tools: add screenshot judge script using OpenRouter vision
- Tools/judge_screenshot.py: judges a screenshot against an expected-scene
description via OpenRouter multimodal image understanding, reading
OPENROUTER_API_KEY from the ignored .env. --image+--expect for one shot,
--shots to run every review shot in Screenshots/README.md. Returns a
{verdict, confidence, reason, missing} JSON.
- Documented in AGENTS.md (Visual review pre-check step) and Tools/README.md;
recorded the OpenRouter payload format gotcha in MEMORY.md.
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@@ -50,3 +50,4 @@ Geographic tools live in [`Geo/tools/`](../Geo/README.md) and the Blender-side b
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| Tool | Purpose |
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| --- | --- |
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| `render_screenshots.py` / `render_screenshots.sh` | Rebuilds the review map, runs the game, captures the shot list into `Screenshots/` |
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| `judge_screenshot.py` | Vision-model pre-check: judges a screenshot against an expected-scene description (`--image` + `--expect`, or `--shots` for every shot in the README). Reads `OPENROUTER_API_KEY` from `.env` (ignored). Optional helper — a human must still approve. |
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Executable
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#!/usr/bin/env python3
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"""Judge a screenshot against an expected-scene description using OpenRouter
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multimodal image understanding.
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Reads OPENROUTER_API_KEY from the project .env (ignored, never committed) and
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sends the screenshot as a base64 data-URI image alongside a description of what
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the shot is expected to show. Returns a verdict (yes / no / uncertain), a
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confidence, and the model's reasoning, so a screenshot can be pre-checked before
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a human reviews it.
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API: OpenRouter chat/completions, OpenAI-compatible image_url content part:
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{"type": "image_url", "image_url": {"url": "data:image/png;base64,<...>"}}
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Docs: https://openrouter.ai/docs/guides/overview/multimodal/image-understanding
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Usage:
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judge_screenshot.py --image Screenshots/review-overview.png \
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--expect "a character and two 1 m cubes on a large grey floor"
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judge_screenshot.py --image Screenshots/review-character.png \
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--expect "the idle upright human figure with warm skin, feet on the plane" \
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--model openai/gpt-4o-mini --verbose
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judge_screenshot.py --shots # evaluate every review-NN shot in README
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.env format:
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OPENROUTER_API_KEY=sk-or-v1-...
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"""
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import argparse
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import base64
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import json
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import os
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import re
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import sys
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import requests
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API_URL = "https://openrouter.ai/api/v1/chat/completions"
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DEFAULT_MODEL = "openai/gpt-4o-mini"
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# Project root = parent of the Tools/ directory the script lives in.
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PROJECT_ROOT = os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))
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ENV_PATH = os.path.join(PROJECT_ROOT, ".env")
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def load_api_key():
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"""Read OPENROUTER_API_KEY from the project .env."""
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if not os.path.exists(ENV_PATH):
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sys.exit(f"error: no {ENV_PATH} — create it with OPENROUTER_API_KEY=sk-or-v1-...")
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with open(ENV_PATH, encoding="utf-8") as f:
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for line in f:
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line = line.strip()
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if line and not line.startswith("#"):
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key, _, val = line.partition("=")
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if key.strip() == "OPENROUTER_API_KEY":
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return val.strip()
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sys.exit("error: OPENROUTER_API_KEY not found in .env")
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def image_data_uri(path):
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"""Return a base64 data: URI for a local image file."""
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if not os.path.isfile(path):
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sys.exit(f"error: image not found: {path}")
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ext = os.path.splitext(path)[1].lower().lstrip(".") or "png"
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mime = {"png": "image/png", "jpg": "image/jpeg", "jpeg": "image/jpeg",
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"webp": "image/webp", "gif": "image/gif"}.get(ext, "image/png")
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with open(path, "rb") as fh:
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b64 = base64.b64encode(fh.read()).decode("ascii")
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return f"data:{mime};base64,{b64}"
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def build_messages(image_path, expect):
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user = (
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f"You are an objective QA reviewer for a 3D game scene. Look at the "
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f"rendered screenshot and judge whether it shows what is expected.\n\n"
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f"Expected scene:\n{expect}\n\n"
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f"Answer STRICTLY in this JSON shape, with no other text:\n"
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f'{{"verdict": "yes"|"no"|"uncertain", "confidence": 0.0-1.0, '
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f'"reason": "<short reason, up to 3 sentences>", '
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f'"missing": ["<brief gap, if any>"]}}'
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)
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return [{
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"role": "user",
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"content": [
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{"type": "text", "text": user},
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{"type": "image_url", "image_url": {"url": image_data_uri(image_path)}},
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],
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}]
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def judge(api_key, image_path, expect, model, timeout=60):
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payload = {
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"model": model,
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"messages": build_messages(image_path, expect),
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"temperature": 0,
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}
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headers = {
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"Authorization": f"Bearer {api_key}",
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"Content-Type": "application/json",
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# Identifies the caller to OpenRouter; HTTP-Referer/X-Title are optional.
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"HTTP-Referer": "https://github.com/zwitschi/gig-line",
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"X-Title": "gig-line screenshot judge",
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}
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resp = requests.post(API_URL, headers=headers, json=payload, timeout=timeout)
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if resp.status_code != 200:
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body = resp.text[:500]
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sys.exit(f"error: OpenRouter returned {resp.status_code}: {body}")
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data = resp.json()
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content = data["choices"][0]["message"]["content"]
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# Trim any markdown fences and take the first JSON object we can parse.
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m = re.search(r"\{.*\}", content, re.S)
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if not m:
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sys.exit(f"error: model returned non-JSON:\n{content[:500]}")
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return json.loads(m.group(0))
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def parse_shots_from_readme():
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"""Parse the Screenshots/README.md tables into (path, expected) pairs."""
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readme = os.path.join(PROJECT_ROOT, "Screenshots", "README.md")
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if not os.path.isfile(readme):
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sys.exit(f"error: no {readme}")
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text = open(readme, encoding="utf-8").read()
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rows = []
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# Each table row: | File | ... | ... | What it shows |
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for line in text.splitlines():
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if not line.strip().startswith("|"):
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continue
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cells = [c.strip() for c in line.strip().strip("|").split("|")]
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if not cells or "`review-" not in cells[0]:
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continue
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fname = re.search(r"`(review-[^`]+\.png)`", cells[0])
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if not fname:
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continue
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# the last cell is the "What it shows" description
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expect = cells[-1]
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rows.append((fname.group(1), expect))
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return rows
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def main():
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ap = argparse.ArgumentParser(description=__doc__,
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formatter_class=argparse.RawDescriptionHelpFormatter)
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g = ap.add_mutually_exclusive_group(required=True)
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g.add_argument("--image", help="path to a screenshot PNG to judge")
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g.add_argument("--shots", action="store_true",
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help="evaluate every review shot listed in Screenshots/README.md")
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ap.add_argument("--expect", help="what the shot is expected to show (required with --image)")
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ap.add_argument("--model", default=DEFAULT_MODEL, help=f"OpenRouter model (default {DEFAULT_MODEL})")
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ap.add_argument("--verbose", action="store_true")
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ap.add_argument("--timeout", type=int, default=60)
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args = ap.parse_args()
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api_key = load_api_key()
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if args.shots:
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shots = parse_shots_from_readme()
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if not shots:
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sys.exit("error: no review shots found in Screenshots/README.md")
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# Only review-map shots (skip the demo/ ones which have a preview column too).
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shots = [s for s in shots if "/demo/" not in s[0]]
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n = len(shots)
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print(f"Judging {n} screenshots with {args.model} ...")
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ok = 0
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for i, (fname, expect) in enumerate(shots, 1):
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path = os.path.join(PROJECT_ROOT, "Screenshots", fname.replace("Screenshots/", ""))
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if not os.path.isfile(path):
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print(f"[{i}/{n}] {fname}: MISSING (skip)")
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continue
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try:
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res = judge(api_key, path, expect, args.model, args.timeout)
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except SystemExit as e:
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print(f"[{i}/{n}] {fname}: ERROR {e}")
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continue
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verdict = res.get("verdict", "unknown")
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conf = res.get("confidence", 0.0)
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reason = res.get("reason", "")
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mark = {"yes": "OK", "no": "FAIL", "uncertain": "?"}.get(verdict, "?")
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print(f"[{i}/{n}] {fname}: {mark} ({conf:.2f}) {reason}")
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if verdict == "yes":
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ok += 1
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print(f"\nSummary: {ok}/{n} judged yes")
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return
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if not args.expect:
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ap.error("--expect is required with --image")
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res = judge(api_key, args.image, args.expect, args.model, args.timeout)
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print(json.dumps(res, indent=2) if args.verbose
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else f"verdict={res.get('verdict')} confidence={res.get('confidence')} "
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f"reason={res.get('reason', '')}")
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if __name__ == "__main__":
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main()
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