""" Dyadic (2-model) combinatorial sweep for the divsim paper. Enumerates all ordered pairs from the 5 paper models, crossed with 5 persona seeds, for a total of C(5,2)×2×5 = 100 configurations. Each configuration launches one run of the OASIS simulator in hetero mode. Configuration is read from environment variables: RUNS_DIR — output directory for .db files (required) VENV_PATH — path to the Python venv with oasis installed OASIS_RUNNER — path to run_v9.py (defaults to /../oasis/run_v9.py) LOGS_DIR — directory for per-run log files Usage: python sweep_dyadic.py --dry-run # print all configs, no launch python sweep_dyadic.py --mode 2model # all 2-model runs (default) python sweep_dyadic.py --max-parallel 2 # limit concurrent runs python sweep_dyadic.py --skip-existing # skip runs whose DB already exists """ import argparse import itertools import os import subprocess import time from pathlib import Path RUNS_DIR = Path(os.environ.get("RUNS_DIR", "./runs")) VENV = os.environ.get("VENV_PATH", str(Path(__file__).parent.parent / ".venv")) RUNNER = Path(os.environ.get("OASIS_RUNNER", str(Path(__file__).parent.parent / "oasis" / "run_v9.py"))) LOGS_DIR = Path(os.environ.get("LOGS_DIR", "./logs/sweep")) MODELS = { "qwen": ("Qwen/Qwen3-32B", "http://localhost:8002/v1"), "oss": ("openai/gpt-oss-20b", "http://localhost:8003/v1"), "mag": ("mistralai/Magistral-Small-2509", "http://localhost:8004/v1"), "glm": ("zai-org/GLM-4-32B-0414", "http://localhost:8007/v1"), "gem": ("google/gemma-4-31B-it", "http://localhost:8009/v1"), } MODEL_KEYS = list(MODELS.keys()) SEEDS = [42, 137, 271, 314, 999] STEPS = 100 N_AGENTS = 20 # 10 per group def run_id(a: str, b: str, seed: int) -> str: return f"sweep_{a[:3]}_{b[:3]}_s{seed}" def db_is_valid(db: Path) -> bool: """Return True if the DB has enough data to be considered a complete run.""" if not db.exists(): return False try: import sqlite3 conn = sqlite3.connect(db) nu = conn.execute("SELECT COUNT(DISTINCT user_id) FROM comment").fetchone()[0] nc = conn.execute("SELECT COUNT(*) FROM comment").fetchone()[0] conn.close() return nu >= 18 and nc >= 200 except Exception: return False def launch(a: str, b: str, seed: int, dry_run: bool) -> dict: rid = run_id(a, b, seed) db = RUNS_DIR / f"{rid}.db" log = LOGS_DIR / f"{rid}.log" ma, mb = MODELS[a], MODELS[b] env = { **os.environ, "VLLM_URL_A": ma[1], "MODEL_NAME_A": ma[0], "VLLM_URL_B": mb[1], "MODEL_NAME_B": mb[0], "OASIS_DB_PATH": str(db), } cmd = [ f"{VENV}/bin/python3", str(RUNNER), "--mode", "hetero", "--steps", str(STEPS), "--agents", str(N_AGENTS), "--seed-posts", str(N_AGENTS), "--activate-prob", "0.3", "--rng-seed", str(seed), "--db", str(db), ] if dry_run: print(f" [DRY] {rid} A={a}({ma[0]}) B={b}({mb[0]}) seed={seed}") return {"rid": rid, "proc": None} LOGS_DIR.mkdir(parents=True, exist_ok=True) RUNS_DIR.mkdir(parents=True, exist_ok=True) with open(log, "w") as lf: proc = subprocess.Popen(cmd, env=env, stdout=lf, stderr=lf) print(f" [{rid}] PID={proc.pid} A={a} B={b} seed={seed}") return {"rid": rid, "proc": proc} def all_configs(): configs = [] for pair in itertools.combinations(MODEL_KEYS, 2): for perm in itertools.permutations(pair): for seed in SEEDS: configs.append((perm[0], perm[1], seed)) return configs def main(): parser = argparse.ArgumentParser(description=__doc__) parser.add_argument("--dry-run", action="store_true", help="Print configs without launching.") parser.add_argument("--max-parallel", type=int, default=2, help="Maximum concurrent runs.") parser.add_argument("--skip-existing", action="store_true", default=True, help="Skip runs whose DB already exists and is valid.") args = parser.parse_args() configs = all_configs() print(f"Dyadic sweep: {len(configs)} configs " f"(C(5,2)×2 ordered pairs × {len(SEEDS)} seeds)") print(f"Seeds: {SEEDS} max_parallel: {args.max_parallel} " f"dry_run: {args.dry_run}") active = [] for a, b, seed in configs: active = [r for r in active if r["proc"] and r["proc"].poll() is None] while len(active) >= args.max_parallel: time.sleep(10) active = [r for r in active if r["proc"] and r["proc"].poll() is None] if args.skip_existing: db = RUNS_DIR / f"{run_id(a, b, seed)}.db" if db_is_valid(db): print(f" [skip] {run_id(a, b, seed)} (valid DB exists)") continue r = launch(a, b, seed, args.dry_run) if r["proc"]: active.append(r) time.sleep(2) for r in active: if r["proc"]: r["proc"].wait() print("All dyadic configs done.") if __name__ == "__main__": main()