-
Notifications
You must be signed in to change notification settings - Fork 6.6k
feat(dataproc): create pyspark nodegroup cluster sample #13513
New issue
Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.
By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.
Already on GitHub? Sign in to your account
Merged
+196
−1
Merged
Changes from 1 commit
Commits
Show all changes
13 commits
Select commit
Hold shift + click to select a range
0ced200
Create submit_pyspark_job_to_driver_node_group_cluster.py
Supriya-Koppa 1921249
Update submit_pyspark_job_to_driver_node_group_cluster.py
Supriya-Koppa ca20564
Update submit_pyspark_job_to_driver_node_group_cluster.py
Supriya-Koppa ca33daa
Delete submit_pyspark_job_to_driver_node_group_cluster.py
Supriya-Koppa b0ec3fc
Update submit_pyspark_job_to_driver_node_group_cluster.py
Supriya-Koppa 86ed4a0
Update submit_pyspark_job_to_driver_node_group_cluster.py
Supriya-Koppa f130cb7
Create submit_pyspark_job_to_driver_node_group_cluster_test.py
Supriya-Koppa f8025b3
fix: reduce quota issues by dropping tested versions
glasnt e05f622
auto format document
glasnt 1860bc7
ci: test current required versions, only
glasnt 1fa720d
Ref #13456 only test one python version, quota issues
glasnt 490a901
ci: unique cluster name for tests
glasnt a503355
confirm name to naming regex
glasnt File filter
Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
There are no files selected for viewing
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,81 @@ | ||
#!/usr/bin/env python | ||
|
||
# Copyright 2025 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 sample walks a user through submitting a Spark job to a | ||
# Dataproc driver node group cluster using the Dataproc | ||
# client library. | ||
|
||
# Usage: | ||
# python submit_pyspark_job_to_driver_node_group_cluster.py \ | ||
# --project_id <PROJECT_ID> --region <REGION> \ | ||
# --cluster_name <CLUSTER_NAME> | ||
glasnt marked this conversation as resolved.
Show resolved
Hide resolved
|
||
|
||
# [START dataproc_submit_pyspark_job_to_driver_node_group_cluster] | ||
|
||
import re | ||
|
||
|
||
glasnt marked this conversation as resolved.
Outdated
Show resolved
Hide resolved
|
||
from google.cloud import dataproc_v1 as dataproc | ||
from google.cloud import storage | ||
|
||
|
||
def submit_job(project_id, region, cluster_name): | ||
glasnt marked this conversation as resolved.
Show resolved
Hide resolved
|
||
# Create the job client. | ||
job_client = dataproc.JobControllerClient( | ||
client_options={"api_endpoint": f"{region}-dataproc.googleapis.com:443"} | ||
) | ||
|
||
driver_scheduling_config = dataproc.DriverSchedulingConfig( | ||
memory_mb=2048, # Example memory in MB | ||
vcores=2, # Example number of vcores | ||
) | ||
|
||
# Create the job config. 'main_jar_file_uri' can also be a | ||
# Google Cloud Storage URL. | ||
glasnt marked this conversation as resolved.
Outdated
Show resolved
Hide resolved
|
||
job = { | ||
"placement": {"cluster_name": cluster_name}, | ||
"pyspark_job": { | ||
"main_python_file_uri": "gs://dataproc-examples/pyspark/hello-world/hello-world.py" | ||
glasnt marked this conversation as resolved.
Show resolved
Hide resolved
|
||
}, | ||
"driver_scheduling_config": driver_scheduling_config | ||
} | ||
|
||
operation = job_client.submit_job_as_operation( | ||
request={"project_id": project_id, "region": region, "job": job} | ||
) | ||
response = operation.result() | ||
|
||
# Dataproc job output gets saved to the Google Cloud Storage bucket | ||
# allocated to the job. Use a regex to obtain the bucket and blob info. | ||
matches = re.match("gs://(.*?)/(.*)", response.driver_output_resource_uri) | ||
glasnt marked this conversation as resolved.
Show resolved
Hide resolved
|
||
|
||
output = ( | ||
storage.Client() | ||
.get_bucket(matches.group(1)) | ||
.blob(f"{matches.group(2)}.000000000") | ||
.download_as_bytes() | ||
.decode("utf-8") | ||
) | ||
|
||
print(f"Job finished successfully: {output}") | ||
|
||
if __name__ == "__main__": | ||
|
||
my_project_id = "your_cluster" # <-- REPLACE THIS | ||
my_region = "us-central1" # <-- REPLACE THIS | ||
my_cluster_name = "your-node-group-cluster" # <-- REPLACE THIS | ||
glasnt marked this conversation as resolved.
Outdated
Show resolved
Hide resolved
|
||
|
||
submit_job(my_project_id, my_region, my_cluster_name) |
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
Uh oh!
There was an error while loading. Please reload this page.