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Capture transaction based records for the log based replication
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import tap_tester.connections as connections | ||
import tap_tester.menagerie as menagerie | ||
import tap_tester.runner as runner | ||
import os | ||
import datetime | ||
import unittest | ||
import datetime | ||
import pymongo | ||
import string | ||
import random | ||
import time | ||
import re | ||
import pprint | ||
import pdb | ||
import bson | ||
from bson import ObjectId | ||
import singer | ||
from functools import reduce | ||
from singer import utils, metadata | ||
from mongodb_common import drop_all_collections, get_test_connection | ||
import decimal | ||
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RECORD_COUNT = {} | ||
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# def get_test_connection(): | ||
# username = os.getenv('TAP_MONGODB_USER') | ||
# password = os.getenv('TAP_MONGODB_PASSWORD') | ||
# host= os.getenv('TAP_MONGODB_HOST') | ||
# auth_source = os.getenv('TAP_MONGODB_DBNAME') | ||
# port = os.getenv('TAP_MONGODB_PORT') | ||
# ssl = False | ||
# conn = pymongo.MongoClient(host=host, username=username, password=password, port=port, authSource=auth_source, ssl=ssl) | ||
# return conn | ||
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def random_string_generator(size=6, chars=string.ascii_uppercase + string.digits): | ||
return ''.join(random.choice(chars) for x in range(size)) | ||
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def generate_simple_coll_docs(num_docs): | ||
docs = [] | ||
for int_value in range(num_docs): | ||
docs.append({"int_field": int_value, "string_field": random_string_generator()}) | ||
return docs | ||
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class MongoDBOplog(unittest.TestCase): | ||
table_name = 'collection_with_transaction_1' | ||
def setUp(self): | ||
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if not all([x for x in [os.getenv('TAP_MONGODB_HOST'), | ||
os.getenv('TAP_MONGODB_USER'), | ||
os.getenv('TAP_MONGODB_PASSWORD'), | ||
os.getenv('TAP_MONGODB_PORT'), | ||
os.getenv('TAP_MONGODB_DBNAME')]]): | ||
#pylint: disable=line-too-long | ||
raise Exception("set TAP_MONGODB_HOST, TAP_MONGODB_USER, TAP_MONGODB_PASSWORD, TAP_MONGODB_PORT, TAP_MONGODB_DBNAME") | ||
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with get_test_connection() as client: | ||
############# Drop all dbs/collections ############# | ||
drop_all_collections(client) | ||
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############# Add simple collections ############# | ||
client["simple_db"][self.table_name].insert_many(generate_simple_coll_docs(50)) | ||
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def expected_check_streams(self): | ||
return { | ||
'simple_db-collection_with_transaction_1', | ||
} | ||
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def expected_pks(self): | ||
return { | ||
self.table_name: {'_id'} | ||
} | ||
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def expected_row_counts(self): | ||
return { | ||
self.table_name: 50 | ||
} | ||
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def expected_sync_streams(self): | ||
return { | ||
self.table_name | ||
} | ||
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def name(self): | ||
return "tap_tester_mongodb_oplog_with_transaction" | ||
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def tap_name(self): | ||
return "tap-mongodb" | ||
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def get_type(self): | ||
return "platform.mongodb" | ||
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def get_credentials(self): | ||
return {'password': os.getenv('TAP_MONGODB_PASSWORD')} | ||
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def get_properties(self): | ||
return {'host' : os.getenv('TAP_MONGODB_HOST'), | ||
'port' : os.getenv('TAP_MONGODB_PORT'), | ||
'user' : os.getenv('TAP_MONGODB_USER'), | ||
'database' : os.getenv('TAP_MONGODB_DBNAME') | ||
} | ||
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def test_run(self): | ||
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conn_id = connections.ensure_connection(self) | ||
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# ------------------------------- | ||
# ----------- Discovery ---------- | ||
# ------------------------------- | ||
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# run in discovery mode | ||
check_job_name = runner.run_check_mode(self, conn_id) | ||
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# verify check exit codes | ||
exit_status = menagerie.get_exit_status(conn_id, check_job_name) | ||
menagerie.verify_check_exit_status(self, exit_status, check_job_name) | ||
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# verify the tap discovered the right streams | ||
found_catalogs = menagerie.get_catalogs(conn_id) | ||
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# assert we find the correct streams | ||
self.assertEqual(self.expected_check_streams(), | ||
{c['tap_stream_id'] for c in found_catalogs}) | ||
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for tap_stream_id in self.expected_check_streams(): | ||
found_stream = [c for c in found_catalogs if c['tap_stream_id'] == tap_stream_id][0] | ||
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# assert that the pks are correct | ||
self.assertEqual(self.expected_pks()[found_stream['stream_name']], | ||
set(found_stream.get('metadata', {}).get('table-key-properties'))) | ||
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# assert that the row counts are correct | ||
self.assertEqual(self.expected_row_counts()[found_stream['stream_name']], | ||
found_stream.get('metadata', {}).get('row-count')) | ||
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# ----------------------------------- | ||
# ----------- Initial Full Table --------- | ||
# ----------------------------------- | ||
# Select simple_coll_1 and simple_coll_2 streams and add replication method metadata | ||
for stream_catalog in found_catalogs: | ||
annotated_schema = menagerie.get_annotated_schema(conn_id, stream_catalog['stream_id']) | ||
additional_md = [{ "breadcrumb" : [], "metadata" : {'replication-method' : 'LOG_BASED'}}] | ||
selected_metadata = connections.select_catalog_and_fields_via_metadata(conn_id, | ||
stream_catalog, | ||
annotated_schema, | ||
additional_md) | ||
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# Run sync | ||
sync_job_name = runner.run_sync_mode(self, conn_id) | ||
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exit_status = menagerie.get_exit_status(conn_id, sync_job_name) | ||
menagerie.verify_sync_exit_status(self, exit_status, sync_job_name) | ||
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# verify the persisted schema was correct | ||
records_by_stream = runner.get_records_from_target_output() | ||
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# assert that each of the streams that we synced are the ones that we expect to see | ||
record_count_by_stream = runner.examine_target_output_file(self, | ||
conn_id, | ||
self.expected_sync_streams(), | ||
self.expected_pks()) | ||
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# Verify that the full table was syncd | ||
for tap_stream_id in self.expected_sync_streams(): | ||
self.assertGreaterEqual(record_count_by_stream[tap_stream_id],self.expected_row_counts()[tap_stream_id]) | ||
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# Verify that we have 'initial_full_table_complete' bookmark | ||
state = menagerie.get_state(conn_id) | ||
first_versions = {} | ||
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for tap_stream_id in self.expected_check_streams(): | ||
# assert that the state has an initial_full_table_complete == True | ||
self.assertTrue(state['bookmarks'][tap_stream_id]['initial_full_table_complete']) | ||
# assert that there is a version bookmark in state | ||
first_versions[tap_stream_id] = state['bookmarks'][tap_stream_id]['version'] | ||
self.assertIsNotNone(first_versions[tap_stream_id]) | ||
# Verify that we have a oplog_ts_time and oplog_ts_inc bookmark | ||
self.assertIsNotNone(state['bookmarks'][tap_stream_id]['oplog_ts_time']) | ||
self.assertIsNotNone(state['bookmarks'][tap_stream_id]['oplog_ts_inc']) | ||
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# Create records for oplog sync | ||
with get_test_connection() as client: | ||
db = client['simple_db'][self.table_name] | ||
with client.start_session() as session: | ||
with session.start_transaction(): | ||
db.insert_many([{"int_field": x, "string_field": str(x)} for x in range(51, 61)], session=session) | ||
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# Insert 10 docs in one transaction, update 5 of them | ||
with client.start_session() as session: | ||
with session.start_transaction(): | ||
db.insert_many([{"int_field": x, "string_field": str(x)} for x in range(61, 71)], session=session) | ||
for x in range(61, 66): | ||
db.update_one({"string_field": str(x)}, {"$inc": {"int_field": 1}}, session=session) | ||
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# Update 5 docs in one transaction from the the first transaction | ||
with client.start_session() as session: | ||
with session.start_transaction(): | ||
for x in range(51, 56): | ||
db.update_one({"string_field": str(x)}, {"$inc": {"int_field": 1}}, session=session) | ||
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# ----------------------------------- | ||
# ----------- Subsequent Oplog Sync --------- | ||
# ----------------------------------- | ||
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# Run sync | ||
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sync_job_name = runner.run_sync_mode(self, conn_id) | ||
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exit_status = menagerie.get_exit_status(conn_id, sync_job_name) | ||
menagerie.verify_sync_exit_status(self, exit_status, sync_job_name) | ||
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# verify the persisted schema was correct | ||
messages_by_stream = runner.get_records_from_target_output() | ||
records_by_stream = {} | ||
for stream_name in self.expected_sync_streams(): | ||
records_by_stream[stream_name] = [x for x in messages_by_stream[stream_name]['messages'] if x.get('action') == 'upsert'] | ||
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# assert that each of the streams that we synced are the ones that we expect to see | ||
record_count_by_stream = runner.examine_target_output_file(self, | ||
conn_id, | ||
self.expected_sync_streams(), | ||
self.expected_pks()) | ||
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# Verify that we got at least 6 records due to changes | ||
# (could be more due to overlap in gte oplog clause) | ||
self.assertEqual(30, | ||
record_count_by_stream[self.table_name]) |