path	# lines of code
example_zoo/tensorflow/probability/vq_vae/setup.py	7
example_zoo/tensorflow/probability/vq_vae/config.yaml	2
example_zoo/tensorflow/probability/vq_vae/trainer/__init__.py	1
example_zoo/tensorflow/probability/vq_vae/trainer/tfgfile_wrapper.py	15
example_zoo/tensorflow/probability/vq_vae/trainer/vq_vae.py	363
example_zoo/tensorflow/probability/latent_dirichlet_allocation_edward2/setup.py	7
example_zoo/tensorflow/probability/latent_dirichlet_allocation_edward2/config.yaml	2
example_zoo/tensorflow/probability/latent_dirichlet_allocation_edward2/trainer/__init__.py	1
example_zoo/tensorflow/probability/latent_dirichlet_allocation_edward2/trainer/latent_dirichlet_allocation_edward2.py	287
example_zoo/tensorflow/probability/generative_adversarial_network/setup.py	7
example_zoo/tensorflow/probability/generative_adversarial_network/config.yaml	2
example_zoo/tensorflow/probability/generative_adversarial_network/trainer/generative_adversarial_network.py	135
example_zoo/tensorflow/probability/generative_adversarial_network/trainer/__init__.py	1
example_zoo/tensorflow/probability/generative_adversarial_network/trainer/tfgfile_wrapper.py	15
example_zoo/tensorflow/probability/latent_dirichlet_allocation_distributions/setup.py	7
example_zoo/tensorflow/probability/latent_dirichlet_allocation_distributions/config.yaml	2
example_zoo/tensorflow/probability/latent_dirichlet_allocation_distributions/trainer/latent_dirichlet_allocation_distributions.py	288
example_zoo/tensorflow/probability/latent_dirichlet_allocation_distributions/trainer/__init__.py	1
example_zoo/tensorflow/probability/logistic_regression/setup.py	7
example_zoo/tensorflow/probability/logistic_regression/config.yaml	2
example_zoo/tensorflow/probability/logistic_regression/trainer/__init__.py	1
example_zoo/tensorflow/probability/logistic_regression/trainer/logistic_regression.py	127
example_zoo/tensorflow/probability/logistic_regression/trainer/tfgfile_wrapper.py	15
example_zoo/tensorflow/probability/deep_exponential_family/setup.py	7
example_zoo/tensorflow/probability/deep_exponential_family/config.yaml	2
example_zoo/tensorflow/probability/deep_exponential_family/trainer/__init__.py	1
example_zoo/tensorflow/probability/deep_exponential_family/trainer/deep_exponential_family.py	184
example_zoo/tensorflow/probability/grammar_vae/setup.py	7
example_zoo/tensorflow/probability/grammar_vae/config.yaml	2
example_zoo/tensorflow/probability/grammar_vae/trainer/__init__.py	1
example_zoo/tensorflow/probability/grammar_vae/trainer/grammar_vae.py	208
example_zoo/tensorflow/probability/bayesian_neural_network/setup.py	7
example_zoo/tensorflow/probability/bayesian_neural_network/config.yaml	2
example_zoo/tensorflow/probability/bayesian_neural_network/trainer/bayesian_neural_network.py	226
example_zoo/tensorflow/probability/bayesian_neural_network/trainer/__init__.py	1
example_zoo/tensorflow/probability/bayesian_neural_network/trainer/tfgfile_wrapper.py	15
example_zoo/tensorflow/probability/vae/setup.py	7
example_zoo/tensorflow/probability/vae/config.yaml	2
example_zoo/tensorflow/probability/vae/trainer/vae.py	295
example_zoo/tensorflow/probability/vae/trainer/__init__.py	1
example_zoo/tensorflow/models/ncf_main/setup.py	7
example_zoo/tensorflow/models/ncf_main/config.yaml	2
example_zoo/tensorflow/models/ncf_main/official/recommendation/__init__.py	1
example_zoo/tensorflow/models/ncf_main/official/recommendation/stat_utils.py	30
example_zoo/tensorflow/models/ncf_main/official/recommendation/data_pipeline.py	525
example_zoo/tensorflow/models/ncf_main/official/recommendation/ncf_main.py	325
example_zoo/tensorflow/models/ncf_main/official/recommendation/neumf_model.py	177
example_zoo/tensorflow/models/ncf_main/official/recommendation/constants.py	30
example_zoo/tensorflow/models/ncf_main/official/recommendation/popen_helper.py	27
example_zoo/tensorflow/models/ncf_main/official/recommendation/data_preprocessing.py	123
example_zoo/tensorflow/models/ncf_main/official/utils/__init__.py	1
example_zoo/tensorflow/models/ncf_main/official/utils/flags/__init__.py	1
example_zoo/tensorflow/models/ncf_main/official/utils/flags/_performance.py	111
example_zoo/tensorflow/models/ncf_main/official/utils/flags/_conventions.py	16
example_zoo/tensorflow/models/ncf_main/official/utils/flags/_device.py	44
example_zoo/tensorflow/models/ncf_main/official/utils/flags/_benchmark.py	60
example_zoo/tensorflow/models/ncf_main/official/utils/flags/core.py	38
example_zoo/tensorflow/models/ncf_main/official/utils/flags/_base.py	88
example_zoo/tensorflow/models/ncf_main/official/utils/flags/_misc.py	19
example_zoo/tensorflow/models/ncf_main/official/utils/misc/distribution_utils.py	41
example_zoo/tensorflow/models/ncf_main/official/utils/misc/model_helpers.py	35
example_zoo/tensorflow/models/ncf_main/official/utils/misc/__init__.py	1
example_zoo/tensorflow/models/ncf_main/official/utils/logs/mlperf_helper.py	121
example_zoo/tensorflow/models/ncf_main/official/utils/logs/__init__.py	1
example_zoo/tensorflow/models/ncf_main/official/utils/logs/hooks_helper.py	55
example_zoo/tensorflow/models/ncf_main/official/utils/logs/hooks.py	48
example_zoo/tensorflow/models/ncf_main/official/utils/logs/cloud_lib.py	10
example_zoo/tensorflow/models/ncf_main/official/utils/logs/metric_hook.py	37
example_zoo/tensorflow/models/ncf_main/official/utils/logs/logger.py	258
example_zoo/tensorflow/models/ncf_main/official/__init__.py	1
example_zoo/tensorflow/models/ncf_main/official/datasets/__init__.py	1
example_zoo/tensorflow/models/ncf_main/official/datasets/movielens.py	160
example_zoo/tensorflow/models/keras_cifar_main/setup.py	7
example_zoo/tensorflow/models/keras_cifar_main/config.yaml	2
example_zoo/tensorflow/models/keras_cifar_main/official/resnet/keras/__init__.py	1
example_zoo/tensorflow/models/keras_cifar_main/official/resnet/keras/resnet_cifar_model.py	196
example_zoo/tensorflow/models/keras_cifar_main/official/resnet/keras/keras_common.py	145
example_zoo/tensorflow/models/keras_cifar_main/official/resnet/keras/keras_cifar_main.py	115
example_zoo/tensorflow/models/keras_cifar_main/official/resnet/__init__.py	1
example_zoo/tensorflow/models/keras_cifar_main/official/resnet/cifar10_main.py	146
example_zoo/tensorflow/models/keras_cifar_main/official/resnet/imagenet_preprocessing.py	70
example_zoo/tensorflow/models/keras_cifar_main/official/resnet/resnet_run_loop.py	331
example_zoo/tensorflow/models/keras_cifar_main/official/resnet/resnet_model.py	209
example_zoo/tensorflow/models/keras_cifar_main/official/utils/__init__.py	1
example_zoo/tensorflow/models/keras_cifar_main/official/utils/flags/__init__.py	1
example_zoo/tensorflow/models/keras_cifar_main/official/utils/flags/_performance.py	111
example_zoo/tensorflow/models/keras_cifar_main/official/utils/flags/_conventions.py	16
example_zoo/tensorflow/models/keras_cifar_main/official/utils/flags/_device.py	44
example_zoo/tensorflow/models/keras_cifar_main/official/utils/flags/_benchmark.py	60
example_zoo/tensorflow/models/keras_cifar_main/official/utils/flags/core.py	38
example_zoo/tensorflow/models/keras_cifar_main/official/utils/flags/_base.py	88
example_zoo/tensorflow/models/keras_cifar_main/official/utils/flags/_misc.py	19
example_zoo/tensorflow/models/keras_cifar_main/official/utils/misc/distribution_utils.py	41
example_zoo/tensorflow/models/keras_cifar_main/official/utils/misc/model_helpers.py	35
example_zoo/tensorflow/models/keras_cifar_main/official/utils/misc/__init__.py	1
example_zoo/tensorflow/models/keras_cifar_main/official/utils/logs/__init__.py	1
example_zoo/tensorflow/models/keras_cifar_main/official/utils/logs/hooks_helper.py	55
example_zoo/tensorflow/models/keras_cifar_main/official/utils/logs/hooks.py	48
example_zoo/tensorflow/models/keras_cifar_main/official/utils/logs/cloud_lib.py	10
example_zoo/tensorflow/models/keras_cifar_main/official/utils/logs/metric_hook.py	37
example_zoo/tensorflow/models/keras_cifar_main/official/utils/logs/logger.py	258
example_zoo/tensorflow/models/keras_cifar_main/official/utils/export/__init__.py	1
example_zoo/tensorflow/models/keras_cifar_main/official/utils/export/export.py	12
example_zoo/tensorflow/models/keras_cifar_main/official/__init__.py	1
example_zoo/tensorflow/models/mnist/setup.py	7
example_zoo/tensorflow/models/mnist/config.yaml	2
example_zoo/tensorflow/models/mnist/official/utils/__init__.py	1
example_zoo/tensorflow/models/mnist/official/utils/flags/__init__.py	1
example_zoo/tensorflow/models/mnist/official/utils/flags/_performance.py	111
example_zoo/tensorflow/models/mnist/official/utils/flags/_conventions.py	16
example_zoo/tensorflow/models/mnist/official/utils/flags/_device.py	44
example_zoo/tensorflow/models/mnist/official/utils/flags/_benchmark.py	60
example_zoo/tensorflow/models/mnist/official/utils/flags/core.py	38
example_zoo/tensorflow/models/mnist/official/utils/flags/_base.py	88
example_zoo/tensorflow/models/mnist/official/utils/flags/_misc.py	19
example_zoo/tensorflow/models/mnist/official/utils/misc/distribution_utils.py	41
example_zoo/tensorflow/models/mnist/official/utils/misc/model_helpers.py	35
example_zoo/tensorflow/models/mnist/official/utils/misc/__init__.py	1
example_zoo/tensorflow/models/mnist/official/utils/logs/__init__.py	1
example_zoo/tensorflow/models/mnist/official/utils/logs/hooks_helper.py	55
example_zoo/tensorflow/models/mnist/official/utils/logs/hooks.py	48
example_zoo/tensorflow/models/mnist/official/utils/logs/cloud_lib.py	10
example_zoo/tensorflow/models/mnist/official/utils/logs/metric_hook.py	37
example_zoo/tensorflow/models/mnist/official/utils/logs/logger.py	258
example_zoo/tensorflow/models/mnist/official/__init__.py	1
example_zoo/tensorflow/models/mnist/official/mnist/__init__.py	1
example_zoo/tensorflow/models/mnist/official/mnist/mnist.py	150
example_zoo/tensorflow/models/mnist/official/mnist/dataset.py	72
example_zoo/tensorflow/models/keras_imagenet_main/setup.py	7
example_zoo/tensorflow/models/keras_imagenet_main/config.yaml	2
example_zoo/tensorflow/models/keras_imagenet_main/official/resnet/keras/keras_imagenet_main.py	117
example_zoo/tensorflow/models/keras_imagenet_main/official/resnet/keras/__init__.py	1
example_zoo/tensorflow/models/keras_imagenet_main/official/resnet/keras/keras_common.py	145
example_zoo/tensorflow/models/keras_imagenet_main/official/resnet/keras/resnet_model.py	148
example_zoo/tensorflow/models/keras_imagenet_main/official/resnet/__init__.py	1
example_zoo/tensorflow/models/keras_imagenet_main/official/resnet/imagenet_main.py	176
example_zoo/tensorflow/models/keras_imagenet_main/official/resnet/imagenet_preprocessing.py	70
example_zoo/tensorflow/models/keras_imagenet_main/official/resnet/resnet_run_loop.py	331
example_zoo/tensorflow/models/keras_imagenet_main/official/resnet/resnet_model.py	209
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/__init__.py	1
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/flags/__init__.py	1
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/flags/_performance.py	111
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/flags/_conventions.py	16
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/flags/_device.py	44
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/flags/_benchmark.py	60
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/flags/core.py	38
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/flags/_base.py	88
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/flags/_misc.py	19
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/misc/distribution_utils.py	41
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/misc/model_helpers.py	35
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/misc/__init__.py	1
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/logs/__init__.py	1
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/logs/hooks_helper.py	55
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/logs/hooks.py	48
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/logs/cloud_lib.py	10
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/logs/metric_hook.py	37
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/logs/logger.py	258
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/export/__init__.py	1
example_zoo/tensorflow/models/keras_imagenet_main/official/utils/export/export.py	12
example_zoo/tensorflow/models/keras_imagenet_main/official/__init__.py	1
example_zoo/tools/source_finder.py	48
example_zoo/tools/process.py	50
example_zoo/tools/tf_probability_samples.yaml	106
example_zoo/tools/templates/__init__.py	1
example_zoo/tools/templates/tfgfile_wrapper.py	15
example_zoo/tools/templates/setup.py	7
example_zoo/tools/templates/config.yaml	2
example_zoo/tools/tf_models_samples.yaml	45
example_zoo/tools/cmle_package.py	222
example_zoo/noxfile.py	16
gcf/gcf-ai-platform-example/main.py	45
gce/survival-training/wrapper/__init__.py	1
gce/survival-training/wrapper/train.py	135
gce/burst-training/census-analysis.py	105
dlvm/tools/predict.py	59
dlvm/tools/tf_serve.py	19
dlvm/tools/convert_to_base64_resize.py	14
dlvm/tools/convert_to_rt.py	16
dlvm/tools/convert_b64_api.py	11
dlvm/tools/convert_b64.py	8
dlvm/nvidia/inference.py	84
dlvm/nvidia/__init__.py	1
dlvm/nvidia/webapp/__init__.py	1
dlvm/nvidia/webapp/templates/index.html	62
dlvm/nvidia/webapp/server.py	111
dlvm/gcp-gpu-utilization-metrics/create_gpu_metrics.py	32
dlvm/gcp-gpu-utilization-metrics/report_gpu_metrics.py	133
tutorials/tensorflow/bert_finetuning/bert_squad_tf_finetuning.ipynb	624
tutorials/tensorflow/mlflow_gcp/hp_config.yaml	17
tutorials/tensorflow/mlflow_gcp/setup.py	19
tutorials/tensorflow/mlflow_gcp/conda/conda.yaml	9
tutorials/tensorflow/mlflow_gcp/trainer/__init__.py	1
tutorials/tensorflow/mlflow_gcp/trainer/utils.py	127
tutorials/tensorflow/mlflow_gcp/trainer/model_deployment.py	106
tutorials/tensorflow/mlflow_gcp/trainer/task.py	229
tutorials/tensorflow/mlflow_gcp/trainer/model.py	30
tutorials/pytorch/jasper/JasperTRT.ipynb	432
tutorials/explanations/ai-explanations-image.ipynb	1627
tutorials/explanations/ai-explanations-tabular.ipynb	1452
tutorials/R/01_EDA-with-R-and-BigQuery.ipynb	488
tutorials/R/03-Training-Serving-CARET-Models.ipynb	2366
tutorials/sklearn/hpsearch/__init__.py	1
tutorials/sklearn/hpsearch/gke_bayes_search.ipynb	688
tutorials/sklearn/hpsearch/gke_parallel.py	264
tutorials/sklearn/hpsearch/helpers/gke_helper.py	40
tutorials/sklearn/hpsearch/helpers/kubernetes_helper.py	48
tutorials/sklearn/hpsearch/helpers/cloudbuild_helper.py	29
tutorials/sklearn/hpsearch/helpers/gcs_helper.py	48
tutorials/sklearn/hpsearch/helpers/__init__.py	1
tutorials/sklearn/hpsearch/gke_randomized_search.ipynb	688
tutorials/sklearn/hpsearch/source/gcs_helper.py	48
tutorials/sklearn/hpsearch/source/worker.py	37
tutorials/sklearn/hpsearch/gke_grid_search.ipynb	686
tutorials/sklearn/titanic/titanic.py	40
tutorials/sklearn/gae_serve/client.py	16
tutorials/sklearn/gae_serve/__init__.py	1
tutorials/sklearn/gae_serve/app.yaml	15
tutorials/sklearn/gae_serve/default/app.yaml	15
tutorials/sklearn/gae_serve/default/modelserve.yaml	62
tutorials/sklearn/gae_serve/main.py	33
tutorials/sklearn/gae_serve/modelserve.yaml	78