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[Spark][4.0] Add an integration test for DynamoDB Commit Coordinator (#…
…3243) <!-- Thanks for sending a pull request! Here are some tips for you: 1. If this is your first time, please read our contributor guidelines: https://github.com/delta-io/delta/blob/master/CONTRIBUTING.md 2. If the PR is unfinished, add '[WIP]' in your PR title, e.g., '[WIP] Your PR title ...'. 3. Be sure to keep the PR description updated to reflect all changes. 4. Please write your PR title to summarize what this PR proposes. 5. If possible, provide a concise example to reproduce the issue for a faster review. 6. If applicable, include the corresponding issue number in the PR title and link it in the body. --> #### Which Delta project/connector is this regarding? <!-- Please add the component selected below to the beginning of the pull request title For example: [Spark] Title of my pull request --> - [X] Spark - [ ] Standalone - [ ] Flink - [ ] Kernel - [ ] Other (fill in here) ## Description <!-- - Describe what this PR changes. - Describe why we need the change. If this PR resolves an issue be sure to include "Resolves #XXX" to correctly link and close the issue upon merge. --> Adds an integration test for the DynamoDB Commit Coordinator. Tests the following scenarios 1. Automated dynamodb table creation 2. Concurrent reads and writes 3. Table upgrade and downgrade The first half of the test is heavily borrowed from `dynamodb_logstore.py`. ## How was this patch tested? <!-- If tests were added, say they were added here. Please make sure to test the changes thoroughly including negative and positive cases if possible. If the changes were tested in any way other than unit tests, please clarify how you tested step by step (ideally copy and paste-able, so that other reviewers can test and check, and descendants can verify in the future). If the changes were not tested, please explain why. --> Test runs successfully with real DynamoDB and S3. Set the following environment variables (after setting the credentials in ~/.aws/credentials): ``` export S3_BUCKET=<bucket_name> export AWS_PROFILE=<profile_name> export RUN_ID=<random_run_id> export AWS_DEFAULT_REGION=<region_that_matches_configured_ddb_region> ``` Ran the test: ``` ./run-integration-tests.py --use-local --run-dynamodb-commit-coordinator-integration-tests \ --dbb-conf io.delta.storage.credentials.provider=com.amazonaws.auth.profile.ProfileCredentialsProvider \ spark.hadoop.fs.s3a.aws.credentials.provider=com.amazonaws.auth.profile.ProfileCredentialsProvider \ --dbb-packages org.apache.hadoop:hadoop-aws:3.4.0,com.amazonaws:aws-java-sdk-bundle:1.12.262 ``` ## Does this PR introduce _any_ user-facing changes? <!-- If yes, please clarify the previous behavior and the change this PR proposes - provide the console output, description and/or an example to show the behavior difference if possible. If possible, please also clarify if this is a user-facing change compared to the released Delta Lake versions or within the unreleased branches such as master. If no, write 'No'. -->
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...ynamodbcommitcoordinator/integration_tests/dynamodb_commitcoordinator_integration_test.py
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# | ||
# Copyright (2024) The Delta Lake Project Authors. | ||
# | ||
# 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. | ||
# | ||
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import os | ||
import sys | ||
import threading | ||
import json | ||
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from pyspark.sql import SparkSession | ||
from multiprocessing.pool import ThreadPool | ||
import time | ||
import boto3 | ||
import uuid | ||
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""" | ||
Run this script in root dir of repository: | ||
# ===== Mandatory input from user ===== | ||
export RUN_ID=run001 | ||
export S3_BUCKET=delta-lake-dynamodb-test-00 | ||
export AWS_DEFAULT_REGION=us-west-2 | ||
# ===== Optional input from user ===== | ||
export DELTA_CONCURRENT_WRITERS=20 | ||
export DELTA_CONCURRENT_READERS=2 | ||
export DELTA_NUM_ROWS=200 | ||
export DELTA_DYNAMO_ENDPOINT=https://dynamodb.us-west-2.amazonaws.com | ||
# ===== Optional input from user (we calculate defaults using S3_BUCKET and RUN_ID) ===== | ||
export RELATIVE_DELTA_TABLE_PATH=___ | ||
export DELTA_DYNAMO_TABLE_NAME=___ | ||
./run-integration-tests.py --use-local --run-dynamodb-commit-coordinator-integration-tests \ | ||
--dbb-packages org.apache.hadoop:hadoop-aws:3.4.0,com.amazonaws:aws-java-sdk-bundle:1.12.262 \ | ||
--dbb-conf io.delta.storage.credentials.provider=com.amazonaws.auth.profile.ProfileCredentialsProvider \ | ||
spark.hadoop.fs.s3a.aws.credentials.provider=com.amazonaws.auth.profile.ProfileCredentialsProvider | ||
""" | ||
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# ===== Mandatory input from user ===== | ||
run_id = os.environ.get("RUN_ID") | ||
s3_bucket = os.environ.get("S3_BUCKET") | ||
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# ===== Optional input from user ===== | ||
concurrent_writers = int(os.environ.get("DELTA_CONCURRENT_WRITERS", 2)) | ||
concurrent_readers = int(os.environ.get("DELTA_CONCURRENT_READERS", 2)) | ||
num_rows = int(os.environ.get("DELTA_NUM_ROWS", 16)) | ||
dynamo_endpoint = os.environ.get("DELTA_DYNAMO_ENDPOINT", "https://dynamodb.us-west-2.amazonaws.com") | ||
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# ===== Optional input from user (we calculate defaults using RUN_ID) ===== | ||
relative_delta_table_path = os.environ.get("RELATIVE_DELTA_TABLE_PATH", f"tables/table_ddb_cs_{run_id}_{str(uuid.uuid4())}")\ | ||
.rstrip("/") | ||
dynamo_table_name = os.environ.get("DELTA_DYNAMO_TABLE_NAME", "test_ddb_cs_table_" + run_id) | ||
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relative_delta_table1_path = relative_delta_table_path + "_tab1" | ||
relative_delta_table2_path = relative_delta_table_path + "_tab2" | ||
bucket_prefix = "s3a://" + s3_bucket + "/" | ||
delta_table1_path = bucket_prefix + relative_delta_table1_path | ||
delta_table2_path = bucket_prefix + relative_delta_table2_path | ||
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if delta_table1_path is None: | ||
print(f"\nSkipping Python test {os.path.basename(__file__)} due to the missing env variable " | ||
f"`DELTA_TABLE_PATH`\n=====================") | ||
sys.exit(0) | ||
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dynamodb_commit_coordinator_conf = json.dumps({ | ||
"dynamoDBTableName": dynamo_table_name, | ||
"dynamoDBEndpoint": dynamo_endpoint | ||
}) | ||
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test_log = f""" | ||
========================================== | ||
run id: {run_id} | ||
delta table1 path: {delta_table1_path} | ||
delta table2 path: {delta_table1_path} | ||
dynamo table name: {dynamo_table_name} | ||
concurrent writers: {concurrent_writers} | ||
concurrent readers: {concurrent_readers} | ||
number of rows: {num_rows} | ||
relative_delta_table_path: {relative_delta_table_path} | ||
========================================== | ||
""" | ||
print(test_log) | ||
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commit_coordinator_property_key = "coordinatedCommits.commitCoordinator" | ||
property_key_suffix = "-preview" | ||
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spark = SparkSession \ | ||
.builder \ | ||
.appName("utilities") \ | ||
.master("local[*]") \ | ||
.config("spark.sql.extensions", "io.delta.sql.DeltaSparkSessionExtension") \ | ||
.config("spark.sql.catalog.spark_catalog", "org.apache.spark.sql.delta.catalog.DeltaCatalog") \ | ||
.config(f"spark.databricks.delta.properties.defaults.{commit_coordinator_property_key}{property_key_suffix}", "dynamodb") \ | ||
.config(f"spark.databricks.delta.properties.defaults.coordinatedCommits.commitCoordinatorConf{property_key_suffix}", dynamodb_commit_coordinator_conf) \ | ||
.config(f"spark.databricks.delta.coordinatedCommits.commitCoordinator.dynamodb.awsCredentialsProviderName", "com.amazonaws.auth.profile.ProfileCredentialsProvider") \ | ||
.getOrCreate() | ||
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print("Creating table at path ", delta_table1_path) | ||
spark.sql(f"CREATE table delta.`{delta_table1_path}` (id int, a int) USING DELTA") # commit 0 | ||
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def write_tx(n): | ||
print("writing:", [n, n]) | ||
spark.sql(f"INSERT INTO delta.`{delta_table1_path}` VALUES ({n}, {n})") | ||
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stop_reading = threading.Event() | ||
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def read_data(): | ||
while not stop_reading.is_set(): | ||
print("Reading {:d} rows ...".format( | ||
spark.read.format("delta").load(delta_table1_path).distinct().count()) | ||
) | ||
time.sleep(1) | ||
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def start_read_thread(): | ||
thread = threading.Thread(target=read_data) | ||
thread.start() | ||
return thread | ||
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print("===================== Starting reads and writes =====================") | ||
read_threads = [start_read_thread() for i in range(concurrent_readers)] | ||
pool = ThreadPool(concurrent_writers) | ||
start_t = time.time() | ||
pool.map(write_tx, range(num_rows)) | ||
stop_reading.set() | ||
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for thread in read_threads: | ||
thread.join() | ||
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print("===================== Evaluating number of written rows =====================") | ||
actual = spark.read.format("delta").load(delta_table1_path).distinct().count() | ||
print("Actual number of written rows:", actual) | ||
print("Expected number of written rows:", num_rows) | ||
assert actual == num_rows | ||
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t = time.time() - start_t | ||
print(f"{num_rows / t:.02f} tx / sec") | ||
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current_table_version = num_rows | ||
dynamodb = boto3.resource('dynamodb', endpoint_url=dynamo_endpoint) | ||
ddb_table = dynamodb.Table(dynamo_table_name) | ||
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def get_dynamo_db_table_entry_id(table_path): | ||
table_properties = spark.sql(f"DESCRIBE DETAIL delta.`{table_path}`").select("properties").collect()[0][0] | ||
table_conf = table_properties.get(f"delta.coordinatedCommits.tableConf{property_key_suffix}", None) | ||
if table_conf is None: | ||
return None | ||
return json.loads(table_conf).get("tableId", None) | ||
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def validate_table_version_as_per_dynamodb(table_path, expected_version): | ||
table_id = get_dynamo_db_table_entry_id(table_path) | ||
assert table_id is not None | ||
print(f"Validating table version for tableId: {table_id}") | ||
item = ddb_table.get_item( | ||
Key={ | ||
'tableId': table_id | ||
}, | ||
AttributesToGet = ['tableVersion'] | ||
)['Item'] | ||
current_table_version = int(item['tableVersion']) | ||
assert current_table_version == expected_version | ||
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delta_table_version = num_rows | ||
validate_table_version_as_per_dynamodb(delta_table1_path, delta_table_version) | ||
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def perform_insert_and_validate(table_path, insert_value): | ||
spark.sql(f"INSERT INTO delta.`{table_path}` VALUES ({insert_value}, {insert_value})") | ||
res = spark.sql(f"SELECT 1 FROM delta.`{table_path}` WHERE id = {insert_value} AND a = {insert_value}").collect() | ||
assert(len(res) == 1) | ||
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def check_for_delta_file_in_filesystem(delta_table_path, version, is_backfilled, should_exist): | ||
# Check for backfilled commit | ||
s3_client = boto3.client("s3") | ||
relative_table_path = delta_table_path.replace(bucket_prefix, "") | ||
relative_delta_log_path = relative_table_path + "/_delta_log/" | ||
relative_commit_folder_path = relative_delta_log_path if is_backfilled else os.path.join(relative_delta_log_path, "_commits") | ||
listing_prefix = os.path.join(relative_commit_folder_path, f"{version:020}.").lstrip("/") | ||
print(f"querying {listing_prefix} from bucket {s3_bucket} for version {version}") | ||
response = s3_client.list_objects_v2(Bucket=s3_bucket, Prefix=listing_prefix) | ||
if 'Contents' not in response: | ||
assert(not should_exist, f"Listing for prefix {listing_prefix} did not return any files even though it should have.") | ||
return | ||
items = response['Contents'] | ||
commits = filter(lambda key: ".json" in key and ".tmp" not in key, map(lambda x: os.path.basename(x['Key']), items)) | ||
expected_count = 1 if should_exist else 0 | ||
matching_files = list(filter(lambda key: key.split('.')[0].endswith(f"{version:020}"), commits)) | ||
assert(len(matching_files) == expected_count) | ||
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def test_downgrades_and_upgrades(delta_table_path, delta_table_version): | ||
# Downgrade to filesystem based commits should work | ||
print("===================== Evaluating downgrade to filesystem based commits =====================") | ||
spark.sql(f"ALTER TABLE delta.`{delta_table_path}` UNSET TBLPROPERTIES ('delta.{commit_coordinator_property_key}{property_key_suffix}')") | ||
delta_table_version += 1 | ||
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perform_insert_and_validate(delta_table_path, 9990) | ||
delta_table_version += 1 | ||
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check_for_delta_file_in_filesystem(delta_table_path, delta_table_version, is_backfilled=True, should_exist=True) | ||
# No UUID delta file should have been created for this version | ||
check_for_delta_file_in_filesystem(delta_table_path, delta_table_version, is_backfilled=False, should_exist=False) | ||
print("[SUCCESS] Downgrade to filesystem based commits worked") | ||
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# Upgrade to coordinated commits should work | ||
print("===================== Evaluating upgrade to coordinated commits =====================") | ||
spark.sql(f"ALTER TABLE delta.`{delta_table_path}` SET TBLPROPERTIES ('delta.{commit_coordinator_property_key}{property_key_suffix}' = 'dynamodb')") | ||
delta_table_version += 1 | ||
check_for_delta_file_in_filesystem(delta_table_path, delta_table_version, is_backfilled=True, should_exist=True) | ||
# No UUID delta file should have been created for the enablement commit | ||
check_for_delta_file_in_filesystem(delta_table_path, delta_table_version, is_backfilled=False, should_exist=False) | ||
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perform_insert_and_validate(delta_table_path, 9991) | ||
delta_table_version += 1 | ||
check_for_delta_file_in_filesystem(delta_table_path, delta_table_version, is_backfilled=True, should_exist=True) | ||
check_for_delta_file_in_filesystem(delta_table_path, delta_table_version, is_backfilled=False, should_exist=True) | ||
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perform_insert_and_validate(delta_table_path, 9992) | ||
delta_table_version += 1 | ||
check_for_delta_file_in_filesystem(delta_table_path, delta_table_version, is_backfilled=True, should_exist=True) | ||
check_for_delta_file_in_filesystem(delta_table_path, delta_table_version, is_backfilled=False, should_exist=True) | ||
validate_table_version_as_per_dynamodb(delta_table_path, delta_table_version) | ||
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print("[SUCCESS] Upgrade to coordinated commits worked") | ||
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test_downgrades_and_upgrades(delta_table1_path, delta_table_version) | ||
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print("[SUCCESS] All tests passed for Table 1") | ||
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print("===================== Evaluating Table 2 =====================") | ||
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# Table 2 is created with coordinated commits disabled | ||
spark.conf.unset(f"spark.databricks.delta.properties.defaults.{commit_coordinator_property_key}{property_key_suffix}") | ||
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spark.sql(f"CREATE table delta.`{delta_table2_path}` (id int, a int) USING DELTA") # commit 0 | ||
table_2_version = 0 | ||
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perform_insert_and_validate(delta_table2_path, 8000) | ||
table_2_version += 1 | ||
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check_for_delta_file_in_filesystem(delta_table2_path, table_2_version, is_backfilled=True, should_exist=True) | ||
# No UUID delta file should have been created for this version | ||
check_for_delta_file_in_filesystem(delta_table2_path, table_2_version, is_backfilled=False, should_exist=False) | ||
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print("===================== Evaluating Upgrade of Table 2 =====================") | ||
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spark.sql(f"ALTER TABLE delta.`{delta_table2_path}` SET TBLPROPERTIES ('delta.{commit_coordinator_property_key}{property_key_suffix}' = 'dynamodb')") | ||
table_2_version += 1 | ||
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perform_insert_and_validate(delta_table2_path, 8001) | ||
table_2_version += 1 | ||
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check_for_delta_file_in_filesystem(delta_table2_path, table_2_version, is_backfilled=True, should_exist=True) | ||
# This version should have a UUID delta file | ||
check_for_delta_file_in_filesystem(delta_table2_path, table_2_version, is_backfilled=True, should_exist=True) | ||
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test_downgrades_and_upgrades(delta_table2_path, table_2_version) | ||
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print("[SUCCESS] All tests passed for Table 2") |