works
This commit is contained in:
parent
7eb697fecd
commit
34496c3128
4 changed files with 170 additions and 116 deletions
159
anaxi/sync.py
Normal file
159
anaxi/sync.py
Normal file
|
|
@ -0,0 +1,159 @@
|
|||
import datetime
|
||||
import json
|
||||
|
||||
from psycopg2.extras import execute_batch
|
||||
|
||||
from anaxi.checkpoint import CheckpointManager
|
||||
from anaxi.config import (
|
||||
get_cosmos_database_config_from_file,
|
||||
get_postgres_database_config_from_file,
|
||||
get_stream_config_from_file,
|
||||
)
|
||||
from anaxi.constants import (
|
||||
ASSUMED_PREHISTORICAL_DATETIME,
|
||||
DEFAULT_BATCH_SIZE,
|
||||
DESTINATION_COLUMN_NAME,
|
||||
PATHS,
|
||||
)
|
||||
from anaxi.cosmos_tools import get_container_client
|
||||
from anaxi.logging import get_anaxi_logger
|
||||
from anaxi.postgres_tools import create_postgres_connection_from_config
|
||||
|
||||
logger = get_anaxi_logger(__name__)
|
||||
|
||||
|
||||
class SyncJob:
|
||||
|
||||
def __init__(
|
||||
self,
|
||||
stream_id: str,
|
||||
batch_size: int = DEFAULT_BATCH_SIZE,
|
||||
) -> None:
|
||||
|
||||
self.stream_config = get_stream_config_from_file(stream_id)
|
||||
self.cosmos_db_config = get_cosmos_database_config_from_file(
|
||||
self.stream_config.cosmos_database_id
|
||||
)
|
||||
self.postgres_db_config = get_postgres_database_config_from_file(
|
||||
self.stream_config.postgres_database
|
||||
)
|
||||
self._batch_size = batch_size
|
||||
|
||||
self.checkpoint_manager = self._create_checkpoint_manager()
|
||||
self.cosmos_container_client = get_container_client(
|
||||
config=self.cosmos_db_config,
|
||||
container_name=self.stream_config.cosmos_container_name,
|
||||
)
|
||||
self.postgres_connection = create_postgres_connection_from_config(
|
||||
config=self.postgres_db_config
|
||||
)
|
||||
|
||||
@property
|
||||
def current_checkpoint(self):
|
||||
return self.checkpoint_manager.highest_synced_timestamp
|
||||
|
||||
def run_sync(self):
|
||||
logger.info("Starting sync.")
|
||||
|
||||
changed_feed_response, cursor = self._prepare_source_and_sink()
|
||||
|
||||
docs_batch = []
|
||||
for doc in changed_feed_response:
|
||||
docs_batch.append(doc)
|
||||
if len(docs_batch) < self._batch_size:
|
||||
continue
|
||||
|
||||
logger.info("Reached batch size, trying to commit to database...")
|
||||
self.commit_batch(
|
||||
docs_batch,
|
||||
cursor,
|
||||
)
|
||||
logger.info("Committed batch.")
|
||||
logger.info(
|
||||
f"Checkpoint is a now at: {self.checkpoint_manager.highest_synced_timestamp}"
|
||||
)
|
||||
|
||||
docs_batch = []
|
||||
|
||||
if docs_batch:
|
||||
logger.info(f"Committing dangling documents ({len(docs_batch)})")
|
||||
self.commit_batch(
|
||||
docs_batch,
|
||||
cursor,
|
||||
)
|
||||
logger.info("Committed final batch.")
|
||||
|
||||
logger.info("Finished sync job.")
|
||||
|
||||
def commit_batch(self, docs_batch, cursor):
|
||||
self.checkpoint_manager.set_new_goal(
|
||||
goal_timestamp=datetime.datetime.fromtimestamp(docs_batch[-1]["_ts"])
|
||||
)
|
||||
|
||||
json_data = [(json.dumps(d),) for d in docs_batch]
|
||||
|
||||
insert_query = (
|
||||
f"INSERT INTO {self.stream_config.postgres_schema_name}.{self.stream_config.cosmos_container_name.replace('-', '_')}"
|
||||
+ f" ({DESTINATION_COLUMN_NAME})"
|
||||
+ " VALUES (%s)"
|
||||
)
|
||||
self.postgres_connection.rollback()
|
||||
|
||||
execute_batch(cursor, insert_query, json_data)
|
||||
|
||||
try:
|
||||
self.postgres_connection.commit()
|
||||
except Exception as e:
|
||||
logger.error(
|
||||
"An error has happened while trying to commit a batch. Rolling back."
|
||||
)
|
||||
self.postgres_connection.rollback()
|
||||
raise e
|
||||
else:
|
||||
self.checkpoint_manager.commit_goal()
|
||||
|
||||
def _prepare_source_and_sink(self):
|
||||
changed_feed_response = self.cosmos_container_client.query_items_change_feed(
|
||||
start_time=self.checkpoint_manager.highest_synced_timestamp
|
||||
)
|
||||
|
||||
cursor = self.postgres_connection.cursor()
|
||||
cursor.execute(
|
||||
f"""
|
||||
CREATE TABLE IF NOT EXISTS {self.stream_config.postgres_schema_name}.{self.stream_config.cosmos_container_name.replace('-', '_')} (
|
||||
{DESTINATION_COLUMN_NAME} JSONB
|
||||
);
|
||||
"""
|
||||
)
|
||||
self.postgres_connection.commit()
|
||||
return changed_feed_response, cursor
|
||||
|
||||
def _create_checkpoint_manager(self):
|
||||
checkpoint_file_path = PATHS.checkpoints_folder_path / (
|
||||
self.stream_config.stream_name + ".yml"
|
||||
)
|
||||
try:
|
||||
checkpoint_manager = CheckpointManager.load_from_yml(
|
||||
file_path=checkpoint_file_path
|
||||
)
|
||||
except FileNotFoundError:
|
||||
checkpoint_manager = CheckpointManager(
|
||||
file_path=checkpoint_file_path, highest_synced_timestamp=None
|
||||
)
|
||||
|
||||
if checkpoint_manager.highest_synced_timestamp is None:
|
||||
logger.info(
|
||||
"Couldn't find an existing checkpoint. Will run from the stream's configured cutoff."
|
||||
)
|
||||
if self.stream_config.cutoff_timestamp is None:
|
||||
logger.info(
|
||||
"No cutoff has ben set. Loading since the start of the container's history."
|
||||
)
|
||||
checkpoint_manager.highest_synced_timestamp = (
|
||||
ASSUMED_PREHISTORICAL_DATETIME
|
||||
)
|
||||
else:
|
||||
checkpoint_manager.highest_synced_timestamp = (
|
||||
self.stream_config.cutoff_timestamp
|
||||
)
|
||||
return checkpoint_manager
|
||||
Loading…
Add table
Add a link
Reference in a new issue