e5-c3-code / scripts /frozen_eval_subset.py
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Release original E5+C3 training and evaluation source, configs, results and loss curves
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"""Validate an independent, checksummed closed-loop evaluation package.
The legacy v1/10k loaders stay separate. A published package records its actual
Git commit, rather than inheriting the legacy v1 commit or trusting a label.
"""
from collections import Counter
from dataclasses import dataclass
import hashlib
import json
from pathlib import Path, PurePosixPath
import re
import subprocess
def sha256(path):
return hashlib.sha256(Path(path).read_bytes()).hexdigest()
def _read(path):
return json.loads(Path(path).read_text())
def _package_files(root):
files = {}
for path in root.rglob('*'):
relative = path.relative_to(root)
if '__pycache__' in relative.parts or path.suffix == '.pyc':
continue
if path.is_symlink():
raise ValueError('Package files must not be symlinks: ' + str(relative))
if path.is_file():
files[relative.as_posix()] = path
return files
def verify_checksums(directory):
root = Path(directory).resolve()
files = _package_files(root)
if 'SHA256SUMS' not in files:
raise ValueError('Frozen package requires SHA256SUMS')
expected = {}
for line in files['SHA256SUMS'].read_text().splitlines():
match = re.fullmatch(r'([0-9a-f]{64}) [ *](.+)', line)
if not match:
raise ValueError('Malformed SHA256SUMS line')
digest, name = match.groups()
path = PurePosixPath(name)
if path.is_absolute() or '..' in path.parts or path.as_posix() != name or name == 'SHA256SUMS':
raise ValueError('Unsafe or recursive checksum path: ' + name)
if name in expected:
raise ValueError('Duplicate checksum path: ' + name)
expected[name] = digest
if set(expected) != set(files) - {'SHA256SUMS'}:
raise ValueError('SHA256SUMS must cover every package file exactly')
for name, digest in expected.items():
if sha256(files[name]) != digest:
raise ValueError('Package checksum mismatch: ' + name)
return root, files, expected
def _published_commit(root, files):
def git(*args, cwd=root):
try:
return subprocess.run(['git', '-C', str(cwd), *args], check=True,
stdout=subprocess.PIPE, stderr=subprocess.PIPE).stdout
except subprocess.CalledProcessError as error:
raise ValueError('Package must be in a published Git checkout') from error
top = Path(git('rev-parse', '--show-toplevel').decode().strip()).resolve()
prefix = root.relative_to(top).as_posix()
commit = git('log', '-1', '--format=%H', '--', '.').decode().strip()
if not re.fullmatch('[0-9a-f]{40}', commit):
raise ValueError('Package has no committed publication')
# git status can be defeated by assume-unchanged/skip-worktree. Compare each
# actual byte sequence with the committed Git blob instead.
# --full-tree resets ls-tree's pathspec base. Query explicitly from the
# repository top using this package's path, excluding unrelated files.
tree = git('ls-tree', '-r', '-z', '--full-tree', commit, '--', prefix, cwd=top)
tracked = {}
for item in tree.split(b'\0'):
if not item:
continue
metadata, raw_name = item.split(b'\t', 1)
mode, kind, digest = metadata.decode().split()
name = raw_name.decode()
relative = str(PurePosixPath(name).relative_to(prefix)) if prefix != '.' else name
if '__pycache__' in PurePosixPath(relative).parts or relative.endswith('.pyc'):
continue
if kind != 'blob' or mode not in ('100644', '100755'):
raise ValueError('Publication contains nonregular package files')
tracked[relative] = digest
if set(tracked) != set(files):
raise ValueError('Package file set differs from its Git publication')
for name, path in files.items():
raw = path.read_bytes()
blob = hashlib.sha1(b'blob ' + str(len(raw)).encode() + b'\0' + raw).hexdigest()
if blob != tracked[name]:
raise ValueError('Package differs from its Git publication: ' + name)
return commit
@dataclass(frozen=True)
class FrozenSubset:
directory: Path
protocol: dict
plan: list
commit: str | None
checksums_sha256: str
protocol_sha256: str
@property
def manifest_dir(self):
return self.directory / 'seed_manifests'
@property
def identity(self):
return {'subset_id': self.protocol['subset_id'],
'runtime_protocol': self.protocol['runtime_protocol'],
'subset_commit': self.commit,
'count': self.protocol['count'],
'checksums_sha256': self.checksums_sha256,
'protocol_sha256': self.protocol_sha256,
'episodes_sha256': self.protocol['episodes_sha256']}
def load_subset(directory, *, require_published=True):
root, files, checksums = verify_checksums(directory)
for required in ('protocol.json', 'episodes.jsonl'):
if required not in files:
raise ValueError('Missing package identity: ' + required)
protocol = _read(files['protocol.json'])
if not re.fullmatch(r'[a-z0-9][a-z0-9_-]+', protocol.get('subset_id', '')):
raise ValueError('Invalid subset_id')
if not re.fullmatch(r'hybrid_[a-z0-9_]+_rt', protocol.get('runtime_protocol', '')):
raise ValueError('Invalid RT runtime protocol')
dimensions = [protocol.get(key) for key in ('count', 'tasks', 'episodes_per_task_setting')]
if any(type(value) is not int or value <= 0 for value in dimensions):
raise ValueError('Protocol must declare positive integer quotas')
count, task_count, quota = dimensions
settings = protocol.get('settings')
if (not isinstance(settings, list) or not settings or len(set(settings)) != len(settings)
or not set(settings) <= {'clean', 'randomized'}
or count != task_count * len(settings) * quota):
raise ValueError('Invalid setting quota or total count')
instruction_types = protocol.get('instruction_types')
if (not isinstance(instruction_types, dict) or set(instruction_types) != set(settings)
or not set(instruction_types.values()) <= {'seen', 'unseen'}):
raise ValueError('Protocol must declare an instruction type for each setting')
if protocol.get('episodes_sha256') != checksums['episodes.jsonl']:
raise ValueError('Protocol episodes SHA256 does not match package')
rows = [json.loads(line) for line in files['episodes.jsonl'].read_text().splitlines()]
expected = {}
for row in rows:
if (not re.fullmatch(r'[a-z][a-z0-9_]*', row.get('task', ''))
or row.get('setting') not in settings or type(row.get('index')) is not int
or not 0 <= row['index'] < quota
or any(type(row.get(key)) is not int or row[key] < 0 for key in ('seed', 'policy_seed'))
or not isinstance(row.get('instruction'), str) or not row['instruction'].strip()
or not isinstance(row.get('scene_info'), dict)
or row.get('instruction_type') != instruction_types[row['setting']]):
raise ValueError('Invalid episode identity')
if 'scene_sequence_index' in row and (type(row['scene_sequence_index']) is not int
or not 0 <= row['scene_sequence_index'] < 10):
raise ValueError('Invalid explicit scene sequence index')
key = (row['task'], row['setting'], row['index'])
if key in expected:
raise ValueError('Duplicate episode identity')
expected[key] = row
cells = Counter((r['task'], r['setting']) for r in rows)
tasks = {r['task'] for r in rows}
if (len(rows) != count or len(tasks) != task_count
or set(cells) != {(task, setting) for task in tasks for setting in settings}
or set(cells.values()) != {quota}
or len({r['seed'] for r in rows}) != count):
raise ValueError('Episode task/setting quotas or unique seeds do not match protocol')
names = {f'seed_manifests/{task}__{setting}.json' for task, setting in cells}
if names != {name for name in files if name.startswith('seed_manifests/')}:
raise ValueError('Seed manifest cell inventory does not match protocol')
plan = []
for name in sorted(names):
manifest = _read(files[name])
episodes = manifest.get('episodes', [])
if manifest.get('status') != 'ready' or len(episodes) != quota:
raise ValueError('Cell manifest must be ready with the declared quota: ' + name)
seen = set()
for row in episodes:
key = (row['task'], row['setting'], row['index'])
if (key in seen or expected.get(key) != row
or name != f"seed_manifests/{row['task']}__{row['setting']}.json"
or (manifest.get('task'), manifest.get('setting')) != key[:2]):
raise ValueError('Episode and seed manifest identities differ: ' + name)
if row.get('instruction_type') != manifest.get('instruction_type'):
raise ValueError('Episode and manifest instruction types differ: ' + name)
seen.add(key)
plan.append({**row, 'manifest_sha256': checksums[name]})
commit = _published_commit(root, files) if require_published else None
return FrozenSubset(root, protocol,
sorted(plan, key=lambda r: (r['index'], r['task'], r['setting'])),
commit, sha256(files['SHA256SUMS']), checksums['protocol.json'])