CHANGELOG.md
LICENSE.txt
README.md
pyproject.toml
snowflake/cortex/__init__.py
snowflake/cortex/_classify_text.py
snowflake/cortex/_complete.py
snowflake/cortex/_embed_text_1024.py
snowflake/cortex/_embed_text_768.py
snowflake/cortex/_extract_answer.py
snowflake/cortex/_finetune.py
snowflake/cortex/_sentiment.py
snowflake/cortex/_sse_client.py
snowflake/cortex/_summarize.py
snowflake/cortex/_translate.py
snowflake/cortex/_util.py
snowflake/ml/version.py
snowflake/ml/_internal/env.py
snowflake/ml/_internal/env_utils.py
snowflake/ml/_internal/file_utils.py
snowflake/ml/_internal/init_utils.py
snowflake/ml/_internal/migrator_utils.py
snowflake/ml/_internal/platform_capabilities.py
snowflake/ml/_internal/relax_version_strategy.py
snowflake/ml/_internal/telemetry.py
snowflake/ml/_internal/type_utils.py
snowflake/ml/_internal/exceptions/dataset_error_messages.py
snowflake/ml/_internal/exceptions/dataset_errors.py
snowflake/ml/_internal/exceptions/error_codes.py
snowflake/ml/_internal/exceptions/error_messages.py
snowflake/ml/_internal/exceptions/exceptions.py
snowflake/ml/_internal/exceptions/fileset_error_messages.py
snowflake/ml/_internal/exceptions/fileset_errors.py
snowflake/ml/_internal/exceptions/modeling_error_messages.py
snowflake/ml/_internal/exceptions/sql_error_codes.py
snowflake/ml/_internal/human_readable_id/adjectives.txt
snowflake/ml/_internal/human_readable_id/animals.txt
snowflake/ml/_internal/human_readable_id/hrid_generator.py
snowflake/ml/_internal/human_readable_id/hrid_generator_base.py
snowflake/ml/_internal/lineage/lineage_utils.py
snowflake/ml/_internal/utils/connection_params.py
snowflake/ml/_internal/utils/db_utils.py
snowflake/ml/_internal/utils/formatting.py
snowflake/ml/_internal/utils/identifier.py
snowflake/ml/_internal/utils/import_utils.py
snowflake/ml/_internal/utils/jwt_generator.py
snowflake/ml/_internal/utils/mixins.py
snowflake/ml/_internal/utils/parallelize.py
snowflake/ml/_internal/utils/pkg_version_utils.py
snowflake/ml/_internal/utils/query_result_checker.py
snowflake/ml/_internal/utils/result.py
snowflake/ml/_internal/utils/service_logger.py
snowflake/ml/_internal/utils/snowflake_env.py
snowflake/ml/_internal/utils/snowpark_dataframe_utils.py
snowflake/ml/_internal/utils/sql_identifier.py
snowflake/ml/_internal/utils/table_manager.py
snowflake/ml/_internal/utils/tee.py
snowflake/ml/_internal/utils/temp_file_utils.py
snowflake/ml/_internal/utils/url.py
snowflake/ml/data/__init__.py
snowflake/ml/data/data_connector.py
snowflake/ml/data/data_ingestor.py
snowflake/ml/data/data_source.py
snowflake/ml/data/ingestor_utils.py
snowflake/ml/data/torch_utils.py
snowflake/ml/data/_internal/arrow_ingestor.py
snowflake/ml/dataset/__init__.py
snowflake/ml/dataset/dataset.py
snowflake/ml/dataset/dataset_factory.py
snowflake/ml/dataset/dataset_metadata.py
snowflake/ml/dataset/dataset_reader.py
snowflake/ml/experiment/__init__.py
snowflake/ml/experiment/_experiment_info.py
snowflake/ml/experiment/experiment_tracking.py
snowflake/ml/experiment/utils.py
snowflake/ml/experiment/_client/artifact.py
snowflake/ml/experiment/_client/experiment_tracking_sql_client.py
snowflake/ml/experiment/_entities/__init__.py
snowflake/ml/experiment/_entities/experiment.py
snowflake/ml/experiment/_entities/run.py
snowflake/ml/experiment/_entities/run_metadata.py
snowflake/ml/experiment/_logging/__init__.py
snowflake/ml/experiment/_logging/experiment_logger.py
snowflake/ml/experiment/_logging/experiment_logging_context.py
snowflake/ml/experiment/callback/keras.py
snowflake/ml/experiment/callback/lightgbm.py
snowflake/ml/experiment/callback/xgboost.py
snowflake/ml/feature_store/__init__.py
snowflake/ml/feature_store/_compute_fn_validation.py
snowflake/ml/feature_store/access_manager.py
snowflake/ml/feature_store/aggregation.py
snowflake/ml/feature_store/entity.py
snowflake/ml/feature_store/feature.py
snowflake/ml/feature_store/feature_group.py
snowflake/ml/feature_store/feature_store.py
snowflake/ml/feature_store/feature_view.py
snowflake/ml/feature_store/feature_view_append_only_validation.py
snowflake/ml/feature_store/feature_view_refresh_freq.py
snowflake/ml/feature_store/interval_utils.py
snowflake/ml/feature_store/metadata_manager.py
snowflake/ml/feature_store/online_service.py
snowflake/ml/feature_store/online_service_http_client.py
snowflake/ml/feature_store/realtime_config.py
snowflake/ml/feature_store/realtime_dataset.py
snowflake/ml/feature_store/realtime_dataset_udf.py
snowflake/ml/feature_store/realtime_registration.py
snowflake/ml/feature_store/request_source.py
snowflake/ml/feature_store/stream_config.py
snowflake/ml/feature_store/stream_source.py
snowflake/ml/feature_store/streaming_registration.py
snowflake/ml/feature_store/tile_sql_generator.py
snowflake/ml/feature_store/examples/example_helper.py
snowflake/ml/feature_store/examples/airline_features/entities.py
snowflake/ml/feature_store/examples/airline_features/source.yaml
snowflake/ml/feature_store/examples/airline_features/features/plane_features.py
snowflake/ml/feature_store/examples/airline_features/features/weather_features.py
snowflake/ml/feature_store/examples/citibike_trip_features/entities.py
snowflake/ml/feature_store/examples/citibike_trip_features/source.yaml
snowflake/ml/feature_store/examples/citibike_trip_features/features/station_feature.py
snowflake/ml/feature_store/examples/citibike_trip_features/features/trip_feature.py
snowflake/ml/feature_store/examples/new_york_taxi_features/entities.py
snowflake/ml/feature_store/examples/new_york_taxi_features/source.yaml
snowflake/ml/feature_store/examples/new_york_taxi_features/features/location_features.py
snowflake/ml/feature_store/examples/new_york_taxi_features/features/trip_features.py
snowflake/ml/feature_store/examples/source_data/airline.yaml
snowflake/ml/feature_store/examples/source_data/citibike_trips.yaml
snowflake/ml/feature_store/examples/source_data/fraud_transactions.yaml
snowflake/ml/feature_store/examples/source_data/nyc_yellow_trips.yaml
snowflake/ml/feature_store/examples/source_data/winequality_red.yaml
snowflake/ml/feature_store/examples/wine_quality_features/entities.py
snowflake/ml/feature_store/examples/wine_quality_features/source.yaml
snowflake/ml/feature_store/examples/wine_quality_features/features/managed_wine_features.py
snowflake/ml/feature_store/examples/wine_quality_features/features/static_wine_features.py
snowflake/ml/feature_store/spec/__init__.py
snowflake/ml/feature_store/spec/builder.py
snowflake/ml/feature_store/spec/enums.py
snowflake/ml/feature_store/spec/models.py
snowflake/ml/feature_store/spec/table_schema_evolution.py
snowflake/ml/fileset/embedded_stage_fs.py
snowflake/ml/fileset/fileset.py
snowflake/ml/fileset/sfcfs.py
snowflake/ml/fileset/snowfs.py
snowflake/ml/fileset/stage_fs.py
snowflake/ml/jobs/__init__.py
snowflake/ml/jobs/decorators.py
snowflake/ml/jobs/job.py
snowflake/ml/jobs/job_definition.py
snowflake/ml/jobs/manager.py
snowflake/ml/jobs/_interop/__init__.py
snowflake/ml/jobs/_interop/data_utils.py
snowflake/ml/jobs/_interop/dto_schema.py
snowflake/ml/jobs/_interop/exception_utils.py
snowflake/ml/jobs/_interop/legacy.py
snowflake/ml/jobs/_interop/protocols.py
snowflake/ml/jobs/_interop/results.py
snowflake/ml/jobs/_interop/utils.py
snowflake/ml/jobs/_utils/__init__.py
snowflake/ml/jobs/_utils/arg_protocol.py
snowflake/ml/jobs/_utils/constants.py
snowflake/ml/jobs/_utils/feature_flags.py
snowflake/ml/jobs/_utils/payload_utils.py
snowflake/ml/jobs/_utils/query_helper.py
snowflake/ml/jobs/_utils/runtime_env_utils.py
snowflake/ml/jobs/_utils/stage_utils.py
snowflake/ml/jobs/_utils/type_utils.py
snowflake/ml/jobs/_utils/scripts/__init__.py
snowflake/ml/jobs/_utils/scripts/constants.py
snowflake/ml/jobs/_utils/scripts/get_instance_ip.py
snowflake/ml/jobs/_utils/scripts/mljob_launcher.py
snowflake/ml/jobs/_utils/scripts/signal_workers.py
snowflake/ml/jobs/_utils/scripts/signal_workers_test.py
snowflake/ml/jobs/_utils/scripts/start_mlruntime.sh
snowflake/ml/jobs/_utils/scripts/startup.sh
snowflake/ml/jobs/_utils/scripts/worker_shutdown_listener.py
snowflake/ml/lineage/__init__.py
snowflake/ml/lineage/lineage_node.py
snowflake/ml/model/__init__.py
snowflake/ml/model/code_path.py
snowflake/ml/model/compute_pool.py
snowflake/ml/model/custom_model.py
snowflake/ml/model/event_handler.py
snowflake/ml/model/inference_engine.py
snowflake/ml/model/model_signature.py
snowflake/ml/model/openai_signatures.py
snowflake/ml/model/target_platform.py
snowflake/ml/model/task.py
snowflake/ml/model/type_hints.py
snowflake/ml/model/volatility.py
snowflake/ml/model/_client/model/batch_inference_serialization.py
snowflake/ml/model/_client/model/batch_inference_specs.py
snowflake/ml/model/_client/model/batch_inference_task.py
snowflake/ml/model/_client/model/inference_engine_utils.py
snowflake/ml/model/_client/model/model_impl.py
snowflake/ml/model/_client/model/model_version_impl.py
snowflake/ml/model/_client/ops/deployment_step.py
snowflake/ml/model/_client/ops/metadata_ops.py
snowflake/ml/model/_client/ops/model_ops.py
snowflake/ml/model/_client/ops/param_ops.py
snowflake/ml/model/_client/ops/param_utils.py
snowflake/ml/model/_client/ops/service_ops.py
snowflake/ml/model/_client/service/import_model_spec_schema.py
snowflake/ml/model/_client/service/model_deployment_spec.py
snowflake/ml/model/_client/service/model_deployment_spec_schema.py
snowflake/ml/model/_client/sql/_base.py
snowflake/ml/model/_client/sql/model.py
snowflake/ml/model/_client/sql/model_version.py
snowflake/ml/model/_client/sql/service.py
snowflake/ml/model/_client/sql/stage.py
snowflake/ml/model/_client/sql/tag.py
snowflake/ml/model/_model_composer/model_composer.py
snowflake/ml/model/_model_composer/model_manifest/model_manifest.py
snowflake/ml/model/_model_composer/model_manifest/model_manifest_schema.py
snowflake/ml/model/_model_composer/model_method/constants.py
snowflake/ml/model/_model_composer/model_method/function_generator.py
snowflake/ml/model/_model_composer/model_method/infer_function.py_template
snowflake/ml/model/_model_composer/model_method/infer_function_init_once.py_template
snowflake/ml/model/_model_composer/model_method/infer_partitioned.py_template
snowflake/ml/model/_model_composer/model_method/infer_partitioned_init_once.py_template
snowflake/ml/model/_model_composer/model_method/infer_table_function.py_template
snowflake/ml/model/_model_composer/model_method/infer_table_function_init_once.py_template
snowflake/ml/model/_model_composer/model_method/model_method.py
snowflake/ml/model/_model_composer/model_method/utils.py
snowflake/ml/model/_model_composer/model_user_file/model_user_file.py
snowflake/ml/model/_packager/model_handler.py
snowflake/ml/model/_packager/model_packager.py
snowflake/ml/model/_packager/model_save_options.py
snowflake/ml/model/_packager/model_env/model_env.py
snowflake/ml/model/_packager/model_handlers/_base.py
snowflake/ml/model/_packager/model_handlers/_utils.py
snowflake/ml/model/_packager/model_handlers/catboost.py
snowflake/ml/model/_packager/model_handlers/custom.py
snowflake/ml/model/_packager/model_handlers/keras.py
snowflake/ml/model/_packager/model_handlers/lightgbm.py
snowflake/ml/model/_packager/model_handlers/mlflow.py
snowflake/ml/model/_packager/model_handlers/prophet.py
snowflake/ml/model/_packager/model_handlers/pytorch.py
snowflake/ml/model/_packager/model_handlers/sentence_transformers.py
snowflake/ml/model/_packager/model_handlers/sklearn.py
snowflake/ml/model/_packager/model_handlers/snowmlmodel.py
snowflake/ml/model/_packager/model_handlers/tensorflow.py
snowflake/ml/model/_packager/model_handlers/torchscript.py
snowflake/ml/model/_packager/model_handlers/xgboost.py
snowflake/ml/model/_packager/model_handlers/huggingface/__init__.py
snowflake/ml/model/_packager/model_handlers/huggingface/_default.py
snowflake/ml/model/_packager/model_handlers/huggingface/_handler.py
snowflake/ml/model/_packager/model_handlers/huggingface/_openai_chat_wrapper.py
snowflake/ml/model/_packager/model_handlers/huggingface/_task_handler.py
snowflake/ml/model/_packager/model_handlers/huggingface/_utils.py
snowflake/ml/model/_packager/model_handlers/huggingface/audio_classification.py
snowflake/ml/model/_packager/model_handlers/huggingface/audio_text_to_text.py
snowflake/ml/model/_packager/model_handlers/huggingface/automatic_speech_recognition.py
snowflake/ml/model/_packager/model_handlers/huggingface/conversational.py
snowflake/ml/model/_packager/model_handlers/huggingface/document_question_answering.py
snowflake/ml/model/_packager/model_handlers/huggingface/fill_mask.py
snowflake/ml/model/_packager/model_handlers/huggingface/image_classification.py
snowflake/ml/model/_packager/model_handlers/huggingface/image_feature_extraction.py
snowflake/ml/model/_packager/model_handlers/huggingface/image_text_to_text.py
snowflake/ml/model/_packager/model_handlers/huggingface/image_to_text.py
snowflake/ml/model/_packager/model_handlers/huggingface/object_detection.py
snowflake/ml/model/_packager/model_handlers/huggingface/question_answering.py
snowflake/ml/model/_packager/model_handlers/huggingface/summarization.py
snowflake/ml/model/_packager/model_handlers/huggingface/table_question_answering.py
snowflake/ml/model/_packager/model_handlers/huggingface/text2text_generation.py
snowflake/ml/model/_packager/model_handlers/huggingface/text_classification.py
snowflake/ml/model/_packager/model_handlers/huggingface/text_generation.py
snowflake/ml/model/_packager/model_handlers/huggingface/token_classification.py
snowflake/ml/model/_packager/model_handlers/huggingface/translation.py
snowflake/ml/model/_packager/model_handlers/huggingface/video_classification.py
snowflake/ml/model/_packager/model_handlers/huggingface/video_text_to_text.py
snowflake/ml/model/_packager/model_handlers/huggingface/visual_question_answering.py
snowflake/ml/model/_packager/model_handlers/huggingface/zero_shot_audio_classification.py
snowflake/ml/model/_packager/model_handlers/huggingface/zero_shot_image_classification.py
snowflake/ml/model/_packager/model_handlers/huggingface/zero_shot_object_detection.py
snowflake/ml/model/_packager/model_handlers/huggingface/zero_shot_text_classification.py
snowflake/ml/model/_packager/model_handlers_migrator/base_migrator.py
snowflake/ml/model/_packager/model_handlers_migrator/pytorch_migrator_2023_12_01.py
snowflake/ml/model/_packager/model_handlers_migrator/tensorflow_migrator_2023_12_01.py
snowflake/ml/model/_packager/model_handlers_migrator/tensorflow_migrator_2025_01_01.py
snowflake/ml/model/_packager/model_handlers_migrator/torchscript_migrator_2023_12_01.py
snowflake/ml/model/_packager/model_meta/model_blob_meta.py
snowflake/ml/model/_packager/model_meta/model_meta.py
snowflake/ml/model/_packager/model_meta/model_meta_schema.py
snowflake/ml/model/_packager/model_meta/model_sample_input_data.py
snowflake/ml/model/_packager/model_meta_migrator/base_migrator.py
snowflake/ml/model/_packager/model_meta_migrator/migrator_plans.py
snowflake/ml/model/_packager/model_meta_migrator/migrator_v1.py
snowflake/ml/model/_packager/model_runtime/_snowml_inference_alternative_requirements.py
snowflake/ml/model/_packager/model_runtime/model_runtime.py
snowflake/ml/model/_packager/model_task/model_task_utils.py
snowflake/ml/model/_signatures/base_handler.py
snowflake/ml/model/_signatures/builtins_handler.py
snowflake/ml/model/_signatures/core.py
snowflake/ml/model/_signatures/dmatrix_handler.py
snowflake/ml/model/_signatures/numpy_handler.py
snowflake/ml/model/_signatures/pandas_handler.py
snowflake/ml/model/_signatures/pytorch_handler.py
snowflake/ml/model/_signatures/snowpark_handler.py
snowflake/ml/model/_signatures/tensorflow_handler.py
snowflake/ml/model/_signatures/utils.py
snowflake/ml/model/batch/__init__.py
snowflake/ml/model/models/huggingface.py
snowflake/ml/model/models/huggingface_pipeline.py
snowflake/ml/modeling/_internal/estimator_utils.py
snowflake/ml/modeling/_internal/model_specifications.py
snowflake/ml/modeling/_internal/model_trainer.py
snowflake/ml/modeling/_internal/model_trainer_builder.py
snowflake/ml/modeling/_internal/model_transformer_builder.py
snowflake/ml/modeling/_internal/transformer_protocols.py
snowflake/ml/modeling/_internal/local_implementations/pandas_handlers.py
snowflake/ml/modeling/_internal/local_implementations/pandas_trainer.py
snowflake/ml/modeling/_internal/snowpark_implementations/distributed_hpo_trainer.py
snowflake/ml/modeling/_internal/snowpark_implementations/distributed_search_udf_file.py
snowflake/ml/modeling/_internal/snowpark_implementations/snowpark_handlers.py
snowflake/ml/modeling/_internal/snowpark_implementations/snowpark_trainer.py
snowflake/ml/modeling/_internal/snowpark_implementations/xgboost_external_memory_trainer.py
snowflake/ml/modeling/calibration/__init__.py
snowflake/ml/modeling/calibration/calibrated_classifier_cv.py
snowflake/ml/modeling/cluster/__init__.py
snowflake/ml/modeling/cluster/affinity_propagation.py
snowflake/ml/modeling/cluster/agglomerative_clustering.py
snowflake/ml/modeling/cluster/birch.py
snowflake/ml/modeling/cluster/bisecting_k_means.py
snowflake/ml/modeling/cluster/dbscan.py
snowflake/ml/modeling/cluster/feature_agglomeration.py
snowflake/ml/modeling/cluster/k_means.py
snowflake/ml/modeling/cluster/mean_shift.py
snowflake/ml/modeling/cluster/mini_batch_k_means.py
snowflake/ml/modeling/cluster/optics.py
snowflake/ml/modeling/cluster/spectral_biclustering.py
snowflake/ml/modeling/cluster/spectral_clustering.py
snowflake/ml/modeling/cluster/spectral_coclustering.py
snowflake/ml/modeling/compose/__init__.py
snowflake/ml/modeling/compose/column_transformer.py
snowflake/ml/modeling/compose/transformed_target_regressor.py
snowflake/ml/modeling/covariance/__init__.py
snowflake/ml/modeling/covariance/elliptic_envelope.py
snowflake/ml/modeling/covariance/empirical_covariance.py
snowflake/ml/modeling/covariance/graphical_lasso.py
snowflake/ml/modeling/covariance/graphical_lasso_cv.py
snowflake/ml/modeling/covariance/ledoit_wolf.py
snowflake/ml/modeling/covariance/min_cov_det.py
snowflake/ml/modeling/covariance/oas.py
snowflake/ml/modeling/covariance/shrunk_covariance.py
snowflake/ml/modeling/decomposition/__init__.py
snowflake/ml/modeling/decomposition/dictionary_learning.py
snowflake/ml/modeling/decomposition/factor_analysis.py
snowflake/ml/modeling/decomposition/fast_ica.py
snowflake/ml/modeling/decomposition/incremental_pca.py
snowflake/ml/modeling/decomposition/kernel_pca.py
snowflake/ml/modeling/decomposition/mini_batch_dictionary_learning.py
snowflake/ml/modeling/decomposition/mini_batch_sparse_pca.py
snowflake/ml/modeling/decomposition/pca.py
snowflake/ml/modeling/decomposition/sparse_pca.py
snowflake/ml/modeling/decomposition/truncated_svd.py
snowflake/ml/modeling/discriminant_analysis/__init__.py
snowflake/ml/modeling/discriminant_analysis/linear_discriminant_analysis.py
snowflake/ml/modeling/discriminant_analysis/quadratic_discriminant_analysis.py
snowflake/ml/modeling/ensemble/__init__.py
snowflake/ml/modeling/ensemble/ada_boost_classifier.py
snowflake/ml/modeling/ensemble/ada_boost_regressor.py
snowflake/ml/modeling/ensemble/bagging_classifier.py
snowflake/ml/modeling/ensemble/bagging_regressor.py
snowflake/ml/modeling/ensemble/extra_trees_classifier.py
snowflake/ml/modeling/ensemble/extra_trees_regressor.py
snowflake/ml/modeling/ensemble/gradient_boosting_classifier.py
snowflake/ml/modeling/ensemble/gradient_boosting_regressor.py
snowflake/ml/modeling/ensemble/hist_gradient_boosting_classifier.py
snowflake/ml/modeling/ensemble/hist_gradient_boosting_regressor.py
snowflake/ml/modeling/ensemble/isolation_forest.py
snowflake/ml/modeling/ensemble/random_forest_classifier.py
snowflake/ml/modeling/ensemble/random_forest_regressor.py
snowflake/ml/modeling/ensemble/stacking_regressor.py
snowflake/ml/modeling/ensemble/voting_classifier.py
snowflake/ml/modeling/ensemble/voting_regressor.py
snowflake/ml/modeling/feature_selection/__init__.py
snowflake/ml/modeling/feature_selection/generic_univariate_select.py
snowflake/ml/modeling/feature_selection/select_fdr.py
snowflake/ml/modeling/feature_selection/select_fpr.py
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snowflake/ml/modeling/neighbors/__init__.py
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snowflake/ml/modeling/neighbors/nearest_centroid.py
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snowflake/ml/modeling/neural_network/__init__.py
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snowflake/ml/modeling/preprocessing/normalizer.py
snowflake/ml/modeling/preprocessing/one_hot_encoder.py
snowflake/ml/modeling/preprocessing/ordinal_encoder.py
snowflake/ml/modeling/preprocessing/polynomial_features.py
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snowflake/ml/modeling/semi_supervised/__init__.py
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snowflake/ml/modeling/tree/decision_tree_classifier.py
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snowflake/ml/monitoring/model_monitor.py
snowflake/ml/monitoring/shap.py
snowflake/ml/monitoring/_client/model_monitor_sql_client.py
snowflake/ml/monitoring/_client/queries/record_count.ssql
snowflake/ml/monitoring/_client/queries/rmse.ssql
snowflake/ml/monitoring/_manager/model_monitor_manager.py
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snowflake/ml/registry/__init__.py
snowflake/ml/registry/registry.py
snowflake/ml/registry/_manager/model_manager.py
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snowflake/ml/utils/sparse.py
snowflake/ml/utils/sql_client.py
snowflake/ml/utils/stage_file.py
snowflake_ml_python.egg-info/PKG-INFO
snowflake_ml_python.egg-info/SOURCES.txt
snowflake_ml_python.egg-info/dependency_links.txt
snowflake_ml_python.egg-info/requires.txt
snowflake_ml_python.egg-info/top_level.txt