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Merge pull request stanford-crfm#1282 from stanford-crfm/yifanmai/944…
…-copy-cache-script Add copy_cache script
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"""Utility for copying caches from SQLite to MongoDB. | ||
Example usage: | ||
python3 scripts/cache/copy_cache.py --organization openai \ | ||
prod_env/cache/ mongodb://username:password@mongodbhost/crfm-models | ||
python3 scripts/cache/copy_cache.py --all \ | ||
prod_env/cache/ mongodb://username:password@mongodbhost/crfm-models | ||
""" | ||
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import argparse | ||
import json | ||
import os | ||
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from sqlitedict import SqliteDict | ||
from helm.common.cache import _MongoKeyValueStore | ||
from helm.common.hierarchical_logger import hlog, htrack | ||
from typing import Optional | ||
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_SQLITE_FILE_SUFFIX = ".sqlite" | ||
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@htrack("Copying all caches") | ||
def copy_all_caches(cache_dir: str, mongo_host: str, dry_run: bool): | ||
hlog(f"Opening Sqlite dir {cache_dir}") | ||
with os.scandir(cache_dir) as it: | ||
for entry in it: | ||
if entry.name.endswith(_SQLITE_FILE_SUFFIX) and entry.is_file(): | ||
organization = entry.name[: -len(_SQLITE_FILE_SUFFIX)] | ||
copy_cache( | ||
cache_dir=cache_dir, | ||
mongo_host=mongo_host, | ||
organization=organization, | ||
dry_run=dry_run, | ||
) | ||
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@htrack("Copying single cache") | ||
def copy_cache( | ||
cache_dir: str, | ||
mongo_host: str, | ||
organization: str, | ||
dry_run: bool, | ||
range_start: Optional[int] = None, | ||
range_end: Optional[int] = None, | ||
): | ||
if dry_run: | ||
hlog("Dry run mode, skipping writing to mongo") | ||
if range_start: | ||
hlog(f"Start of range: {range_start}") | ||
if range_end: | ||
hlog(f"End of range: {range_end}") | ||
num_items = 0 | ||
num_written = 0 | ||
num_skipped = 0 | ||
num_failed = 0 | ||
cache_path = os.path.join(cache_dir, f"{organization}.sqlite") | ||
hlog(f"Opening Sqlite cache {cache_path}") | ||
with SqliteDict(cache_path) as source_cache: | ||
hlog(f"Copying to MongoDB {mongo_host}") | ||
with _MongoKeyValueStore(mongo_host, collection_name=organization) as target_cache: | ||
for key, value in source_cache.items(): | ||
if not dry_run and (not range_start or num_items >= range_start): | ||
try: | ||
target_cache.put(json.loads(key), value) | ||
num_written += 1 | ||
except Exception: | ||
num_failed += 1 | ||
else: | ||
num_skipped += 1 | ||
num_items += 1 | ||
if num_items % 1000 == 0: | ||
hlog(f"Processed {num_items} items so far") | ||
hlog( | ||
f"Copied {num_written} and skipped {num_skipped} and " | ||
+ f"failed {num_failed} items from {cache_path} so far" | ||
) | ||
if range_end and num_items >= range_end: | ||
break | ||
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hlog(f"Processed {num_items} total items from {cache_path}") | ||
hlog( | ||
f"Copied {num_written} and skipped {num_skipped} and failed " | ||
+ f"{num_failed} total items from {cache_path}" | ||
) | ||
hlog(f"Finished copying Sqlite cache {cache_path} to MongoDB {mongo_host}") | ||
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def main(): | ||
parser = argparse.ArgumentParser(description="Copy items from Sqlite to mongo") | ||
parser.add_argument("cache_dir", type=str, help="Directory for the .sqlite files") | ||
parser.add_argument("mongo_host", type=str, help="Mongo host to copy items to") | ||
parser.add_argument("--organization", type=str, help="Organization to copy cache for") | ||
parser.add_argument("--range-start", type=int, help="The start of the range to copy") | ||
parser.add_argument("--range-end", type=int, help="The end of the range to copy (exclusive)") | ||
parser.add_argument( | ||
"--all", | ||
action="store_true", | ||
default=None, | ||
help="Copy caches for all organizations", | ||
) | ||
parser.add_argument( | ||
"--bulk-write", | ||
action="store_true", | ||
default=None, | ||
help="Uses bulk writes", | ||
) | ||
parser.add_argument( | ||
"--dry-run", | ||
action="store_true", | ||
default=None, | ||
help="Skips actually writing to mongo", | ||
) | ||
args = parser.parse_args() | ||
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if (args.range_start or args.range_end) and not args.organization: | ||
raise ValueError("--range_start and --range_end require --organization to be specified") | ||
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if args.all: | ||
copy_all_caches( | ||
cache_dir=args.cache_dir, | ||
mongo_host=args.mongo_host, | ||
dry_run=bool(args.dry_run), | ||
) | ||
elif args.organization: | ||
copy_cache( | ||
cache_dir=args.cache_dir, | ||
mongo_host=args.mongo_host, | ||
organization=args.organization, | ||
dry_run=bool(args.dry_run), | ||
range_start=args.range_start, | ||
range_end=args.range_end, | ||
) | ||
else: | ||
raise ValueError("Either --all or --organization must be specified") | ||
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if __name__ == "__main__": | ||
main() |