逐条审计 arXiv 类别完整性及来源证据 #10
@@ -20,6 +20,20 @@ paper-atlas maintain arxiv-tags --db /data/paper-index/papers.sqlite \
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修复使用同一维护锁,分批提交并保存断点,保留 `custom:*` 和其他来源证据;失败后确认原因已解决,再增加 `--resume` 从上次提交位置继续。完成报告不能作为重新扫描的断点,重新核验应指定新报告。源审计和标签修复均保留 8 GiB 空闲空间,不能代替所有来源入库后的实体、投稿去重与完整性检查。
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修复结束后还须核对每条 arXiv 来源记录的类别集合,不能只看旧证据键是否清零。下面的只读审计比较来源 metadata 中的类别、所属论文实体和逐记录证据键,同时检查没有合法 arXiv 来源的类别行:
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```sh
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paper-atlas audit arxiv-tags --db /data/paper-index/papers.sqlite \
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--repair-report /data/paper-index/collected/arxiv-tag-repair.json \
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--out /data/paper-index/collected/arxiv-tag-coverage-audit.json
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```
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审计持有共享维护锁;修复或其他协调写入尚未结束时会拒绝运行。提供修复报告时,还会核对其已完成状态、数据库路径和固定来源范围。审计以一致的只读快照分批读取,记录完整扫描数量、缺失/多余证据、错误论文归属、残留旧键及少量异常样例,不修改主库。
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来源记录按整数主键区间读取,避免 SQLite 误选按 external_id 排列的来源索引、每批重新排序整个来源;其他来源交错在编号区间内时仍按 source_id 过滤。类别证据继续使用 source_record_id 索引批量读取。完整核验范围不因查询优化缩小。
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只有全量记录核对完毕且无差异时才标记 `passed`;存在差异为 `failed` 并返回非零退出码,解析或执行中断为 `error`。运行中的报告不能作为完成证明。重新核验须使用新输出路径,不能覆盖已有报告;该检查不替代最后的实体去重、外键、SQLite 与全文索引核验。
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## 长期维护与更新
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1. 每次采集先核对来源、许可、可访问性、空闲空间和现有运行批次。保持低并发,遵守来源限流、重试与人机验证要求。
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@@ -0,0 +1,143 @@
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"""Compare every arXiv record's category evidence with retained source metadata."""
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import argparse
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from collections import defaultdict
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from contextlib import closing
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import fcntl
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import json
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from pathlib import Path
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import sqlite3
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from paper_atlas.db.submissions import timestamp
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def save(path, state):
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part = path.with_suffix('.part')
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part.write_text(json.dumps(state, ensure_ascii=False, indent=2) + '\n')
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part.replace(path)
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def audit(db, out, repair_report=None, batch_size=500):
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db, out = Path(db).resolve(), Path(out).resolve()
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if not db.is_file():
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raise ValueError('Existing database required')
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if not 1 <= batch_size <= 500:
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raise ValueError('Batch size must be between 1 and 500')
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if out == db or repair_report and out == Path(repair_report).resolve():
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raise ValueError('Audit output must preserve its inputs')
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out.parent.mkdir(parents=True, exist_ok=True)
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with Path(str(db) + '.maintenance.lock').open('a') as maintenance, Path(str(out) + '.lock').open('a') as output_lock:
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# A partial repair is not a useful full-category audit. This also keeps
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# cooperating maintenance writers out for the entire read-only snapshot.
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fcntl.flock(maintenance, fcntl.LOCK_SH | fcntl.LOCK_NB)
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fcntl.flock(output_lock, fcntl.LOCK_EX | fcntl.LOCK_NB)
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if out.exists():
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raise ValueError('Audit report exists; select a new output path')
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with closing(sqlite3.connect(db.as_uri() + '?mode=ro', uri=True)) as c:
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c.execute('PRAGMA cache_size=-32768')
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c.execute('BEGIN')
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source = c.execute("SELECT id FROM sources WHERE name='arxiv'").fetchone()
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if source is None:
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raise ValueError('No imported arXiv source')
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total, maximum = c.execute('SELECT count(*),COALESCE(max(id),0) FROM source_records WHERE source_id=?', source).fetchone()
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if not total:
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raise ValueError('No imported arXiv records')
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scope = {'db': str(db), 'source_id': source[0], 'source_record_count': total,
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'maximum_source_record_id': maximum}
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if repair_report:
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repair = json.loads(Path(repair_report).read_text())
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if repair.get('status') != 'complete' or repair.get('records_refreshed') != total:
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raise ValueError('Category repair has not completed this source inventory')
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if any(repair.get(key) != value for key, value in scope.items()):
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raise ValueError('Repair report belongs to a different source inventory')
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state = {**scope, 'started_at': timestamp(), 'status': 'running', 'records_checked': 0,
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'last_record_id': 0, 'expected_evidence': 0, 'actual_evidence': 0,
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'records_with_mismatches': 0, 'missing_evidence': 0, 'unexpected_evidence': 0,
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'legacy_evidence': 0, 'examples': [], 'repair_report': str(Path(repair_report).resolve()) if repair_report else None}
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save(out, state)
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try:
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while True:
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# The (source_id,external_id) index orders by external ID,
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# so choosing it sorts the entire source again per batch.
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# This fixed ID interval must use the integer primary key.
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records = c.execute('''SELECT id,external_id,paper_id,metadata_json FROM source_records NOT INDEXED
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WHERE source_id=? AND id>? AND id<=? ORDER BY id LIMIT ?''',
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(source[0], state['last_record_id'], maximum, batch_size)).fetchall()
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if not records:
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break
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ids = [row[0] for row in records]
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actual = defaultdict(set)
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for record, paper, category, evidence in c.execute('''SELECT pt.source_record_id,pt.paper_id,t.value,pt.evidence_key
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FROM paper_tags pt JOIN tags t ON t.id=pt.tag_id WHERE t.namespace='arxiv:category'
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AND pt.source_record_id IN (''' + ','.join('?' for _ in ids) + ')', ids):
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actual[record].add((category, paper, evidence))
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state['legacy_evidence'] += evidence == 'arxiv:categories'
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for record, external, paper, payload in records:
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metadata = json.loads(payload)
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if not isinstance(metadata, dict):
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raise ValueError('arXiv source metadata must be an object')
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categories = metadata.get('categories')
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if categories is None:
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categories = ''
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if not isinstance(categories, str):
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raise ValueError('arXiv source categories must be text')
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evidence_key = f'arxiv:record:{record}:tags'
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expected = {(category, paper, evidence_key) for category in categories.split()}
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found = actual[record]
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missing, unexpected = expected - found, found - expected
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state['expected_evidence'] += len(expected)
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state['actual_evidence'] += len(found)
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state['missing_evidence'] += len(missing)
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state['unexpected_evidence'] += len(unexpected)
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if missing or unexpected:
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state['records_with_mismatches'] += 1
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if len(state['examples']) < 20:
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state['examples'].append({'record_id': record, 'external_id': external,
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'paper_id': paper, 'missing': sorted(missing), 'unexpected': sorted(unexpected)})
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state['records_checked'] += 1
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state['last_record_id'] = ids[-1]
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if state['records_checked'] % 10000 < len(records):
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save(out, state)
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print(json.dumps({k: state[k] for k in ('status', 'records_checked', 'source_record_count', 'records_with_mismatches')}), flush=True)
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if state['records_checked'] != total:
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raise ValueError('Audited record count differs from the fixed source inventory')
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# Every category row must also have an arXiv source-record owner.
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# The full namespace total catches orphan and wrong-source evidence
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# that cannot appear in the per-record traversal above.
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all_evidence = c.execute("SELECT count(*) FROM paper_tags pt JOIN tags t ON t.id=pt.tag_id WHERE t.namespace='arxiv:category'").fetchone()[0]
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unscoped = all_evidence - state['actual_evidence']
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if unscoped < 0:
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raise ValueError('Category evidence totals are inconsistent')
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state.update(namespace_evidence=all_evidence, evidence_without_arxiv_record=unscoped)
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if unscoped:
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state['unscoped_examples'] = [dict(zip(('paper_id', 'category', 'source_record_id', 'evidence_key'), row))
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for row in c.execute('''SELECT pt.paper_id,t.value,pt.source_record_id,pt.evidence_key
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FROM paper_tags pt JOIN tags t ON t.id=pt.tag_id
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LEFT JOIN source_records r ON r.id=pt.source_record_id
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WHERE t.namespace='arxiv:category' AND (r.source_id IS NULL OR r.source_id<>?) LIMIT 20''', source)]
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passed = not state['records_with_mismatches'] and not unscoped
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state.update(status='passed' if passed else 'failed', finished_at=timestamp(),
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note='Full per-record category, canonical paper and evidence-key equality. '
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'Read-only; not a global paper deduplication or full database-integrity audit.')
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save(out, state)
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except BaseException as error:
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state.update(status='error', error=str(error), finished_at=timestamp())
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save(out, state)
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raise
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print(json.dumps(state), flush=True)
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return state
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def main(argv=None, *, prog=None):
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parser = argparse.ArgumentParser(prog=prog)
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parser.add_argument('--db', required=True)
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parser.add_argument('--out', required=True)
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parser.add_argument('--repair-report')
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parser.add_argument('--batch-size', type=int, default=500)
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args = parser.parse_args(argv)
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result = audit(args.db, args.out, args.repair_report, args.batch_size)
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if result['status'] != 'passed':
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raise SystemExit('arXiv category evidence audit failed; inspect the report')
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if __name__ == '__main__':
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main()
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@@ -30,6 +30,7 @@ COMMANDS = {
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('audit','iclr'): ('paper_atlas.audits.iclr', {}, '核对 ICLR 快照与同届官方程序'),
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('audit','iclr-legacy'): ('paper_atlas.audits.iclr_legacy', {}, '独立核验 ICLR 2020 旧目录投稿身份'),
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('audit','arxiv'): ('paper_atlas.audits.arxiv', {}, '核验 arXiv 原始编号、重复行与 ZIP 完整性'),
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('audit','arxiv-tags'): ('paper_atlas.audits.arxiv_tags', {}, '逐记录核验 arXiv 类别及出处完整性'),
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('audit','public-openreview'): ('paper_atlas.audits.public_openreview', {}, '核对公开负面决定与已有投稿历史'),
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}
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@@ -0,0 +1,138 @@
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import fcntl
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import json
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from pathlib import Path
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import tempfile
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import unittest
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import sqlite3
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from unittest.mock import patch
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from paper_atlas.audits.arxiv_tags import audit, main
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from paper_atlas.db.store import Store
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from paper_atlas.ingestion.arxiv import refresh_categories
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class ArxivTagAuditTests(unittest.TestCase):
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def setUp(self):
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self.temp = tempfile.TemporaryDirectory()
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self.addCleanup(self.temp.cleanup)
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self.root = Path(self.temp.name)
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self.db = self.root / 'papers.sqlite'
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self.out = self.root / 'audit.json'
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self.store = Store(self.db)
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self.addCleanup(self.store.conn.close)
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self.records = []
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for external in ('one', 'two'):
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paper, record = self.store.record('arxiv', external, 'https://arxiv.org/abs/' + external,
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'Same research work', 'Abstract', [], {'doi': '10.1234/same'},
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{'categories': 'cs.AI cs.LG cs.AI'})
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refresh_categories(self.store, paper, record, 'cs.AI cs.LG cs.AI')
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self.records.append(record)
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self.paper = paper
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tag = self.store.conn.execute("INSERT INTO tags(namespace,value) VALUES('custom:topic','cs.AI')").lastrowid
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self.store.conn.execute("INSERT INTO paper_tags VALUES(?,?,NULL,'manual:1')", (paper, tag))
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self.store.conn.commit()
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def test_all_merged_records_keep_their_own_categories_and_custom_tags_are_untouched(self):
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before = self.store.conn.execute('SELECT * FROM paper_tags ORDER BY evidence_key,tag_id').fetchall()
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result = audit(self.db, self.out, batch_size=1)
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self.assertEqual(result['status'], 'passed')
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self.assertEqual(result['records_checked'], 2)
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self.assertEqual(result['expected_evidence'], 4)
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self.assertEqual(result['actual_evidence'], 4)
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self.assertEqual(result['evidence_without_arxiv_record'], 0)
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self.assertEqual(self.store.conn.execute('SELECT * FROM paper_tags ORDER BY evidence_key,tag_id').fetchall(), before)
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def test_zero_legacy_keys_does_not_hide_missing_categories_and_cli_fails(self):
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self.store.conn.execute("DELETE FROM paper_tags WHERE source_record_id IS NOT NULL")
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self.store.conn.commit()
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with self.assertRaises(SystemExit):
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main(['--db', str(self.db), '--out', str(self.out)])
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result = json.loads(self.out.read_text())
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self.assertEqual(result['status'], 'failed')
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self.assertEqual(result['legacy_evidence'], 0)
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self.assertEqual(result['missing_evidence'], 4)
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self.assertEqual(result['records_with_mismatches'], 2)
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def test_wrong_canonical_paper_or_stale_key_is_detected(self):
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other, _ = self.store.record('example', 'other', 'https://example.org', 'Different work', 'AB', [])
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self.store.conn.execute("UPDATE paper_tags SET paper_id=?,evidence_key='arxiv:categories' WHERE source_record_id=?", (other, self.records[0]))
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self.store.conn.commit()
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result = audit(self.db, self.out)
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self.assertEqual(result['status'], 'failed')
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self.assertEqual(result['records_with_mismatches'], 1)
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self.assertEqual(result['legacy_evidence'], 2)
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self.assertEqual(result['missing_evidence'], 2)
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self.assertEqual(result['unexpected_evidence'], 2)
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def test_wrong_source_and_unowned_category_rows_cannot_escape_the_full_audit(self):
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paper, record = self.store.record('example', 'other', 'https://example.org', 'Other work', 'AB', [])
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tag = self.store.conn.execute("SELECT id FROM tags WHERE namespace='arxiv:category' AND value='cs.AI'").fetchone()[0]
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self.store.conn.execute('INSERT INTO paper_tags VALUES(?,?,?,?)', (paper, tag, record, 'wrong-source'))
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self.store.conn.execute('INSERT INTO paper_tags VALUES(?,?,NULL,?)', (paper, tag, 'unowned'))
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self.store.conn.commit()
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result = audit(self.db, self.out)
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self.assertEqual(result['status'], 'failed')
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self.assertEqual(result['records_with_mismatches'], 0)
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self.assertEqual(result['evidence_without_arxiv_record'], 2)
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self.assertEqual(len(result['unscoped_examples']), 2)
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def test_active_writer_and_incomplete_repair_are_rejected_before_publishing(self):
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with Path(str(self.db) + '.maintenance.lock').open('a') as lock:
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fcntl.flock(lock, fcntl.LOCK_EX | fcntl.LOCK_NB)
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with self.assertRaises(BlockingIOError):
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audit(self.db, self.out)
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self.assertFalse(self.out.exists())
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repair = self.root / 'repair.json'
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repair.write_text(json.dumps({'status': 'running'}))
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with self.assertRaisesRegex(ValueError, 'not completed'):
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audit(self.db, self.out, repair)
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self.assertFalse(self.out.exists())
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def test_repair_report_scope_and_completed_audit_are_not_silently_reused(self):
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repair = self.root / 'repair.json'
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repair.write_text(json.dumps({'status': 'complete', 'records_refreshed': 2, 'db': str(self.db),
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'source_id': 1, 'source_record_count': 2, 'maximum_source_record_id': 999}))
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with self.assertRaisesRegex(ValueError, 'different source inventory'):
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audit(self.db, self.out, repair)
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result = audit(self.db, self.out)
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before = self.out.read_bytes()
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with self.assertRaisesRegex(ValueError, 'report exists'):
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audit(self.db, self.out)
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self.assertEqual(self.out.read_bytes(), before)
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self.assertEqual(result['status'], 'passed')
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def test_invalid_source_metadata_is_an_error_not_a_partial_pass(self):
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self.store.conn.execute('UPDATE source_records SET metadata_json=? WHERE id=?',
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(json.dumps({'categories': ['invalid']}), self.records[0]))
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self.store.conn.commit()
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with self.assertRaisesRegex(ValueError, 'categories must be text'):
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audit(self.db, self.out)
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self.assertEqual(json.loads(self.out.read_text())['status'], 'error')
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def test_interleaved_sources_use_bounded_primary_key_batches_without_sorting(self):
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self.store.record('example', 'interleaved', 'https://example.org', 'Other source', 'AB', [])
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paper, record = self.store.record('arxiv', 'three', 'https://arxiv.org/abs/three',
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'A third record', 'AB', [], metadata={'categories': 'cs.AI'})
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refresh_categories(self.store, paper, record, 'cs.AI')
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self.store.conn.commit()
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queries = []
|
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connect = sqlite3.connect
|
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def traced(*args, **kwargs):
|
||||
connection = connect(*args, **kwargs)
|
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connection.set_trace_callback(queries.append)
|
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return connection
|
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with patch('paper_atlas.audits.arxiv_tags.sqlite3.connect', side_effect=traced):
|
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result = audit(self.db, self.out, batch_size=1)
|
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self.assertEqual(result['status'], 'passed')
|
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self.assertEqual(result['records_checked'], 3)
|
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self.assertEqual(result['last_record_id'], record)
|
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batches = [sql for sql in queries if sql.startswith('SELECT id,external_id,paper_id,metadata_json')]
|
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self.assertEqual(len(batches), 4) # Includes the bounded final empty read.
|
||||
for sql in batches:
|
||||
plan = ' '.join(row[3] for row in self.store.conn.execute('EXPLAIN QUERY PLAN ' + sql))
|
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self.assertIn('INTEGER PRIMARY KEY', plan)
|
||||
self.assertNotIn('TEMP B-TREE', plan)
|
||||
|
||||
|
||||
if __name__ == '__main__':
|
||||
unittest.main()
|
||||
Reference in New Issue
Block a user