bchat-blind-eval / scripts /preflight.py
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#!/usr/bin/env python3
"""Preflight check for the two models of a blind evaluation.
For each configured model (OpenAI-compatible /chat/completions endpoint),
four checks, all must pass:
1. connectivity — a tiny completion succeeds with the configured key
2. usage stats — the response reports prompt/completion token counts
(without them the report cannot compute cost)
3. function calls — the model emits a real tool_call when a tool is offered
4. tool roundtrip — after feeding the tool result back, a final answer comes
Usage/latency are measured because the final report needs them for costs.
Config file (see SKILL.md):
{
"base": {"label": "...", "base_url": "https://.../v1",
"model": "...", "api_key_env": "EVAL_KEY_BASE",
"price_per_1m": {"input": 0.0, "output": 0.0}},
"candidate": {...}
}
api_key_env names an environment variable holding the key (preferred);
a literal "api_key" field also works for local tests.
Exit code 0 iff both models pass everything.
"""
from __future__ import annotations
import http.client
import json
import os
import sys
import time
import urllib.error
import urllib.request
HERE = os.path.dirname(os.path.abspath(__file__))
CALC_TOOL = {
"type": "function",
"function": {
"name": "add_numbers",
"description": "دو عدد را با هم جمع می‌کند",
"parameters": {
"type": "object",
"properties": {
"a": {"type": "number"},
"b": {"type": "number"},
},
"required": ["a", "b"],
},
},
}
def load_key(spec: dict) -> str:
env = spec.get("api_key_env")
if env:
val = os.environ.get(env, "")
if not val:
raise SystemExit(f"environment variable {env} is not set")
return val
return spec.get("api_key", "")
def chat(spec: dict, key: str, messages: list, tools=None, max_tokens=800,
timeout=120):
url = spec["base_url"].rstrip("/") + "/chat/completions"
body = {"model": spec["model"], "messages": messages,
"max_tokens": max_tokens}
if tools:
body["tools"] = tools
req = urllib.request.Request(
url, data=json.dumps(body).encode(),
headers={"Content-Type": "application/json",
"Authorization": f"Bearer {key}"})
# free-tier endpoints often answer 429 for a moment; one blip must not
# fail the preflight, so retry with backoff (honoring Retry-After)
for attempt in range(5):
t0 = time.time()
try:
with urllib.request.urlopen(req, timeout=timeout) as resp:
data = json.loads(resp.read())
return data, (time.time() - t0) * 1000.0
except urllib.error.HTTPError as e:
detail = e.read()[:300].decode(errors="replace")
if e.code in (408, 429, 500, 502, 503, 504) and attempt < 4:
wait = e.headers.get("Retry-After")
try:
wait = min(float(wait), 60) if wait else 5 * 2 ** attempt
except ValueError:
wait = 5 * 2 ** attempt
print(f" (HTTP {e.code}, retrying in {wait:.0f}s)",
flush=True)
time.sleep(wait)
continue
raise RuntimeError(f"HTTP {e.code}: {detail}") from e
except (OSError, http.client.HTTPException, ValueError) as e:
# connection refused/reset, timeouts, truncated or non-JSON body
if attempt == 4:
raise RuntimeError(f"{type(e).__name__}: {e}") from e
wait = 5 * 2 ** attempt
print(f" ({type(e).__name__}, retrying in {wait}s)", flush=True)
time.sleep(wait)
raise RuntimeError("unreachable")
def check_model(spec: dict) -> dict:
out = {"label": spec.get("label") or spec["model"], "checks": {},
"usage_fields": [], "ok": True}
key = load_key(spec)
# 1) connectivity + usage
try:
data, ms = chat(spec, key, [{"role": "user", "content": "سلام"}],
max_tokens=30)
msg = data["choices"][0]["message"]
usage = data.get("usage") or {}
out["checks"]["connectivity"] = f"ok ({ms:.0f} ms)"
out["usage_fields"] = sorted(k for k, v in usage.items()
if isinstance(v, int))
for need, alt in (("prompt_tokens", "input_tokens"),
("completion_tokens", "output_tokens")):
if need not in usage and alt not in usage:
out["checks"]["usage_stats"] = (
f"MISSING ({need}) — costs cannot be computed")
out["ok"] = False
if "usage_stats" not in out["checks"]:
out["checks"]["usage_stats"] = "ok"
except Exception as e: # noqa: BLE001
out["checks"]["connectivity"] = f"FAIL: {e}"
out["ok"] = False
return out
# 2) function calling
try:
data, ms = chat(
spec, key,
[{"role": "user",
"content": "حاصل ۲+۲ را فقط و فقط با ابزار add_numbers حساب کن؛ "
"بدون ابزار پاسخ نده."}],
tools=[CALC_TOOL], max_tokens=300)
msg = data["choices"][0]["message"]
calls = msg.get("tool_calls") or []
if not calls:
out["checks"]["function_calling"] = (
f"FAIL: no tool_calls (content={str(msg.get('content'))[:80]!r})")
out["ok"] = False
return out
fn = calls[0]["function"]
args_ok = "a" in json.loads(fn.get("arguments") or "{}")
out["checks"]["function_calling"] = (
f"ok ({fn['name']}"
f"{', args ok' if args_ok else ', args MISSING'}) ({ms:.0f} ms)")
if not args_ok:
out["ok"] = False
# 3) tool roundtrip
msgs = [{"role": "user", "content": "حاصل ۲+۲ را با ابزار حساب کن."},
{"role": "assistant", "content": msg.get("content") or "",
"tool_calls": calls},
{"role": "tool", "tool_call_id": calls[0]["id"],
"content": "4"}]
data, ms = chat(spec, key, msgs, tools=[CALC_TOOL], max_tokens=200)
final = (data["choices"][0]["message"].get("content") or "").strip()
out["checks"]["tool_roundtrip"] = (
f"ok ({ms:.0f} ms)" if final else "FAIL: no final content")
if not final:
out["ok"] = False
except Exception as e: # noqa: BLE001
out["checks"]["function_calling"] = f"FAIL: {e}"
out["ok"] = False
return out
def main() -> int:
if len(sys.argv) > 1 and sys.argv[1] in ("-h", "--help"):
print(__doc__)
return 0
cfg_path = sys.argv[1] if len(sys.argv) > 1 else os.path.join(
HERE, "..", "models.json")
cfg = json.load(open(cfg_path))
results = {side: check_model(cfg[side]) for side in ("base", "candidate")}
art = os.path.abspath(cfg_path) + ".preflight.json"
json.dump(results, open(art, "w"), ensure_ascii=False, indent=1)
for side, r in results.items():
print(f"--- {side}: {r['label']}")
for k, v in r["checks"].items():
print(f" {k:18} {v}")
if r["usage_fields"]:
print(f" usage fields {', '.join(r['usage_fields'])}")
print(f" overall {'PASS' if r['ok'] else 'FAIL'}")
print(f"preflight artifact: {art}")
return 0 if all(r["ok"] for r in results.values()) else 1
if __name__ == "__main__":
raise SystemExit(main())