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2583717 a6af15b 2583717 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 | from __future__ import annotations
import argparse
import sys
from typing import List, Optional
from . import __version__
from .config import RunConfig, key_for, load_dotenv
from .report import write_report
from .trial import metrics, run_suite
def build_parser() -> argparse.ArgumentParser:
p = argparse.ArgumentParser(
prog="arbiter",
description="Reproduce web bug reports with an LLM actor, then have an independent "
"judge confirm or reject the claim from the evidence.")
p.add_argument("--version", action="version", version="arbiter " + __version__)
sub = p.add_subparsers(dest="command", required=True)
run = sub.add_parser("run", help="run the benchmark")
run.add_argument("--only", help="comma separated bug ids, default is all of them")
run.add_argument("--trials", type=int, default=3, help="repeats per bug, for the flakiness score")
run.add_argument("--provider", default="gemini", choices=["gemini", "openai", "anthropic", "mock"])
run.add_argument("--actor-model", default="gemini-3.5-flash-lite")
run.add_argument("--rpm", type=float, default=12.0,
help="client side pacing, requests per minute across all calls. "
"Free tiers throttle hard, so this matters more than retries.")
run.add_argument("--judge-provider", default="", help="defaults to the actor's provider")
run.add_argument("--judge-model", default="gemini-3.5-flash",
help="point this at a different model to strengthen judge independence")
run.add_argument("--record", action="store_true",
help="save every model exchange to traces/ so the run can be replayed offline")
run.add_argument("--headed", action="store_true", help="show the browser window")
run.add_argument("--video", action="store_true", help="record webm video of each trial")
run.add_argument("--out", default="docs", help="where the report is written")
run.add_argument("--bugs-dir", default="benchmark/bugs")
run.add_argument("--apps-dir", default="benchmark/apps")
run.add_argument("--evidence-dir", default="evidence")
run.add_argument("--trace-dir", default="traces")
rej = sub.add_parser("rejudge",
help="re-run only the judge over evidence already on disk")
rej.add_argument("--only", help="comma separated bug ids")
rej.add_argument("--all", action="store_true",
help="re-judge every trial, not just the unresolved ones")
rej.add_argument("--provider", default="gemini", choices=["gemini", "openai", "anthropic", "mock"])
rej.add_argument("--judge-provider", default="")
rej.add_argument("--judge-model", default="gemini-3.5-flash-lite")
rej.add_argument("--rpm", type=float, default=8.0)
rej.add_argument("--record", action="store_true",
help="record the review traffic so an offline replay covers these trials too")
rej.add_argument("--out", default="docs")
rej.add_argument("--bugs-dir", default="benchmark/bugs")
rej.add_argument("--evidence-dir", default="evidence")
rej.add_argument("--trace-dir", default="traces")
aud = sub.add_parser("judge-audit",
help="adversarial check: judge each run's evidence against a "
"report it does not match")
aud.add_argument("--only", help="comma separated bug ids")
aud.add_argument("--provider", default="gemini", choices=["gemini", "openai", "anthropic", "mock"])
aud.add_argument("--judge-provider", default="")
aud.add_argument("--judge-model", default="gemini-3.5-flash-lite")
aud.add_argument("--rpm", type=float, default=8.0)
aud.add_argument("--out", default="docs")
aud.add_argument("--bugs-dir", default="benchmark/bugs")
aud.add_argument("--evidence-dir", default="evidence")
smk = sub.add_parser("smoke", help="drive the benchmark with scripted actions, no API key needed")
smk.add_argument("--apps-dir", default="benchmark/apps")
smk.add_argument("--headed", action="store_true")
chk = sub.add_parser("check", help="verify the environment before a real run")
chk.add_argument("--provider", default="gemini", choices=["gemini", "openai", "anthropic", "mock"])
chk.add_argument("--actor-model", default="gemini-3.5-flash-lite")
chk.add_argument("--judge-model", default="gemini-3.5-flash")
return p
def cmd_check(args: argparse.Namespace) -> int:
ok = True
print("arbiter {0}".format(__version__))
try:
import playwright
print(" [ok] playwright is installed")
except ImportError:
print(" [fail] playwright is missing. Run: pip install -r requirements.txt")
return 1
try:
from playwright.sync_api import sync_playwright
with sync_playwright() as pw:
b = pw.chromium.launch(headless=True)
page = b.new_page()
page.set_content("<h1 data-testid='x'>hello</h1>")
title = page.text_content("[data-testid=x]")
b.close()
print(" [ok] chromium launches and renders ({0!r})".format(title))
except Exception as exc:
print(" [fail] chromium could not start: {0}".format(str(exc)[:200]))
print(" Run: python -m playwright install chromium")
ok = False
for mod in ("cv2", "numpy", "PIL", "yaml", "requests"):
try:
__import__(mod)
print(" [ok] {0}".format(mod))
except ImportError:
print(" [fail] {0} is missing".format(mod))
ok = False
key = key_for(args.provider)
if args.provider == "mock":
print(" [ok] mock provider needs no key")
elif not key:
print(" [fail] no API key found for provider {0}. Copy .env.example to .env "
"and fill it in.".format(args.provider))
ok = False
else:
print(" [ok] API key found ({0}...{1})".format(key[:6], key[-4:]))
from .llm.base import build_provider
for role, model in (("actor", args.actor_model), ("judge", args.judge_model)):
try:
reply = build_provider(args.provider, model, key).complete(
"You are a test harness.", "Reply with the single word: ready")
print(" [ok] {0} model {1} answered {2!r} ({3} prompt tokens)".format(
role, model, reply.text.strip()[:40], reply.usage.prompt_tokens))
except Exception as exc:
print(" [fail] {0} model {1} failed: {2}".format(role, model, str(exc)[:260]))
ok = False
if args.actor_model == args.judge_model:
print(" [warn] actor and judge share a model. The judge still cannot see the "
"actor's reasoning, but different models make the review more independent.")
print("\n{0}".format("environment looks good" if ok else "fix the failures above first"))
return 0 if ok else 1
def cmd_run(args: argparse.Namespace) -> int:
cfg = RunConfig(
provider=args.provider, actor_model=args.actor_model,
judge_provider=args.judge_provider, judge_model=args.judge_model,
trials=args.trials, rpm=args.rpm,
headless=not args.headed, record=args.record, video=args.video,
bugs_dir=args.bugs_dir, apps_dir=args.apps_dir, out_dir=args.out,
evidence_dir=args.evidence_dir, trace_dir=args.trace_dir, only=args.only)
if cfg.provider != "mock" and not key_for(cfg.provider):
print("No API key for provider {0}. Copy .env.example to .env and add your key, "
"or run with --provider mock to replay recorded traces.".format(cfg.provider))
return 1
from .llm.base import set_rate_limit
set_rate_limit(cfg.rpm)
suite = run_suite(cfg)
paths = write_report(suite, cfg.out_dir)
m = metrics(suite)
print("\n" + "=" * 66)
print("seeded bugs reproduced {0}/{1} ({2:.0%})".format(
m["reproduced"], m["seeded_bugs"], m["reproduction_rate"]))
print("false positives {0}/{1} controls".format(m["false_positives"], m["controls"]))
print("overall accuracy {0:.0%}".format(m["accuracy"]))
print("actor claimed {0} trials".format(m["actor_claimed"]))
print("judge confirmed {0} trials".format(m["judge_confirmed"]))
print("judge rejected {0} trials ({1:.0%} of claims were overclaims)".format(
m["judge_rejected"], m["overclaim_rate"]))
print("never resolved {0} trials (judge unavailable or unsure)".format(
m["unresolved"]))
print("cost ${0:.4f} over {1} calls".format(
m["cost"]["usd"], m["cost"]["calls"]))
print("=" * 66)
print("report {0}".format(paths["html"]))
print("data {0}".format(paths["json"]))
return 0
def cmd_rejudge(args: argparse.Namespace) -> int:
from .llm.base import set_rate_limit
from .rejudge import rejudge
cfg = RunConfig(provider=args.provider, judge_provider=args.judge_provider,
judge_model=args.judge_model, rpm=args.rpm, bugs_dir=args.bugs_dir,
evidence_dir=args.evidence_dir, trace_dir=args.trace_dir,
out_dir=args.out, only=args.only, record=args.record)
if cfg.effective_judge_provider != "mock" and not key_for(cfg.effective_judge_provider):
print("No API key for provider {0}.".format(cfg.effective_judge_provider))
return 1
set_rate_limit(cfg.rpm)
suite = rejudge(cfg, only_unresolved=not args.all)
if not suite.results:
print("no evidence found under {0}. Run the benchmark first.".format(cfg.evidence_dir))
return 1
paths = write_report(suite, cfg.out_dir)
m = metrics(suite)
print("\n" + "=" * 66)
print("seeded bugs reproduced {0}/{1} ({2:.0%})".format(
m["reproduced"], m["seeded_bugs"], m["reproduction_rate"]))
print("false positives {0}/{1} controls".format(m["false_positives"], m["controls"]))
print("overall accuracy {0:.0%}".format(m["accuracy"]))
print("actor claimed {0} trials".format(m["actor_claimed"]))
print("judge confirmed {0} trials".format(m["judge_confirmed"]))
print("judge rejected {0} trials ({1:.0%} of claims were overclaims)".format(
m["judge_rejected"], m["overclaim_rate"]))
print("never resolved {0} trials".format(m["unresolved"]))
print("=" * 66)
print("report {0}".format(paths["html"]))
return 0
def main(argv: Optional[List[str]] = None) -> int:
load_dotenv()
args = build_parser().parse_args(argv)
if args.command == "run":
return cmd_run(args)
if args.command == "check":
return cmd_check(args)
if args.command == "judge-audit":
from .audit import run_audit
from .llm.base import set_rate_limit
cfg = RunConfig(provider=args.provider, judge_provider=args.judge_provider,
judge_model=args.judge_model, rpm=args.rpm, bugs_dir=args.bugs_dir,
evidence_dir=args.evidence_dir, out_dir=args.out, only=args.only)
if cfg.effective_judge_provider != "mock" and not key_for(cfg.effective_judge_provider):
print("No API key for provider {0}.".format(cfg.effective_judge_provider))
return 1
set_rate_limit(cfg.rpm)
run_audit(cfg)
return 0
if args.command == "rejudge":
return cmd_rejudge(args)
if args.command == "smoke":
from .smoke import run_smoke
return run_smoke(args.apps_dir, headless=not args.headed)
return 1
if __name__ == "__main__":
sys.exit(main())
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