run.yaml

# 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.

# This Cloud Build config runs a Dataflow job using GPUs.
# We use the same worker image to launch the job.
# That way we guarantee the same Python version for the workers.
# It also already has all the requirements installed.

# -----------------------------------------------------------------------------
# To learn more about this file:
#   https://cloud.google.com/build/docs/build-config
#
# To learn more about Cloud Build variable substitutions:
#   https://cloud.google.com/build/docs/configuring-builds/substitute-variable-values#using_user-defined_substitutions
# -----------------------------------------------------------------------------

substitutions:
  _IMAGE: samples/dataflow/tensorflow-gpu:latest
  _JOB_NAME: ''
  _TEMP_LOCATION: ''
  _REGION: us-central1
  _GPU_TYPE: nvidia-tesla-t4
  _GPU_COUNT: '1'

steps:
- name: gcr.io/$PROJECT_ID/$_IMAGE
  entrypoint: python
  args:
  - /pipeline/main.py
  - --runner=DataflowRunner
  - --project=$PROJECT_ID
  - --region=$_REGION
  - --job_name=$_JOB_NAME
  - --temp_location=$_TEMP_LOCATION
  - --sdk_container_image=gcr.io/$PROJECT_ID/$_IMAGE
  - --machine_type=n1-standard-4
  - --experiment=worker_accelerator=type:$_GPU_TYPE;count:$_GPU_COUNT;install-nvidia-driver
  - --experiment=use_runner_v2
  - --experiment=no_use_multiple_sdk_containers
  - --disk_size_gb=50

options:
  logging: CLOUD_LOGGING_ONLY

# Use the Compute Engine default service account to launch the job.
serviceAccount: projects/$PROJECT_ID/serviceAccounts/$PROJECT_NUMBER-compute@developer.gserviceaccount.com