Path	Lines of Code
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_logistic_regression_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.component.yaml	83
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_logistic_regression_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.py	47
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.component.yaml	114
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.py	60
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.component.yaml	132
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.py	71
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.component.yaml	115
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.py	62
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.component.yaml	257
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_classification_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.py	130
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_linear_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.component.yaml	68
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_linear_model_using_Scikit_learn_and_import_to_Vertex_AI/pipeline.py	39
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.component.yaml	97
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_PyTorch_and_import_to_Vertex_AI/pipeline.py	50
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.component.yaml	116
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_TensorFlow_and_import_to_Vertex_AI/pipeline.py	62
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.component.yaml	99
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_XGBoost_and_import_to_Vertex_AI/pipeline.py	53
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.component.yaml	238
community-content/Train_tabular_models_with_many_frameworks_and_import_to_Vertex_AI_using_Pipelines/Train_tabular_regression_model_using_all_frameworks_and_import_to_Vertex_AI/pipeline.py	118
community-content/alphafold_on_workbench/AlphaFold.ipynb	824
community-content/cpr-examples/timm_serving/build.py	74
community-content/cpr-examples/timm_serving/config.py	21
community-content/cpr-examples/timm_serving/timm_serving/__init__.py	1
community-content/cpr-examples/timm_serving/timm_serving/predictor.py	87
community-content/pipeline_components/ML_frameworks/Scikit_learn/Train_linear_regression_model/from_CSV/component.yaml	59
community-content/pipeline_components/ML_frameworks/Scikit_learn/Train_logistic_regression_model/from_CSV/component.yaml	143
community-content/pipeline_components/PyTorch/Create_PyTorch_Model_Archive/with_base_handler/component.yaml	35
community-content/pipeline_components/PyTorch/Create_fully_connected_network/component.yaml	106
community-content/pipeline_components/PyTorch/Train_PyTorch_model/from_CSV/component.yaml	191
community-content/pipeline_components/XGBoost/Predict/component.yaml	95
community-content/pipeline_components/XGBoost/Train/component.yaml	224
community-content/pipeline_components/dataset_manipulation/Split_rows_into_subsets/in_CSV/component.yaml	171
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Deploy_to_endpoint/component.yaml	213
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Upload_PyTorch_model_archive/component.yaml	244
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Upload_Scikit-learn_pickle_model/component.yaml	149
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Upload_Tensorflow_model/component.yaml	160
community-content/pipeline_components/google-cloud/Vertex_AI/Models/Upload_XGBoost_model/component.yaml	149
community-content/pipeline_components/google-cloud/storage/download/component.yaml	31
community-content/pipeline_components/image_ml_model_training/load_image_classification_model/component.yaml	108
community-content/pipeline_components/image_ml_model_training/pipeline.py	45
community-content/pipeline_components/image_ml_model_training/preprocess_image_data/component.yaml	53
community-content/pipeline_components/image_ml_model_training/train_image_classification_model/component.yaml	86
community-content/pipeline_components/image_ml_model_training/transcode_tfrecord_image_dataset_from_csv/component.yaml	33
community-content/pipeline_components/image_ml_model_training/transcode_tfrecord_image_dataset_from_jsonl/component.yaml	35
community-content/pipeline_components/pandas/Binarize_column/in_CSV_format/component.yaml	92
community-content/pipeline_components/pandas/Fill_all_missing_values/in_CSV_format/component.yaml	69
community-content/pipeline_components/pandas/Select_columns/in_CSV_format/component.yaml	55
community-content/pipeline_components/tensorflow/Create_fully_connected_network/component.yaml	89
community-content/pipeline_components/tensorflow/Predict/on_CSV/component.yaml	88
community-content/pipeline_components/tensorflow/Train_model_using_Keras/on_CSV/component.yaml	147
community-content/prediction_featurestore_integration/prediction_featurestore_integration.ipynb	1507
community-content/pytorch_efficient_training/resnet.py	145
community-content/pytorch_efficient_training/resnet_ddp.py	179
community-content/pytorch_efficient_training/resnet_ddp_wds.py	188
community-content/pytorch_efficient_training/resnet_dp.py	154
community-content/pytorch_efficient_training/resnet_fsdp.py	184
community-content/pytorch_efficient_training/resnet_fsdp_wds.py	191
community-content/pytorch_efficient_training/shard_imagenet.py	59
community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer/__init__.py	1
community-content/pytorch_image_classification_distributed_data_parallel_training_with_vertex_sdk/trainer/task.py	253
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/convert_b64.py	11
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/model_server/__init__.py	1
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/model_server/handler.py	3
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/model_server/model.py	4
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/trainer/__init__.py	1
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/trainer/task.py	194
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/vertex_prediction_with_custom_torchserve_container.ipynb	598
community-content/pytorch_image_classification_single_gpu_with_vertex_sdk_and_torchserve/vertex_training_with_custom_container.ipynb	431
community-content/pytorch_pre_built_images_deployment/predictor/custom_handler.py	54
community-content/pytorch_pre_built_images_deployment/pytorch-text-classification-vertex-ai-deploy.ipynb	1615
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/__init__.py	1
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/experiment.py	69
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/metadata.py	5
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/model.py	8
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/task.py	53
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/custom_container/trainer/utils.py	50
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/predictor/custom_handler.py	54
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/setup.py	19
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/__init__.py	1
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/experiment.py	69
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/metadata.py	5
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/model.py	8
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/task.py	53
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/python_package/trainer/utils.py	50
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/pytorch-text-classification-vertex-ai-pipelines.ipynb	2429
community-content/pytorch_text_classification_using_vertex_sdk_and_gcloud/pytorch-text-classification-vertex-ai-train-tune-deploy.ipynb	4016
community-content/sklearn_text_classification_from_script_using_vertex_sdk/create_job.ipynb	290
community-content/sklearn_text_classification_from_script_using_vertex_sdk/task.py	80
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/mlops_pipeline_tf_agents_bandits_movie_recommendation.ipynb	1642
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/generator/component.yaml	311
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/generator/generator_component.py	140
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/ingester/component.yaml	201
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/ingester/ingester_component.py	78
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/logger/main.py	143
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/prediction_container/main.py	62
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/simulator/main.py	45
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/trainer/component.yaml	279
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/mlops_pipeline_tf_agents_bandits_movie_recommendation/src/trainer/trainer_component.py	143
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/step_by_step_sdk_tf_agents_bandits_movie_recommendation/src/prediction/main.py	24
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/step_by_step_sdk_tf_agents_bandits_movie_recommendation/src/training/policy_util.py	72
community-content/tf_agents_bandits_movie_recommendation_with_kfp_and_vertex_sdk/step_by_step_sdk_tf_agents_bandits_movie_recommendation/src/training/task.py	161
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/multi_worker_vertex_training_on_cpu_with_custom_container.ipynb	363
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/multi_worker_vertex_training_on_gpu_with_custom_container.ipynb	367
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/trainer/__init__.py	1
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/trainer/distribution_utils.py	42
community-content/tf_keras_image_classification_distributed_multi_worker_with_vertex_sdk/trainer/task.py	131
community-content/tf_keras_text_classification_distributed_single_worker_gpus_with_gcloud_local_run_and_vertex_sdk/trainer/__init__.py	1
community-content/tf_keras_text_classification_distributed_single_worker_gpus_with_gcloud_local_run_and_vertex_sdk/trainer/distribution_utils.py	14
community-content/tf_keras_text_classification_distributed_single_worker_gpus_with_gcloud_local_run_and_vertex_sdk/trainer/task.py	206
community-content/tf_keras_text_classification_distributed_single_worker_gpus_with_gcloud_local_run_and_vertex_sdk/vertex_training_with_local_mode_container.ipynb	380
community-content/vertex_cpr_samples/sklearn/predictor_Classifier.py	26
community-content/vertex_cpr_samples/sklearn/predictor_LinearRegression.py	26
community-content/vertex_cpr_samples/sklearn/predictor_SGDClassifier.py	26
community-content/vertex_cpr_samples/torch/predictor_resnet.py	27
community-content/vertex_cpr_samples/torch/predictor_transformers.py	61
community-content/vertex_cpr_samples/xgboost/predictor_Classifier.py	29
community-content/vertex_cpr_samples/xgboost/predictor_xgbranker.py	34
community-content/vertex_model_garden/model_oss/autogluon/serve.py	47
community-content/vertex_model_garden/model_oss/autogluon/train.py	108
community-content/vertex_model_garden/model_oss/cloudnerf/configs/accelerate_config.yaml	16
community-content/vertex_model_garden/model_oss/data_converter/common_lib.py	374
community-content/vertex_model_garden/model_oss/data_converter/convert_coco_label_map_iod.py	86
community-content/vertex_model_garden/model_oss/data_converter/convert_imagenet_label_map.py	64
community-content/vertex_model_garden/model_oss/data_converter/data_converter_icn_lib.py	111
community-content/vertex_model_garden/model_oss/data_converter/data_converter_iod_lib.py	284
community-content/vertex_model_garden/model_oss/data_converter/data_converter_isg_lib.py	215
community-content/vertex_model_garden/model_oss/data_converter/data_converter_main.py	153
community-content/vertex_model_garden/model_oss/data_converter/data_converter_vcn_lib.py	181
community-content/vertex_model_garden/model_oss/detectron2/__init__.py	1
community-content/vertex_model_garden/model_oss/detectron2/handler.py	115
community-content/vertex_model_garden/model_oss/detectron2/trainer_utils.py	88
community-content/vertex_model_garden/model_oss/diffusers/handler.py	209
community-content/vertex_model_garden/model_oss/imagebind/handler.py	185
community-content/vertex_model_garden/model_oss/jax_vision_transformer/vit_config_without_data.py	17
community-content/vertex_model_garden/model_oss/jax_vision_transformer/vit_jax2tf.py	1
community-content/vertex_model_garden/model_oss/keras/serve.py	133
community-content/vertex_model_garden/model_oss/keras/train.py	252
community-content/vertex_model_garden/model_oss/llava/handler.py	130
community-content/vertex_model_garden/model_oss/llava/model_handler_setup.py	33
community-content/vertex_model_garden/model_oss/movinet/serving/serving_main.py	102
community-content/vertex_model_garden/model_oss/movinet/serving/video_serving_lib.py	261
community-content/vertex_model_garden/model_oss/movinet/train.py	162
community-content/vertex_model_garden/model_oss/notebook_util/common_util.py	419
community-content/vertex_model_garden/model_oss/notebook_util/dataset_validation_util.py	323
community-content/vertex_model_garden/model_oss/open_clip/handler.py	140
community-content/vertex_model_garden/model_oss/peft/handler.py	309
community-content/vertex_model_garden/model_oss/peft/train/axolotl/train_entrypoint.py	64
community-content/vertex_model_garden/model_oss/peft/train/util/cluster_spec.py	44
community-content/vertex_model_garden/model_oss/peft/train/util/common_util.py	12
community-content/vertex_model_garden/model_oss/peft/train/util/dataset_stats.py	152
community-content/vertex_model_garden/model_oss/peft/train/util/device_stats.py	88
community-content/vertex_model_garden/model_oss/peft/train/vmg/callbacks.py	103
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/custom_loglikelihood.yaml	18
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/ddp_4gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/ddp_8gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/deepspeed_zero2_4gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/deepspeed_zero2_8gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/deepspeed_zero3_4gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/deepspeed_zero3_8gpu.yaml	17
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/gemma2_fsdp_8gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_128gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_16gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_24gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_32gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_fsdp_8gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_hsdp_16gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_hsdp_24gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/llama_hsdp_32gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/configs/qwen2_fsdp_8gpu.yaml	28
community-content/vertex_model_garden/model_oss/peft/train/vmg/dockerfile/merge_env.yaml	41
community-content/vertex_model_garden/model_oss/peft/train/vmg/eval_lib.py	163
community-content/vertex_model_garden/model_oss/peft/train/vmg/instruct_lora.py	722
community-content/vertex_model_garden/model_oss/peft/train/vmg/merge_causal_language_model_lora.py	83
community-content/vertex_model_garden/model_oss/peft/train/vmg/train_entrypoint.py	210
community-content/vertex_model_garden/model_oss/peft/train/vmg/utils.py	261
community-content/vertex_model_garden/model_oss/peft/train/vmg/validate_dataset_with_template.py	66
community-content/vertex_model_garden/model_oss/pic2word/handler.py	122
community-content/vertex_model_garden/model_oss/tfvision/configs/__init__.py	2
community-content/vertex_model_garden/model_oss/tfvision/configs/backbones.py	15
community-content/vertex_model_garden/model_oss/tfvision/configs/hub_model.py	152
community-content/vertex_model_garden/model_oss/tfvision/modeling/backbones/__init__.py	1
community-content/vertex_model_garden/model_oss/tfvision/modeling/backbones/hub_model.py	107
community-content/vertex_model_garden/model_oss/tfvision/registry_imports.py	2
community-content/vertex_model_garden/model_oss/tfvision/serving/automl_constants.py	10
community-content/vertex_model_garden/model_oss/tfvision/serving/detection.py	298
community-content/vertex_model_garden/model_oss/tfvision/serving/export_oss_saved_model.py	219
community-content/vertex_model_garden/model_oss/tfvision/serving/export_oss_saved_model_lib.py	119
community-content/vertex_model_garden/model_oss/tfvision/serving/image_classification.py	107
community-content/vertex_model_garden/model_oss/tfvision/serving/semantic_segmentation_export_module_lib.py	26
community-content/vertex_model_garden/model_oss/tfvision/train_hpt_oss.py	283
community-content/vertex_model_garden/model_oss/timm/handler.py	65
community-content/vertex_model_garden/model_oss/transformers/biogpt_handler.py	71
community-content/vertex_model_garden/model_oss/transformers/handler.py	195
community-content/vertex_model_garden/model_oss/transformers/sam_handler.py	124
community-content/vertex_model_garden/model_oss/util/commons.py	60
community-content/vertex_model_garden/model_oss/util/constants.py	102
community-content/vertex_model_garden/model_oss/util/fileutils.py	252
community-content/vertex_model_garden/model_oss/util/gcs_syncer.py	98
community-content/vertex_model_garden/model_oss/util/hypertune_utils.py	15
community-content/vertex_model_garden/model_oss/util/image_format_converter.py	11
community-content/vertex_model_garden/model_oss/vot/handler.py	151
community-content/vertex_model_garden/model_oss/vot/visualization_utils.py	113
community-content/vertex_pipeline_kfpv2/async_prediction.py	28
community-content/vertex_pipeline_kfpv2/batch_prediction.py	40
community-content/vertex_pipeline_kfpv2/create-endpoint.py	22
community-content/vertex_pipeline_kfpv2/customjob.py	37
community-content/vertex_pipeline_kfpv2/deploy-model.py	39
community-content/vertex_pipeline_kfpv2/evaluate-model.py	30
community-content/vertex_pipeline_kfpv2/pipelinejob.py	33
community-content/vertex_pipeline_kfpv2/run-experiment.py	26
community-content/vertex_pipeline_kfpv2/train-model.py	24