pipelines/test/sample-test/clean_cmle_models.py

65 lines
2.2 KiB
Python

# Copyright 2018 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.
import argparse
##### Input/Output Instruction ######
# input: project, model, version
# Parsing the input arguments
def parse_arguments():
"""Parse command line arguments."""
parser = argparse.ArgumentParser()
parser.add_argument('--project',
type=str,
required=True,
help='The project name')
parser.add_argument('--model',
type=str,
required=True,
help='The model name')
parser.add_argument('--version',
type=str,
required=True,
help="model version")
args = parser.parse_args()
return args
# Google API Client utilities
#TODO: generalize the function such that it handles multiple version deletions.
def delete_model(project_name, model_name, version):
from googleapiclient import discovery
import time
api = discovery.build('ml', 'v1')
api.projects().models().versions().delete(name='projects/' + project_name + '/models/' + model_name + '/versions/' + version).execute()
version_deleted = False
while not version_deleted:
try:
api.projects().models().delete(name='projects/' + project_name + '/models/' + model_name).execute()
version_deleted = True
except:
print('waiting for the versions to be deleted before the model is deleted')
time.sleep(5)
print('model ' + model_name + ' deleted.')
def main():
args = parse_arguments()
project_name = args.project
model_name = args.model
version = args.version
delete_model(project_name=project_name, model_name=model_name, version=version)
if __name__ == "__main__":
main()