path	# lines of code
ci-scripts/queue_build.py	115
src/sagemaker/modules/types.py	4
src/sagemaker/modules/__init__.py	4
src/sagemaker/modules/constants.py	19
src/sagemaker/modules/templates.py	5
src/sagemaker/modules/local_core/local_container.py	348
src/sagemaker/modules/train/__init__.py	2
src/sagemaker/modules/train/model_trainer.py	729
src/sagemaker/modules/train/container_drivers/common/__init__.py	1
src/sagemaker/modules/train/container_drivers/common/utils.py	119
src/sagemaker/modules/train/container_drivers/scripts/__init__.py	1
src/sagemaker/modules/train/container_drivers/scripts/environment.py	205
src/sagemaker/modules/train/container_drivers/__init__.py	1
src/sagemaker/modules/train/container_drivers/distributed_drivers/mpi_utils.py	197
src/sagemaker/modules/train/container_drivers/distributed_drivers/__init__.py	1
src/sagemaker/modules/train/container_drivers/distributed_drivers/torchrun_driver.py	73
src/sagemaker/modules/train/container_drivers/distributed_drivers/mpi_driver.py	58
src/sagemaker/modules/train/container_drivers/distributed_drivers/basic_script_driver.py	44
src/sagemaker/modules/train/sm_recipes/__init__.py	1
src/sagemaker/modules/train/sm_recipes/utils.py	226
src/sagemaker/modules/utils.py	81
src/sagemaker/modules/configs.py	83
src/sagemaker/modules/distributed.py	48
src/sagemaker/base_predictor.py	534
src/sagemaker/clarify.py	1618
src/sagemaker/lineage/artifact.py	321
src/sagemaker/lineage/visualizer.py	164
src/sagemaker/lineage/__init__.py	1
src/sagemaker/lineage/context.py	262
src/sagemaker/lineage/action.py	164
src/sagemaker/lineage/association.py	81
src/sagemaker/lineage/query.py	432
src/sagemaker/lineage/lineage_trial_component.py	98
src/sagemaker/lineage/_utils.py	17
src/sagemaker/lineage/_api_types.py	82
src/sagemaker/instance_types_gpu_info.py	14
src/sagemaker/inference_recommender/__init__.py	5
src/sagemaker/inference_recommender/inference_recommender_mixin.py	410
src/sagemaker/mxnet/estimator.py	139
src/sagemaker/mxnet/__init__.py	4
src/sagemaker/mxnet/defaults.py	2
src/sagemaker/mxnet/processing.py	50
src/sagemaker/mxnet/model.py	188
src/sagemaker/chainer/estimator.py	122
src/sagemaker/chainer/__init__.py	3
src/sagemaker/chainer/defaults.py	2
src/sagemaker/chainer/model.py	182
src/sagemaker/automl/__init__.py	1
src/sagemaker/automl/automlv2.py	840
src/sagemaker/automl/candidate_estimator.py	222
src/sagemaker/automl/automl.py	589
src/sagemaker/instance_group.py	17
src/sagemaker/tensorflow/serving.py	8
src/sagemaker/tensorflow/estimator.py	273
src/sagemaker/tensorflow/__init__.py	5
src/sagemaker/tensorflow/training_compiler/__init__.py	1
src/sagemaker/tensorflow/training_compiler/config.py	38
src/sagemaker/tensorflow/defaults.py	2
src/sagemaker/tensorflow/processing.py	50
src/sagemaker/tensorflow/model.py	329
src/sagemaker/serve/validations/check_integrity.py	20
src/sagemaker/serve/validations/optimization.py	181
src/sagemaker/serve/validations/__init__.py	1
src/sagemaker/serve/validations/parse_registry_accounts.py	28
src/sagemaker/serve/validations/check_image_and_hardware_type.py	75
src/sagemaker/serve/validations/check_image_uri.py	295
src/sagemaker/serve/mode/__init__.py	1
src/sagemaker/serve/mode/local_container_mode.py	201
src/sagemaker/serve/mode/function_pointers.py	9
src/sagemaker/serve/mode/sagemaker_endpoint_mode.py	130
src/sagemaker/serve/mode/in_process_mode.py	65
src/sagemaker/serve/utils/hf_utils.py	35
src/sagemaker/serve/utils/types.py	37
src/sagemaker/serve/utils/telemetry_logger.py	217
src/sagemaker/serve/utils/lineage_utils.py	214
src/sagemaker/serve/utils/__init__.py	1
src/sagemaker/serve/utils/logging_agent.py	73
src/sagemaker/serve/utils/uploader.py	95
src/sagemaker/serve/utils/exceptions.py	40
src/sagemaker/serve/utils/predictors.py	290
src/sagemaker/serve/utils/lineage_constants.py	15
src/sagemaker/serve/utils/tuning.py	220
src/sagemaker/serve/utils/optimize_utils.py	248
src/sagemaker/serve/utils/hardware_detector.py	69
src/sagemaker/serve/utils/task.py	20
src/sagemaker/serve/utils/local_hardware.py	173
src/sagemaker/serve/__init__.py	22
src/sagemaker/serve/model_server/tgi/prepare.py	61
src/sagemaker/serve/model_server/tgi/__init__.py	1
src/sagemaker/serve/model_server/tgi/utils.py	35
src/sagemaker/serve/model_server/tgi/server.py	136
src/sagemaker/serve/model_server/tei/__init__.py	1
src/sagemaker/serve/model_server/tei/server.py	111
src/sagemaker/serve/model_server/torchserve/prepare.py	50
src/sagemaker/serve/model_server/torchserve/xgboost_inference.py	146
src/sagemaker/serve/model_server/torchserve/inference.py	135
src/sagemaker/serve/model_server/torchserve/__init__.py	1
src/sagemaker/serve/model_server/torchserve/server.py	98
src/sagemaker/serve/model_server/in_process_model_server/app.py	114
src/sagemaker/serve/model_server/in_process_model_server/in_process_server.py	41
src/sagemaker/serve/model_server/djl_serving/prepare.py	62
src/sagemaker/serve/model_server/djl_serving/__init__.py	1
src/sagemaker/serve/model_server/djl_serving/utils.py	94
src/sagemaker/serve/model_server/djl_serving/server.py	114
src/sagemaker/serve/model_server/tensorflow_serving/prepare.py	45
src/sagemaker/serve/model_server/tensorflow_serving/inference.py	92
src/sagemaker/serve/model_server/tensorflow_serving/__init__.py	1
src/sagemaker/serve/model_server/tensorflow_serving/server.py	98
src/sagemaker/serve/model_server/smd/prepare.py	46
src/sagemaker/serve/model_server/smd/custom_execution_inference.py	37
src/sagemaker/serve/model_server/smd/server.py	46
src/sagemaker/serve/model_server/triton/__init__.py	1
src/sagemaker/serve/model_server/triton/config_template.py	2
src/sagemaker/serve/model_server/triton/triton_builder.py	374
src/sagemaker/serve/model_server/triton/server.py	118
src/sagemaker/serve/model_server/triton/model.py	53
src/sagemaker/serve/model_server/multi_model_server/prepare.py	67
src/sagemaker/serve/model_server/multi_model_server/inference.py	94
src/sagemaker/serve/model_server/multi_model_server/__init__.py	1
src/sagemaker/serve/model_server/multi_model_server/server.py	129
src/sagemaker/serve/spec/inference_base.py	18
src/sagemaker/serve/spec/__init__.py	1
src/sagemaker/serve/spec/inference_spec.py	11
src/sagemaker/serve/save_retrive/__init__.py	1
src/sagemaker/serve/save_retrive/version_1_0_0/__init__.py	1
src/sagemaker/serve/save_retrive/version_1_0_0/metadata/__init__.py	1
src/sagemaker/serve/save_retrive/version_1_0_0/metadata/metadata.py	112
src/sagemaker/serve/save_retrive/version_1_0_0/save/framework/framework_handler.py	26
src/sagemaker/serve/save_retrive/version_1_0_0/save/framework/__init__.py	1
src/sagemaker/serve/save_retrive/version_1_0_0/save/framework/pytorch_handler.py	178
src/sagemaker/serve/save_retrive/version_1_0_0/save/framework/xgboost_handler.py	165
src/sagemaker/serve/save_retrive/version_1_0_0/save/__init__.py	1
src/sagemaker/serve/save_retrive/version_1_0_0/save/save_handler.py	206
src/sagemaker/serve/save_retrive/version_1_0_0/save/utils.py	126
src/sagemaker/serve/marshalling/custom_payload_translator.py	23
src/sagemaker/serve/marshalling/__init__.py	1
src/sagemaker/serve/marshalling/triton_translator.py	72
src/sagemaker/serve/builder/tgi_builder.py	418
src/sagemaker/serve/builder/__init__.py	1
src/sagemaker/serve/builder/serve_settings.py	48
src/sagemaker/serve/builder/requirements_manager.py	45
src/sagemaker/serve/builder/schema_builder.py	212
src/sagemaker/serve/builder/tei_builder.py	185
src/sagemaker/serve/builder/triton_schema_builder.py	146
src/sagemaker/serve/builder/jumpstart_builder.py	815
src/sagemaker/serve/builder/model_builder.py	1601
src/sagemaker/serve/builder/tf_serving_builder.py	92
src/sagemaker/serve/builder/djl_builder.py	392
src/sagemaker/serve/builder/transformers_builder.py	316
src/sagemaker/serve/detector/pickle_dependencies.py	91
src/sagemaker/serve/detector/__init__.py	1
src/sagemaker/serve/detector/pickler.py	35
src/sagemaker/serve/detector/image_detector.py	175
src/sagemaker/serve/detector/dependency_manager.py	86
src/sagemaker/serve/model_format/mlflow/constants.py	39
src/sagemaker/serve/model_format/mlflow/utils.py	239
src/sagemaker/pipeline.py	296
src/sagemaker/model_card/schema_constraints.py	61
src/sagemaker/model_card/__init__.py	29
src/sagemaker/model_card/helpers.py	206
src/sagemaker/model_card/evaluation_metric_parsers.py	320
src/sagemaker/model_card/model_card.py	1116
src/sagemaker/estimator.py	1903
src/sagemaker/local/pipeline.py	389
src/sagemaker/local/__init__.py	7
src/sagemaker/local/exceptions.py	6
src/sagemaker/local/data.py	129
src/sagemaker/local/local_session.py	417
src/sagemaker/local/utils.py	113
src/sagemaker/local/image.py	702
src/sagemaker/local/entities.py	674
src/sagemaker/predictor_async.py	229
src/sagemaker/jumpstart/types.py	2196
src/sagemaker/jumpstart/filters.py	350
src/sagemaker/jumpstart/artifacts/resource_names.py	42
src/sagemaker/jumpstart/artifacts/__init__.py	56
src/sagemaker/jumpstart/artifacts/hyperparameters.py	62
src/sagemaker/jumpstart/artifacts/metric_definitions.py	66
src/sagemaker/jumpstart/artifacts/payloads.py	49
src/sagemaker/jumpstart/artifacts/model_packages.py	105
src/sagemaker/jumpstart/artifacts/environment_variables.py	142
src/sagemaker/jumpstart/artifacts/predictors.py	263
src/sagemaker/jumpstart/artifacts/script_uris.py	82
src/sagemaker/jumpstart/artifacts/incremental_training.py	41
src/sagemaker/jumpstart/artifacts/instance_types.py	120
src/sagemaker/jumpstart/artifacts/image_uris.py	75
src/sagemaker/jumpstart/artifacts/resource_requirements.py	94
src/sagemaker/jumpstart/artifacts/model_uris.py	139
src/sagemaker/jumpstart/artifacts/kwargs.py	136
src/sagemaker/jumpstart/estimator.py	398
src/sagemaker/jumpstart/__init__.py	1
src/sagemaker/jumpstart/validators.py	177
src/sagemaker/jumpstart/cache.py	460
src/sagemaker/jumpstart/payload_utils.py	137
src/sagemaker/jumpstart/exceptions.py	148
src/sagemaker/jumpstart/session_utils.py	148
src/sagemaker/jumpstart/hub/types.py	14
src/sagemaker/jumpstart/hub/__init__.py	1
src/sagemaker/jumpstart/hub/parser_utils.py	37
src/sagemaker/jumpstart/hub/hub.py	196
src/sagemaker/jumpstart/hub/constants.py	2
src/sagemaker/jumpstart/hub/utils.py	175
src/sagemaker/jumpstart/hub/parsers.py	224
src/sagemaker/jumpstart/hub/interfaces.py	635
src/sagemaker/jumpstart/accessors.py	236
src/sagemaker/jumpstart/notebook_utils.py	356
src/sagemaker/jumpstart/constants.py	145
src/sagemaker/jumpstart/factory/estimator.py	684
src/sagemaker/jumpstart/factory/__init__.py	1
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src/sagemaker/jumpstart/factory/model.py	720
src/sagemaker/jumpstart/utils.py	1159
src/sagemaker/jumpstart/enums.py	76
src/sagemaker/jumpstart/parameters.py	6
src/sagemaker/jumpstart/model.py	584
src/sagemaker/__init__.py	59
src/sagemaker/djl_inference/__init__.py	3
src/sagemaker/djl_inference/djl_predictor.py	21
src/sagemaker/djl_inference/model.py	131
src/sagemaker/partner_app/__init__.py	2
src/sagemaker/partner_app/auth_utils.py	57
src/sagemaker/partner_app/auth_provider.py	55
src/sagemaker/explainer/__init__.py	9
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src/sagemaker/explainer/explainer_config.py	16
src/sagemaker/algorithm.py	302
src/sagemaker/debugger/metrics_config.py	192
src/sagemaker/debugger/__init__.py	25
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src/sagemaker/debugger/profiler.py	18
src/sagemaker/debugger/utils.py	50
src/sagemaker/debugger/profiler_constants.py	22
src/sagemaker/debugger/framework_profile.py	106
src/sagemaker/debugger/profiler_config.py	60
src/sagemaker/git_utils.py	145
src/sagemaker/hyperparameters.py	70
src/sagemaker/amazon/linear_learner.py	277
src/sagemaker/amazon/factorization_machines.py	165
src/sagemaker/amazon/pca.py	114
src/sagemaker/amazon/validation.py	25
src/sagemaker/amazon/kmeans.py	121
src/sagemaker/amazon/__init__.py	1
src/sagemaker/amazon/ipinsights.py	117
src/sagemaker/amazon/randomcutforest.py	100
src/sagemaker/amazon/lda.py	103
src/sagemaker/amazon/record.proto	104
src/sagemaker/amazon/knn.py	129
src/sagemaker/amazon/ntm.py	137
src/sagemaker/amazon/amazon_estimator.py	257
src/sagemaker/amazon/object2vec.py	227
src/sagemaker/amazon/hyperparameter.py	49
src/sagemaker/amazon/common.py	10
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src/sagemaker/metric_definitions.py	38
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src/sagemaker/payloads.py	84
src/sagemaker/config/config_schema.py	1141
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src/sagemaker/serializer_utils.py	132
src/sagemaker/fw_utils.py	672
src/sagemaker/exceptions.py	50
src/sagemaker/mlflow/tracking_server.py	16
src/sagemaker/mlflow/__init__.py	1
src/sagemaker/mlflow/forward_sagemaker_metrics.py	131
src/sagemaker/content_types.py	58
src/sagemaker/spark/__init__.py	2
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src/sagemaker/spark/processing.py	781
src/sagemaker/s3.py	81
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src/sagemaker/wrangler/__init__.py	1
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src/sagemaker/_studio.py	49
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src/sagemaker/pytorch/__init__.py	5
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src/sagemaker/pytorch/defaults.py	2
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src/sagemaker/pytorch/model.py	188
src/sagemaker/stabilityai/__init__.py	2
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src/sagemaker/transformer.py	446
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src/sagemaker/session.py	4992
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src/sagemaker/feature_store/feature_processor/lineage/_pipeline_trigger.py	9
src/sagemaker/feature_store/feature_processor/lineage/_feature_processor_lineage_name_helper.py	63
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src/sagemaker/feature_store/feature_processor/lineage/_feature_group_lineage_entity_handler.py	102
src/sagemaker/feature_store/feature_processor/lineage/_s3_lineage_entity_handler.py	193
src/sagemaker/feature_store/feature_processor/lineage/_transformation_code.py	8
src/sagemaker/feature_store/feature_processor/lineage/constants.py	29
src/sagemaker/feature_store/feature_processor/lineage/_pipeline_version_lineage_entity_handler.py	45
src/sagemaker/feature_store/feature_processor/lineage/_feature_processor_lineage.py	532
src/sagemaker/feature_store/feature_processor/lineage/_pipeline_lineage_entity_handler.py	51
src/sagemaker/feature_store/feature_processor/lineage/_pipeline_schedule.py	10
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src/sagemaker/feature_store/feature_processor/lineage/_lineage_association_handler.py	174
src/sagemaker/feature_store/feature_processor/_constants.py	39
src/sagemaker/feature_store/feature_processor/_spark_factory.py	108
src/sagemaker/feature_store/feature_processor/feature_processor.py	43
src/sagemaker/feature_store/feature_processor/_config_uploader.py	150
src/sagemaker/feature_store/feature_processor/_input_offset_parser.py	53
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src/sagemaker/feature_store/feature_processor/_feature_processor_config.py	42
src/sagemaker/feature_store/feature_processor/_enums.py	11
src/sagemaker/feature_store/feature_processor/_udf_wrapper.py	38
src/sagemaker/feature_store/feature_processor/_validation.py	90
src/sagemaker/feature_store/feature_processor/_input_loader.py	209
src/sagemaker/feature_store/feature_processor/_udf_output_receiver.py	50
src/sagemaker/feature_store/feature_processor/_params_loader.py	31
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src/sagemaker/feature_store/feature_processor/_factory.py	81
src/sagemaker/feature_store/feature_processor/_event_bridge_scheduler_helper.py	71
src/sagemaker/feature_store/feature_processor/_data_source.py	41
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src/sagemaker/workflow/selective_execution_config.py	25
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src/sagemaker/workflow/parallelism_config.py	9
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src/sagemaker/workflow/entities.py	47
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src/sagemaker/workflow/parameters.py	98
src/sagemaker/workflow/_event_bridge_client_helper.py	53
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doc/conf.py	60
doc/doc_utils/__init__.py	1
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hatch_build.py	29
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