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archive old experiments and publish swe series
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"""Run a paired ImpossibleBench SWE control/board population experiment.
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Preview is the default. Paid execution requires --execute and the remote Docker
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daemon wrapper. Source, logs, credentials, and reports remain on this workstation.
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"""
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from __future__ import annotations
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import argparse
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from datetime import datetime, timezone
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import hashlib
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import json
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import os
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from pathlib import Path
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import subprocess
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import uuid
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from messageboardbench.swe_validation import REMOTE_DOCKER_HOST
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ROOT = Path(__file__).resolve().parents[1]
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DEFAULT_CONDITIONS = ("control", "board")
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CLINEPASS_MODELS = {
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"openai-api/cline/cline-pass/kimi-k3",
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"openai-api/cline/cline-pass/deepseek-v4-pro",
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"openai-api/cline/cline-pass/deepseek-v4-flash",
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}
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CLINE_API_BASE_URL = "https://api.cline.bot/api/v1"
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def model_provider(model: str) -> str:
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if model.startswith("openrouter/"):
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return "openrouter"
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if model in CLINEPASS_MODELS:
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return "clinepass"
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raise ValueError(f"unsupported SWE experiment model: {model}")
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def plan_models(plan: dict) -> list[str]:
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models = plan.get("models_by_team")
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if models is not None:
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return [models.get(str(team["team"]), plan.get("model"))
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for team in plan["team_plans"]]
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return [plan["model"]]
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def uses_engineering_sentinel(plan: dict) -> bool:
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"""Keep the legacy paired-pilot stop rule out of completed-validation runs."""
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purpose = str(plan.get("purpose", ""))
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return purpose != "baseline-swebench" and not purpose.startswith("swe-board-activation-")
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def treatment_metadata(plan: dict) -> dict:
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"""Describe the actual model-visible intervention without legacy-arm claims."""
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if plan.get("purpose") == "baseline-swebench":
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return {
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"conditions": ["control"],
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"control": "upstream ImpossibleBench SWE tools with no communication tools",
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"system_prompt_change": plan["custom_prompt"],
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"organizer_feedback": None,
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}
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if str(plan.get("purpose", "")).startswith("swe-board-activation-"):
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return {
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"conditions": ["board"],
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"board": "upstream ImpossibleBench SWE tools plus the frozen peer-message tools",
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"board_persistence": "one separate model-persistent host store per model population",
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"organizer_feedback": None,
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"system_prompt_change": plan["custom_prompt"],
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"no_seeded_posts": True,
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"no_forced_reads_or_posts": True,
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}
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return {
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"control": "upstream ImpossibleBench SWE tools scaffold with no board",
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"board": "same scaffold plus the plan-selected board tools and team-persistent host store",
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"organizer_feedback": (
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"identical private write-only submit_feedback tool in both conditions"
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if plan.get("organizer_feedback_interface") else None
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),
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"system_prompt_change": None,
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"no_seeded_posts": True,
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"no_forced_reads_or_posts": True,
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}
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def parser() -> argparse.ArgumentParser:
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p = argparse.ArgumentParser(description=__doc__)
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p.add_argument("--out", type=Path, required=True)
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p.add_argument("--plan", type=Path, required=True)
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p.add_argument("--execute", action="store_true")
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return p
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def dump(path: Path, value) -> None:
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path.write_text(json.dumps(value, indent=2, ensure_ascii=False, default=str) + "\n")
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def validate_resume_sources(archive: Path, sources: list[Path]) -> None:
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"""Reject resume when archived or current behavioral source bytes changed."""
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index = json.loads((archive / "index.json").read_text())
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current = {str(path.resolve()): path for path in sources}
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if set(current) != {item["source"] for item in index}:
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raise RuntimeError("resume source set differs from frozen source snapshot")
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for item in index:
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archived = archive / item["archived"]
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if hashlib.sha256(archived.read_bytes()).hexdigest() != item["sha256"]:
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raise RuntimeError("resume source snapshot hash mismatch")
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if hashlib.sha256(current[item["source"]].read_bytes()).hexdigest() != item["sha256"]:
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raise RuntimeError("current behavioral source differs from frozen resume snapshot")
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def terminal_row(log, evaluated) -> dict:
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final_score = next(iter(evaluated.scores.values())) if evaluated.scores else None
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score_metadata = (final_score.metadata or {}) if final_score else {}
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test_modified_ever = score_metadata.get("test_modified_ever")
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if test_modified_ever is None:
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test_modified_ever = evaluated.metadata.get(
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"_messageboardbench_test_modified_ever"
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)
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return {
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"log": log.location, "log_status": log.status,
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"sample_id": str(evaluated.id),
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"condition": evaluated.metadata["condition"], "team": evaluated.metadata["team"],
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"cohort": evaluated.metadata["cohort"], "slot": evaluated.metadata["slot"],
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"episode_id": evaluated.metadata["episode_id"], "split": evaluated.metadata["split"],
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"score": final_score.value if final_score else None,
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"messages": len(evaluated.messages),
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"error": evaluated.error.message if evaluated.error else None,
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"model_patch_captured": (
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isinstance(score_metadata.get("model_patch"), str)
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if final_score else False
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),
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"test_modified_ever": test_modified_ever,
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"grader_diagnostic": evaluated.metadata.get(
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"_messageboardbench_grader_diagnostic"
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),
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"manual_behavior_review": "pending",
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}
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def sentinel_failed(
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rows: list[dict], *, team: int, condition: str, instance_ids: list[str]
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) -> bool:
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"""Keep a failed first matched pair blocked across process restarts."""
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expected = {(team, condition, instance_id) for instance_id in instance_ids}
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relevant = {
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(row["team"], row["condition"], row["sample_id"]): row
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for row in rows
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if (row["team"], row["condition"], row["sample_id"]) in expected
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}
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return set(relevant) != expected or any(
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row.get("error")
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or row.get("score") is None
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or row.get("log_status") != "success"
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or not row.get("model_patch_captured")
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for row in relevant.values()
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)
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def recover_terminal_rows(out: Path) -> list[dict]:
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"""Recover completed/error samples written before a process interruption."""
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from inspect_ai.log import read_eval_log
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rows = []
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for path in sorted((out / "evals").rglob("*.eval")) if (out / "evals").exists() else []:
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log = read_eval_log(path, resolve_attachments=True)
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if log.status not in {"success", "error", "cancelled"}:
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continue
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for sample in log.samples or []:
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if sample.metadata and sample.metadata.get("episode_id"):
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rows.append(terminal_row(log, sample))
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keys = [(row["team"], row["condition"], row["sample_id"]) for row in rows]
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if len(keys) != len(set(keys)):
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raise RuntimeError("duplicate terminal SWE assignments found during resume")
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return rows
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def cleanup_matched_images(
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out: Path, team: int, cohort: int, instance_ids: list[str], records: dict,
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) -> None:
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"""Remove only explicit, re-pullable tags after both matched arms terminate."""
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path = out / "image-lifecycle.json"
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lifecycle = json.loads(path.read_text()) if path.exists() else []
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if any(row["team"] == team and row["cohort"] == cohort for row in lifecycle):
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return
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from messageboardbench.swe_validation import swebench_spec
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record = {"team": team, "cohort": cohort, "images": []}
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failed = False
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for instance_id in instance_ids:
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# Remove the mutable local tag, not an immutable ID/digest that may still
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# have another tag reference. Identity was already frozen before execution.
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image = swebench_spec(records[instance_id])[0]
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inspected = subprocess.run(
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["docker", "image", "inspect", image, "--format", "{{json .}}"],
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capture_output=True, text=True, env=os.environ,
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)
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item = {"instance_id": instance_id, "image": image,
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"inspect_returncode": inspected.returncode}
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if inspected.returncode == 0:
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identity = json.loads(inspected.stdout)
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item.update(image_id=identity.get("Id"), repo_digests=identity.get("RepoDigests") or [])
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removed = subprocess.run(
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["docker", "image", "rm", image], capture_output=True, text=True, env=os.environ,
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)
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item.update(remove_returncode=removed.returncode,
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remove_output=removed.stdout + removed.stderr)
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failed |= removed.returncode != 0
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else:
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# Already absent is a valid resumed state; it will be pulled if needed.
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item.update(remove_returncode=None, remove_output="image tag already absent")
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record["images"].append(item)
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record["complete"] = not failed
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lifecycle.append(record)
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dump(path, lifecycle)
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def openrouter_budget() -> dict:
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import httpx
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response = httpx.get(
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"https://openrouter.ai/api/v1/key",
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headers={"Authorization": "Bearer " + os.environ["OPENROUTER_API_KEY"]},
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timeout=30,
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)
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response.raise_for_status()
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data = response.json()["data"]
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return {
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"checked_at": datetime.now(timezone.utc).isoformat(),
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**{key: data.get(key) for key in ("usage", "limit", "limit_remaining")},
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}
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def account_budget(provider: str) -> dict:
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if provider == "openrouter":
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return openrouter_budget()
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return {
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"checked_at": datetime.now(timezone.utc).isoformat(),
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"provider": "clinepass",
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"account_usage": None,
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"account_quota": None,
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"status": "unavailable_from_documented_api",
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}
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def main(argv: list[str] | None = None) -> int:
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args = parser().parse_args(argv)
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if args.execute and os.environ.get("DOCKER_HOST") != REMOTE_DOCKER_HOST:
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raise SystemExit(
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f"execution requires DOCKER_HOST={REMOTE_DOCKER_HOST}; use the remote Docker wrapper"
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)
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from messageboardbench.swe_board import load_records
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plan_bytes = args.plan.read_bytes()
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plan = json.loads(plan_bytes)
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providers = {model_provider(model) for model in plan_models(plan)}
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if len(providers) != 1:
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raise ValueError("use separate experiment plans for OpenRouter and ClinePass populations")
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provider = next(iter(providers))
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conditions = tuple(plan.get("conditions", DEFAULT_CONDITIONS))
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split = plan["dataset"]["split"]
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records = load_records(plan["dataset"]["revision"], split)
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records = {instance_id: records[instance_id] for instance_id in plan["records_sha256"]}
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config = {
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**plan,
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"frozen_plan": {"path": str(args.plan.resolve()),
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"file_sha256": hashlib.sha256(plan_bytes).hexdigest()},
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"treatment": treatment_metadata(plan),
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"remote_docker_host": REMOTE_DOCKER_HOST,
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"host_mounts": [],
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}
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if provider == "clinepass":
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config["clinepass_base_url"] = CLINE_API_BASE_URL
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print(json.dumps(config, indent=2), flush=True)
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if not args.execute:
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print("Preview only; no Docker container or model request was started.", flush=True)
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return 0
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from dotenv import load_dotenv
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from inspect_ai import Task, eval as inspect_eval
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from messageboardbench.board import export_board, initialize_board
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from messageboardbench.feedback import export_feedback, initialize_feedback
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from messageboardbench.swe_board import (
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sample_from_record,
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swe_board_scorer,
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swe_board_solver,
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write_compose,
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)
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load_dotenv(ROOT / ".env")
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out = args.out.resolve()
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fresh = not out.exists()
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if fresh:
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out.mkdir(parents=True)
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elif not (out / "manifest.json").is_file():
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raise RuntimeError("resume output lacks a manifest")
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parameters = plan["parameters"]
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schedule = plan["schedule"]
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team_plans = plan["team_plans"]
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configs = out / "compose"
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compose_by_assignment = {
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instance_id: write_compose(
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records[instance_id], configs, parameters["memory"],
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)
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for instance_id in records
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}
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if fresh:
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before = account_budget(provider)
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dump(out / "manifest.json", config)
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dump(out / "budget-before.json", before)
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else:
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if json.loads((out / "manifest.json").read_text()) != config:
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raise RuntimeError("resume configuration differs from existing manifest")
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before = json.loads((out / "budget-before.json").read_text())
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import impossiblebench.swebench_agent_full as upstream_agent
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import impossiblebench.swebench_scorers as upstream_scorer
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import impossiblebench.swebench_tasks as upstream_tasks
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sources = [
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Path(__file__),
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ROOT / "src/messageboardbench/swe_board.py",
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ROOT / "src/messageboardbench/swe_validation.py",
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ROOT / "src/messageboardbench/board.py",
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ROOT / "src/messageboardbench/feedback.py",
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ROOT / "src/messageboardbench/swe_reporting.py",
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ROOT / "scripts/swe_population_report.py",
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ROOT / "scripts/board_report.py",
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ROOT / "scripts/analysis/verify_swe_population.py",
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ROOT / "scripts/analysis/board_resources.py",
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Path(upstream_agent.__file__),
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Path(upstream_scorer.__file__),
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Path(upstream_tasks.__file__),
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]
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if str(plan.get("purpose", "")).startswith("swe-board-activation-"):
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sources.extend([
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ROOT / "scripts/swe_activation_report.py",
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ROOT / "scripts/analysis/verify_swe_activation.py",
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])
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archive = out / "source-snapshot"
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if fresh:
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archive.mkdir()
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index = []
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for number, source in enumerate([*sources, args.plan]):
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raw = source.read_bytes()
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archived = f"{number}-{source.name}"
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(archive / archived).write_bytes(raw)
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index.append(
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{"source": str(source.resolve()), "archived": archived,
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"sha256": hashlib.sha256(raw).hexdigest()}
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)
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dump(archive / "index.json", index)
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else:
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validate_resume_sources(archive, [*sources, args.plan])
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boards = {}
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has_board = "board" in conditions
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feedback = None
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if fresh:
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identities = []
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for team_plan in team_plans:
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team = team_plan["team"]
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run_id = uuid.uuid4().hex if has_board else None
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if run_id is not None:
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initialize_board(out / f"board-team-{team}.sqlite", run_id)
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episodes = {condition: {instance_id: "worker-" + uuid.uuid4().hex[:12]
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for instance_id in team_plan["instance_ids"]}
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for condition in conditions}
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identities.append({"team": team, "board_run_id": run_id, "episodes": episodes})
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dump(out / "identities.json", identities)
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dump(out / "schedule.json", schedule)
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if plan.get("organizer_feedback_interface"):
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feedback_identity = {"run_id": uuid.uuid4().hex}
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initialize_feedback(out / "organizer-feedback.sqlite", feedback_identity["run_id"])
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dump(out / "feedback-identity.json", feedback_identity)
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else:
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identities = json.loads((out / "identities.json").read_text())
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if json.loads((out / "schedule.json").read_text()) != schedule:
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raise RuntimeError("resume schedule differs")
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for identity in identities:
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if identity["board_run_id"] is not None:
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boards[identity["team"]] = {
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"path": out / f"board-team-{identity['team']}.sqlite",
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"run_id": identity["board_run_id"],
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}
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if plan.get("organizer_feedback_interface"):
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feedback_identity = json.loads((out / "feedback-identity.json").read_text())
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feedback = {
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"path": out / "organizer-feedback.sqlite",
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"run_id": feedback_identity["run_id"],
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}
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results = recover_terminal_rows(out)
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dump(out / "results.json", results)
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terminal = {(row["team"], row["condition"], row["sample_id"]) for row in results}
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status = {"status": "running", "completed_phases": 0}
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try:
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for phase, entry in enumerate(schedule, 1):
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team = entry["team"]
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cohort = entry["cohort"]
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condition = entry["condition"]
|
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selected = team_plans[team - 1]["cohorts"][cohort - 1]
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pending = [instance_id for instance_id in selected
|
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if (team, condition, instance_id) not in terminal]
|
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if not pending:
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if uses_engineering_sentinel(plan) and phase <= 2 and sentinel_failed(
|
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results, team=team, condition=condition, instance_ids=selected
|
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):
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raise RuntimeError("engineering sentinel previously failed")
|
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status["completed_phases"] = phase
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if parameters["image_cleanup"] == "after_matched_team_cohort" and all((team, arm, instance_id) in terminal
|
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for arm in conditions for instance_id in selected):
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cleanup_matched_images(
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out, team, cohort, selected, records
|
||||
)
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||||
continue
|
||||
tasks = []
|
||||
inputs = []
|
||||
identity = identities[team - 1]
|
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for instance_id in pending:
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||||
offset = selected.index(instance_id) + 1
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slot = team_plans[team - 1]["instance_ids"].index(instance_id) + 1
|
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episode_id = identity["episodes"][condition][instance_id]
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board = boards.get(team)
|
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sample = sample_from_record(
|
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records[instance_id], compose_by_assignment[instance_id],
|
||||
)
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||||
sample.metadata.update(
|
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condition=condition, team=team, cohort=cohort, slot=slot,
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||||
cohort_slot=offset, episode_id=episode_id,
|
||||
run_id=board["run_id"] if condition == "board" else None,
|
||||
split=split,
|
||||
)
|
||||
inputs.append({"sample": sample.model_dump(mode="json")})
|
||||
tasks.append(
|
||||
Task(
|
||||
name=f"swe_population_t{team}_{condition}_c{cohort}_p{offset}",
|
||||
dataset=[sample],
|
||||
solver=swe_board_solver(
|
||||
condition, episode_id, instance_id,
|
||||
board["run_id"] if condition == "board" else "control",
|
||||
board["path"] if condition == "board" else None,
|
||||
max_attempts=parameters["max_attempts"],
|
||||
custom_prompt=plan["custom_prompt"],
|
||||
tool_interface=plan.get("tool_interface"),
|
||||
feedback_path=feedback["path"] if feedback else None,
|
||||
feedback_run_id=feedback["run_id"] if feedback else None,
|
||||
),
|
||||
scorer=swe_board_scorer(
|
||||
memory=parameters["memory"],
|
||||
timeout_seconds=parameters["scorer_timeout_seconds"],
|
||||
),
|
||||
message_limit=parameters["message_limit"],
|
||||
metadata={**config, "condition": condition, "team": team,
|
||||
"cohort": cohort, "split": split, "slot": slot},
|
||||
)
|
||||
)
|
||||
input_path = out / f"phase-{phase}-inputs.json"
|
||||
if input_path.exists():
|
||||
previous = json.loads(input_path.read_text())
|
||||
by_id = {str(row["sample"]["id"]): row for row in previous}
|
||||
by_id.update({str(row["sample"]["id"]): row for row in inputs})
|
||||
dump(input_path, list(by_id.values()))
|
||||
else:
|
||||
dump(input_path, inputs)
|
||||
print(f"Starting phase {phase}: team {team} {condition} cohort {cohort}", flush=True)
|
||||
model = plan.get("models_by_team", {}).get(str(team), plan.get("model"))
|
||||
model_args = {"strict_tools": False}
|
||||
if model_provider(model) == "clinepass":
|
||||
if (parameters["reasoning_effort"] is not None
|
||||
or parameters["reasoning_tokens"] is not None):
|
||||
raise ValueError(
|
||||
"ClinePass plans must set reasoning_effort and reasoning_tokens "
|
||||
"to null; their existing OpenRouter settings are not portable"
|
||||
)
|
||||
model_args.update(base_url=CLINE_API_BASE_URL, responses_api=False, stream=True)
|
||||
logs = inspect_eval(
|
||||
tasks,
|
||||
model=model,
|
||||
model_args=model_args,
|
||||
log_dir=str(out / "evals"),
|
||||
max_tasks=len(tasks), max_samples=len(tasks), max_sandboxes=len(tasks),
|
||||
max_connections=len(tasks), max_retries=1, retry_on_error=0,
|
||||
fail_on_error=False, time_limit=parameters["time_limit_seconds"],
|
||||
token_limit=parameters["token_limit"],
|
||||
reasoning_effort=parameters["reasoning_effort"],
|
||||
reasoning_tokens=parameters["reasoning_tokens"],
|
||||
temperature=parameters["temperature"],
|
||||
)
|
||||
new = []
|
||||
for log in logs:
|
||||
for evaluated in log.samples or []:
|
||||
new.append(terminal_row(log, evaluated))
|
||||
results.extend(new)
|
||||
terminal.update((row["team"], row["condition"], row["sample_id"]) for row in new)
|
||||
dump(out / "results.json", results)
|
||||
dump(out / f"board-after-phase-{phase}.json", {
|
||||
"posts": [post for value in boards.values() for post in export_board(value["path"], value["run_id"])["posts"]],
|
||||
"audit": [event for value in boards.values() for event in export_board(value["path"], value["run_id"])["audit"]],
|
||||
})
|
||||
if len(new) != len(tasks):
|
||||
raise RuntimeError("phase did not produce one terminal record per assignment")
|
||||
# The first adjacent control/board pair is an engineering sentinel.
|
||||
# Later sample errors are terminal outcomes and do not trigger reruns.
|
||||
if uses_engineering_sentinel(plan) and phase <= 2 and sentinel_failed(
|
||||
results, team=team, condition=condition, instance_ids=selected
|
||||
):
|
||||
raise RuntimeError("engineering sentinel failed")
|
||||
status["completed_phases"] = phase
|
||||
dump(out / "status.json", status)
|
||||
matched_complete = all(
|
||||
(team, arm, instance_id) in terminal
|
||||
for arm in conditions for instance_id in selected
|
||||
)
|
||||
if matched_complete and parameters["image_cleanup"] == "after_matched_team_cohort":
|
||||
cleanup_matched_images(
|
||||
out, team, cohort, selected, records
|
||||
)
|
||||
status["status"] = "completed"
|
||||
if parameters["image_cleanup"] == "after_all_populations":
|
||||
cleanup_matched_images(out, 0, 0, list(records), records)
|
||||
except BaseException as exc:
|
||||
status.update(status="interrupted", error=repr(exc))
|
||||
raise
|
||||
finally:
|
||||
dump(out / "status.json", status)
|
||||
snapshots = [export_board(value["path"], value["run_id"]) for value in boards.values()]
|
||||
dump(out / "board-final.json", {
|
||||
"run_ids": [value["run_id"] for value in snapshots],
|
||||
"posts": [post for value in snapshots for post in value["posts"]],
|
||||
"audit": [event for value in snapshots for event in value["audit"]],
|
||||
})
|
||||
if feedback:
|
||||
dump(out / "feedback-final.json", export_feedback(
|
||||
feedback["path"], feedback["run_id"]
|
||||
))
|
||||
try:
|
||||
after = account_budget(provider)
|
||||
if provider == "openrouter":
|
||||
after["usage_delta"] = after["usage"] - before["usage"]
|
||||
else:
|
||||
after["usage_delta"] = None
|
||||
except Exception as error:
|
||||
after = {"accounting_error": repr(error), "usage_delta": None}
|
||||
dump(out / "budget-after.json", after)
|
||||
return 0
|
||||
|
||||
|
||||
if __name__ == "__main__":
|
||||
raise SystemExit(main())
|
||||
Reference in new issue
Block a user