| """Same-day Jev baseline on LocalLLaMA/typed-decisions test (evaluation only). |
| |
| One request per case with all of its questions, as the dataset's leaderboard scored Jev. |
| Jev's answers are written to their own file and are never used for training, calibration or |
| model selection (TypeSafe MCA 2.3(b)). |
| |
| Needs TYPESAFE_API_KEY in the environment. |
| """ |
|
|
| import argparse |
| import concurrent.futures as cf |
| import json |
| import os |
| import random |
| import time |
|
|
| import requests |
| from datasets import load_dataset |
|
|
| from td_metrics import parsed, score_cases |
|
|
| URL = "https://api.typesafe.ai/v1/systemone" |
|
|
|
|
| def call(session, key, model, row): |
| body = {"model": model, "state": parsed(row["state"]), "questions": parsed(row["questions"])} |
| for attempt in range(10): |
| try: |
| response = session.post( |
| URL, json = body, headers = {"Authorization": f"Bearer {key}"}, timeout = 180 |
| ) |
| except requests.RequestException as exc: |
| error = repr(exc) |
| else: |
| if response.status_code == 200: |
| return response.json() |
| error = f"HTTP {response.status_code}: {response.text[:300]}" |
| if response.status_code not in (408, 409, 425, 429, 500, 502, 503, 504, 529): |
| raise RuntimeError(error) |
| time.sleep(min(60.0, 2 ** attempt) + random.random()) |
| raise RuntimeError(f"{row['id']}: gave up: {error}") |
|
|
|
|
| def main(): |
| parser = argparse.ArgumentParser() |
| parser.add_argument("--model", default = "jev-latest") |
| parser.add_argument("--out", default = "/content/out/jev_td_test.jsonl") |
| parser.add_argument("--workers", type = int, default = 8) |
| parser.add_argument("--rows", default = None, help = "jsonl of id/workflow/state/questions/gold rows") |
| args = parser.parse_args() |
| key = os.environ["TYPESAFE_API_KEY"] |
| if args.rows: |
| rows = [json.loads(line) for line in open(args.rows, encoding = "utf-8") if line.strip()] |
| else: |
| rows = list(load_dataset("LocalLLaMA/typed-decisions", "all", split = "test")) |
| os.makedirs(os.path.dirname(args.out), exist_ok = True) |
| done = {} |
| if os.path.exists(args.out): |
| for line in open(args.out, encoding = "utf-8"): |
| if line.strip(): |
| record = json.loads(line) |
| done[record["id"]] = record |
| todo = [row for row in rows if row["id"] not in done] |
| print(f"jev: {len(done)} cached, {len(todo)} to request", flush = True) |
| start = time.time() |
| session = requests.Session() |
| with open(args.out, "a", encoding = "utf-8") as file, cf.ThreadPoolExecutor(args.workers) as pool: |
| futures = {pool.submit(call, session, key, args.model, row): row for row in todo} |
| for i, future in enumerate(cf.as_completed(futures), 1): |
| row = futures[future] |
| response = future.result() |
| record = { |
| "id": row["id"], |
| "workflow": row["workflow"], |
| "model": response.get("model"), |
| "usage": response.get("usage"), |
| "pred": response["answers"], |
| } |
| done[row["id"]] = record |
| file.write(json.dumps(record) + "\n") |
| file.flush() |
| if i % 50 == 0: |
| print(f"jev: {i}/{len(todo)} in {time.time() - start:.0f}s", flush = True) |
| cases = [ |
| { |
| "id": row["id"], |
| "workflow": row["workflow"], |
| "questions": row["questions"], |
| "gold": row["gold"], |
| "pred": done[row["id"]]["pred"], |
| } |
| for row in rows |
| ] |
| metrics = score_cases(cases) |
| metrics["model_reported"] = sorted({done[r["id"]]["model"] for r in rows}) |
| metrics["input_tokens"] = sum((done[r["id"]].get("usage") or {}).get("input_tokens", 0) for r in rows) |
| with open(args.out.replace(".jsonl", "_metrics.json"), "w", encoding = "utf-8") as file: |
| json.dump(metrics, file, indent = 1) |
| print("JEV_METRICS " + json.dumps(metrics), flush = True) |
|
|
|
|
| if __name__ == "__main__": |
| main() |
|
|
