| # -*- coding: utf-8 -*- | |
| # Copyright 2023 Google LLC | |
| # | |
| # 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 applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| # | |
| from google.cloud.aiplatform.metadata import metadata | |
| # For Vertex AI Experiment. | |
| # ExperimentRun manipulation. | |
| start_run = metadata._experiment_tracker.start_run | |
| end_run = metadata._experiment_tracker.end_run | |
| get_experiment_df = metadata._experiment_tracker.get_experiment_df | |
| # Experiment logging. | |
| log_params = metadata._experiment_tracker.log_params | |
| log_metrics = metadata._experiment_tracker.log_metrics | |
| log_time_series_metrics = metadata._experiment_tracker.log_time_series_metrics | |
| log_classification_metrics = metadata._experiment_tracker.log_classification_metrics | |
| __all__ = ( | |
| "start_run", | |
| "end_run", | |
| "get_experiment_df", | |
| "log_params", | |
| "log_metrics", | |
| "log_time_series_metrics", | |
| "log_classification_metrics", | |
| ) | |