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Add portable SimLingo post-train buckets: restore.py
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#!/usr/bin/env python3
"""Restore the trusted SimLingo bucket snapshot for a new data location (Python >=3.8)."""
import argparse
import gzip
import hashlib
import json
import os
import pickle
import shutil
import tarfile
import tempfile
from pathlib import Path
TOKEN = '__SIMLINGO_DATA_ROOT__'
CACHE = 'BUCKET2DATA_remove_missing_dream_jianing.pkl'
INDEX = 'bucketsv2_simlingo/buckets_paths.pkl'
FIELDS = ('images', 'boxes', 'measurements', 'alternative_trajectories')
def sha256(path):
h = hashlib.sha256()
with Path(path).open('rb') as f:
for block in iter(lambda: f.read(8 * 1024 * 1024), b''):
h.update(block)
return h.hexdigest()
def rewrite_cache(cache, old, new):
"""Rewrite path leaves only; keep scalar values, container types and aliasing."""
memo = {}
count = 0
def walk(value):
nonlocal count
ident = id(value)
if ident in memo:
return memo[ident][1]
if type(value) is str:
if not value.startswith(old + '/'):
raise ValueError('Unexpected cache path prefix; refusing a partial rewrite')
out = new + value[len(old):]
count += 1
elif type(value) is list:
out = []
memo[ident] = (value, out)
out.extend(walk(x) for x in value)
elif type(value) is tuple:
out = tuple(walk(x) for x in value)
else:
raise TypeError('Unexpected path container: ' + type(value).__name__)
memo[ident] = (value, out)
return out
for buckets in cache.values():
for bucket in buckets.values():
for field in FIELDS:
if field in bucket:
bucket[field] = walk(bucket[field])
return count
def check_data(root, probes):
from PIL import Image
for item in probes:
path = root / item['path']
if not path.is_file():
raise FileNotFoundError(str(path))
if item['kind'] == 'image':
with Image.open(str(path)) as im:
im.verify()
else:
with gzip.open(str(path), 'rt') as f:
data = json.load(f)
if item['kind'] == 'commentary':
assert 'commentary' in data
elif item['kind'] == 'vqa':
assert data.get('QA')
elif item['kind'] == 'dreamer':
assert any(v for k, v in data.items() if 'factor' not in k)
return len(probes)
def main():
parser = argparse.ArgumentParser(description=__doc__)
parser.add_argument('--database-root', type=Path, required=True,
help='Resource directory containing simlingo_v2_2025_01_10/')
parser.add_argument('--bundle-dir', type=Path, default=Path(__file__).resolve().parent)
parser.add_argument('--check-data', action='store_true', help='Decode representative real samples before writing')
args = parser.parse_args()
bundle = args.bundle_dir.resolve()
db = args.database_root.resolve()
data = (db / 'simlingo_v2_2025_01_10').resolve()
if args.check_data:
probes = json.loads((bundle / 'sample-probes.json').read_text())
print('Verified real data files:', check_data(data, probes), flush=True)
targets = (db / CACHE, db / INDEX)
for target in targets:
if target.exists() or target.is_symlink():
raise FileExistsError('Refusing to overwrite ' + str(target))
manifest = json.loads((bundle / 'manifest.json').read_text())
archive = bundle / manifest['archive']['path']
assert archive.stat().st_size == manifest['archive']['bytes']
assert sha256(archive) == manifest['archive']['sha256'], 'Archive checksum mismatch'
db.mkdir(parents=True, exist_ok=True)
with tempfile.TemporaryDirectory(prefix='.restore-buckets-', dir=str(db)) as temp:
temp = Path(temp)
expected = {x['path']: x for x in manifest['payload']}
with tarfile.open(str(archive), 'r:gz') as tar:
members = tar.getmembers()
assert len(members) == len(expected)
assert {x.name for x in members} == set(expected)
for member in members:
assert member.isfile() and member.size == expected[member.name]['bytes']
target = temp / member.name
target.parent.mkdir(parents=True, exist_ok=True)
with tar.extractfile(member) as src, target.open('wb') as dst:
shutil.copyfileobj(src, dst, 8 * 1024 * 1024)
assert sha256(target) == expected[member.name]['sha256']
print('Loading portable cache; this may take a few minutes.', flush=True)
with (temp / 'BUCKET2DATA.portable.pkl').open('rb') as f:
cache = pickle.load(f)
rewritten = rewrite_cache(cache, TOKEN, str(data))
staged_cache = temp / CACHE
with staged_cache.open('wb') as f:
pickle.dump(cache, f, protocol=4)
targets[1].parent.mkdir(parents=True, exist_ok=True)
# Hard links fail atomically if another process has created either target.
os.link(str(staged_cache), str(targets[0]))
try:
os.link(str(temp / INDEX), str(targets[1]))
except BaseException:
targets[0].unlink()
raise
report = {'ok': True, 'data_root': str(data), 'rewritten_unique_path_objects': rewritten,
'cache': str(targets[0]), 'bucket_index': str(targets[1]),
'sample_counts': manifest['sample_counts'], 'real_samples_checked': args.check_data}
print(json.dumps(report, indent=2))
if __name__ == '__main__':
main()