Example source: runners/local/replay.py¶
Source revision: 75f65139e26eb7079b7a897c877de97859c0120b
This page is the generated source; it shows the complete readable projection of the canonical file.
"""DataCoolie local Polars replay runner reference."""
from __future__ import annotations
import argparse
import json
import logging
import os
from pathlib import Path
import re
from datacoolie.core.models.run_config import DataCoolieRunConfig, ReplayConfig
from datacoolie.engines.polars_engine import PolarsEngine
from datacoolie.metadata.file_provider import FileProvider
from datacoolie.orchestration.driver import DataCoolieDriver
from datacoolie.platforms.local_platform import LocalPlatform
def decode_boundary(value: str) -> str | int:
return int(value) if re.fullmatch(r"[+-]?\d+", value) else value
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser()
parser.add_argument("--metadata-path", required=True)
parser.add_argument("--connections-path")
parser.add_argument("--schema-hints-path")
parser.add_argument("--watermark-base-path", required=True)
parser.add_argument("--log-base-path", required=True)
parser.add_argument(
"--working-directory",
help="Directory used to resolve relative connection paths",
)
parser.add_argument("--stage")
parser.add_argument("--start", required=True, type=decode_boundary)
parser.add_argument("--end", required=True, type=decode_boundary)
parser.add_argument("--chunk-interval-json", dest="chunk_interval", type=json.loads)
parser.add_argument("--chunk-column")
parser.add_argument("--save-watermark", action="store_true")
parser.add_argument("--confirm-save-watermark", action="store_true")
parser.add_argument("--max-workers", type=int, default=4)
parser.add_argument("--job-num", type=int, default=1)
parser.add_argument("--job-index", type=int, default=0)
args = parser.parse_args()
if args.save_watermark and not args.confirm_save_watermark:
parser.error("--save-watermark requires --confirm-save-watermark")
return args
def main() -> int:
args = parse_args()
if args.working_directory:
working_directory = Path(args.working_directory).expanduser().resolve()
if not working_directory.is_dir():
raise FileNotFoundError(f"Working directory not found: {working_directory}")
os.chdir(working_directory)
platform = LocalPlatform()
engine = PolarsEngine(platform=platform)
metadata_path = Path(args.metadata_path).expanduser()
metadata_kwargs = {
"connections_path": args.connections_path,
"schema_hints_path": args.schema_hints_path,
"platform": platform,
"watermark_base_path": args.watermark_base_path,
}
if metadata_path.is_dir():
metadata_kwargs["metadata_base_path"] = args.metadata_path
else:
metadata_kwargs["config_path"] = args.metadata_path
metadata = FileProvider(**metadata_kwargs)
config = DataCoolieRunConfig(
max_workers=args.max_workers,
job_num=args.job_num,
job_index=args.job_index,
stop_on_error=True,
allowed_function_prefixes=[],
)
replay = ReplayConfig(
start=args.start,
end=args.end,
chunk_interval=args.chunk_interval,
save_watermark=args.save_watermark,
chunk_column=args.chunk_column,
)
failed = 0
with DataCoolieDriver(
engine=engine,
metadata_provider=metadata,
log_base_path=args.log_base_path,
config=config,
) as driver:
dataflows = driver.load_dataflows(stage=args.stage)
result = driver.run_replay(dataflows=dataflows, replay=replay)
failed = result.failed
return 1 if failed else 0
if __name__ == "__main__":
logging.basicConfig(level=logging.INFO, format="%(asctime)s %(levelname)s %(message)s")
raise SystemExit(main())