Files
model_garden/.cloud-build/execute_changed_notebooks_cli.py
Andrew FerlitschandGitHub a162066c94 in-progress: SDK whl replacement (#2552)
* in-progress: SDK whl replacement

* add: cmd param
2023-11-29 18:17:07 +00:00

220 lines
6.8 KiB
Python
Executable File

#!/usr/bin/env python
# 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.
"""A CLI to process changed notebooks and execute them on Google Cloud Build"""
import argparse
import pathlib
import os
import csv
import execute_changed_notebooks_helper
def str2bool(v):
if isinstance(v, bool):
return v
if v.lower() in ("yes", "true", "t", "y", "1"):
return True
elif v.lower() in ("no", "false", "f", "n", "0"):
return False
else:
raise argparse.ArgumentTypeError("Boolean value expected.")
parser = argparse.ArgumentParser(description="Run changed notebooks.")
parser.add_argument(
"--test_paths_file",
type=pathlib.Path,
help="The path to the file that has newline-delimited folders of notebooks that should be tested.",
required=True,
)
parser.add_argument(
"--test_percent",
type=int,
help="The percent of notebooks to be tested (between 1 and 100).",
required=False,
default=100,
)
parser.add_argument(
"--build_id",
type=str,
help="The build id (which may be a Cloud Build job specific or user explicit.",
required=True
)
parser.add_argument(
"--base_branch",
help="The base git branch to diff against to find changed files.",
required=False,
)
parser.add_argument(
"--container_uri",
type=str,
help="The container uri to run each notebook in.",
required=True,
)
parser.add_argument(
"--variable_project_id",
type=str,
help="The GCP project id. This is used to inject a variable value into the notebook before running.",
required=True,
)
parser.add_argument(
"--variable_region",
type=str,
help="The GCP region. This is used to inject a variable value into the notebook before running.",
required=True,
)
parser.add_argument(
"--variable_service_account",
type=str,
help="A service account. This is used to inject a variable value into the notebook before running. This is not the account that will run the notebook.",
required=True,
)
parser.add_argument(
"--variable_vpc_network",
type=str,
help="The full VPC network name. See https://cloud.google.com/compute/docs/networks-and-firewalls#networks. Format is projects/{project}/global/networks/{network}, where {project} is a project number, as in '12345', and {network} is network name. See <https://cloud.google.com/compute/docs/reference/rest/v1/networks/insert> for details. This is used to inject a variable value into the notebook before running.",
required=False,
)
parser.add_argument(
"--staging_bucket",
type=str,
help="The GCP directory for staging temporary files.",
required=True,
)
parser.add_argument(
"--artifacts_bucket",
type=str,
help="The GCP directory for storing executed notebooks.",
required=True,
)
parser.add_argument(
"--timeout",
type=int,
help="Timeout in seconds",
default=86400,
required=False,
)
parser.add_argument(
"--private_pool_id",
type=str,
help="The private pool id.",
required=False,
)
parser.add_argument(
"--should_parallelize",
type=str2bool,
nargs="?",
const=True,
default=True,
help="Should run notebooks in parallel.",
)
parser.add_argument(
"--concurrent_notebooks",
type=int,
help="Maximum number of parallel notebook executions per minute",
default=10,
required=False,
)
parser.add_argument(
"--run_first_file",
type=pathlib.Path,
help="The path to the file that has newline-delimited of notebooks to run in the first batch",
default=None,
required=False,
)
parser.add_argument(
"--aiplatform_whl",
type=str,
help="The GCS path to a whl version google-cloud-aiplatform",
default=None,
required=False,
)
parser.add_argument(
"--dry_run",
type=str2bool,
default=False,
help="Dry run for testing - no execution",
)
args = parser.parse_args()
changed_notebooks = execute_changed_notebooks_helper.get_changed_notebooks(
test_paths_file=args.test_paths_file,
base_branch=args.base_branch,
)
results_bucket = f"{args.artifacts_bucket}"
# artifacts_bucket may get set by trigger to a full gs:// folder path
if results_bucket.startswith("gs://"):
results_bucket = results_bucket[5:]
results_bucket = results_bucket.split('/')[0]
results_file = f"build_results/{args.build_id}.json"
if args.test_percent == 100:
notebooks = changed_notebooks
accumulative_results = {}
else:
accumulative_results = execute_changed_notebooks_helper.load_results(results_bucket, results_file)
notebooks = [changed_notebook for changed_notebook in changed_notebooks if execute_changed_notebooks_helper.select_notebook(changed_notebook, accumulative_results, args.test_percent)]
# cap the number of notebooks to the specified percentage
max_notebooks = int((len(changed_notebooks) * (args.test_percent/100)))
if (len(notebooks) > max_notebooks):
notebooks = notebooks[:max_notebooks]
run_first = []
if args.run_first_file:
if not os.path.isfile(args.run_first_file):
print("Error: file does not exist", args.run_first_file)
else:
with open(args.run_first_file, 'r') as csvfile:
reader = csv.reader(csvfile)
for row in reader:
notebook = row[0]
run_first.append(notebook)
for notebook in run_first:
if notebook in notebooks:
# remove from existing list
notebooks.remove(notebook)
# add back to the front of the list
notebooks.insert(0, notebook)
print(f"Run first: {notebook}")
if args.dry_run:
print("Dry run ...\n")
for notebook in notebooks:
print(f"Would execute: {notebook}")
else:
execute_changed_notebooks_helper.process_and_execute_notebooks(
notebooks=notebooks,
container_uri=args.container_uri,
staging_bucket=args.staging_bucket,
artifacts_bucket=args.artifacts_bucket,
results_file=results_file,
should_parallelize=args.should_parallelize,
timeout=args.timeout,
variable_project_id=args.variable_project_id,
variable_region=args.variable_region,
variable_service_account=args.variable_service_account,
variable_vpc_network=args.variable_vpc_network,
private_pool_id=args.private_pool_id,
concurrent_notebooks=args.concurrent_notebooks,
aiplatform_whl=args.aiplatform_whl
)