Datasets:
Restore ScaleSWE historical static repairs and concise release evidence
Browse files- scaleswe_environment-reliable/README.md +25 -38
- scaleswe_environment-reliable/archive.parquet +2 -2
- scaleswe_environment-reliable/assets/historical_release.py +99 -0
- scaleswe_environment-reliable/cached_images/manifest.json +0 -0
- scaleswe_environment-reliable/patch.py +17 -0
- scaleswe_environment-reliable/tasks.parquet +2 -2
scaleswe_environment-reliable/README.md
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# Scale SWE
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- **
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- **26:** prevented command-completion tests from closing a file handle used by pytest and crashing the test run.
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- **6:** limited parallel test processes to the CPUs allocated to the task.
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- **5:** fixed Python import paths so tests could find the repository's code and helpers.
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- **5:** fixed test-name matching so passing parameterized tests were scored correctly.
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- **5:** removed a required test that always skips because the image already contains the C++ extension whose absence it tests.
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- **4:** made tests close their worker pools so the verifier could finish.
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- **1:** closed an uploaded temporary file after testing to prevent a cleanup error.
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- **122:** tests depended on unavailable or unreliable external services.
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- **60:** missing modules, fixtures or incompatible installed libraries prevented tests from running correctly.
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- **18:** saved HTTP responses no longer matched the requests made by the tests.
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- **7:** tests required a privileged network port that the container could not open.
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- **4:** tests required an empty Python import path, conflicting with the grading runner's configuration.
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- **2:** the verifier referenced deleted tests or omitted a required test helper.
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- **5:** moved missing-feature imports into the tests that use them, so unfinished code causes a test failure instead of preventing tests from starting.
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- **1:** restored a missing test fixture and isolated tests with time limits so broken worker shutdown could not hang the verifier.
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- **15:** the source pull request changed only tests, leaving no code change for the agent to make.
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- **1:** the reference passed, but the no-op verifier repeatedly exceeded its 30-minute limit.
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- **1:** timing-sensitive tests sometimes passed without the fix.
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``
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# Scale SWE
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## Dataset stats
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- **[17,202 original tasks](https://huggingface.co/datasets/PrimeIntellect/Scale-SWE-Verified/tree/8935f8e55244fd56080cdb8dcd0819a57e8a003c); 16,786 retained, all changed; 416 archived.**
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- **17,202 original Docker images → 16,786 retained images.** No consolidation; the decrease follows task exclusions. Exact tags remain in each Dockerfile, under [aweaiteam/scaleswe](https://hub.docker.com/r/aweaiteam/scaleswe/tags).
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- **48 cached Apptainer bundles** accompany this release; the other **16,738** retained tasks use their upstream Docker images.
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## Dataset characteristics
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Real repository pull requests with issue instructions, executable regression tests and reference fixes.
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<details><summary>Domains</summary>
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Software Engineering; Debugging; Web & API Tooling; Scientific Computing.
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</details>
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<details><summary>Capabilities</summary>
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Exploration; Error Recovery; Specification Adherence; Constraint Satisfaction. Trace repository behavior, modify code and run regression tests.
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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 combine historical validation and repair reruns; the later full reproduction failed during startup.
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- **1, rule-based/static:** 16,786 changed, 0 archived. Restored the timeout/anti-cheating sentence (`check-instruction-suffix.sh`) and 750 recorded instruction-path corrections supported by setup/reference observations. The historical `check-task-absolute-path.sh` treated unresolved relative paths as advisory; these corrections do not imply 750 checker failures.
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- **3, build/setup:** 16,786 passed; 0 dataset repairs, 0 archived. Original per-task images ran through the shared Apptainer/Marin Harbor bridge.
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- **4, reference reward 1:** 16,786 passed; 419 repaired, 362 archived. Repairs: 367 missing test fixtures, 26 pytest file-handle conflicts, 6 worker limits, 5 import paths, 5 parameterized-test matching, 5 always-skipped required tests, 4 worker cleanup and 1 temporary-file cleanup. Archives: 149 failing reference tests, 122 unavailable services, 60 missing/incompatible dependencies, 18 stale HTTP recordings, 7 privileged ports, 4 import-path conflicts and 2 missing test definitions/helpers.
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- **5, no-op reward 0:** 16,786 passed; 37 repaired, 54 archived. Repairs: 31 checkout imports, 5 deferred missing-feature imports, 1 fixture/worker-timeout repair. Archives: 37 passing without a fix, 15 test-only pull requests, 1 timeout and 1 timing-sensitive result.
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[Historical results and per-task reasons](https://huggingface.co/datasets/FWeindel/validated-tasks/blob/e77e80246668e100171168fa369012fd68f3d53a/runs/2026-10-14-scaleswe-historical-audit.json).
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## Resources and timing
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Cached image builds: **4 CPUs, 8,192 MiB each**. Historical validation: Helma, x86_64, Apptainer, host networking through the cluster proxy; Marin Harbor validation commit [`7faf878c14b6`](https://github.com/marin-community/harbor/tree/7faf878c14b6d72737579ec936ebf5f74ba3194d). Apptainer/Harbor package versions and complete CPU/memory/GPU allocation: **Not recorded**.
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Latest recorded validation trial per source task (17,202 timed trials per stage): mean **20.50 s reference**, **19.77 s no-op**, including subsequently archived tasks. Total patching time and complete validation wall time: **Not recorded**.
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scaleswe_environment-reliable/archive.parquet
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@@ -1,3 +1,3 @@
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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:d2e8b39c021d198a42c8a372d16123c89d23ae34bc69c6baf2f104b8b724931e
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size 4308432
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scaleswe_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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scaleswe_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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scaleswe_environment-reliable/patch.py
CHANGED
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parser.add_argument('--resolution-report', type=Path, action='append', default=[])
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parser.add_argument('--automatic-paths', action='store_true', help='use shared automatic normalization, without a review file')
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parser.add_argument('--review', type=Path, help='review JSON: tasks maps IDs to decisions and unresolved reasons')
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args = parser.parse_args()
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if args.validated_tasks:
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if args.source or args.review or args.automatic_paths or args.resolution_report:
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parser.error('Environment preparation cannot be combined with instruction patching')
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parser.add_argument('--resolution-report', type=Path, action='append', default=[])
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parser.add_argument('--automatic-paths', action='store_true', help='use shared automatic normalization, without a review file')
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parser.add_argument('--review', type=Path, help='review JSON: tasks maps IDs to decisions and unresolved reasons')
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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, 'scaleswe',
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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 args.source or args.review or args.automatic_paths or args.resolution_report:
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parser.error('Environment preparation cannot be combined with instruction patching')
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scaleswe_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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oid sha256:28c9439d706bd9293101b985908dc896f9c31d0ee17fd6982bbac6a0e1095adf
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size 1067022154
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