# Copyright 2018 Google Inc. 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 # # https://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 import os import logging import subprocess import requests def main(): parser = argparse.ArgumentParser(description='Serving webapp') parser.add_argument( '--model_name', help='...', required=True) parser.add_argument( '--github_token', help='...', required=True) parser.add_argument('--cluster', type=str, help='GKE cluster set up for kubeflow. If set, zone must be provided. ' + 'If not set, assuming this runs in a GKE container and current ' + 'cluster is used.') parser.add_argument('--zone', type=str, help='zone of the kubeflow cluster.') parser.add_argument('--namespace', type=str, default='default') args = parser.parse_args() # KUBEFLOW_NAMESPACE = 'kubeflow' print("using model name: %s and namespace: %s" % (args.model_name, args.namespace)) logging.getLogger().setLevel(logging.INFO) args_dict = vars(args) if args.cluster and args.zone: cluster = args_dict.pop('cluster') #pylint: disable=unused-variable zone = args_dict.pop('zone') #pylint: disable=unused-variable else: # Get cluster name and zone from metadata metadata_server = "http://metadata/computeMetadata/v1/instance/" metadata_flavor = {'Metadata-Flavor' : 'Google'} cluster = requests.get(metadata_server + "attributes/cluster-name", headers=metadata_flavor).text zone = requests.get(metadata_server + "zone", headers=metadata_flavor).text.split('/')[-1] # logging.info('Getting credentials for GKE cluster %s.' % cluster) # subprocess.call(['gcloud', 'container', 'clusters', 'get-credentials', cluster, # '--zone', zone]) logging.info('Generating training template.') template_file = os.path.join(os.path.dirname(os.path.realpath(__file__)), 't2tapp-template.yaml') target_file = os.path.join(os.path.dirname(os.path.realpath(__file__)), 't2tapp.yaml') with open(template_file, 'r') as f: with open(target_file, "w") as target: data = f.read() changed = data.replace('MODEL_NAME', args.model_name) changed1 = changed.replace('KUBEFLOW_NAMESPACE', args.namespace).replace( 'GITHUB_TOKEN', args.github_token).replace( 'DATA_DIR', 'gs://aju-dev-demos-codelabs/kubecon/t2t_data_gh_all/') target.write(changed1) logging.info('deploying web app.') subprocess.call(['kubectl', 'create', '-f', '/ml/t2tapp.yaml']) if __name__ == "__main__": main()