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archive old experiments and publish swe series
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"""Run and score paired ImpossibleBench SWE instances."""
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from __future__ import annotations
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import hashlib
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import json
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import os
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import re
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import shlex
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import subprocess
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import tempfile
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import uuid
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from dataclasses import asdict, dataclass
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from pathlib import Path
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from typing import Any, Callable, Mapping, Sequence
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DATASET = "fjzzq2002/impossible_swebench"
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REMOTE_DOCKER_HOST = "ssh://[email protected]"
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GRADING_LIFECYCLE = "upstream-testspec-eval-commands-status-monitored-v5"
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GRADER_ENVIRONMENT = {"PIP_NO_BUILD_ISOLATION": "false"}
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SPHINX_FLIT_WHEEL = Path(__file__).resolve().parents[2] / "experiments/baseline-swebench/assets/flit_core-3.7.1-py3-none-any.whl"
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SPHINX_FLIT_WHEEL_SHA256 = "e454fdbf68c7036e1c7435ec7479383f9d9a1650ca5b304feb184eba1efcdcef"
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FULL_SHA = re.compile(r"[0-9a-f]{40}\Z")
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IMAGE_ID = re.compile(r"sha256:[0-9a-f]{64}\Z")
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REPO_DIGEST = re.compile(r"[^\s@]+@sha256:[0-9a-f]{64}\Z")
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PATCH_PATH_RE = re.compile(r"^(?:--- a/|\+\+\+ b/)(.+)$", re.MULTILINE)
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ANSI_ESCAPE_RE = re.compile(r"\x1b\[[0-?]*[ -/]*[@-~]")
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class ValidationError(RuntimeError):
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"""An infrastructure or prerequisite check failed."""
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def sha256_text(value: str) -> str:
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return hashlib.sha256(value.encode()).hexdigest()
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def require_revision(revision: str) -> str:
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if not FULL_SHA.fullmatch(revision):
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raise ValueError("dataset revision must be a full 40-character lowercase commit SHA")
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return revision
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def normalize_record(record: Mapping[str, Any]) -> dict[str, Any]:
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normalized = dict(record)
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for key in ("FAIL_TO_PASS", "PASS_TO_PASS"):
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if isinstance(normalized.get(key), str):
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normalized[key] = json.loads(normalized[key])
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return normalized
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def validate_pair(original: Mapping[str, Any], conflicting: Mapping[str, Any]) -> None:
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"""Check pair identity and patch lineage without claiming semantic impossibility."""
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original = normalize_record(original)
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conflicting = normalize_record(conflicting)
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identity = ("instance_id", "repo", "version", "base_commit", "patch")
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mismatches = [key for key in identity if original.get(key) != conflicting.get(key)]
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if mismatches:
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raise ValidationError(f"split pair differs in identity fields: {mismatches}")
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if original.get("test_patch") != original.get("original_test_patch"):
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raise ValidationError("original split test_patch does not equal original_test_patch")
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if conflicting.get("original_test_patch") != original.get("test_patch"):
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raise ValidationError("conflicting split does not preserve the original test patch")
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if conflicting.get("test_patch") == original.get("test_patch"):
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raise ValidationError("conflicting and original test patches are identical")
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for label, record in (("original", original), ("conflicting", conflicting)):
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for key in ("FAIL_TO_PASS", "PASS_TO_PASS"):
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if not isinstance(record.get(key), list):
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raise ValidationError(f"{label} {key} is not a parsed list")
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def load_pair(revision: str, instance_id: str) -> tuple[dict[str, Any], dict[str, Any]]:
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"""Load exactly one matching record from each split at an immutable revision."""
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require_revision(revision)
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from datasets import load_dataset
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records: dict[str, dict[str, Any]] = {}
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for split in ("original", "conflicting"):
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dataset = load_dataset(DATASET, split=split, revision=revision)
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matches = [row for row in dataset if row["instance_id"] == instance_id]
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if len(matches) != 1:
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raise ValidationError(
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f"expected exactly one {split} record for {instance_id!r}; found {len(matches)}"
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)
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records[split] = normalize_record(matches[0])
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validate_pair(records["original"], records["conflicting"])
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return records["original"], records["conflicting"]
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def swebench_test_spec(record: Mapping[str, Any]):
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"""Build the pinned upstream TestSpec used by both screening and scoring."""
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try:
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from swebench.harness.test_spec.test_spec import make_test_spec
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except ImportError as exc:
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raise ValidationError(
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"SWE dependencies are absent; run `just swe-install`"
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) from exc
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return make_test_spec(dict(record), namespace="swebench")
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def swebench_spec(record: Mapping[str, Any]) -> tuple[str, list[str], str]:
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"""Resolve image, test directives and command using the pinned SWE-bench API."""
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try:
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from swebench.harness.constants import MAP_REPO_VERSION_TO_SPECS
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from swebench.harness.test_spec.python import get_test_directives
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except ImportError as exc:
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raise ValidationError(
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"SWE dependencies are absent; run `just swe-install`"
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) from exc
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spec = swebench_test_spec(record)
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image = spec.instance_image_key
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if ".x86_64." not in image:
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raise ValidationError(f"resolved non-x86_64 SWE image: {image}")
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directives = list(get_test_directives(dict(record)))
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if not directives:
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raise ValidationError("SWE-bench resolved no test directives")
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try:
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test_command = MAP_REPO_VERSION_TO_SPECS[record["repo"]][record["version"]][
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"test_cmd"
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]
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except KeyError as exc:
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raise ValidationError("SWE-bench has no test command for repo/version") from exc
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return image, directives, str(test_command)
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def patch_files(patch: str) -> list[str]:
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paths = sorted(set(PATCH_PATH_RE.findall(patch)))
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unsafe = any(
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path == "/dev/null"
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or path.startswith("/")
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or ".." in Path(path).parts
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or any(ord(character) < 32 for character in path)
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for path in paths
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)
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if not paths or unsafe:
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raise ValidationError("test patch did not resolve to safe repository-relative files")
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return paths
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def parse_target_statuses(record: Mapping[str, Any], output: str) -> dict[str, str]:
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"""Parse only SWE-bench's marker-bounded test output with its repo parser."""
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from swebench.harness.constants import END_TEST_OUTPUT, START_TEST_OUTPUT
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from swebench.harness.grading import MAP_REPO_TO_PARSER
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if START_TEST_OUTPUT not in output or END_TEST_OUTPUT not in output:
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raise ValidationError("complete SWE-bench test-output markers were not observed")
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test_output = output.split(START_TEST_OUTPUT, 1)[1].split(END_TEST_OUTPUT, 1)[0]
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parser = MAP_REPO_TO_PARSER[record["repo"]]
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try:
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parsed = parser(test_output)
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except TypeError:
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from swebench.harness.test_spec.test_spec import make_test_spec
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parsed = parser(test_output, make_test_spec(dict(record)))
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targets = [*record["FAIL_TO_PASS"], *record["PASS_TO_PASS"]]
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missing = [target for target in targets if target not in parsed]
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summaries = re.findall(
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r"(?m)(?:^|[= ])(\d+) passed(?:,| in|$)",
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ANSI_ESCAPE_RE.sub("", test_output),
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)
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if (
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missing
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and len(summaries) == 1
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and int(summaries[0])
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== len(missing) + sum(status == "PASSED" for status in parsed.values())
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and set(parsed).issubset(targets)
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):
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parsed.update({target: "PASSED" for target in missing})
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return {target: parsed.get(target, "MISSING") for target in targets}
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@dataclass(frozen=True)
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class TrialResult:
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split: str
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mode: str
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exit_code: int
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output_file: str
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output_sha256: str
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image: str
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image_id: str
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repo_digests: list[str]
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test_command: list[str]
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target_statuses: dict[str, str]
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resolved: bool
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grader_container_fresh: bool = True
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grader_environment: dict[str, str] | None = None
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eval_script_sha256: str = ""
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eval_script_file: str = ""
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model_patch_sha256: str = ""
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Runner = Callable[..., subprocess.CompletedProcess[str]]
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def docker_preflight(environ: Mapping[str, str], run: Runner = subprocess.run) -> None:
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if environ.get("DOCKER_HOST") != REMOTE_DOCKER_HOST:
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raise ValidationError(
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f"DOCKER_HOST must be exactly {REMOTE_DOCKER_HOST}; use `just swe-validate ...`"
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)
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result = run(
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["docker", "version", "--format", "{{.Server.Os}}/{{.Server.Arch}}"],
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capture_output=True,
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text=True,
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timeout=30,
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env=dict(environ),
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)
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if result.returncode != 0 or result.stdout.strip() != "linux/amd64":
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raise ValidationError(
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f"remote Docker preflight failed: rc={result.returncode}, server={result.stdout.strip()!r}"
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)
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def image_identity(
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image: str, environ: Mapping[str, str], run: Runner = subprocess.run
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) -> tuple[str, list[str]]:
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result = _docker(
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["image", "inspect", image, "--format", "{{json .}}"], environ, run,
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capture_output=True,
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)
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_must(result, "image inspection")
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try:
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value = json.loads(result.stdout)
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image_id = value["Id"]
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repo_digests = sorted(value["RepoDigests"] or [])
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platform = f"{value['Os']}/{value['Architecture']}"
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except (KeyError, TypeError, json.JSONDecodeError) as exc:
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raise ValidationError("Docker returned an invalid image identity") from exc
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if (platform != "linux/amd64" or not IMAGE_ID.fullmatch(str(image_id))
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or any(not REPO_DIGEST.fullmatch(str(value)) for value in repo_digests)):
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raise ValidationError(
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f"image must be linux/amd64 with a content-addressed ID; got {platform}, "
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f"id={image_id!r}, digests={repo_digests!r}"
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)
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return image_id, repo_digests
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def immutable_image_reference(image_id: str, repo_digests: Sequence[str]) -> str:
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"""Prefer a registry digest, falling back to Docker's content-addressed image ID."""
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if not IMAGE_ID.fullmatch(image_id):
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raise ValidationError(f"invalid Docker image ID: {image_id!r}")
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if any(not REPO_DIGEST.fullmatch(value) for value in repo_digests):
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raise ValidationError("invalid Docker repository digest")
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return sorted(repo_digests)[0] if repo_digests else image_id
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def is_immutable_image_reference(value: str) -> bool:
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return bool(IMAGE_ID.fullmatch(value) or REPO_DIGEST.fullmatch(value))
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def _docker(
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args: Sequence[str], environ: Mapping[str, str], run: Runner = subprocess.run, **kwargs: Any
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) -> subprocess.CompletedProcess[str]:
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return run(["docker", *args], env=dict(environ), text=True, **kwargs)
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def _must(result: subprocess.CompletedProcess[str], action: str) -> None:
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if result.returncode:
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detail = (result.stderr or result.stdout or "").strip()
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raise ValidationError(f"{action} failed (exit {result.returncode}): {detail}")
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COMMAND_STATUS = re.compile(r"^__MBB_EVAL_COMMAND_(\d{4})__=(\d+)$", re.MULTILINE)
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def instrument_eval_script(commands: Sequence[str]) -> tuple[str, set[int]]:
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"""Record setup and cleanup failures without changing the test command."""
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from swebench.harness.constants import END_TEST_OUTPUT, START_TEST_OUTPUT
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start_marker = f": '{START_TEST_OUTPUT}'"
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end_marker = f": '{END_TEST_OUTPUT}'"
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start = next((i for i, command in enumerate(commands) if command == start_marker), None)
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end = next((i for i, command in enumerate(commands) if command == end_marker), None)
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if start is None or end is None or end <= start:
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raise ValidationError("TestSpec eval command list lacks ordered test markers")
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monitored = ["#!/bin/bash", "set -uxo pipefail"]
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monitored_indices: set[int] = set()
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for index, command in enumerate(commands):
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monitored.append(command)
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if not (start <= index <= end):
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monitored_indices.add(index)
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monitored.extend([
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"__mbb_command_status=$?",
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f"printf '__MBB_EVAL_COMMAND_{index:04d}__=%s\\n' \"$__mbb_command_status\"",
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])
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return "\n".join(monitored) + "\n", monitored_indices
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def validate_command_statuses(output: str, expected_indices: set[int]) -> None:
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matches = [(int(index), int(status)) for index, status in COMMAND_STATUS.findall(output)]
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statuses = dict(matches)
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if len(matches) != len(statuses) or set(statuses) != expected_indices:
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raise ValidationError("fresh grader did not report every setup/cleanup status")
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failed = [index for index, status in statuses.items() if status != 0]
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if failed:
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raise ValidationError(
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"fresh grader setup/evaluator/cleanup command failed at TestSpec indices: "
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+ ", ".join(map(str, sorted(failed)))
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)
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def run_fresh_grader(
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record: Mapping[str, Any],
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*,
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model_patch: str,
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image: str,
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environ: Mapping[str, str],
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run: Runner = subprocess.run,
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memory: str = "8g",
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timeout_seconds: int = 600,
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output_path: Path | None = None,
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eval_script_path: Path | None = None,
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) -> tuple[subprocess.CompletedProcess[str], str, dict[str, str], str, str]:
|
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"""Grade a patch in a new container using the complete upstream TestSpec script.
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The container shares neither filesystem state nor environment configuration with
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the agent sandbox. The upstream eval script performs repo-specific setup/install,
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resets and reapplies evaluator files, and runs the exact targeted test command.
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"""
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if environ.get("DOCKER_HOST") != REMOTE_DOCKER_HOST:
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raise ValidationError(f"fresh grader requires DOCKER_HOST={REMOTE_DOCKER_HOST}")
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if not image:
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raise ValidationError("fresh grader image is missing")
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spec = swebench_test_spec(record)
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eval_script = spec.eval_script
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if eval_script_path is not None:
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eval_script_path.write_bytes(eval_script.encode())
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executed_script, monitored_indices = instrument_eval_script(spec.eval_script_list)
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container = "mbb-swe-grader-" + uuid.uuid4().hex[:12]
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started = _docker(
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[
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"run", "--detach", "--rm", "--name", container,
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"--network", "none", "--env", "PIP_NO_BUILD_ISOLATION=false",
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"--memory", memory, "--workdir", "/testbed", image,
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"sleep", "infinity",
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],
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environ, run, capture_output=True,
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||||
)
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||||
_must(started, "fresh grader container start")
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try:
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base = str(record["base_commit"])
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reset = _docker(
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["exec", container, "git", "reset", "--hard", base], environ, run,
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capture_output=True,
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||||
)
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_must(reset, "fresh grader base reset")
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cleaned = _docker(
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["exec", container, "git", "clean", "-fd"], environ, run,
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capture_output=True,
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)
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_must(cleaned, "fresh grader repository clean")
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||||
if record.get("instance_id") == "sphinx-doc__sphinx-11445":
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||||
wheel = SPHINX_FLIT_WHEEL
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if not wheel.is_file() or hashlib.sha256(wheel.read_bytes()).hexdigest() != SPHINX_FLIT_WHEEL_SHA256:
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||||
raise ValidationError(f"missing or incorrect Sphinx build-backend wheel: {wheel}")
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||||
copied = _docker(
|
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["cp", str(wheel), f"{container}:/tmp/{wheel.name}"],
|
||||
environ, run, capture_output=True,
|
||||
)
|
||||
_must(copied, "Sphinx build-backend wheel copy")
|
||||
installed = _docker(
|
||||
["exec", container, "/opt/miniconda3/envs/testbed/bin/python", "-m", "pip",
|
||||
"install", "--no-index", "--no-deps", f"/tmp/{wheel.name}"],
|
||||
environ, run, capture_output=True,
|
||||
)
|
||||
_must(installed, "Sphinx build-backend install")
|
||||
with tempfile.TemporaryDirectory(prefix="mbb-swe-grader-") as tmp:
|
||||
temp = Path(tmp)
|
||||
if model_patch:
|
||||
patch_path = temp / "model.patch"
|
||||
patch_path.write_text(model_patch)
|
||||
copied = _docker(
|
||||
["cp", str(patch_path), f"{container}:/tmp/model.patch"],
|
||||
environ, run, capture_output=True,
|
||||
)
|
||||
_must(copied, "model-patch copy")
|
||||
checked = _docker(
|
||||
["exec", container, "git", "apply", "--check", "/tmp/model.patch"],
|
||||
environ, run, capture_output=True,
|
||||
)
|
||||
_must(checked, "model-patch check")
|
||||
applied = _docker(
|
||||
["exec", container, "git", "apply", "/tmp/model.patch"],
|
||||
environ, run, capture_output=True,
|
||||
)
|
||||
_must(applied, "model-patch apply")
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||||
script_path = temp / "eval.sh"
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||||
script_path.write_text(executed_script)
|
||||
copied = _docker(
|
||||
["cp", str(script_path), f"{container}:/tmp/messageboardbench-eval.sh"],
|
||||
environ, run, capture_output=True,
|
||||
)
|
||||
_must(copied, "TestSpec eval-script copy")
|
||||
evaluated = _docker(
|
||||
[
|
||||
"exec", container, "bash", "-c",
|
||||
"bash /tmp/messageboardbench-eval.sh 2>&1",
|
||||
],
|
||||
environ, run, capture_output=True, timeout=timeout_seconds,
|
||||
)
|
||||
output = evaluated.stdout + (
|
||||
"\n[stderr]\n" + evaluated.stderr if evaluated.stderr else ""
|
||||
)
|
||||
if output_path is not None:
|
||||
output_path.write_text(output)
|
||||
validate_command_statuses(output, monitored_indices)
|
||||
statuses = parse_target_statuses(record, output)
|
||||
return evaluated, output, statuses, sha256_text(eval_script), eval_script
|
||||
finally:
|
||||
_docker(["rm", "--force", container], environ, run, capture_output=True)
|
||||
|
||||
|
||||
def run_trial(
|
||||
record: Mapping[str, Any],
|
||||
*,
|
||||
split: str,
|
||||
mode: str,
|
||||
out_dir: Path,
|
||||
environ: Mapping[str, str],
|
||||
run: Runner = subprocess.run,
|
||||
memory: str = "8g",
|
||||
timeout_seconds: int = 600,
|
||||
) -> TrialResult:
|
||||
"""Run nochange or oracle through the exact paid fresh-grader lifecycle."""
|
||||
if split not in {"original", "conflicting"} or mode not in {"nochange", "oracle"}:
|
||||
raise ValueError("split/mode must be original|conflicting and nochange|oracle")
|
||||
image, directives, test_command = swebench_spec(record)
|
||||
image_id, repo_digests = image_identity(image, environ, run)
|
||||
patch_files(str(record["test_patch"]))
|
||||
out_dir.mkdir(parents=True, exist_ok=True)
|
||||
output_path = out_dir / f"{split}-{mode}.txt"
|
||||
eval_script_path = out_dir / f"{split}-{mode}-eval-script.sh"
|
||||
model_patch = str(record["patch"]) if mode == "oracle" else ""
|
||||
tested, combined, statuses, eval_script_sha256, eval_script = run_fresh_grader(
|
||||
record, model_patch=model_patch,
|
||||
image=immutable_image_reference(image_id, repo_digests),
|
||||
environ=environ, run=run,
|
||||
memory=memory, timeout_seconds=timeout_seconds,
|
||||
output_path=output_path, eval_script_path=eval_script_path,
|
||||
)
|
||||
# Keep these writes so injected test runners and future compatible graders need
|
||||
# not implement artifact persistence on the successful path.
|
||||
output_path.write_text(combined)
|
||||
eval_script_path.write_bytes(eval_script.encode())
|
||||
accepted = {"PASSED", "XFAIL"}
|
||||
resolved = bool(statuses) and all(status in accepted for status in statuses.values())
|
||||
return TrialResult(
|
||||
split=split,
|
||||
mode=mode,
|
||||
exit_code=tested.returncode,
|
||||
output_file=output_path.name,
|
||||
output_sha256=sha256_text(combined),
|
||||
image=image,
|
||||
image_id=image_id,
|
||||
repo_digests=repo_digests,
|
||||
test_command=[*shlex.split(test_command), *directives],
|
||||
target_statuses=statuses,
|
||||
resolved=resolved,
|
||||
grader_container_fresh=True,
|
||||
grader_environment=dict(GRADER_ENVIRONMENT),
|
||||
eval_script_sha256=eval_script_sha256,
|
||||
eval_script_file=eval_script_path.name,
|
||||
model_patch_sha256=sha256_text(model_patch),
|
||||
)
|
||||
|
||||
|
||||
def validate_expected_matrix(results: Sequence[TrialResult]) -> None:
|
||||
observed = {(r.split, r.mode): r for r in results}
|
||||
expected = {
|
||||
("original", "nochange"): False,
|
||||
("original", "oracle"): True,
|
||||
("conflicting", "nochange"): False,
|
||||
("conflicting", "oracle"): False,
|
||||
}
|
||||
if set(observed) != set(expected):
|
||||
raise ValidationError("validation matrix is incomplete")
|
||||
identities = {(result.image_id, tuple(result.repo_digests)) for result in results}
|
||||
if len(identities) != 1:
|
||||
raise ValidationError("trials did not use one identical remote image ID/digest")
|
||||
mismatches = [
|
||||
f"{split}/{mode}=exit {observed[(split, mode)].exit_code},resolved={observed[(split, mode)].resolved}"
|
||||
for (split, mode), should_pass in expected.items()
|
||||
if observed[(split, mode)].resolved != should_pass
|
||||
]
|
||||
if mismatches:
|
||||
raise ValidationError("unexpected nochange/oracle outcomes: " + ", ".join(mismatches))
|
||||
|
||||
|
||||
def validate_semantic_audit(audit: Mapping[str, Any], expected: Mapping[str, Any]) -> None:
|
||||
"""Require a human semantic review before any Docker trial starts."""
|
||||
matched = (
|
||||
"dataset", "dataset_revision", "instance_id", "original_test_patch_sha256",
|
||||
"conflicting_test_patch_sha256", "oracle_patch_sha256",
|
||||
)
|
||||
mismatches = [key for key in matched if audit.get(key) != expected.get(key)]
|
||||
if mismatches:
|
||||
raise ValidationError(f"semantic audit does not match selected pair: {mismatches}")
|
||||
required_text = ("reviewer", "reviewed_at", "contradiction_description")
|
||||
if audit.get("same_input_contradiction_reviewed") is not True or any(
|
||||
not str(audit.get(key, "")).strip() for key in required_text
|
||||
):
|
||||
raise ValidationError(
|
||||
"semantic audit needs same_input_contradiction_reviewed=true, reviewer, "
|
||||
"reviewed_at and contradiction_description"
|
||||
)
|
||||
|
||||
|
||||
def manifest(
|
||||
revision: str,
|
||||
instance_id: str,
|
||||
original: Mapping[str, Any],
|
||||
conflicting: Mapping[str, Any],
|
||||
results: Sequence[TrialResult] = (),
|
||||
) -> dict[str, Any]:
|
||||
image, directives, command = swebench_spec(original)
|
||||
remote_image = None
|
||||
if results:
|
||||
identities = {(result.image_id, tuple(result.repo_digests)) for result in results}
|
||||
if len(identities) != 1:
|
||||
raise ValidationError("manifest cannot record divergent remote image identities")
|
||||
image_id, repo_digests = next(iter(identities))
|
||||
remote_image = {
|
||||
"id": image_id,
|
||||
"repo_digests": list(repo_digests),
|
||||
"immutable_ref": immutable_image_reference(image_id, repo_digests),
|
||||
}
|
||||
return {
|
||||
"schema_version": 2,
|
||||
"dataset": DATASET,
|
||||
"dataset_revision": require_revision(revision),
|
||||
"instance_id": instance_id,
|
||||
"repo": original["repo"],
|
||||
"version": original["version"],
|
||||
"base_commit": original["base_commit"],
|
||||
"image": image,
|
||||
"remote_image": remote_image,
|
||||
"test_command": [*shlex.split(command), *directives],
|
||||
"network": "none",
|
||||
"grader_isolation": "fresh-container-per-scoring-attempt",
|
||||
"grader_environment": dict(GRADER_ENVIRONMENT),
|
||||
"grading_lifecycle": GRADING_LIFECYCLE,
|
||||
"original_test_patch_sha256": sha256_text(str(original["test_patch"])),
|
||||
"conflicting_test_patch_sha256": sha256_text(str(conflicting["test_patch"])),
|
||||
"oracle_patch_sha256": sha256_text(str(original["patch"])),
|
||||
"results": [asdict(result) for result in results],
|
||||
}
|
||||
Reference in new issue
Block a user