"""Reproduce the pinned pymethods2test TaskTrove source with reviewed repairs. R1 (stage 1): pin pytest in environment/Dockerfile and tests/test.sh, and drop the `2>/dev/null` that makes check-pip-pinning.sh report the package as unpinned. The version is the one the unpinned install resolved in the pilot stage-5 logs. R2 (stage 4): add solution/solve.sh, which copies the existing solution/solution.py to /app/solution.py. Tests and reward logic are never edited. R3: replace the ignored verifier.restart_environment=false field with the supported environment_mode="shared" setting. R4: repair the missing cmp_to_key import in reference 1059 and install the missing numpy==2.2.6 dependency during verifier preparation for task 3412. R5: bake numpy==2.2.6 into the task image for 18 further verified NumPy failures. The pinned upstream image installs pytest only; no NumPy dependency was removed. R6: add missing standard-library imports to 37 audited reference solutions. R7: replace `solution.py` with `/app/solution.py` in 15 instructions, at the positions the validation path resolver observed and applied. """ # Support both direct execution and python -m data..patch. import sys from pathlib import Path sys.path.insert(0, str(Path(__file__).resolve().parents[2])) import argparse import copy import gzip import hashlib import io import json import re import tarfile import tomllib from pathlib import Path REVISION = '946884702046be1a7dcea2638186ad6b0d2ea103' PATCH_VERSION = 'pymethods2test-numpy18-import37-paths15-v7' REPAIRED_PYTEST_VERSION = '9.0.2' EXPECTED_TASK_COUNT = 4990 DOCKER_LINE = 'RUN pip install --no-cache-dir pytest' DOCKER_LINE_FIXED = 'RUN pip install --no-cache-dir pytest==9.1.1' TEST_LINE = 'pip3 install --quiet pytest 2>/dev/null || true' TEST_LINE_FIXED = 'pip3 install --quiet pytest==9.1.1 || true' SOLVE_SH = b'#!/bin/bash\nset -euo pipefail\ncp /solution/solution.py /app/solution.py\n' from data.utils.task_archive import read_members from data.utils.patch_reporting import write_patch_report REFERENCE_HASHES = { 'pymethods2test-1059': '487e92ef39067b0649af5f61a1435fdcb5e6ddde4693c076977a5c169d14bde8', 'pymethods2test-3412': 'e76b0b9ba081cda01d4eef0ccaee180c951c9ea66c433ed96401307b1e593f34', } REPAIR_REASONS = { 'pymethods2test-1059': 'Added the missing functools.cmp_to_key import to the supplied reference solution; its seven unchanged tests pass locally.', 'pymethods2test-3412': 'Added numpy==2.2.6 to tests/setup.sh because the supplied reference imports NumPy; its six unchanged tests pass locally. The shared Dockerfile is unchanged by this repair.', } NUMPY_REFERENCE_HASHES = json.loads((Path(__file__).parent / 'repairs' / 'numpy_repairs.json').read_text()) IMPORT_REPAIRS = json.loads((Path(__file__).parent / 'repairs' / 'import_repairs.json').read_text()) PATH_REPAIRS = json.loads((Path(__file__).parent / 'repairs' / 'path_repairs.json').read_text()) REPAIR_REASONS.update({task: 'Baked numpy==2.2.6 into the task image to repair an undeclared upstream dependency; reference, tests and reward logic unchanged.' for task in NUMPY_REFERENCE_HASHES}) REPAIR_REASONS.update({task: 'Added missing standard-library imports to the supplied reference: ' + '; '.join(repair['imports']) + '. Function bodies, instructions, tests and reward logic unchanged.' for task, repair in IMPORT_REPAIRS.items()}) for task in NUMPY_REFERENCE_HASHES.keys() | IMPORT_REPAIRS.keys(): REPAIR_REASONS[task] += ' Pinned pytest to 9.0.2, the version used for local verification, before image preparation.' def pin_repaired_pytest(task_id, files): """Freeze the verified pytest version before cache verification and validation.""" if task_id not in NUMPY_REFERENCE_HASHES and task_id not in IMPORT_REPAIRS: return {} edits = {} for name in ('environment/Dockerfile', 'tests/test.sh', 'tests/setup.sh'): if name not in files: continue lines = files[name].decode().splitlines(keepends=True) for index, line in enumerate(lines): if re.search(r'\bpip[0-9]*\s+install\b', line): lines[index] = re.sub(r'\bpytest(?:==9\.1\.1)?(?=\s|$)', 'pytest==' + REPAIRED_PYTEST_VERSION, line) # Keep pip-check parsing unambiguous, as in the existing R1 fix. if 'pytest==' + REPAIRED_PYTEST_VERSION in lines[index]: lines[index] = lines[index].replace(' 2>/dev/null', '') updated = ''.join(lines).encode() if updated != files[name]: edits[name] = updated return edits def repair_numpy_environment(task_id, files): """Repair only audited reference payloads; keep existing image instructions.""" if task_id not in NUMPY_REFERENCE_HASHES: return {} if hashlib.sha256(files['solution/solution.py']).hexdigest() != NUMPY_REFERENCE_HASHES[task_id]: raise ValueError(f'{task_id}: unexpected NumPy reference solution') dockerfile = files['environment/Dockerfile'] if b'numpy' in dockerfile.lower(): raise ValueError(f'{task_id}: unexpected existing NumPy image declaration') return {'environment/Dockerfile': dockerfile.rstrip(b'\n') + b'\nRUN python -m pip install --no-cache-dir numpy==2.2.6\n'} def repair_reference(task_id, files): """Return targeted edits and additions, rejecting unexpected source payloads.""" if task_id in IMPORT_REPAIRS: repair = IMPORT_REPAIRS[task_id] raw = files['solution/solution.py'] if hashlib.sha256(raw).hexdigest() != repair['reference_sha256']: raise ValueError(f'{task_id}: unexpected reference solution for import repair') prefix = ('\n'.join(repair['imports']) + '\n\n').encode() return {'solution/solution.py': prefix + raw}, {} if task_id not in REFERENCE_HASHES: return {}, {} if hashlib.sha256(files['solution/solution.py']).hexdigest() != REFERENCE_HASHES[task_id]: raise ValueError(f'{task_id}: unexpected reference solution') if task_id == 'pymethods2test-1059': return {'solution/solution.py': b'from functools import cmp_to_key\n\n' + files['solution/solution.py']}, {} if 'tests/setup.sh' in files: raise ValueError(f'{task_id}: unexpected existing verifier setup') return {}, {'tests/setup.sh': b'#!/bin/bash\nset -euo pipefail\npython -m pip install --quiet numpy==2.2.6\n'} def repair_instruction_paths(task_id, files): """Apply the resolver's recorded absolute-path edits to the unchanged instruction.""" if task_id not in PATH_REPAIRS: return {} repair = PATH_REPAIRS[task_id] raw = files['instruction.md'] if hashlib.sha256(raw).hexdigest() != repair['instruction_sha256']: raise ValueError(f'{task_id}: unexpected instruction for path repair') text = raw.decode() for edit in sorted(repair['edits'], key=lambda e: e['start'], reverse=True): if text[edit['start']:edit['end']] != edit['old']: raise ValueError(f'{task_id}: path repair does not match the instruction') text = text[:edit['start']] + edit['new'] + text[edit['end']:] return {'instruction.md': text.encode()} def replace_single_line(text, old, new, name): lines = text.split('\n') if lines.count(old) != 1: raise ValueError(f'{name}: expected exactly one {old!r} line, got {lines.count(old)}') return '\n'.join(new if line == old else line for line in lines) def pin_pytest(files): """R1. Raises unless each file has exactly one matching line and no other pip line.""" for name, old, new in (('environment/Dockerfile', DOCKER_LINE, DOCKER_LINE_FIXED), ('tests/test.sh', TEST_LINE, TEST_LINE_FIXED)): text = files[name].decode() others = [line for line in text.split('\n') if 'pip' in line and line != old] if others: raise ValueError(f'{name}: unexpected pip lines {others!r}') files[name] = replace_single_line(text, old, new, name).encode() def add_oracle_wrapper(files): """R2. Raises if solve.sh already exists or solution.py is missing.""" if 'solution/solve.sh' in files: raise ValueError('solution/solve.sh already exists') if 'solution/solution.py' not in files: raise ValueError('solution/solution.py is missing') return SOLVE_SH def migrate_verifier_mode(content): """Migrate only the upstream false flag, preserving shared verification.""" verifier = tomllib.loads(content.decode())["verifier"] if verifier.get("restart_environment") is not False: raise ValueError("expected verifier.restart_environment = false") if "environment_mode" in verifier or "environment" in verifier: raise ValueError("unexpected existing verifier environment configuration") updated, count = re.subn( rb'(?m)^([ \t]*)restart_environment[ \t]*=[ \t]*false[ \t]*$', rb'\1environment_mode = "shared"', content) if count != 1: raise ValueError("expected exactly one legacy verifier restart flag") return updated def repack(blob, edits, additions): """Rewrite edited members in place, append each addition after solution/solution.py. Added members copy ownership from the anchor member, with mode 0755 and mtime 0. """ out = io.BytesIO() compress = blob[:2] == b'\x1f\x8b' stream = gzip.GzipFile(filename='', fileobj=out, mode='wb', compresslevel=9, mtime=0) if compress else out anchor = 'solution/solution.py' with tarfile.open(fileobj=io.BytesIO(blob), mode='r:*') as src, \ tarfile.open(fileobj=stream, mode='w', format=src.format) as dst: for member in src: info = copy.copy(member) info.mtime = 0 info.pax_headers = {k: v for k, v in member.pax_headers.items() if k not in ('mtime', 'atime', 'ctime')} if info.name in edits: info.size = len(edits[info.name]) dst.addfile(info, io.BytesIO(edits[info.name])) elif member.isfile(): dst.addfile(info, src.extractfile(member)) else: dst.addfile(info) if member.name == anchor: for name, data in additions.items(): new = tarfile.TarInfo(name) new.size = len(data) new.mode = 0o755 new.mtime = 0 new.uid, new.gid = member.uid, member.gid new.uname, new.gname = member.uname, member.gname dst.addfile(new, io.BytesIO(data)) if compress: stream.close() return out.getvalue() def patch_task(blob, task_id=None): files = read_members(blob) additions = {'solution/solve.sh': add_oracle_wrapper(files)} pin_pytest(files) edits = {name: files[name] for name in ('environment/Dockerfile', 'tests/test.sh')} edits['task.toml'] = migrate_verifier_mode(files['task.toml']) reference_edits, reference_additions = repair_reference(task_id, files) edits.update(reference_edits) additions.update(reference_additions) edits.update(repair_numpy_environment(task_id, files)) edits.update(pin_repaired_pytest(task_id, {**files, **edits, **additions})) edits.update(repair_instruction_paths(task_id, files)) return repack(blob, edits, additions) def main(): import pyarrow as pa import pyarrow.parquet as pq parser = argparse.ArgumentParser() parser.add_argument("--source", type=Path, required=True) parser.add_argument("--output", type=Path, required=True) args = parser.parse_args() args.output.mkdir(parents=True, exist_ok=True) source = pq.ParquetFile(args.source) if source.metadata.num_rows != EXPECTED_TASK_COUNT: raise ValueError(f'Expected {EXPECTED_TASK_COUNT} tasks, got {source.metadata.num_rows}') patched = 0 labels, reasons = {}, {} with pq.ParquetWriter(args.output / "tasks.parquet", source.schema_arrow) as writer: for batch in source.iter_batches(batch_size=32): rows = batch.to_pylist() for row in rows: task_id = row['path'] row['task_binary'] = patch_task(row['task_binary'], task_id) labels[task_id] = ['pymethods-preparation-repairs'] reasons[task_id] = ('Pinned pytest, added the reference entry point and migrated the shared verifier schema. ' + REPAIR_REASONS.get(task_id, 'The supplied reference solution is unchanged.')) patched += 1 writer.write_table(pa.Table.from_pylist(rows, schema=source.schema_arrow)) if patched != EXPECTED_TASK_COUNT: raise ValueError(f'Patched {patched} tasks, expected {EXPECTED_TASK_COUNT}') manifest = {'patch_version': PATCH_VERSION, 'revision': REVISION, 'r1_pin_pytest_tasks': patched, 'r2_oracle_wrapper_tasks': patched, 'r3_shared_verifier_schema_tasks': patched, 'reference_repairs': {task: reason for task, reason in REPAIR_REASONS.items() if task in labels}} (args.output / 'manifest.json').write_text(json.dumps(manifest, indent=2, sort_keys=True) + '\n') write_patch_report(args.source, args.output / 'tasks.parquet', source={'dataset': 'open-thoughts/TaskTrove', 'revision': REVISION, 'url': 'https://huggingface.co/datasets/open-thoughts/TaskTrove/tree/' + REVISION + '/DCAgent__exp_rpt_pymethods2test-large-v2', 'subset': 'DCAgent__exp_rpt_pymethods2test-large-v2'}, dropped={}, change_labels=labels, change_reasons=reasons, patcher=__file__) if __name__ == "__main__": main()