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feat: add util functions to get URLs for Tensorboard web app. (#635)
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# -*- coding: utf-8 -*- | ||
# Copyright 2021 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. | ||
# | ||
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from typing import Sequence, Dict | ||
from google.cloud.aiplatform_v1beta1.services.tensorboard_service.client import ( | ||
TensorboardServiceClient, | ||
) | ||
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_SERVING_DOMAIN = "tensorboard.googleusercontent.com" | ||
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def _parse_experiment_name(experiment_name: str) -> Dict[str, str]: | ||
"""Parses an experiment_name into its component segments. | ||
Args: | ||
experiment_name: Resource name of the TensorboardExperiment. E.g. | ||
"projects/123/locations/asia-east1/tensorboards/456/experiments/exp1" | ||
Returns: | ||
Components of the experiment name. | ||
Raises: | ||
ValueError if the experiment_name is invalid. | ||
""" | ||
matched = TensorboardServiceClient.parse_tensorboard_experiment_path( | ||
experiment_name | ||
) | ||
if not matched: | ||
raise ValueError(f"Invalid experiment name: {experiment_name}.") | ||
return matched | ||
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def get_experiment_url(experiment_name: str) -> str: | ||
"""Get URL for comparing experiments. | ||
Args: | ||
experiment_name: Resource name of the TensorboardExperiment. E.g. | ||
"projects/123/locations/asia-east1/tensorboards/456/experiments/exp1" | ||
Returns: | ||
URL for the tensorboard web app. | ||
""" | ||
location = _parse_experiment_name(experiment_name)["location"] | ||
name_for_url = experiment_name.replace("/", "+") | ||
return f"https://{location}.{_SERVING_DOMAIN}/experiment/{name_for_url}" | ||
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def get_experiments_compare_url(experiment_names: Sequence[str]) -> str: | ||
"""Get URL for comparing experiments. | ||
Args: | ||
experiment_names: Resource names of the TensorboardExperiments that needs to | ||
be compared. | ||
Returns: | ||
URL for the tensorboard web app. | ||
""" | ||
if len(experiment_names) < 2: | ||
raise ValueError("At least two experiment_names are required.") | ||
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locations = { | ||
_parse_experiment_name(experiment_name)["location"] | ||
for experiment_name in experiment_names | ||
} | ||
if len(locations) != 1: | ||
raise ValueError( | ||
f"Got experiments from different locations: {', '.join(locations)}." | ||
) | ||
location = locations.pop() | ||
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experiment_url_segments = [] | ||
for idx, experiment_name in enumerate(experiment_names): | ||
name_segments = _parse_experiment_name(experiment_name) | ||
experiment_url_segments.append( | ||
"{cnt}-{experiment}:{project}+{location}+{tensorboard}+{experiment}".format( | ||
cnt=idx + 1, **name_segments | ||
) | ||
) | ||
encoded_names = ",".join(experiment_url_segments) | ||
return f"https://{location}.{_SERVING_DOMAIN}/compare/{encoded_names}" |
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