104 lines
3.6 KiB
Python
104 lines
3.6 KiB
Python
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#!/usr/bin/env python3
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"""clan-signatures.py — per-clan behavior signature aggregated across all matchup-grid pairs.
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Shows what each clan does differently when given the slot 0 (perspective) role,
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across every pair it participates in. Useful for visualizing personality
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differentiation that single-pair tier_peak deltas miss.
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Usage:
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python3 tools/clan-signatures.py <matchup-grid-batch-dir>
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"""
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from __future__ import annotations
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import json
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import statistics
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import sys
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from pathlib import Path
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CLANS = ["ironhold", "goldvein", "blackhammer", "deepforge", "runesmith"]
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def med(xs: list[float]) -> str:
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return f"{statistics.median(xs):.0f}" if xs else "-"
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def main(argv: list[str]) -> int:
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if len(argv) != 2:
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print(f"Usage: {argv[0]} <batch-dir>", file=sys.stderr)
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return 2
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batch = Path(argv[1])
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if not batch.is_dir():
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print(f"Not a directory: {batch}", file=sys.stderr)
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return 2
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stats: dict[str, dict] = {
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c: {
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"games": 0, "victories": 0,
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"tier_peaks": [], "units": [], "kills": [], "lost": [],
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"gold": [], "combats": [], "techs": [], "cities": [],
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}
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for c in CLANS
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}
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for pair_dir in batch.iterdir():
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if not pair_dir.is_dir() or "_vs_" not in pair_dir.name:
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continue
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for sub in pair_dir.iterdir():
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if not sub.is_dir() or not sub.name.startswith("as_"):
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continue
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clan = sub.name[len("as_"):]
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if clan not in stats:
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continue
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for game in sub.iterdir():
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if not game.is_dir():
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continue
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ts = game / "turn_stats.jsonl"
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if not ts.exists():
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continue
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try:
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lines = [json.loads(l) for l in ts.read_text().splitlines() if l.strip()]
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except Exception:
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continue
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if not lines:
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continue
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final = lines[-1]
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ps = final.get("player_stats") or {}
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agg = final.get("aggregate") or {}
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p0 = ps.get("0") or {}
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s = stats[clan]
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s["games"] += 1
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if final.get("outcome") == "victory":
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s["victories"] += 1
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s["tier_peaks"].append(p0.get("tier_peak", 0))
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s["units"].append(p0.get("peak_unit_tier", 0))
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s["kills"].append(p0.get("kills", 0))
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s["lost"].append(p0.get("units_lost", 0))
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s["gold"].append(p0.get("gold_peak", 0))
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s["combats"].append(agg.get("total_combats", 0))
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s["techs"].append(p0.get("techs", 0))
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s["cities"].append(p0.get("cities", 0))
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headers = ["clan", "games", "vic%", "tp", "unit", "kills", "lost", "gold", "combats", "techs", "cities"]
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widths = [12, 7, 6, 4, 5, 6, 6, 6, 8, 6, 6]
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print(" ".join(f"{h:<{w}}" for h, w in zip(headers, widths)))
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print("-" * (sum(widths) + 2 * (len(widths) - 1)))
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for clan in CLANS:
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s = stats[clan]
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if s["games"] == 0:
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continue
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vp = f"{s['victories'] * 100 // s['games']}%"
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cells = [
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clan, s["games"], vp,
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med(s["tier_peaks"]), med(s["units"]),
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med(s["kills"]), med(s["lost"]),
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med(s["gold"]), med(s["combats"]),
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med(s["techs"]), med(s["cities"]),
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]
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print(" ".join(f"{str(c):<{w}}" for c, w in zip(cells, widths)))
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return 0
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if __name__ == "__main__":
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sys.exit(main(sys.argv))
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