structure saas with tools

.venv/lib/python3.10/site-packages/vertexai/preview/__init__.py

@@ -0,0 +1,43 @@
+# -*- 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",
+)