Datasets:
Restore SWE-Lego historical static repairs and concise release evidence
Browse files- swelego-real-data-verified_environment-reliable/README.md +33 -32
- swelego-real-data-verified_environment-reliable/archive.parquet +2 -2
- swelego-real-data-verified_environment-reliable/assets/historical_release.py +99 -0
- swelego-real-data-verified_environment-reliable/cached_images/manifest.json +0 -0
- swelego-real-data-verified_environment-reliable/patch.py +17 -0
- swelego-real-data-verified_environment-reliable/tasks.parquet +2 -2
swelego-real-data-verified_environment-reliable/README.md
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# SWE-Lego
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- **737 tasks patched:** restored missing build dependencies omitted from the recorded environment, using pinned versions.
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- **1 task excluded:** `peopledoc__vault-cli-140`, because its source repository was unavailable and setup failed in all four attempts.
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- **13:** limited parallel test processes to fit the task's allocated resources.
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- **6:** increased memory limits after tests ran out of memory.
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- **6:** restored a missing exception-checking function in older SymPy tests.
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- **5:** adjusted task network settings so tests using simulated or recorded HTTP responses worked correctly.
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- **3:** replaced outdated time-conversion tables that caused astronomy tests to fail.
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- **1:** used a fixed date during testing so the result no longer depended on the month the test ran.
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- **1:** made a test use a CPU allocated to the task instead of assuming CPU 0 was available.
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- **1:** preserved the Python import paths needed by the grading runner so tests could start.
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- **6:** tests or their libraries expected functions that were missing or had changed in the installed dependency versions.
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- **8:** tests depended on external services that were unavailable or unreliable.
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- **2:** tests expected exact YAML formatting or warning counts that differed with the installed software versions.
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- **1:** an older C parser could not read the newer Linux system headers in our shared image.
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- **1:** the required solver licence had expired.
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- **1:** verification exceeded the supported memory limit.
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- **1:** tested the Python implementation containing the bug, rather than the alternative implementation that already passed.
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- **1:** used a fixed test date so the test still detects the bug after a scheduled data release.
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**
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# SWE-Lego
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## Dataset stats
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- **[4,323 original tasks](https://huggingface.co/datasets/PrimeIntellect/SWE-Lego-Real-Data-Verified/tree/8b0d2bed6f04ef571ca04abebf737ea23cbceaf3); 4,277 retained, all changed; 46 archived.**
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- **4,323 original build contexts → 101 shared contexts and cached Apptainer image bundles.**
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## Dataset characteristics
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Real repository issues with source checkouts, regression tests and reference patches.
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<details><summary>Domains</summary>
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Software Engineering; Debugging; Scientific Computing; Web & API Tooling.
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</details>
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<details><summary>Capabilities</summary>
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Exploration; Error Recovery; Specification Adherence; Constraint Satisfaction. Locate faulty code, implement fixes and verify regression behavior.
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</details>
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**Likely transfer targets:** SWE-bench Verified; repository debugging in Terminal-Bench 2.0 and TBLite 2.0.
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## Per-stage breakdown
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Counts below describe retained repairs; repair groups overlap. Results are historical, with the validated instructions restored.
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- **1, rule-based/static:** 4,277 changed, 0 archived. Restored the timeout/anti-cheating sentence required by `check-instruction-suffix.sh`; no additional recorded automatic path or pip-pin repairs. Existing `/testbed` and setup instructions remain.
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- **3, build/setup:** 4,277 changed, 1 archived. Shared images, pinned dependencies and Apptainer/Marin Harbor bridge compatibility; 736 retained tasks also needed missing build dependencies. Archived 1 unavailable repository.
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- **4, reference reward 1:** 4,277 passed; 55 repaired, 42 archived. Repairs: 19 missing history/metadata/dependencies, 13 worker limits, 6 memory limits, 6 legacy SymPy helpers, 5 mocked/recorded HTTP settings, 3 astronomy time tables, and 1 each for a fixed test date, CPU affinity and Python import paths. Archives: 23 proxy-sensitive tests, 8 unreliable services, 6 dependency mismatches, 2 version-sensitive expectations, and 1 each for system headers, expired licence and excessive memory.
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- **5, no-op reward 0:** 4,277 passed; 3 repaired, 3 archived. Repairs: defer a missing-feature import, test the buggy Python backend, freeze a date-sensitive test. Archived 2 tasks passing without a fix and 1 verifier usage error.
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[Historical results and per-task reasons](https://huggingface.co/datasets/FWeindel/validated-tasks/blob/65cc78ebebb1201ab7bd4590cd359d55bc57a912/runs/2026-10-11-swelego-real-data-verified-d15f2a1ef8c8.json).
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## Resources and timing
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Image builds: **4 CPUs each**, 98 at **12,288 MiB**, 3 at **8,192 MiB**. Historical validation: Helma `h34-51`; x86_64, Apptainer, Python 3.12.14, Harbor 0.8.1; 32 requested CPUs, measured stage concurrency 32. Marin Harbor validation commit [`7faf878c14b6`](https://github.com/marin-community/harbor/tree/7faf878c14b6d72737579ec936ebf5f74ba3194d). Apptainer version and complete job memory/GPU allocation: **Not recorded**.
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| Historical validation stage | Stage wall time | Median task time | Timed tasks |
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| --- | ---: | ---: | ---: |
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| 1 | 104.7 s | 0.8 s | 4,281 |
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| 3 | 9,131.6 s | 70.1 s | 4,281 |
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| 4 | 9,280.0 s | 56.5 s | 4,280 |
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| 5 | 9,558.0 s | 52.6 s | 4,280 |
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Patching time and mean task time: **Not recorded**. Timings describe the historical full run, including tasks subsequently archived.
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swelego-real-data-verified_environment-reliable/archive.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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oid sha256:52655e2fb188a4461b81529a3c5e506d8e7a2c6b064d7214da27438fa816f96a
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size 3795243
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swelego-real-data-verified_environment-reliable/assets/historical_release.py
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"""Restore only evidence-backed instructions from an immutable historical release."""
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from pathlib import Path, PurePosixPath
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import hashlib
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import io
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import json
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import shutil
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import tarfile
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import pyarrow as pa
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import pyarrow.parquet as pq
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from validation.contract import files_digest
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def files(blob):
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result = {}
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with tarfile.open(fileobj=io.BytesIO(blob), mode='r:*') as archive:
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for member in archive:
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path = PurePosixPath(member.name)
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if path.is_absolute() or '..' in path.parts or not (member.isfile() or member.isdir()):
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raise ValueError('Unsafe historical archive member')
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if member.isfile():
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if str(path) in result:
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raise ValueError('Duplicate historical archive member')
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result[str(path)] = (archive.extractfile(member).read(), member.mode)
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return result
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def restore(current, historical, archive, record, dataset, revision, output):
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"""Keep current runtime bytes/modes and image locations; restore recorded instructions.
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Historical archives must differ only in instruction.md. The caller pins and
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verifies historical input files against the stated immutable HF revision.
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"""
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import re
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if not re.fullmatch('[0-9a-f]{40}', revision):
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raise ValueError('An immutable historical publication revision is required')
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output = Path(output)
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output.mkdir(parents=True, exist_ok=False)
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run = json.loads(Path(record).read_text())
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provenance = run['patch_provenance'][dataset]
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changes = {x['task_id']: x for x in provenance['tasks']}
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automatic = {x['task_id']: x for x in run['automation_changes'][dataset]['tasks']}
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old = {r['path']: r for b in pq.ParquetFile(historical).iter_batches(batch_size=32) for r in b.to_pylist()}
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source = pq.ParquetFile(current)
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metadata = dict(source.schema_arrow.metadata or {})
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images = json.loads(metadata[b'ot.images.v1']) if b'ot.images.v1' in metadata else None
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audit = []
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rows = []
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for batch in source.iter_batches(batch_size=32):
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for row in batch.to_pylist():
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name = row['path']
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prior = old.pop(name)
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before, after = files(row['task_binary']), files(prior['task_binary'])
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if {k:v for k,v in before.items() if k != 'instruction.md'} != {k:v for k,v in after.items() if k != 'instruction.md'}:
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raise ValueError('Runtime differs from historical evidence: ' + name)
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for payload, values in [(row, before), (prior, after)]:
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if payload['content_sha256'] != files_digest((k,v[0]) for k,v in values.items()):
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raise ValueError('Invalid content digest: ' + name)
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if prior['stages_passed'] != '1,3,4,5' or set(automatic[name]['labels']) != {'anti-cheat-instruction'}:
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raise ValueError('Unreviewed or incomplete historical evidence: ' + name)
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if images:
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if images['tasks'][name]['content_sha256'] != row['content_sha256']:
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raise ValueError('Image task binding mismatch: ' + name)
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images['tasks'][name]['content_sha256'] = prior['content_sha256']
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audit.append({'task_id': name, 'before_content_sha256': row['content_sha256'],
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'content_sha256': prior['content_sha256'], 'labels': prior['patch_labels'],
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'path_repair': 'instruction-path-clarified' in changes[name]['labels']})
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for key in ['task_binary', 'content_sha256', 'stages_passed', 'patch_changed', 'patch_labels']:
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row[key] = prior[key]
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row['run'] = f'https://huggingface.co/datasets/FWeindel/validated-tasks/blob/{revision}/runs/{run["run"]}.json'
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rows.append(row)
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if old:
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raise ValueError('Historical/current retained task sets differ')
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summary = {'historical_revision': revision, 'historical_run': run['run'],
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'retained': len(rows), 'archived': pq.ParquetFile(archive).metadata.num_rows,
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'changed_retained': len(rows), 'instruction_suffix_restored': len(rows),
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'instruction_path_repairs_restored': sum(x['path_repair'] for x in audit),
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'static_archived': 0, 'fresh_runtime_validation': False,
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'runtime_files_and_modes_identical_to_historical': True,
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'historical_stages': [1,3,4,5]}
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metadata.pop(b'ot.environment_reliable.v1', None)
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metadata[b'ot.full_release.v1'] = json.dumps(summary).encode()
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if images:
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metadata[b'ot.images.v1'] = json.dumps(images).encode()
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(output/'cached_images').mkdir()
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(output/'cached_images'/'manifest.json').write_text(json.dumps(images, indent=2)+'\n')
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pq.write_table(pa.Table.from_pylist(rows, schema=source.schema_arrow.with_metadata(metadata)), output/'tasks.parquet', compression='zstd')
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archived = pq.read_table(archive)
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if 'run' in archived.column_names:
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index = archived.column_names.index('run')
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archived = archived.set_column(index, archived.schema.field(index), pa.array(
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[f'https://huggingface.co/datasets/FWeindel/validated-tasks/blob/{revision}/runs/{run["run"]}.json'] * archived.num_rows,
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type=archived.schema.field(index).type))
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archive_metadata = dict(archived.schema.metadata or {})
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archive_metadata.pop(b'ot.environment_reliable.v1', None)
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archive_metadata[b'ot.full_release.v1'] = json.dumps(summary).encode()
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pq.write_table(archived.replace_schema_metadata(archive_metadata), output/'archive.parquet', compression='zstd')
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(output.parent/'restoration-audit.json').write_text(json.dumps({'summary':summary, 'tasks':audit}, indent=2)+'\n')
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return summary
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swelego-real-data-verified_environment-reliable/cached_images/manifest.json
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The diff for this file is too large to render.
See raw diff
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swelego-real-data-verified_environment-reliable/patch.py
CHANGED
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parser.add_argument('--publication-revision', help='Immutable HF commit of the validated inputs')
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parser.add_argument('--output', type=Path, required=True)
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parser.add_argument('--metadata', type=Path, help='Pinned upstream recipe JSON; defaults to recipes.json beside source')
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args = parser.parse_args()
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if args.validated_tasks:
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if not all((args.validated_archive, args.run_record, args.publication_revision)):
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parser.error('--validated-tasks requires --validated-archive, --run-record and --publication-revision')
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parser.add_argument('--publication-revision', help='Immutable HF commit of the validated inputs')
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parser.add_argument('--output', type=Path, required=True)
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parser.add_argument('--metadata', type=Path, help='Pinned upstream recipe JSON; defaults to recipes.json beside source')
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parser.add_argument('--restore-historical-instructions', type=Path, help='Current release tasks; restore recorded historical instructions and preserve runtime/image bindings')
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args = parser.parse_args()
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if args.restore_historical_instructions:
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if not all((args.validated_tasks, args.validated_archive, args.run_record, args.publication_revision)):
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parser.error('Historical restoration requires validated tasks, archive, run record and immutable publication revision')
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helper = Path(__file__).resolve().parent / 'assets' / 'historical_release.py'
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if helper.is_file():
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import importlib.util
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spec = importlib.util.spec_from_file_location('historical_release', helper)
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module = importlib.util.module_from_spec(spec)
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spec.loader.exec_module(module)
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restore = module.restore
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else:
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from data.utils.historical_release import restore
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print(json.dumps(restore(args.restore_historical_instructions, args.validated_tasks,
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args.validated_archive, args.run_record, 'swelego-real-data-verified',
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args.publication_revision, args.output), indent=2))
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return
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if args.validated_tasks:
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if not all((args.validated_archive, args.run_record, args.publication_revision)):
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parser.error('--validated-tasks requires --validated-archive, --run-record and --publication-revision')
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swelego-real-data-verified_environment-reliable/tasks.parquet
CHANGED
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version https://git-lfs.github.com/spec/v1
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-
oid sha256:
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-
size
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version https://git-lfs.github.com/spec/v1
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| 2 |
+
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