feat(tools): 技能池节奏体验验证批——出招节奏审计工具+三层定位探针+60种子批量采集器（2026-09-19 用户四点拍板后执行，未合并 doc 面）
- tools/skill_rhythm_audit.py：敌方出招节奏审计（特殊技份额/cast 间隔与 round 间隔 p50 p90/过旱过涝判读带/保底越界）——判读带用户拍板：过旱=战斗整体全敌人零特殊技（跳战场单列）；过涝=单敌群连续特殊技无普攻基底（≥3 记信号，阈值 3 为代拍板默认） - smoke/skill_rhythm_probe.gd：地精一伙 0/484 零突刺异常的三层定位探针（表侧池快照/摇号侧大样本/战斗侧真实路径）——结论=种子偏置假象非 bug（behavior_roll 子流 scope 每种子确定性×4200 系 10 种子网格重复放大，4300 系复跑 D=1 执行 10/20 恢复正常；与 armor_roll 派生种子头部偏置同族） - smoke/rhythm_batch.gd：60 distinct seeds × 双策略 × 两关节奏批采集器（方法论规则：节奏/EV 读数须 ≥50 distinct seeds） 正式读数（240 局）：份额对表——地精 10.4%（静态 10%）/地精一伙 8.4%/熊地精系 28.9-42.4%/巨蜘蛛 34.8%/酋长 28.9%/卓尔 35.4%；保底越界 0/247；过涝 8/1440 场 max 连击 3；过旱 456 场集中在短命杂鱼（地精系 82-87% 均出招 1.2-2.2 拍，耐久敌 0-2%）——生存时长问题非池配置，移交 06 清单 Alpha 池验证条目
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# VERTICAL SLICE - NOT FOR PRODUCTION
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# Date: 2026-09-19
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# 技能池节奏读数批量采集（06 待办「技能池节奏体验验证」机器半边正式读数）：
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# 60 distinct seeds × 双策略 × 两关，atk/hp 零加成基线——单网格组合避免种子重复
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# （4200 系 0/484 假象教训：节奏/EV 读数须 ≥50 distinct seeds，见台账 89）。
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# 运行：Godot_console.exe --headless --path . --script res://smoke/rhythm_batch.gd -- [seeds] [seed0]
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extends SceneTree
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func _initialize() -> void:
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var args := OS.get_cmdline_user_args()
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var n := 60
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if args.size() >= 1 and args[0].is_valid_int():
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n = int(args[0])
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var seed0 := 4400
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if args.size() >= 2 and args[1].is_valid_int():
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seed0 = int(args[1])
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var db = load("res://core/config_db.gd").new()
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if not db.load_tables("res://data/tables", false):
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print("表加载失败")
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quit(1)
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return
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var logger = load("res://presentation/playtest_logger.gd").new()
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logger.ap_per_round = int(db.action_economy.ap_per_round)
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var log_path: String = logger.start_session(seed0)
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print("节奏批日志: %s" % log_path)
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var autoplay = load("res://smoke/level_autoplay.gd")
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var t0 := Time.get_ticks_msec()
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var total := 0
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for L in [1, 2]:
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for policy in ["normal", "perfect"]:
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for i in range(n):
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var r = autoplay.run_level(db, seed0 + i, L, 0, 0, false, logger, policy, "min")
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total += 1
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if i % 10 == 0:
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print("进度 L%d %s %d/%d" % [L, policy, i, n])
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logger.close_session()
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print("节奏批完成：%d 局，耗时 %.1f 秒\n日志: %s" % [total, (Time.get_ticks_msec() - t0) / 1000.0, log_path])
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quit(0)
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# VERTICAL SLICE - NOT FOR PRODUCTION
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# Date: 2026-09-19
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# 技能池节奏探针：地精一伙 (1,1) 750 出招零突刺异常的定位——
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# ① 表侧：resolve_enemy_rowset(1,1) 的池快照内容；
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# ② 摇号侧：隔离 SkillLottery.draw 大样本份额；
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# ③ 战斗侧：真实 (1,1) 战斗逐执行行按 skill_id 计数。
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# 运行：Godot_console.exe --headless --path . --script res://smoke/skill_rhythm_probe.gd
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extends SceneTree
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func _initialize() -> void:
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var db = load("res://core/config_db.gd").new()
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db.load_tables("res://data/tables", false)
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# ① 表侧
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var row = db.resolve_enemy_rowset(1, 1)
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print("[1] row(1,1) display=", row.get("display_name"), " unit_count=", row.get("unit_count"),
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" pool=", row.get("pool"))
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# ② 摇号侧隔离
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var rng = load("res://core/rng_service.gd").new()
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rng.set_master_seed(20260919)
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var lot = load("res://core/skill_lottery.gd")
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var counter := {}
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for i in range(10000):
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var stream: RandomNumberGenerator = rng.open_scope("behavior_roll", i % 7)
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var s: String = lot.draw(row.get("pool"), stream)
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counter[s] = counter.get(s, 0) + 1
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print("[2] SkillLottery 10000 抽（scope 0-6 复用）: ", counter)
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# ③ 战斗侧（真实路径）：(1,0) 对照 + (1,1) 异常组
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for depth in [0, 1]:
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var casts := {}
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var battles := 0
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for i in range(10):
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var r = _run_battle(db, 4200 + i, 1, depth, casts)
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battles += 1
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print("[3] 战斗侧 (1,%d) %d 场执行出招 skill_id 计数: " % [depth, battles], casts)
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quit(0)
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func _run_battle(db, seed_val: int, L: int, depth: int, casts: Dictionary) -> Dictionary:
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var rng = load("res://core/rng_service.gd").new()
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rng.set_master_seed(seed_val)
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var settlement = load("res://core/battle_orchestrator.gd").new(db, rng)
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var out := {"result": ""}
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settlement.battle_finished.connect(func(payload): out.result = payload.get("result", ""))
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settlement.step_row.connect(func(row):
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if row.type == "damage" and row.source_class == "enemy_action":
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var sid: String = str(row.get("skill_id", "?"))
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casts[sid] = casts.get(sid, 0) + 1)
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if not settlement.begin_battle({"level_index": L, "node_depth": depth, "hero_hp": int(db.hero.max_hp)}):
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return out
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var AutoPlayer = load("res://smoke/auto_player.gd")
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var guard_rounds := 40
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while out.result == "" and guard_rounds > 0:
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guard_rounds -= 1
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var start_round: int = settlement.round_index
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var minesweeper = settlement.minesweeper
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var guard := 400
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while settlement.action_economy.phase == "Active" and settlement.round_index == start_round and guard > 0 and out.result == "":
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guard -= 1
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var plan = AutoPlayer.choose_dig(minesweeper)
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if plan.is_empty():
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break
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if plan.hero_cell != minesweeper.hero_pos():
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minesweeper.settle_batch([{"action": "move", "cell": plan.hero_cell}])
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if settlement.action_economy.phase != "Active" or settlement.round_index != start_round:
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break
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minesweeper.settle_batch([{"action": "dig", "cell": plan.dig_cell}])
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if settlement.action_economy.phase == "Active" and settlement.round_index == start_round and out.result == "":
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minesweeper.settle_batch([{"action": "stop"}])
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return out
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@@ -0,0 +1 @@
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uid://b5vagf2sq2suk
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@@ -0,0 +1,135 @@
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#!/usr/bin/env python3
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# -*- coding: utf-8 -*-
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"""技能池出招节奏审计（消费 playtest_*.jsonl 的 enemy_action 行）。
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对应 06 待办「单拍行为环的体验验证（改型：技能池节奏体验验证）」的机器半边。
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判读带（2026-09-19 用户拍板）：
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· 过涝 = 敌群连续出特殊技、无普攻基底——读数 = 单敌群同场战斗内最长连续特殊技连击
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（连击 ≥3 记过涝信号，连击阈值 3 为代拍板默认：保底 M=4 与冷却 2-4 语义下 2 连属正常波动）
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· 过旱 = 按战斗整体：一场战斗里所有敌人都没用过特殊技记过旱样本；任一敌人用过即正常
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（战斗内敌人从未行动过的「首轮全灭/跳战」场单列，不与"有行动无特殊技"混计）
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机器读数：
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· 含闸速率 = 特殊技出招占全部出招的份额（对表值权重 = 静态份额比对）
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· 旱涝间隔 = 相邻两次特殊技之间的普攻连投数（cast 间隔）与回合间隔（round 间隔）
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· 保底 M=4 语义：连续 4 拍普攻 → 下拍必出特殊技 → cast 间隔样本 ≤4 合法
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用法：
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python tools/skill_rhythm_audit.py <playtest_*.jsonl> [...]
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"""
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import collections
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import glob
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import json
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import re
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import sys
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SUFFIX_RE = re.compile(r"（[^）]*）|＋[^＋]*$")
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def actor_of(display_name: str) -> str:
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# "蛛化卓尔精灵 毒爆（被压制）＋附加2（必中）" → 敌群前缀取第一个空格前段（无空格 = 状态行，丢弃）
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if " " not in display_name:
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return ""
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return display_name.split(" ")[0]
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def pct(samples, q):
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if not samples:
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return "-"
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s = sorted(samples)
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idx = min(len(s) - 1, max(0, round(q * (len(s) - 1))))
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return s[idx]
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def main(paths):
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battles = []
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cur = None
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for pattern in paths:
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for path in sorted(glob.glob(pattern)):
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with open(path, encoding="utf-8") as f:
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for line in f:
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try:
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d = json.loads(line)
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except json.JSONDecodeError:
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continue
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kind = d.get("kind")
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if kind == "node":
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cur = {"actors": collections.defaultdict(list)}
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battles.append(cur)
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elif (kind == "step" and d.get("source") == "enemy_action"
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and d.get("skill_id") and cur is not None):
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actor = actor_of(d.get("display_name", ""))
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if actor:
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cur["actors"][actor].append(
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(d.get("round_index", 0), d.get("skill_id", "attack")))
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agg = collections.defaultdict(lambda: {
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"battles": 0, "casts": 0, "specials": 0,
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"cast_gaps": [], "round_gaps": [], "streaks": [],
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})
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# 过旱/过涝判读带（用户拍板 2026-09-19）——按战斗整体计
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drought_battles = 0 # 过旱：全战斗零特殊技（有敌行动）
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no_action_battles = 0 # 首轮全灭/跳战：敌从未行动（单列不混计）
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normal_battles = 0
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flood_signals = 0 # 过涝信号：单敌群连续特殊技 ≥3
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flood_max = 0
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for b in battles:
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actors = b["actors"]
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if not actors:
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no_action_battles += 1
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continue
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has_special = False
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for actor, casts in actors.items():
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a = agg[actor]
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a["battles"] += 1
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a["casts"] += len(casts)
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special_idx = [i for i, (_, sk) in enumerate(casts) if sk != "attack"]
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a["specials"] += len(special_idx)
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if special_idx:
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has_special = True
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# 过涝：最长连续特殊技连击
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run, best = 0, 0
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for _, sk in casts:
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if sk != "attack":
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run += 1
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best = max(best, run)
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else:
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run = 0
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a["streaks"].append(best)
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flood_max = max(flood_max, best)
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if best >= 3:
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flood_signals += 1
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for prev, nxt in zip(special_idx, special_idx[1:]):
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a["cast_gaps"].append(nxt - prev - 1)
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a["round_gaps"].append(casts[nxt][0] - casts[prev][0])
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if has_special:
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normal_battles += 1
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else:
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drought_battles += 1
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print(f"{'敌群':<10}{'场数':>5}{'出招':>6}{'特殊':>6}{'份额':>7}"
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f"{'cast隔p50':>10}{'p90':>5}{'max':>5}"
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f"{'round隔p50':>11}{'p90':>5}{'max':>5}{'连击max':>8}")
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for actor, a in sorted(agg.items()):
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share = a["specials"] / a["casts"] if a["casts"] else 0
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print(f"{actor:<10}{a['battles']:>5}{a['casts']:>6}{a['specials']:>6}{share:>7.1%}"
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f"{str(pct(a['cast_gaps'],0.5)):>10}{str(pct(a['cast_gaps'],0.9)):>5}"
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f"{str(max(a['cast_gaps']) if a['cast_gaps'] else '-'):>5}"
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f"{str(pct(a['round_gaps'],0.5)):>11}{str(pct(a['round_gaps'],0.9)):>5}"
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f"{str(max(a['round_gaps']) if a['round_gaps'] else '-'):>5}"
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f"{str(max(a['streaks']) if a['streaks'] else 0):>8}")
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total_battles = len(battles)
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print(f"\n战斗总数 {total_battles}｜跳战（敌未行动）{no_action_battles}"
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f"｜过旱（有行动·全战斗零特殊技）{drought_battles}"
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f"｜正常 {normal_battles}")
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print(f"过涝信号（单敌群连续特殊技≥3）{flood_signals} 处｜全场最长连击 {flood_max}")
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# 保底越界样本：cast 间隔 > M（M=4 → 间隔 ≥5 普攻才越界；间隔 4 = 连续 4 拍普攻后保底必出，合法）
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total_over = sum(1 for a in agg.values() for g in a["cast_gaps"] if g >= 5)
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total_gaps = sum(len(a["cast_gaps"]) for a in agg.values())
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print(f"保底越界（相邻特殊技间隔≥5 普攻）：{total_over}/{total_gaps}")
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if __name__ == "__main__":
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if len(sys.argv) < 2:
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print(__doc__)
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sys.exit(1)
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main(sys.argv[1:])
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