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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.<source>.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()
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