Search is not available for this dataset
repo stringlengths 2 152 ⌀ | file stringlengths 15 239 | code stringlengths 0 58.4M | file_length int64 0 58.4M | avg_line_length float64 0 1.81M | max_line_length int64 0 12.7M | extension_type stringclasses 364
values |
|---|---|---|---|---|---|---|
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/forecasting/temporal_fusion_transformer_forecasting_pipeline.yaml | # PIPELINE DEFINITION
# Name: temporal-fusion-transformer-forecasting
# Description: The Temporal Fusion Transformer (TFT) Forecasting pipeline.
# Inputs:
# available_at_forecast_columns: list
# context_window: int [Default: 0.0]
# data_source_bigquery_table_path: str [Default: '']
# data_source_csv_filenam... | 359,730 | 45.500905 | 258 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/forecasting/time_series_dense_encoder_forecasting_pipeline.yaml | # PIPELINE DEFINITION
# Name: time-series-dense-encoder-forecasting
# Description: The Timeseries Dense Encoder (TiDE) Forecasting pipeline.
# Inputs:
# available_at_forecast_columns: list
# context_window: int [Default: 0.0]
# data_source_bigquery_table_path: str [Default: '']
# data_source_csv_filenames: ... | 362,527 | 45.531639 | 258 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/forecasting/utils.py | """Util functions for Vertex Forecasting pipelines."""
import os
import pathlib
from typing import Any, Dict, FrozenSet, List, Optional, Tuple
_GCPC_FORECASTING_PATH = pathlib.Path(__file__).parent.resolve()
_RETAIL_MODEL_DISABLED_OPTIONS = frozenset([
'quantiles',
'enable_probabilistic_inference',
])
def ... | 53,072 | 50.829102 | 122 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 2,114 | 57.75 | 187 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/automl_tabular_feature_selection_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-feature-selection-pipeline
# Description: The AutoML Tabular pipeline.
# Inputs:
# additional_experiments: dict
# apply_feature_selection_tuning: bool [Default: False]
# cv_trainer_worker_pool_specs_override: list
# data_source_bigquery_table_path: str [Default: ... | 515,002 | 44.065016 | 190 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/automl_tabular_v2_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-v2
# Description: The AutoML Tabular pipeline v2.
# Inputs:
# apply_feature_selection_tuning: bool [Default: False]
# bigquery_staging_full_dataset_id: str [Default: '']
# cv_trainer_worker_pool_specs_override: list
# data_source_bigquery_table_path: str [Default... | 391,133 | 45.966138 | 190 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/feature_selection.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 7,674 | 41.638889 | 132 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/feature_transform_engine.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 51,120 | 51.324463 | 133 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/tabnet_hyperparameter_tuning_job.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 10,164 | 41.890295 | 130 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/tabnet_hyperparameter_tuning_job_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-tabnet-hyperparameter-tuning-job
# Description: The TabNet built-in algorithm HyperparameterTuningJob pipeline.
# Inputs:
# bigquery_staging_full_dataset_id: str [Default: '']
# cache_data: str [Default: 'auto']
# data_source_bigquery_table_path: str [Default: '']
#... | 242,992 | 51.122051 | 190 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/tabnet_trainer.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 13,060 | 42.392027 | 112 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/tabnet_trainer_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-tabnet-trainer
# Description: The TabNet training pipeline.
# Inputs:
# alpha_focal_loss: float [Default: 0.25]
# batch_momentum: float [Default: 0.95]
# batch_size: int [Default: 100.0]
# batch_size_ratio: float [Default: 0.25]
# bigquery_staging_full_dataset... | 201,451 | 45.81664 | 190 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/utils.py | """Util functions for AutoML Tabular pipeline."""
import json
import os
import pathlib
from typing import Any, Dict, List, Optional, Tuple, Union
import uuid
import warnings
_DEFAULT_NUM_PARALLEL_TRAILS = 35
_DEFAULT_STAGE_2_NUM_SELECTED_TRAILS = 5
_NUM_FOLDS = 5
_DISTILL_TOTAL_TRIALS = 100
_EVALUATION_BATCH_PREDICT_... | 165,832 | 48.340375 | 151 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/wide_and_deep_hyperparameter_tuning_job.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 10,161 | 41.877637 | 137 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/wide_and_deep_hyperparameter_tuning_job_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-wide-and-deep-hyperparameter-tuning-job
# Description: The Wide & Deep built-in algorithm HyperparameterTuningJob pipeline.
# Inputs:
# bigquery_staging_full_dataset_id: str [Default: '']
# cache_data: str [Default: 'auto']
# data_source_bigquery_table_path: str [De... | 196,354 | 47.856681 | 190 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/wide_and_deep_trainer.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 12,170 | 42.159574 | 119 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/wide_and_deep_trainer_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-wide-and-deep-trainer
# Description: The Wide & Deep training pipeline.
# Inputs:
# batch_size: int [Default: 100.0]
# beta_1: float [Default: 0.9]
# beta_2: float [Default: 0.999]
# bigquery_staging_full_dataset_id: str [Default: '']
# cache_data: str [Defaul... | 191,459 | 46.28575 | 190 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/xgboost_hyperparameter_tuning_job.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 4,915 | 38.328 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/xgboost_hyperparameter_tuning_job_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-xgboost-hyperparameter-tuning-job
# Description: The XGBoost HyperparameterTuningJob pipeline.
# Inputs:
# bigquery_staging_full_dataset_id: str [Default: '']
# data_source_bigquery_table_path: str [Default: '']
# data_source_csv_filenames: str [Default: '']
# da... | 225,088 | 50.947611 | 190 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/xgboost_trainer.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 2,341 | 29.025641 | 113 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/automl/tabular/xgboost_trainer_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-xgboost-trainer
# Description: The XGBoost training pipeline.
# Inputs:
# base_score: float [Default: 0.5]
# bigquery_staging_full_dataset_id: str [Default: '']
# booster: str [Default: 'gbtree']
# colsample_bylevel: float [Default: 1.0]
# colsample_bynode: fl... | 209,094 | 46.554014 | 190 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/dataflow/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 828 | 38.47619 | 137 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/dataflow/flex_template/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 669 | 43.666667 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/dataflow/flex_template/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 11,929 | 43.02214 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/model_evaluation/__init__.py | # Copyright 2021 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 1,173 | 45.96 | 158 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/model_evaluation/data_bias_component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,909 | 40.914894 | 133 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/model_evaluation/feature_attribution_component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 7,509 | 40.955307 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/model_evaluation/model_bias_component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 6,842 | 41.503106 | 133 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/preview/model_evaluation/utils.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 7,567 | 39.908108 | 93 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/proto/README.md | # GCP Resource Proto
The gcp_resource is a special parameter that if a component adopts it, the component can take advantage of better supports in Vertex Pipelines in the following ways
* Better UI experience. Vertex Pipelines UI can recognize this parameter, and provide a customized view of the resource's logs and sta... | 1,871 | 36.44 | 253 | md |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/proto/__init__.py | # Copyright 2021 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 661 | 43.133333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/proto/gcp_resources_pb2.py | # -*- coding: utf-8 -*-
# Generated by the protocol buffer compiler. DO NOT EDIT!
# source: gcp_resources.proto
"""Generated protocol buffer code."""
from google.protobuf import descriptor as _descriptor
from google.protobuf import message as _message
from google.protobuf import reflection as _reflection
from google.p... | 7,687 | 31.438819 | 143 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/types/__init__.py | # Copyright 2021 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 606 | 42.357143 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/types/artifact_types.py | # Copyright 2021 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 23,260 | 30.820793 | 204 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/__init__.py | # Copyright 2021 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 765 | 39.315789 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 631 | 41.133333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/forecasting/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 806 | 35.681818 | 118 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/forecasting/bqml_arima_predict_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-bqml-arima-prediction
# Description: Forecasts using a BQML ARIMA_PLUS model.
# Inputs:
# bigquery_destination_uri: str [Default: '']
# data_source_bigquery_table_path: str [Default: '']
# data_source_csv_filenames: str [Default: '']
# encryption_spec_key_name: s... | 52,018 | 43.843966 | 202 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/forecasting/bqml_arima_train_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular-bqml-arima-train
# Description: Trains a BQML ARIMA_PLUS model.
# Inputs:
# bigquery_destination_uri: str [Default: '']
# data_granularity_unit: str
# data_source_bigquery_table_path: str [Default: '']
# data_source_csv_filenames: str [Default: '']
# encryptio... | 246,379 | 47.442784 | 305 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/forecasting/prophet_predict_pipeline.yaml | # PIPELINE DEFINITION
# Name: prophet-predict
# Description: Creates a batch prediction using a Prophet model.
# Inputs:
# bigquery_destination_uri: str [Default: '']
# data_source_bigquery_table_path: str [Default: '']
# data_source_csv_filenames: str [Default: '']
# encryption_spec_key_name: str [Default:... | 94,627 | 42.992562 | 202 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/forecasting/prophet_trainer.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 8,498 | 39.089623 | 135 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/forecasting/prophet_trainer_pipeline.yaml | # PIPELINE DEFINITION
# Name: prophet-train
# Description: Trains one Prophet model per time series.
# Inputs:
# data_granularity_unit: str
# data_source_bigquery_table_path: str [Default: '']
# data_source_csv_filenames: str [Default: '']
# dataflow_service_account: str [Default: '']
# dataflow_subnetwo... | 144,373 | 47.791484 | 280 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/forecasting/utils.py | """Util functions for Vertex Forecasting pipelines."""
import os
import pathlib
from typing import Any, Dict, Tuple
_GCPC_FORECASTING_PATH = pathlib.Path(__file__).parent.resolve()
def get_bqml_arima_train_pipeline_and_parameters(
project: str,
location: str,
root_dir: str,
time_column: str,
tim... | 15,028 | 42.944444 | 80 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 2,034 | 52.552632 | 172 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/automl_tabular_pipeline.yaml | # PIPELINE DEFINITION
# Name: automl-tabular
# Description: The AutoML Tabular pipeline v1.
# Inputs:
# additional_experiments: dict
# cv_trainer_worker_pool_specs_override: list
# data_source_bigquery_table_path: str [Default: '']
# data_source_csv_filenames: str [Default: '']
# dataflow_service_account... | 502,269 | 44.046637 | 190 | yaml |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/cv_trainer.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 6,756 | 39.461078 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/ensemble.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 6,991 | 40.619048 | 163 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/finalizer.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 3,116 | 34.022472 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/infra_validator.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 1,341 | 32.55 | 97 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/split_materialized_data.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,571 | 45.433333 | 103 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/stage_1_tuner.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 7,865 | 40.4 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/stats_and_example_gen.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 13,707 | 43.944262 | 138 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/training_configurator_and_validator.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 12,002 | 40.968531 | 96 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/transform.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 8,305 | 40.323383 | 133 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/tabular/utils.py | """Util functions for AutoML Tabular pipeline."""
import json
import math
import os
import pathlib
from typing import Any, Dict, List, Optional, Tuple
import warnings
_DEFAULT_NUM_PARALLEL_TRAILS = 35
_DEFAULT_STAGE_2_NUM_SELECTED_TRAILS = 5
_NUM_FOLDS = 5
_DISTILL_TOTAL_TRIALS = 100
_EVALUATION_BATCH_PREDICT_MACHINE... | 74,707 | 51.02507 | 149 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 1,785 | 60.586207 | 178 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_forecasting_training_job/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 655 | 42.733333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_forecasting_training_job/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 28,961 | 49.899824 | 147 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_image_training_job/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 649 | 42.333333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_image_training_job/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 16,657 | 49.174699 | 103 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_tabular_training_job/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 651 | 42.466667 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_tabular_training_job/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 22,399 | 49.793651 | 147 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_text_training_job/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 648 | 42.266667 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_text_training_job/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 10,058 | 44.515837 | 211 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_video_training_job/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 649 | 42.333333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/automl/training_job/automl_video_training_job/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 10,127 | 45.888889 | 229 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/batch_predict_job/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 973 | 45.380952 | 204 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/batch_predict_job/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 21,662 | 52.488889 | 188 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,481 | 76.211268 | 176 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/create_model/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 670 | 43.733333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/create_model/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 4,129 | 36.207207 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/detect_anomalies_model/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 680 | 44.4 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/detect_anomalies_model/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 7,154 | 42.10241 | 132 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/drop_model/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 668 | 43.6 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/drop_model/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 4,020 | 35.225225 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/evaluate_model/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 672 | 43.866667 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/evaluate_model/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 6,437 | 40.535484 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/explain_forecast_model/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 680 | 44.4 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/explain_forecast_model/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,909 | 38.66443 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/explain_predict_model/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 679 | 44.333333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/explain_predict_model/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 7,371 | 41.860465 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/export_model/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 670 | 43.733333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/export_model/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 3,995 | 35 | 133 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/feature_importance/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 676 | 44.133333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/feature_importance/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,202 | 37.828358 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/forecast_model/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 672 | 43.866667 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/forecast_model/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,844 | 39.034247 | 133 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/global_explain/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 672 | 43.866667 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/global_explain/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 4,325 | 35.05 | 131 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_advanced_weights/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 677 | 44.2 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_advanced_weights/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 4,575 | 37.453782 | 134 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_arima_coefficients/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 679 | 44.333333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_arima_coefficients/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 4,785 | 35.815385 | 139 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_arima_evaluate/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 675 | 44.066667 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_arima_evaluate/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,755 | 39.251748 | 133 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_centroids/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 670 | 43.733333 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_centroids/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,550 | 38.368794 | 133 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_confusion_matrix/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 677 | 44.2 | 74 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_confusion_matrix/component.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 5,555 | 39.852941 | 133 | py |
pipelines | pipelines-master/components/google-cloud/google_cloud_pipeline_components/v1/bigquery/ml_feature_info/__init__.py | # Copyright 2023 The Kubeflow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 673 | 43.933333 | 74 | py |