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45 changes: 43 additions & 2 deletions sdks/python/apache_beam/yaml/examples/testing/examples_test.py
Original file line number Diff line number Diff line change
Expand Up @@ -683,7 +683,8 @@ def _kafka_test_preprocessor(
'test_wordCountImport_yaml',
'test_wordCountInheritance_yaml',
'test_iceberg_to_alloydb_yaml',
'test_bigquery_write_yaml'
'test_bigquery_write_yaml',
'test_mongodb_to_bigquery_yaml'
])
def _io_write_test_preprocessor(
test_spec: dict, expected: list[str], env: TestEnvironment):
Expand Down Expand Up @@ -972,6 +973,45 @@ def __mysql_io_read_test_preprocessor(
test_spec, lambda url: url.split('/')[3].split('?')[0], 'MySql')


@YamlExamplesTestSuite.register_test_preprocessor([
'test_mongodb_to_bigquery_yaml',
])
def _mongodb_io_read_test_preprocessor(
test_spec: dict, expected: list[str], env: TestEnvironment):
"""
Preprocessor for tests that involve reading from MongoDB.

This preprocessor replaces any ReadFromMongoDB transform with a Create
transform that reads from a predefined in-memory dictionary. This allows
the test to verify the pipeline's correctness without relying on an active
MongoDB instance.

Args:
test_spec: The dictionary representation of the YAML pipeline specification.
expected: A list of strings representing the expected output of the
pipeline.
env: The TestEnvironment object providing utilities for creating temporary
files.

Returns:
The modified test_spec dictionary with ReadFromMongoDB transforms replaced.
"""
if pipeline := test_spec.get('pipeline', None):
for transform in pipeline.get('transforms', []):
if transform.get('type', '') == 'ReadFromMongoDB':
config = transform['config']
database, collection = config['database'], config['collection']
transform['type'] = 'Create'
transform['config'] = {
k: v
for k, v in config.items() if k.startswith('__')
}
transform['config']['elements'] = INPUT_TABLES[(
'MongoDB', str(database), str(collection))]

return test_spec


def _db_io_read_test_processor(
test_spec: dict, database_url_fn: Callable, database_type: str):
"""
Expand Down Expand Up @@ -1333,7 +1373,8 @@ def _jinja_preprocessor(raw_spec_string: str, test_name: str):
('SqlServer', 'shipment', 'shipments'): input_data.shipments_data(),
('Postgres', 'shipment', 'shipments'): input_data.shipments_data(),
('Oracle', 'shipment', 'shipments'): input_data.shipments_data(),
('MySql', 'shipment', 'shipments'): input_data.shipments_data()
('MySql', 'shipment', 'shipments'): input_data.shipments_data(),
('MongoDB', 'shipment', 'shipments'): input_data.shipments_data()
}
YAML_DOCS_DIR = os.path.join(os.path.dirname(__file__))

Expand Down
Original file line number Diff line number Diff line change
@@ -0,0 +1,70 @@
# coding=utf-8
#
# Licensed to the Apache Software Foundation (ASF) under one or more
# contributor license agreements. See the NOTICE file distributed with
# this work for additional information regarding copyright ownership.
# The ASF licenses this file to You 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 is an example of a Beam YAML pipeline that reads from a MongoDB database
# and writes to BigQuery. This matches the Dataflow Template located
# here - https://cloud.google.com/dataflow/docs/guides/templates/provided/mongodb-to-bigquery

pipeline:
type: chain
transforms:
# Step 1: Reading data from MongoDB
- type: ReadFromMongoDB
name: ReadFromMongoDB
config:
uri: "mongodb://localhost:27017"
database: "shipment"
collection: "shipments"
schema: |
{
"type": "object",
"properties": {
"shipment_id": {"type": "string"},
"customer_id": {"type": "string"},
"shipment_date": {"type": "string"},
"shipment_cost": {"type": "number"},
"customer_name": {"type": "string"},
"customer_email": {"type": "string"}
},
"required": [
"shipment_id",
"customer_id",
"shipment_date",
"shipment_cost",
"customer_name",
"customer_email"
]
}
# Step 2: Write records out to BigQuery
- type: WriteToBigQuery
name: WriteShipments
config:
table: "apache-beam-testing.yaml_test.shipments"
create_disposition: "CREATE_NEVER"
write_disposition: "WRITE_APPEND"
num_streams: 1

options:
temp_location: "gs://apache-beam-testing/temp"

# Expected:
# Row(shipment_id='S1', customer_id='C1', shipment_date='2023-05-01', shipment_cost=150.0, customer_name='Alice', customer_email='alice@example.com')
# Row(shipment_id='S2', customer_id='C2', shipment_date='2023-06-12', shipment_cost=300.0, customer_name='Bob', customer_email='bob@example.com')
# Row(shipment_id='S3', customer_id='C1', shipment_date='2023-05-10', shipment_cost=20.0, customer_name='Alice', customer_email='alice@example.com')
# Row(shipment_id='S4', customer_id='C4', shipment_date='2024-07-01', shipment_cost=150.0, customer_name='Derek', customer_email='derek@example.com')
# Row(shipment_id='S5', customer_id='C5', shipment_date='2023-05-09', shipment_cost=300.0, customer_name='Erin', customer_email='erin@example.com')
# Row(shipment_id='S6', customer_id='C4', shipment_date='2024-07-02', shipment_cost=150.0, customer_name='Derek', customer_email='derek@example.com')
Original file line number Diff line number Diff line change
@@ -0,0 +1,88 @@
#
# Licensed to the Apache Software Foundation (ASF) under one or more
# contributor license agreements. See the NOTICE file distributed with
# this work for additional information regarding copyright ownership.
# The ASF licenses this file to You 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.
#

fixtures:
- name: MONGO_VARS
type: "apache_beam.yaml.integration_tests.temp_mongodb_table"
- name: BQ_TABLE
type: "apache_beam.yaml.integration_tests.temp_bigquery_table"
config:
project: "apache-beam-testing"
- name: TEMP_DIR
type: "apache_beam.yaml.integration_tests.gcs_temp_dir"
config:
bucket: "gs://temp-storage-for-end-to-end-tests/temp-it"

pipelines:
# Pipeline 1: Write records to MongoDB
- pipeline:
type: chain
transforms:
- type: Create
config:
elements:
- {id: 1, name: "Alice", score: 95.5}
- {id: 2, name: "Bob", score: 88.0}
- {id: 3, name: "Charlie", score: 92.3}
- type: WriteToMongoDB
config:
uri: "{MONGO_VARS[URI]}"
database: "{MONGO_VARS[DATABASE]}"
collection: "{MONGO_VARS[COLLECTION]}"

# Pipeline 2: Read from MongoDB and write to BigQuery
- pipeline:
type: chain
transforms:
- type: ReadFromMongoDB
config:
uri: "{MONGO_VARS[URI]}"
database: "{MONGO_VARS[DATABASE]}"
collection: "{MONGO_VARS[COLLECTION]}"
schema: |
{
"type": "object",
"properties": {
"id": {"type": "integer"},
"name": {"type": "string"},
"score": {"type": "number"}
},
"required": ["id", "name", "score"]
}
- type: WriteToBigQuery
config:
table: "{BQ_TABLE}"
options:
project: "apache-beam-testing"
temp_location: "{TEMP_DIR}"

# Pipeline 3: Read from BigQuery and verify records
- pipeline:
type: chain
transforms:
- type: ReadFromBigQuery
config:
table: "{BQ_TABLE}"
- type: AssertEqual
config:
elements:
- {id: 1, name: "Alice", score: 95.5}
- {id: 2, name: "Bob", score: 88.0}
- {id: 3, name: "Charlie", score: 92.3}
options:
project: "apache-beam-testing"
temp_location: "{TEMP_DIR}"
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