                        • README.md
                        • census_test.py
                        • census_main.py
                      • utils
                        • misc
                          • distribution_utils_test.py
                          • distribution_utils.py
                          • __init__.py
                          • model_helpers.py
                          • model_helpers_test.py
                        • accelerator
                          • tpu.py
                          • __init__.py
                          • tpu_test.py
                        • export
                          • export.py
                          • __init__.py
                          • export_test.py
                        • data
                          • file_io.py
                          • file_io_test.py
                          • __init__.py
                        • __init__.py
                        • logs
                          • hooks_helper_test.py
                          • cloud_lib_test.py
                          • metric_hook_test.py
                          • metric_hook.py
                          • guidelines.md
                          • mlperf_helper.py
                          • hooks.py
                          • logger.py
                          • hooks_test.py
                          • logger_test.py
                          • __init__.py
                          • cloud_lib.py
                          • hooks_helper.py
                        • flags
                          • flags_test.py
                          • guidelines.md
                          • _misc.py
                          • __init__.py
                          • README.md
                          • _benchmark.py
                          • _performance.py
                          • core.py
                          • _base.py
                          • _conventions.py
                          • _device.py
                        • testing
                          • pylint.rcfile
                          • mock_lib.py
                          • reference_data.py
                          • __init__.py
                          • scripts
                            • presubmit.sh
                          • reference_data_test.py
                          • integration.py
                          • reference_data
                            • reference_data_test
                              • dense
                                • tf_version.json
                                • expected_graph
                                • results.json
                              • uniform_random
                                • tf_version.json
                                • expected_graph
                                • results.json
                            • resnet
                              • batch-size-32_building_version-2_width-8_channels-4
                                • tf_version.json
                                • expected_graph
                                • results.json
                              • batch-size-32_bottleneck_version-2_width-8_channels-4
                                • tf_version.json
                                • expected_graph
                                • results.json
                              • batch-size-32_building_projection_version-2_width-8_channels-4
                                • tf_version.json
                                • expected_graph
                                • results.json
                              • batch-size-32_building_version-1_width-8_channels-4
                                • tf_version.json
                                • expected_graph
                                • results.json
                              • batch-size-32_building_projection_version-1_width-8_channels-4
                                • tf_version.json
                                • expected_graph
                                • results.json
                              • batch-size-32_bottleneck_projection_version-2_width-8_channels-4
                                • tf_version.json
                                • expected_graph
                                • results.json
                              • batch_norm
                                • tf_version.json
                                • expected_graph
                                • results.json
                              • batch-size-32_bottleneck_version-1_width-8_channels-4
                                • tf_version.json
                                • expected_graph
                                • results.json
                              • batch-size-32_bottleneck_projection_version-1_width-8_channels-4
                                • tf_version.json
                                • expected_graph
                                • results.json
                      • keras_application_models
                        • benchmark_main.py
                        • __init__.py
                        • README.md
                        • dataset.py
                        • model_callbacks.py
                      • transformer
                        • utils
                          • tokenizer.py
                          • metrics.py
                          • tokenizer_test.py
                          • __init__.py
                          • dataset.py
                          • schedule_test.py
                          • schedule.py
                        • compute_bleu_test.py
                        • test_data
                        • compute_bleu.py
                        • __init__.py
                        • data_download.py
                        • README.md
                        • model
                          • embedding_layer.py
                          • transformer.py
                          • model_utils_test.py
                          • attention_layer.py
                          • __init__.py
                          • model_params.py
                          • ffn_layer.py
                          • model_utils.py
                          • beam_search.py
                          • beam_search_test.py
                        • translate.py
                        • transformer_main.py
                      • resnet
                        • layer_test.py
                        • resnet_run_loop.py
                        • imagenet_test.py
                        • resnet_model.py
                        • cifar10_main.py
                        • cifar10_test.py
                        • __init__.py
                        • README.md
                        • cifar10_download_and_extract.py
                        • imagenet_main.py
                        • imagenet_preprocessing.py
                      • __init__.py
                      • README.md
                      • mnist
                        • mnist_tpu.py
                        • mnist.py
                        • examples.npy
                        • __init__.py
                        • README.md
                        • mnist_test.py
                        • dataset.py
                        • mnist_eager_test.py
                        • mnist_eager.py
                      • requirements.txt
                      • boosted_trees
                        • train_higgs.py
                        • train_higgs_test.csv
                        • __init__.py
                        • data_download.py
                        • README.md
                        • train_higgs_test.py
                      • benchmark
                        • benchmark_uploader_test.py
                        • benchmark_uploader.py
                        • datastore
                          • schema
                            • benchmark_run.json
                            • benchmark_run_status.json
                            • benchmark_metric.json
                        • __init__.py
                        • benchmark_uploader_main.py
                    • LICENSE
                    • CONTRIBUTING.md
                    • ISSUE_TEMPLATE.md
                    • tutorials
                      • rnn
                        • BUILD
                        • quickdraw
                          • BUILD
                          • create_dataset.py
                          • train_model.py
                        • __init__.py
                        • README.md
                        • ptb
                          • BUILD
                          • util.py
                          • reader.py
                          • ptb_word_lm.py
                          • __init__.py
                          • reader_test.py
                      • __init__.py
                      • README.md
                      • image
                        • cifar10
                          • BUILD
                          • cifar10.py
                          • cifar10_input_test.py
                          • cifar10_train.py
                          • cifar10_eval.py
                          • cifar10_multi_gpu_train.py
                          • cifar10_input.py
                          • __init__.py
                          • README.md
                        • __init__.py
                        • mnist
                          • BUILD
                          • convolutional.py
                          • __init__.py
                        • cifar10_estimator
                          • cifar10.py
                          • cmle_config.yaml
                          • model_base.py
                          • cifar10_model.py
                          • cifar10_main.py
                          • __init__.py
                          • README.md
                          • generate_cifar10_tfrecords.py
                          • cifar10_utils.py
                        • alexnet
                          • BUILD
                          • alexnet_benchmark.py
                          • __init__.py
                        • imagenet
                          • BUILD
                          • classify_image.py
                      • embedding
                        • word2vec.py
                        • word2vec_test.py
                        • __init__.py
                        • README.md
                        • word2vec_ops.cc
                        • word2vec_optimized.py
                        • word2vec_kernels.cc
                        • word2vec_optimized_test.py
                    • README.md
                    • WORKSPACE
                  • tpu
                    • LICENSE
                    • models
                      • official
                        • squeezenet
                          • data_pipeline.py
                          • squeezenet_model.py
                          • squeezenet_main.py
                        • densenet
                          • vgg_preprocessing.py
                          • densenet_model.py
                          • README.md
                          • densenet_imagenet.py
                        • transformer
                          • README.md
                        • resnet
                          • imagenet_input.py
                          • lars_util.py
                          • resnet_preprocessing.py
                          • resnet_k8s.yaml
                          • resnet_model.py
                          • __init__.py
                          • README.md
                          • resnet_main.py
                          • benchmark
                            • read_training_time.py
                            • resnet_benchmark.py
                            • __init__.py
                            • README.md
                        • amoeba_net
                          • amoeba_net.py
                          • inception_preprocessing.py
                          • network_utils_test.py
                          • amoeba_net_k8s.yaml
                          • amoeba_net_model.py
                          • README.md
                          • tf_hub.py
                          • model_specs.py
                          • model_builder.py
                          • network_utils.py
                        • retinanet
                          • retinanet_model.py
                          • retinanet_segmentation_main.py
                          • retinanet_segmentation_model.py
                          • retinanet_architecture.py
                          • anchors.py
                          • retinanet_k8s.yaml
                          • dataloader.py
                          • README.md
                          • object_detection
                            • region_similarity_calculator.py
                            • shape_utils.py
                            • target_assigner.py
                            • preprocessor.py
                            • box_list.py
                            • faster_rcnn_box_coder.py
                            • argmax_matcher.py
                            • matcher.py
                            • box_coder.py
                            • __init__.py
                            • tf_example_decoder.py
                          • retinanet_main.py
                          • coco_metric.py
                        • mobilenet
                          • vgg_preprocessing.py
                          • mobilenet_model.py
                          • mobilenet.py
                          • inception_preprocessing.py
                          • README.md
                        • __init__.py
                        • mnist
                          • README.md
                      • setup.py
                      • experimental
                        • mnist_keras
                          • mnist.py
                          • README.md
                        • keras_colab
                          • shakespeare_lstm.py
                          • README.md
                        • dcgan
                          • dcgan_main.py
                          • mnist_input.py
                          • cifar_model.py
                          • mnist_model.py
                          • cifar_input.py
                        • qanet
                          • data.py
                          • preprocess.py
                          • run.py
                          • run_lib.py
                          • testdata
                            • train-v1.1.json
                            • vocab.vec
                            • train_0000
                          • model.py
                          • README.md
                          • utils.py
                        • distribution_strategy
                          • imagenet_input_keras.py
                          • imagenet_input.py
                          • resnet_preprocessing.py
                          • resnet_keras.py
                          • resnet_model.py
                          • resnet_estimator.py
                        • resnet50_keras
                          • eval_utils.py
                          • resnet50.py
                          • imagenet_input.py
                          • resnet_preprocessing.py
                          • resnet_model.py
                          • README.md
                        • cifar_keras
                          • README.md
                          • cifar_keras.py
                        • inception
                          • inception_v3.py
                          • inception_v2_tpu_model.py
                          • vgg_preprocessing.py
                          • inception_v4_model.py
                          • inception_v3_old.py
                          • inception_preprocessing.py
                          • inception_v3_k8s.yaml
                          • inception_v2.py
                          • inception_v4.py
                          • imagenet.py
                        • ncf
                          • ncf_main.py
                          • README.md
                        • deeplab
                          • data_pipeline.py
                          • model.py
                          • main.py
                          • README.md
                        • show_and_tell
                          • show_and_tell_tpu_test.py
                          • README
                          • show_and_tell_model.py
                          • inputs.py
                          • image_processing.py
                          • train.py
                          • configuration.py
                          • image_embedding.py
                        • mnist_jupyter
                          • Cloud-TPU-Demo.ipynb
                          • launch.sh
                    • README.md
                    • tools
                      • diagnostics
                        • diagnostics.py
                      • datasets
                        • download_and_preprocess_coco.sh
                        • download_and_preprocess_coco_k8s.yaml
                        • create_coco_tf_record.py
                        • imagenet_to_gcs.py
                        • tfrecords_to_bigtable.py
                        • README.md
                        • imagenet_to_gcs_k8s.yaml
                        • jpeg_to_tf_record.py
                      • ctpu
                        • ctrl
                          • resourcemgmt.go
                          • gce_test.go
                          • ctrl_test.go
                          • gcloud_cli_test.go
                          • tpu_test.go
                          • servicemgmt.go
                          • ctrl.go
                          • gcloud_cli.go
                          • tpu.go
                          • resourcemgmt_test.go
                          • gce.go
                        • commands
                          • status.go
                          • common.go
                          • status_test.go
                          • tpu_locations.go
                          • config_cmd.go
                          • list_test.go
                          • pause_test.go
                          • delete.go
                          • quota.go
                          • common_test.go
                          • up_test.go
                          • pause.go
                          • list.go
                          • up.go
                          • auth_test.go
                          • delete_test.go
                          • version.go
                          • tf_versions.go
                          • restart.go
                          • auth.go
                          • tpu_locations_test.go
                          • restart_test.go
                        • config
                          • config_gce.go
                          • config.go
                          • devshell_test.go
                          • testdata
                            • gcloud
                              • corrupted2
                                • application_default_credentials.json
                                • README.md
                                • active_config
                              • corrupted
                                • application_default_credentials.json
                                • README.md
                                • active_config
                                • configurations
                                  • config_default
                              • clean
                                • application_default_credentials.json
                                • README.md
                                • active_config
                                • configurations
                                  • config_ctpu9
                              • no_config
                                • README.md
                              • incomplete
                                • application_default_credentials.json
                                • README.md
                                • active_config
                                • configurations
                                  • config_ctpu9
                              • no_app_creds
                                • README.md
                                • active_config
                                • configurations
                                  • config_ctpu9
                          • config_gcloud_test.go
                          • config_gcloud.go
                          • config_test.go
                          • devshell.go
                        • tutorial.md
                        • README.md
                        • main.go
                      • docker
                        • Dockerfile.util
                        • Dockerfile
                      • colab
                        • shakespeare_with_tpu_and_keras.ipynb
                        • bert_finetuning_with_cloud_tpus.ipynb
                        • shakespeare_with_tpuestimator.ipynb
                        • fashion_mnist.ipynb
                      • kubernetes
                        • tensorboard_k8s.yaml
                        • tpu_profiler_k8s.yaml
                  • staging
                    • models
                      • rough
                        • nmt_gpu
                          • oss_1gpu.sh
                          • variable_mgr
                            • BUILD
                            • variable_mgr.py
                            • batch_allreduce.py
                            • allreduce.py
                            • variable_mgr_util.py
                            • constants.py
                            • __init__.py
                          • beam_search_decoder.py
                          • utils
                            • vocab_utils_test.py
                            • math_utils.py
                            • misc_utils_test.py
                            • iterator_utils.py
                            • nmt_utils.py
                            • iterator_utils_test.py
                            • evaluation_utils.py
                            • __init__.py
                            • misc_utils.py
                            • evaluation_utils_test.py
                            • vocab_utils.py
                          • estimator.py
                          • oss_8gpu.sh
                          • attention_wrapper.py
                          • nmt.py
                          • model.py
                          • block_lstm.py
                          • __init__.py
                          • vm_run.sh
                          • scripts
                            • __init__.py
                            • bleu.py
                          • gnmt_model.py
                          • model_helper.py
                          • estimator_test.py
                        • mask_rcnn
                          • mask_rcnn_main.py
                          • anchors.py
                          • mask_rcnn_model.py
                          • dataloader.py
                          • mask_rcnn_architecture.py
                          • utils.py
                          • object_detection
                            • balanced_positive_negative_sampler.py
                            • region_similarity_calculator.py
                            • ops.py
                            • shape_utils.py
                            • target_assigner.py
                            • preprocessor.py
                            • minibatch_sampler.py
                            • box_list.py
                            • faster_rcnn_box_coder.py
                            • argmax_matcher.py
                            • matcher.py
                            • box_coder.py
                            • __init__.py
                            • tf_example_decoder.py
                          • coco_metric.py
                        • resnet
                          • __pycache__
                            • resnet_preprocessing.cpython-35.pyc
                            • async_checkpoint.cpython-35.pyc
                            • in_memory_eval.cpython-35.pyc
                            • resnet_model.cpython-35.pyc
                            • imagenet_input.cpython-35.pyc
                            • eval_runner.cpython-35.pyc
                          • imagenet_input.py
                          • resnet_preprocessing.py
                          • resnet_model.py
                          • in_memory_eval.py
                          • eval_runner.py
                          • async_checkpoint.py
                          • resnet_main.py
                        • nmt
                          • beam_search_decoder.py
                          • utils
                            • vocab_utils_test.py
                            • misc_utils_test.py
                            • iterator_utils.py
                            • nmt_utils.py
                            • iterator_utils_test.py
                            • evaluation_utils.py
                            • __init__.py
                            • misc_utils.py
                            • evaluation_utils_test.py
                            • vocab_utils.py
                          • estimator.py
                          • decoder.py
                          • attention_model.py
                          • nmt.py
                          • model.py
                          • __init__.py
                          • scripts
                            • __init__.py
                            • bleu.py
                          • async_checkpoint.py
                          • gnmt_model.py
                          • model_helper.py
                          • estimator_test.py
                          • distributed_iterator_utils.py
                        • ssd
                          • run_tpu.sh
                          • open_source
                            • .setup_env.sh
                          • ssd_architecture.py
                          • ssd_model.py
                          • dataloader.py
                          • run.sh
                          • ssd_main.py
                          • async_checkpoint.py
                          • ssd_constants.py
                          • coco_metric.py
                    • README.md
                  • setup.sh
                • preproc_dataset.sh
            • results
              • tpu
                • entry.json
                • resnet
                  • result_1.txt
                  • result_4.txt
                  • result_0.txt
                  • result_2.txt
                  • result_3.txt
            • submission.json
          • ssd-tpuv3-8
            • code
              • ssd
                • run_and_time_tpu.sh
                • setup_tpu.sh
                • README.md
                • model
                  • setup_environment.sh
                  • run_helper.sh
                  • bootstrap.sh
                  • upgrade_gcc.sh
                  • main.sh
                  • tpu
                    • LICENSE
                    • models
                      • official
                        • squeezenet
                          • data_pipeline.py
                          • squeezenet_model.py
                          • squeezenet_main.py
                        • densenet
                          • vgg_preprocessing.py
                          • densenet_model.py
                          • README.md
                          • densenet_imagenet.py
                        • transformer
                          • README.md
                        • resnet
                          • imagenet_input.py
                          • lars_util.py
                          • resnet_preprocessing.py
                          • resnet_k8s.yaml
                          • resnet_model.py
                          • __init__.py
                          • README.md
                          • resnet_main.py
                          • benchmark
                            • read_training_time.py
                            • resnet_benchmark.py
                            • __init__.py
                            • README.md
                        • amoeba_net
                          • amoeba_net.py
                          • inception_preprocessing.py
                          • network_utils_test.py
                          • amoeba_net_k8s.yaml
                          • amoeba_net_model.py
                          • README.md
                          • tf_hub.py
                          • model_specs.py
                          • model_builder.py
                          • network_utils.py
                        • retinanet
                          • retinanet_model.py
                          • retinanet_segmentation_main.py
                          • retinanet_segmentation_model.py
                          • retinanet_architecture.py
                          • anchors.py
                          • retinanet_k8s.yaml
                          • dataloader.py
                          • README.md
                          • object_detection
                            • region_similarity_calculator.py
                            • shape_utils.py
                            • target_assigner.py
                            • preprocessor.py
                            • box_list.py
                            • faster_rcnn_box_coder.py
                            • argmax_matcher.py
                            • matcher.py
                            • box_coder.py
                            • __init__.py
                            • tf_example_decoder.py
                          • retinanet_main.py
                          • coco_metric.py
                        • mobilenet
                          • vgg_preprocessing.py
                          • mobilenet_model.py
                          • mobilenet.py
                          • inception_preprocessing.py
                          • README.md
                        • __init__.py
                        • mnist
                          • README.md
                      • setup.py
                      • experimental
                        • mnist_keras
                          • mnist.py
                          • README.md
                        • keras_colab
                          • shakespeare_lstm.py
                          • README.md
                        • dcgan
                          • dcgan_main.py
                          • mnist_input.py
                          • cifar_model.py
                          • mnist_model.py
                          • cifar_input.py
                        • qanet
                          • data.py
                          • preprocess.py
                          • run.py
                          • run_lib.py
                          • testdata
                            • train-v1.1.json
                            • vocab.vec
                            • train_0000
                          • model.py
                          • README.md
                          • utils.py
                        • distribution_strategy
                          • imagenet_input_keras.py
                          • imagenet_input.py
                          • resnet_preprocessing.py
                          • resnet_keras.py
                          • resnet_model.py
                          • resnet_estimator.py
                        • resnet50_keras
                          • eval_utils.py
                          • resnet50.py
                          • imagenet_input.py
                          • resnet_preprocessing.py
                          • resnet_model.py
                          • README.md
                        • cifar_keras
                          • README.md
                          • cifar_keras.py
                        • inception
                          • inception_v3.py
                          • inception_v2_tpu_model.py
                          • vgg_preprocessing.py
                          • inception_v4_model.py
                          • inception_v3_old.py
                          • inception_preprocessing.py
                          • inception_v3_k8s.yaml
                          • inception_v2.py
                          • inception_v4.py
                          • imagenet.py
                        • ncf
                          • ncf_main.py
                          • README.md
                        • deeplab
                          • data_pipeline.py
                          • model.py
                          • main.py
                          • README.md
                        • show_and_tell
                          • show_and_tell_tpu_test.py
                          • README
                          • show_and_tell_model.py
                          • inputs.py
                          • image_processing.py
                          • train.py
                          • configuration.py
                          • image_embedding.py
                        • mnist_jupyter
                          • Cloud-TPU-Demo.ipynb
                          • launch.sh
                    • README.md
                    • tools
                      • diagnostics
                        • diagnostics.py
                      • datasets
                        • download_and_preprocess_coco.sh
                        • download_and_preprocess_coco_k8s.yaml
                        • create_coco_tf_record.py
                        • imagenet_to_gcs.py
                        • tfrecords_to_bigtable.py
                        • README.md
                        • imagenet_to_gcs_k8s.yaml
                        • jpeg_to_tf_record.py
                      • ctpu
                        • ctrl
                          • resourcemgmt.go
                          • gce_test.go
                          • ctrl_test.go
                          • gcloud_cli_test.go
                          • tpu_test.go
                          • servicemgmt.go
                          • ctrl.go
                          • gcloud_cli.go
                          • tpu.go
                          • resourcemgmt_test.go
                          • gce.go
                        • commands
                          • status.go
                          • common.go
                          • status_test.go
                          • tpu_locations.go
                          • config_cmd.go
                          • list_test.go
                          • pause_test.go
                          • delete.go
                          • quota.go
                          • common_test.go
                          • up_test.go
                          • pause.go
                          • list.go
                          • up.go
                          • auth_test.go
                          • delete_test.go
                          • version.go
                          • tf_versions.go
                          • restart.go
                          • auth.go
                          • tpu_locations_test.go
                          • restart_test.go
                        • config
                          • config_gce.go
                          • config.go
                          • devshell_test.go
                          • testdata
                            • gcloud
                              • corrupted2
                                • application_default_credentials.json
                                • README.md
                                • active_config
                              • corrupted
                                • application_default_credentials.json
                                • README.md
                                • active_config
                                • configurations
                                  • config_default
                              • clean
                                • application_default_credentials.json
                                • README.md
                                • active_config
                                • configurations
                                  • config_ctpu9
                              • no_config
                                • README.md
                              • incomplete
                                • application_default_credentials.json
                                • README.md
                                • active_config
                                • configurations
                                  • config_ctpu9
                              • no_app_creds
                                • README.md
                                • active_config
                                • configurations
                                  • config_ctpu9
                          • config_gcloud_test.go
                          • config_gcloud.go
                          • config_test.go
                          • devshell.go
                        • tutorial.md
                        • README.md
                        • main.go
                        • .gitignore
                      • docker
                        • Dockerfile.util
                        • Dockerfile
                      • colab
                        • shakespeare_with_tpu_and_keras.ipynb
                        • bert_finetuning_with_cloud_tpus.ipynb
                        • shakespeare_with_tpuestimator.ipynb
                        • fashion_mnist.ipynb
                      • kubernetes
                        • tensorboard_k8s.yaml
                        • tpu_profiler_k8s.yaml
                    • .gitignore
                  • staging
                    • models
                      • rough
                        • nmt_gpu
                          • oss_1gpu.sh
                          • variable_mgr
                            • BUILD
                            • variable_mgr.py
                            • batch_allreduce.py
                            • allreduce.py
                            • variable_mgr_util.py
                            • constants.py
                            • __init__.py
                          • beam_search_decoder.py
                          • utils
                            • vocab_utils_test.py
                            • math_utils.py
                            • misc_utils_test.py
                            • iterator_utils.py
                            • nmt_utils.py
                            • iterator_utils_test.py
                            • evaluation_utils.py
                            • __init__.py
                            • misc_utils.py
                            • evaluation_utils_test.py
                            • vocab_utils.py
                          • estimator.py
                          • oss_8gpu.sh
                          • attention_wrapper.py
                          • nmt.py
                          • model.py
                          • block_lstm.py
                          • __init__.py
                          • vm_run.sh
                          • scripts
                            • __init__.py
                            • bleu.py
                          • gnmt_model.py
                          • model_helper.py
                          • estimator_test.py
                        • mask_rcnn
                          • mask_rcnn_main.py
                          • anchors.py
                          • mask_rcnn_model.py
                          • dataloader.py
                          • mask_rcnn_architecture.py
                          • utils.py
                          • object_detection
                            • balanced_positive_negative_sampler.py
                            • region_similarity_calculator.py
                            • ops.py
                            • shape_utils.py
                            • target_assigner.py
                            • preprocessor.py
                            • minibatch_sampler.py
                            • box_list.py
                            • faster_rcnn_box_coder.py
                            • argmax_matcher.py
                            • matcher.py
                            • box_coder.py
                            • __init__.py
                            • tf_example_decoder.py
                          • coco_metric.py
                        • resnet
                          • train_runner.py
                          • imagenet_input.py
                          • resnet_preprocessing.py
                          • resnet_model.py
                          • in_memory_eval.py
                          • eval_runner.py
                          • async_checkpoint.py
                          • resnet_main.py
                        • nmt
                          • beam_search_decoder.py
                          • utils
                            • vocab_utils_test.py
                            • misc_utils_test.py
                            • iterator_utils.py
                            • nmt_utils.py
                            • iterator_utils_test.py
                            • evaluation_utils.py
                            • __init__.py
                            • misc_utils.py
                            • evaluation_utils_test.py
                            • vocab_utils.py
                          • estimator.py
                          • decoder.py
                          • attention_model.py
                          • nmt.py
                          • model.py
                          • low_level_runner.py
                          • __init__.py
                          • scripts
                            • __init__.py
                            • bleu.py
                          • async_checkpoint.py
                          • gnmt_model.py
                          • model_helper.py
                          • estimator_test.py
                          • distributed_iterator_utils.py
                        • ssd
                          • run_tpu.sh
                          • __pycache__
                            • async_checkpoint.cpython-35.pyc
                            • ssd_architecture.cpython-35.pyc
                            • ssd_constants.cpython-35.pyc
                            • coco_metric.cpython-35.pyc
                            • eval_low_level_runner.cpython-35.pyc
                            • train_low_level_runner.cpython-35.pyc
                            • ssd_model.cpython-35.pyc
                            • utils.cpython-35.pyc
                            • dataloader.cpython-35.pyc
                          • open_source
                            • .setup_env.sh
                          • ssd_architecture.py
                          • ssd_model.py
                          • dataloader.py
                          • train_low_level_runner.py
                          • run.sh
                          • ssd_main.py
                          • utils.py
                          • async_checkpoint.py
                          • ssd_constants.py
                          • eval_low_level_runner.py
                          • coco_metric.py
                    • README.md
                  • setup.sh
                • preproc_dataset.sh
            • results
              • tpu
                • entry.json
                • ssd
                  • result_1.txt
                  • result_4.txt
                  • result_0.txt