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merge: 数值验证工具批落籍（台账 128）——三段采集自动化评判+首轮全量读数

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CLAUDE.md
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- 冒烟（全量 headless 断言）：`python tools/run_smoke.py`（包装器三闸：退出码＋摘要失败数＋SCRIPT ERROR 扫描——脚本错误不计冒烟失败数且静默中断所在函数剩余断言，2026-09-19 台账 84 立闸）。底层命令 = `…console.exe --headless --path . --script res://smoke/smoke_all.gd`
- 场景级探针（呈现层回归）：`…console.exe --headless --path . res://smoke/ui_probe.tscn`；另有 `ui_tune_probe.tscn`（数值调整板）、`ui_click_probe.tscn`（合成鼠标事件行为探针）
- 调参期批量工具：`--script res://smoke/level_monte_carlo.gd`（关卡期望扫描）· `--script res://smoke/reward_expectation.gd`（奖励获取期望）
- 数值验证工具：`python tools/balance_verifier.py`（直入口基线带判定＋零强化止步节点归因＋营地循环爬升战役——采集端 `--script res://smoke/verifier_batch.gd`，报告落 `production/qa/`；元进度换算率标定与曲线调参的自动化评判面，2026-09-22 数值验证工具批）
- 交付前验收 = smoke + 全部场景探针全绿（测试细则见 `docs/code-conventions.md`）
## Project Layout
production/qa/balance-verifier-20260922-200721.md
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# 数值验证报告（20260922-200721）
- 采集规模：直入口每格 100 局 · 基线冒险 60 局/画像 · 战役 60 局/画像 · 种子 8000 起逐局独立 · 锻造花费策略 = hp_first
- 切片版本：e8d8d60 · 表状态：判定带与表值溯源见 tools/balance_verifier.py 文件头
## ① 直入口基线通关率（验收带判定）
| 层 | 画像 | 通关/局数 | 通关率±95%CI | 验收带 | 判定 |
|--------|--------|-----------|--------------|---------|------------------------------|
| 第一层 | 普通档 | 59/100 | 59.0% ±9.6 | [35,55] | 越上界（高于 55% 达 4.0 点） |
| 第二层 | 普通档 | 50/100 | 50.0% ±9.8 | [25,45] | 越上界（高于 45% 达 5.0 点） |
| 第三层 | 普通档 | 24/100 | 24.0% ±8.4 | 未定 | 带未定（只测不判） |
| 第一层 | 完美档 | 70/100 | 70.0% ±9.0 | [35,65] | 越上界（高于 65% 达 5.0 点） |
| 第二层 | 完美档 | 46/100 | 46.0% ±9.8 | [35,65] | 落带 [35,65] ✓ |
| 第三层 | 完美档 | 22/100 | 22.0% ±8.1 | 未定 | 带未定（只测不判） |
## ② 零永久强化冒险：止步分布与败退节点（用户判据③）
### 普通档（60 局）
- 止步分布：止步第1层 20（33%）、止步第2层 4（7%）、止步第3层 11（18%）、通关 25（42%）
- 第一层通过率（冒险口径交叉核对）：66.7%
- 败退节点分布（失败局归因）：
- 第一层·节点6·Boss ×17
- 第三层·节点9·Boss ×11
- 第二层·节点9·Boss ×4
- 第一层·节点4·战斗 ×2
- 第一层·节点3·战斗 ×1
### 完美档（60 局）
- 止步分布：止步第1层 22（37%）、止步第2层 2（3%）、止步第3层 7（12%）、通关 29（48%）
- 第一层通过率（冒险口径交叉核对）：63.3%
- 败退节点分布（失败局归因）：
- 第一层·节点6·Boss ×13
- 第三层·节点9·Boss ×7
- 第一层·节点4·战斗 ×6
- 第一层·节点3·战斗 ×2
- 第二层·节点9·Boss ×2
- 第一层·节点1·战斗 ×1
## ③ 营地循环爬升（用户判据④：5 次通关 → 下一层可过）
### 普通档（60 局战役）
- 钥石：全程入账 2166 · 终态余额 12 · 锻造终态 = 生命+27/攻击+9/护甲+9
- 道具工坊解锁时点（魔法道具面，局内效果未实装只报不判）：显影尘 第 1 局、工兵令 第 1 局、探宝罗盘 第 1 局、探巢摆钟 第 1 局、地穴全图卷 第 2 局、爆破工兵包 第 2 局
- 判据：累计通过第一层 5 次后，第二层条件通关率（滑窗 10 局）——越上界（高于 45% 达 55.0 点）（触发时注入 = 生命+15/攻击+3/护甲+1）
- 判据：累计通过第二层 5 次后，第三层条件通关率（滑窗 10 局）——带未定（只测不判）（触发时注入 = 生命+15/攻击+3/护甲+1）
| 局 | 注入(flat) | 钥石 | 第1层率(窗) | 第2层率(窗) | 第3层率(窗) | 终局 |
|--------|--------------|------|-------------|-------------|-------------|-----------|
| 第1局 | 血0/攻0/甲0 | 8 | 100%(n=1) | 100%(n=1) | 0%(n=1) | 止步第3层 |
| 第4局 | 血12/攻2/甲0 | 13 | 100%(n=4) | 100%(n=4) | 75%(n=4) | 通关 |
| 第7局 | 血15/攻4/甲1 | 2 | 100%(n=7) | 100%(n=7) | 86%(n=7) | 通关 |
| 第10局 | 血15/攻4/甲4 | 4 | 100%(n=10) | 100%(n=10) | 90%(n=10) | 通关 |
| 第13局 | 血18/攻5/甲4 | 14 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第16局 | 血18/攻6/甲5 | 49 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第19局 | 血18/攻6/甲6 | 84 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第22局 | 血21/攻6/甲6 | 83 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第25局 | 血21/攻7/甲6 | 82 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第28局 | 血21/攻7/甲7 | 81 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第31局 | 血21/攻7/甲7 | 26 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第34局 | 血24/攻7/甲7 | 134 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第37局 | 血24/攻8/甲7 | 79 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第40局 | 血24/攻8/甲7 | 24 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第43局 | 血24/攻8/甲8 | 132 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第46局 | 血24/攻8/甲8 | 240 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第49局 | 血27/攻8/甲8 | 104 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第52局 | 血27/攻8/甲8 | 212 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第55局 | 血27/攻9/甲8 | 76 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第58局 | 血27/攻9/甲8 | 184 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
### 完美档（60 局战役）
- 钥石：全程入账 2143 · 终态余额 233 · 锻造终态 = 生命+27/攻击+9/护甲+8
- 道具工坊解锁时点（魔法道具面，局内效果未实装只报不判）：显影尘 第 2 局、工兵令 第 2 局、探宝罗盘 第 2 局、探巢摆钟 第 2 局、地穴全图卷 第 2 局、爆破工兵包 第 2 局
- 判据：累计通过第一层 5 次后，第二层条件通关率（滑窗 10 局）——越上界（高于 65% 达 35.0 点）（触发时注入 = 生命+12/攻击+4/护甲+2）
- 判据：累计通过第二层 5 次后，第三层条件通关率（滑窗 10 局）——带未定（只测不判）（触发时注入 = 生命+12/攻击+4/护甲+2）
| 局 | 注入(flat) | 钥石 | 第1层率(窗) | 第2层率(窗) | 第3层率(窗) | 终局 |
|--------|--------------|------|-------------|-------------|-------------|-----------|
| 第1局 | 血0/攻0/甲0 | 0 | 0%(n=1) | — | — | 止步第1层 |
| 第4局 | 血12/攻1/甲0 | 0 | 75%(n=4) | 100%(n=3) | 100%(n=3) | 通关 |
| 第7局 | 血12/攻4/甲2 | 1 | 86%(n=7) | 100%(n=6) | 100%(n=6) | 通关 |
| 第10局 | 血15/攻5/甲3 | 5 | 90%(n=10) | 100%(n=9) | 100%(n=9) | 通关 |
| 第13局 | 血18/攻5/甲4 | 40 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第16局 | 血18/攻6/甲4 | 26 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第19局 | 血18/攻6/甲6 | 61 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第22局 | 血21/攻6/甲6 | 60 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第25局 | 血21/攻7/甲6 | 59 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第28局 | 血21/攻7/甲7 | 58 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第31局 | 血21/攻7/甲7 | 3 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第34局 | 血24/攻7/甲7 | 111 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第37局 | 血24/攻8/甲7 | 56 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第40局 | 血24/攻8/甲7 | 1 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第43局 | 血24/攻8/甲8 | 109 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第46局 | 血24/攻8/甲8 | 217 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第49局 | 血27/攻8/甲8 | 81 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第52局 | 血27/攻8/甲8 | 189 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第55局 | 血27/攻9/甲8 | 53 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
| 第58局 | 血27/攻9/甲8 | 161 | 100%(n=10) | 100%(n=10) | 100%(n=10) | 通关 |
production/qa/balance-verifier-20260922-200721.raw.jsonl
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{"defeat": {}, "forge": {"armor_class": 8, "atk": 9, "max_hp": 9}, "keystone": 30, "keystone_after": 17, "keystone_before": 225, "keystone_income": 36, "last_enemies": [], "levels_cleared": 3, "new_unlocks": [], "override": {"armor_class": 8, "atk": 8, "max_hp": 27}, "policy": "perfect", "purchases": [{"attr": "atk", "price": 244, "tier": 9}], "result": "completed", "run_no": 54, "seed": 8833, "seg": "campaign", "stopped_at": 0}
{"defeat": {}, "forge": {"armor_class": 8, "atk": 9, "max_hp": 9}, "keystone": 30, "keystone_after": 53, "keystone_before": 17, "keystone_income": 36, "last_enemies": [], "levels_cleared": 3, "new_unlocks": [], "override": {"armor_class": 8, "atk": 9, "max_hp": 27}, "policy": "perfect", "purchases": [], "result": "completed", "run_no": 55, "seed": 8834, "seg": "campaign", "stopped_at": 0}
{"defeat": {}, "forge": {"armor_class": 8, "atk": 9, "max_hp": 9}, "keystone": 30, "keystone_after": 89, "keystone_before": 53, "keystone_income": 36, "last_enemies": [], "levels_cleared": 3, "new_unlocks": [], "override": {"armor_class": 8, "atk": 9, "max_hp": 27}, "policy": "perfect", "purchases": [], "result": "completed", "run_no": 56, "seed": 8835, "seg": "campaign", "stopped_at": 0}
{"defeat": {}, "forge": {"armor_class": 8, "atk": 9, "max_hp": 9}, "keystone": 30, "keystone_after": 125, "keystone_before": 89, "keystone_income": 36, "last_enemies": [], "levels_cleared": 3, "new_unlocks": [], "override": {"armor_class": 8, "atk": 9, "max_hp": 27}, "policy": "perfect", "purchases": [], "result": "completed", "run_no": 57, "seed": 8836, "seg": "campaign", "stopped_at": 0}
{"defeat": {}, "forge": {"armor_class": 8, "atk": 9, "max_hp": 9}, "keystone": 30, "keystone_after": 161, "keystone_before": 125, "keystone_income": 36, "last_enemies": [], "levels_cleared": 3, "new_unlocks": [], "override": {"armor_class": 8, "atk": 9, "max_hp": 27}, "policy": "perfect", "purchases": [], "result": "completed", "run_no": 58, "seed": 8837, "seg": "campaign", "stopped_at": 0}
{"defeat": {}, "forge": {"armor_class": 8, "atk": 9, "max_hp": 9}, "keystone": 30, "keystone_after": 197, "keystone_before": 161, "keystone_income": 36, "last_enemies": [], "levels_cleared": 3, "new_unlocks": [], "override": {"armor_class": 8, "atk": 9, "max_hp": 27}, "policy": "perfect", "purchases": [], "result": "completed", "run_no": 59, "seed": 8838, "seg": "campaign", "stopped_at": 0}
{"defeat": {}, "forge": {"armor_class": 8, "atk": 9, "max_hp": 9}, "keystone": 30, "keystone_after": 233, "keystone_before": 197, "keystone_income": 36, "last_enemies": [], "levels_cleared": 3, "new_unlocks": [], "override": {"armor_class": 8, "atk": 9, "max_hp": 27}, "policy": "perfect", "purchases": [], "result": "completed", "run_no": 60, "seed": 8839, "seg": "campaign", "stopped_at": 0}
prototypes/dungeon-sweeper-vertical-slice/core/adventure_runner.gd
+10
View File
@@ -54,6 +54,7 @@ var master_seed := 0 # 本局主种子（摘要第五件事
var summary := {} # 最近一次结算的冒险摘要（idle 后保留——重开才新生成）
var _runner: LevelRunner # 当前关卡行进器（每关新建——关卡域状态天然隔离）
var _pending_next_level := false # 大奖励已兑付、等 continue_to_next_level 确认
var _last_level_payload := {} # 最近一次关卡结束载荷（失败结算的败退节点明细来源——数值验证取数面）
var _override := [0, 0] # TunePanel 百分比通道 [atk_pct, hp_pct]（每关新 runner 都要应用）
var _base_override := {"atk": 0, "max_hp": 0, "armor_class": 0} # 永久强化 flat 注入（元进度实现批——冒险开始参数面 params.hero_override 存入，共享给 LevelRunner；全零 = 白板）
@@ -165,6 +166,7 @@ func _on_level_finished(payload: Dictionary) -> void:
if state != "running":
push_error("[冒险结构] 重复关卡结束宣布拒绝——state=%s（账本与摘要零变化）" % state)
return
_last_level_payload = payload.duplicate(true)
var result := String(payload.get("result", ""))
if result == "defeat":
ledger["hero_hp"] = 0 # 倒下记 0（生命账本战后回写口径）
@@ -204,6 +206,14 @@ func _settle(result: String) -> void:
"keystone_total": keystone,
"master_seed": master_seed,
}
# 败退明细（数值验证工具取数面 2026-09-22——tools/balance_verifier.py 止步节点分布数据源；
# 仅失败局附加，键缺省 = 未败退，既有五件事消费方零感知）
if result == "failed" and not _last_level_payload.is_empty():
summary["defeat"] = {
"level_index": level_index,
"node_id": int(_last_level_payload.get("node_id", -1)),
"node_type": String(_last_level_payload.get("node_type", "")),
}
if _runner != null:
_runner.close_wallet() # GP 冒险收束清零（三结局都清——经转发发 wallet_changed "clear" 供日志/呈现）
state = "settling"
prototypes/dungeon-sweeper-vertical-slice/smoke/level_autoplay.gd
+31 -7
View File
@@ -35,10 +35,10 @@ static func run_level(db, seed_val: int, level_index: int, atk_pct: int, hp_pct:
var st := {
"result": "", "hp_left": 0, "battles": 0, "rounds": 0, "hero_dmg": 0,
"rest_healed": 0, "hp_before_rest": -1,
"defeat_node_index": -1, "defeat_node_type": "",
"defeat_node_index": -1, "defeat_node_id": -1, "defeat_node_type": "",
"boss_depth": -1, "hp_at_boss": -1, "rows": [], "timeout": false,
"log_path": "", "policy": policy, "refreshes": 0, "mine_hits": 0,
"visited_ids": [], "choices": 0,
"visited_ids": [], "choices": 0, "last_battle_enemies": [],
}
runner.step_row.connect(_on_step_row.bind(runner, st, collect_rows))
runner.node_entered.connect(_on_node_entered.bind(runner, st, logger))
@@ -86,24 +86,29 @@ static func _drive_level(runner, st: Dictionary, logger, policy: String, route:
# （start_adventure 唯一 new_adventure 调用点）、大奖励立即确认、冒险终局置 result/summary。
# 返回结构 = run_level 同族 + summary / wallet_events / encounter_max_hp_seq / reward_events /
# visited_ids（全冒险节点行进序列——跨关累计，非末关 runner 的 visited 随实例更替，此处为唯一全量面）。
# 2026-09-22 数值验证工具批：增 hero_override 尾参（永久强化 flat 注入透传——缺省 {} 与既有调用方
# 逐位一致零行为变更）+ run 行携带该参数（分析侧按元进度档切分）+ 败退敌人名采集
# （last_battle_enemies——末场战斗敌方显示名序列，失败局即死亡遭遇）。
static func run_adventure(db, seed_val: int, atk_pct: int, hp_pct: int, collect_rows: bool = false,
logger = null, policy: String = "normal", route: String = "min") -> Dictionary:
logger = null, policy: String = "normal", route: String = "min",
hero_override: Dictionary = {}) -> Dictionary:
var own_session := logger == null
if own_session:
logger = load("res://presentation/playtest_logger.gd").new()
logger.start_session(seed_val)
logger.ap_per_round = int(db.action_economy.ap_per_round)
logger.log_run({"seed": seed_val, "adventure": true, "atk_pct": atk_pct, "hp_pct": hp_pct, "policy": policy, "route": route})
logger.log_run({"seed": seed_val, "adventure": true, "atk_pct": atk_pct, "hp_pct": hp_pct,
"policy": policy, "route": route, "hero_override": hero_override})
var rng = load("res://core/rng_service.gd").new()
rng.set_master_seed(seed_val)
var adr = load("res://core/adventure_runner.gd").new(db, rng)
var st := {
"result": "", "hp_left": 0, "battles": 0, "rounds": 0, "hero_dmg": 0,
"rest_healed": 0, "hp_before_rest": -1,
"defeat_node_index": -1, "defeat_node_type": "",
"defeat_node_index": -1, "defeat_node_id": -1, "defeat_node_type": "",
"boss_depth": -1, "hp_at_boss": -1, "rows": [], "timeout": false,
"log_path": "", "policy": policy, "refreshes": 0, "mine_hits": 0,
"visited_ids": [], "choices": 0,
"visited_ids": [], "choices": 0, "last_battle_enemies": [],
"summary": {}, "wallet_events": [], "encounter_max_hp_seq": [], "reward_events": [],
"shop_gp_seq": [], # 商店房到达余额序（逐关 1 次——GP 跨关延续验收取数面）
}
@@ -113,7 +118,7 @@ static func run_adventure(db, seed_val: int, atk_pct: int, hp_pct: int, collect_
adr.big_reward_paid.connect(_on_adventure_reward.bind(st, adr))
adr.adventure_finished.connect(_on_adventure_finished.bind(st, logger))
adr.set_hero_override(atk_pct, hp_pct)
if not adr.start_adventure(seed_val):
if not adr.start_adventure(seed_val, {"hero_override": hero_override}):
st.result = "start_failed"
if own_session:
logger.close_session()
@@ -142,6 +147,7 @@ static func _on_adventure_node_entered(node: Dictionary, info: Dictionary, adr,
st.visited_ids.append(int(r.node_id_of(node)))
if t == "battle" or t == "boss":
st.battles += 1
st.last_battle_enemies = [] # 末场战斗敌方名序列按战斗重置（失败局终值 = 死亡遭遇）
st.encounter_max_hp_seq.append(int(r.effective_max_hp()))
if logger != null and r.current_battle() != null:
logger.attach_battle(r.current_battle())
@@ -197,16 +203,33 @@ static func _route_pick(runner, route: String) -> int:
static func _on_step_row(row: Dictionary, _runner, st: Dictionary, collect_rows: bool) -> void:
if row.type == "damage" and row.source_class == "enemy_action":
st.hero_dmg += int(row.value)
_note_enemy(String(row.get("text", "")), st)
elif row.type == "cast" and row.source_class == "enemy_action":
_note_enemy(String(row.get("text", "")), st) # 施放行（毒爆挂毒等——伤害行可能缺席的死亡遭遇仍可归因）
if row.source_class == "mine_hit":
st.mine_hits += 1 # 踩雷证据行（负向兑付——完美档断言恒 0；盲挖惩罚链埋点）
if collect_rows:
st.rows.append(row)
# 敌方显示名采集（数值验证工具批 2026-09-22）：敌方行动/施放行文本首词 = 单位显示名
#（攻击行「地精 撕咬（暴击）」、施放行「地精 施放 毒雾」——显示名不含空格，去重连续重复）
static func _note_enemy(text: String, st: Dictionary) -> void:
if text.is_empty():
return
var ename := text.split(" ")[0]
if ename.is_empty():
return
var arr: Array = st.last_battle_enemies
if arr.is_empty() or String(arr[arr.size() - 1]) != ename:
arr.append(ename)
static func _on_node_entered(node: Dictionary, info: Dictionary, runner, st: Dictionary, logger) -> void:
var t := String(node.get("type", ""))
if t == "battle" or t == "boss":
st.battles += 1
st.last_battle_enemies = [] # 末场战斗敌方名序列按战斗重置（失败局终值 = 死亡遭遇）
if logger != null and runner.current_battle() != null:
logger.attach_battle(runner.current_battle())
if t == "boss":
@@ -228,6 +251,7 @@ static func _on_level_finished(p: Dictionary, st: Dictionary, logger) -> void:
st.result = String(p.get("result", ""))
st.hp_left = int(p.get("hp", 0))
st.defeat_node_index = int(p.get("node_index", -1))
st.defeat_node_id = int(p.get("node_id", -1)) # 编号空间解析与行进同源（图版 = node_depth——直入口死亡节点可读面）
st.defeat_node_type = String(p.get("node_type", ""))
if logger != null:
logger.log_level_end(p)
prototypes/dungeon-sweeper-vertical-slice/smoke/smoke_all.gd
+8
View File
@@ -219,6 +219,10 @@ func _smoke_adventure() -> void:
check(not bool(sl["cleared"]) and int(sl["levels_cleared"]) == 0 \
and int(sl["keystone_total"]) == 0 and int(sl["stopped_at"]) == 1,
"L1 败北摘要：未打穿 · 通关 0 关 · 钥石 0 · 止步第 1 层")
var dl: Dictionary = sl.get("defeat", {})
check(int(dl.get("level_index", -1)) == 1 and int(dl.get("node_id", -1)) >= 0 \
and String(dl.get("node_type", "")) in ["battle", "boss"],
"L1 败北败退明细：层号/节点编号/节点类型在案（数值验证取数面 2026-09-22）")
var half := {}
for s in range(42, 142):
var sth: Dictionary = autoplay.run_adventure(_db, s, 50, 0)
@@ -232,6 +236,10 @@ func _smoke_adventure() -> void:
and int(sh["keystone_total"]) == int(_db.adventure.keystone_per_level) \
and int(sh["stopped_at"]) == 2,
"L2 败北摘要：L1 已过（钥石 1×表值）· 止步第 2 层")
var dh: Dictionary = sh.get("defeat", {})
check(int(dh.get("level_index", -1)) == 2 and int(dh.get("node_id", -1)) >= 0 \
and String(dh.get("node_type", "")) in ["battle", "boss"],
"L2 败北败退明细：层号=2 · 节点在案（数值验证取数面 2026-09-22）")
# ⑥ 重复宣布拒绝（settle 后再调 _on_level_finished——摘要零变化）
var adr6 = load("res://core/adventure_runner.gd").new(_db, _fresh_rng(7))
adr6.set_hero_override(400, 200)
prototypes/dungeon-sweeper-vertical-slice/smoke/verifier_batch.gd
+196
View File
@@ -0,0 +1,196 @@
# VERTICAL SLICE - NOT FOR PRODUCTION
# Date: 2026-09-22（数值验证工具批——判定端 tools/balance_verifier.py 的数据源，本文件零判定逻辑）
# 三段一次采集，stdout 以「VJSON 」前缀行出机器读 JSON（其余行为人读进度/摘要）：
# level 段 直入口单关基线（level_autoplay.run_level 零加成）——L1/L2/L3 × 双画像 × n，
# 供验收带判定（分带批 2026-09-20 口径：L1 普通 [35,55] / L2 普通 [25,45] / 完美 [35,65]）
# adventure 段 全冒险连探基线（run_adventure 零永久强化）× 双画像 × na——止步分布与败退节点
# （摘要 defeat 明细 + 末场战斗敌方名），回答「零加成倒在第几层哪个节点」
# campaign 段 营地循环战役 × 双画像 × k 局——SaveManager 隔离档 + MetaProgression 真实账本：
# 逐局 hero_override() 注入 → 冒险 → settle_adventure 入账 → 花费策略买锻造，
# 回答「累计几次通关冒险后下一关可过」（元进度换算率标定的模拟读数源）
# 运行：Godot_console.exe --headless --path . --script res://smoke/verifier_batch.gd -- [k=v ...]
# n=60(直入口每格局数) na=40(基线冒险局数) k=40(战役局数) seed0=8000
# only=level,adventure,campaign(缺省全段) spend=hp_first|atk_first(锻造花费优先序)
# 种子纪律：unique 逐局独立（掷点测量修复批 A 案——seed0 + 全局游标，每掷点恰消费一次）。
# 日志合规：全段共享 playtest_logger 会话（与真人试玩同日志），分析工具可直接消费。
# 存档红线：战役档用 user://verifier_campaign_<画像>.json 隔离路径，段首清陈旧段尾清理——
# 绝不碰 user://save.json（与 smoke 存档隔离纪律同源）。
extends SceneTree
const SPEND_ORDERS := {
"hp_first": ["max_hp", "atk", "armor_class"],
"atk_first": ["atk", "max_hp", "armor_class"],
}
var _cursor := 0 # unique 种子全局游标（三段连续消费，段间不重叠）
func _initialize() -> void:
var opt := _parse_args(OS.get_cmdline_user_args())
var db = load("res://core/config_db.gd").new()
if not db.load_tables("res://data/tables", false):
print("表加载失败")
quit(1)
return
var logger = load("res://presentation/playtest_logger.gd").new()
logger.ap_per_round = int(db.action_economy.ap_per_round)
var log_path: String = logger.start_session(opt.seed0)
print("模拟日志: %s" % log_path)
var autoplay = load("res://smoke/level_autoplay.gd")
var t0 := Time.get_ticks_msec()
var counts := {"level": 0, "adventure": 0, "campaign": 0}
if "level" in opt.only:
_seg_level(db, autoplay, logger, opt, counts)
if "adventure" in opt.only:
_seg_adventure(db, autoplay, logger, opt, counts)
if "campaign" in opt.only:
_seg_campaign(db, autoplay, logger, opt, counts)
logger.close_session()
print("数值验证采集完成：level %d 局 · adventure %d 局 · campaign %d 局，耗时 %.1f 秒"
% [counts.level, counts.adventure, counts.campaign, float(Time.get_ticks_msec() - t0) / 1000.0])
quit(0)
func _parse_args(args: PackedStringArray) -> Dictionary:
var opt := {"n": 60, "na": 40, "k": 40, "seed0": 8000, "only": "level,adventure,campaign", "spend": "hp_first"}
for a in args:
var kv := String(a).split("=", true, 1)
if kv.size() != 2:
continue
var key := String(kv[0])
if opt.has(key):
if key == "only":
opt[key] = String(kv[1])
elif key == "spend":
opt[key] = String(kv[1])
else:
opt[key] = int(kv[1])
var segs: Array = []
for s in String(opt.only).split(","):
if s in ["level", "adventure", "campaign"]:
segs.append(s)
opt["only"] = segs
if not SPEND_ORDERS.has(String(opt.spend)):
opt["spend"] = "hp_first"
return opt
func _next_seed(seed0: int) -> int:
var s: int = seed0 + _cursor
_cursor += 1
return s
func _emit(row: Dictionary) -> void:
print("VJSON " + JSON.stringify(row))
# ---- level 段：直入口单关基线（零加成——分带批验收带判定的同口径读数） ----
func _seg_level(db, autoplay, logger, opt: Dictionary, counts: Dictionary) -> void:
for policy in ["normal", "perfect"]:
for li in [1, 2, 3]:
for i in range(int(opt.n)):
var seed_val := _next_seed(int(opt.seed0))
var st: Dictionary = autoplay.run_level(db, seed_val, li, 0, 0, false, logger, policy, "min")
_emit({
"seg": "level", "level": li, "policy": policy, "seed": seed_val,
"result": String(st.result),
"defeat_node_id": int(st.defeat_node_id), "defeat_node_type": String(st.defeat_node_type),
"battles": int(st.battles), "rounds": int(st.rounds),
})
counts.level += 1
print("进度 level 第%d层 %s %d/%d" % [li, policy, int(opt.n), int(opt.n)])
# ---- adventure 段：全冒险连探基线（零永久强化——止步分布与败退节点归因） ----
func _seg_adventure(db, autoplay, logger, opt: Dictionary, counts: Dictionary) -> void:
for policy in ["normal", "perfect"]:
for i in range(int(opt.na)):
var seed_val := _next_seed(int(opt.seed0))
var st: Dictionary = autoplay.run_adventure(db, seed_val, 0, 0, false, logger, policy, "min")
_emit(_adventure_row(st, policy, seed_val))
counts.adventure += 1
print("进度 adventure %s %d/%d" % [policy, int(opt.na), int(opt.na)])
# 冒险局共用取数行（adventure/campaign 两段同构——summary 缺席 = 编排异常局，原样带 result 供判定端计异常）
func _adventure_row(st: Dictionary, policy: String, seed_val: int) -> Dictionary:
var sum: Dictionary = st.summary
var row := {
"seg": "adventure", "policy": policy, "seed": seed_val,
"result": String(st.result),
"levels_cleared": int(sum.get("levels_cleared", -1)),
"stopped_at": int(sum.get("stopped_at", -1)),
"keystone": int(sum.get("keystone_total", -1)),
"defeat": sum.get("defeat", {}),
"last_enemies": st.last_battle_enemies,
}
if not row.defeat.is_empty() and not st.last_battle_enemies.is_empty():
row.defeat["enemies"] = st.last_battle_enemies
return row
# ---- campaign 段：营地循环战役（隔离档真实账本——逐局注入/收束/购买全走正式侧路径） ----
func _seg_campaign(db, autoplay, logger, opt: Dictionary, counts: Dictionary) -> void:
for policy in ["normal", "perfect"]:
var save_path := "user://verifier_campaign_%s.json" % policy
_remove_save(save_path) # 段首清陈旧（新档 = 白板存档）
var save = load("res://core/save_manager.gd").new(save_path)
var meta = load("res://core/meta_progression.gd").new(db, save)
for r in range(int(opt.k)):
var seed_val := _next_seed(int(opt.seed0))
var ov: Dictionary = meta.hero_override()
var keystone_before: int = meta.keystone_balance()
var st: Dictionary = autoplay.run_adventure(db, seed_val, 0, 0, false, logger, policy, "min", ov)
var row := _adventure_row(st, policy, seed_val)
row["seg"] = "campaign"
row["run_no"] = r + 1
row["override"] = ov
row["keystone_before"] = keystone_before
if st.summary.is_empty():
# 冒险未正常结算（timeout/advance_failed——编排异常零入账零购买，判定端计异常）
row["anomaly"] = true
_emit(row)
counts.campaign += 1
continue
var settle: Dictionary = meta.settle_adventure(st.summary)
row["keystone_income"] = int(settle.total)
row["purchases"] = _spend(meta, String(opt.spend))
row["keystone_after"] = meta.keystone_balance()
row["forge"] = {"max_hp": meta.forge_level("max_hp"), "atk": meta.forge_level("atk"),
"armor_class": meta.forge_level("armor_class")}
row["new_unlocks"] = settle.new_unlocks
_emit(row)
counts.campaign += 1
if (r + 1) % 10 == 0:
print("进度 campaign %s %d/%d（锻造 血%d/攻%d/甲%d · 钥石 %d）" % [policy, r + 1, int(opt.k),
meta.forge_level("max_hp"), meta.forge_level("atk"), meta.forge_level("armor_class"),
meta.keystone_balance()])
_remove_save(save_path) # 段尾清理（与 smoke 存档纪律同源——不遗留隔离档）
# 花费策略（贪心——按优先序反复买当前可负担的最高优先项；几何递增定价下单档连买价格上行自然外溢到次档）
func _spend(meta, policy_name: String) -> Array:
var out: Array = []
var order: Array = SPEND_ORDERS.get(policy_name, SPEND_ORDERS["hp_first"])
var guard := 200
while guard > 0:
guard -= 1
var bought := false
for attr in order:
var price: int = meta.forge_price(attr)
if price > 0 and meta.keystone_balance() >= price and meta.buy_forge(attr):
out.append({"attr": attr, "tier": int(meta.forge_level(attr)), "price": price})
bought = true
break
if not bought:
break
return out
func _remove_save(path: String) -> void:
if FileAccess.file_exists(path):
DirAccess.remove_absolute(path)
prototypes/dungeon-sweeper-vertical-slice/smoke/verifier_batch.gd.uid
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tools/balance_verifier.py
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#!/usr/bin/env python3
# -*- coding: utf-8 -*-
r"""数值验证工具（判定端）——自动化评判 + 元进度爬升测量，替代「亲手试玩再反馈」循环。
三段采集（数据源 = smoke/verifier_batch.gd，本文件驱动它并做全部判定）：
level 段 直入口单关基线（零加成）——验收带判定
adventure 段 全冒险连探基线（零永久强化）——止步分布 + 败退节点归因（层/节点/敌人）
campaign 段 营地循环战役（隔离档真实元进度账本：注入→冒险→收束入账→买锻造）——爬升曲线
评判标准（溯源）：
① 直入口基线通关率带（分带批 2026-09-20 用户拍板，难度曲线与Boss v0.16）：
第一层 普通 [35,55]% · 第二层 普通 [25,45]% · 完美档 [35,65]%（两关同带）；第三层带未定——只测不判。
② 元循环目标（用户提案 2026-09-22，数字待确认）：累计通过 5 次第 k 层的冒险后，第 k+1 层的
条件通关率（滑窗）应进入该层验收带——「5 次通过第一层的冒险后能过第二层；5 次通过第二层后能过第三层」。
第三层带未定，只给爬升曲线与首次读数，不出判定。
③ 魔法道具面：道具工坊六件按通关次数解锁（阈值 1/1/2/2/3/3），局内效果未实装（归 Alpha 魔法道具批）——
本工具只报解锁时点，不入判定。
表值硬编码溯源（单一事实源仍在 .tres / GDD，变更须同步）：
· 锻造三档 flat（meta.tres）：生命 +3 / 攻击 +1 / 护甲 +1
· 钥石入账（adventure.tres + meta.tres）：每层通关 10 + Boss 首杀/重复杀 5/1 · 8/2 · 12/3
· 工坊阈值（meta.tres）：显影尘1 · 工兵令1 · 探宝罗盘2 · 探巢摆钟2 · 地穴全图卷3 · 爆破工兵包3
用法：
python tools/balance_verifier.py # 全段默认规模（约 20–35 分钟）
python tools/balance_verifier.py --quick # 小规模快跑（约 5–10 分钟，读数精度低）
python tools/balance_verifier.py --n 100 --na 60 --k 60 --seed0 9000 --spend atk_first
python tools/balance_verifier.py --from-raw <raw.jsonl> # 免重跑，对既有采集重新判定/出报告
输出：控制台判定结论 + production/qa/balance-verifier-<时间戳>.md（报告）+ 同名 .raw.jsonl（原始逐局数据）。
"""
import argparse
import json
import math
import subprocess
import sys
import time
from pathlib import Path
ROOT = Path(__file__).resolve().parent.parent
SLICE = ROOT / "prototypes" / "dungeon-sweeper-vertical-slice"
GODOT = r"D:\code\godot\Godot_v4.7.2-stable_win64_console.exe"
SCRIPT = "res://smoke/verifier_batch.gd"
QA_DIR = ROOT / "production" / "qa"
VJSON_PREFIX = "VJSON "
ERROR_MARKERS = ("SCRIPT ERROR", "Parse Error")
# ---- 判定标准区（溯源见文件头） ----
LEVEL_BANDS = {
("normal", 1): (35, 55),
("normal", 2): (25, 45),
("perfect", 1): (35, 65),
("perfect", 2): (35, 65),
}
CAMPAIGN_CLEARS_TARGET = 5 # 元循环检查点：累计通过第 k 层的冒险次数（用户提案 2026-09-22，待确认）
CAMPAIGN_WINDOW = 10 # 检查点滑窗局数（条件通关率的窗口）
CAMPAIGN_MIN_ATTEMPTS = 5 # 滑窗内少于此局数 = 数据不足（不出判定）
LEVEL_CN = {1: "第一层", 2: "第二层", 3: "第三层"}
NODE_TYPE_CN = {"battle": "战斗", "boss": "Boss", "rest": "恢复", "reward": "奖励", "shop": "商店房"}
FORGE_FLAT = {"max_hp": 3, "atk": 1, "armor_class": 1} # meta.tres 锻造三档每级 flat 值
WORKSHOP_CN = {"probe_dust": "显影尘", "sapper_order": "工兵令", "loot_compass": "探宝罗盘",
"nest_pendulum": "探巢摆钟", "catacomb_scroll": "地穴全图卷", "blast_kit": "爆破工兵包"}
def die(msg):
print(f"[数值验证] FAIL：{msg}")
sys.exit(1)
def disp_w(s):
return sum(2 if ord(c) > 0x2E7F else 1 for c in str(s))
def pad(s, w, right=False):
s = str(s)
gap = w - disp_w(s)
return (" " * gap + s) if right else (s + " " * gap)
# ---------------------------------------------------------------- 采集
def collect(args):
segs = args.only.split(",")
cmd = [args.godot, "--headless", "--path", str(SLICE), "--script", SCRIPT, "--",
f"n={args.n}", f"na={args.na}", f"k={args.k}", f"seed0={args.seed0}",
f"only={args.only}", f"spend={args.spend}"]
print(f"[数值验证] 采集启动（{' · '.join(segs)}，约 {args.est_min} 分钟）…")
t0 = time.time()
try:
proc = subprocess.run(cmd, capture_output=True, text=True, encoding="utf-8",
errors="replace", timeout=args.timeout)
except subprocess.TimeoutExpired:
die(f"外部超时（>{args.timeout}s）——可加大 --timeout 或缩小规模")
out = (proc.stdout or "") + (proc.stderr or "")
if proc.returncode != 0:
print(out[-3000:])
die(f"采集进程退出码 {proc.returncode}")
hits = [ln.strip() for ln in out.splitlines() if any(k in ln for k in ERROR_MARKERS)]
if hits:
print("\n".join(hits[:5]))
die(f"脚本错误标记命中 {len(hits)} 行（脚本错误静默中断断言/采集，必须人工排查）")
rows, bad = [], 0
for ln in out.splitlines():
if ln.startswith(VJSON_PREFIX):
try:
rows.append(json.loads(ln[len(VJSON_PREFIX):]))
except json.JSONDecodeError:
bad += 1
if bad:
die(f"VJSON 行解析失败 {bad} 行（采集端输出契约被破坏）")
if not rows:
die("采集零数据行（verifier_batch.gd 未按契约输出）")
print(f"[数值验证] 采集完成：{len(rows)} 局，耗时 {(time.time() - t0) / 60:.1f} 分钟")
return rows, out
def load_raw(path):
rows = []
with open(path, encoding="utf-8") as f:
for ln in f:
ln = ln.strip()
if ln:
rows.append(json.loads(ln))
return rows
# ---------------------------------------------------------------- 判定件
def binom_ci(wins, n):
if n == 0:
return 0.0
p = wins / n
return 1.96 * math.sqrt(p * (1 - p) / n)
def judge_band(rate_pct, band):
"""落带判定：返回 (结论, 是否达标)。band=None = 带未定，只报读数。"""
if band is None:
return "带未定（只测不判）", None
lo, hi = band
if rate_pct < lo:
return f"越下界（低于 {lo}% 达 {lo - rate_pct:.1f} 点）", False
if rate_pct > hi:
return f"越上界（高于 {hi}% 达 {rate_pct - hi:.1f} 点）", False
return f"落带 [{lo},{hi}] ✓", True
def node_label(defeat):
"""败退节点人读名：第X层·节点N·类型·敌人（敌人 = 死亡遭遇显示名，最多 3 个）。"""
if not defeat:
return "—"
t = NODE_TYPE_CN.get(defeat.get("node_type", ""), defeat.get("node_type", "?"))
s = f"{LEVEL_CN.get(defeat.get('level_index', -1), '?层')}·节点{defeat.get('node_id', '?')}·{t}"
enemies = defeat.get("enemies") or []
if enemies:
seen, names = set(), []
for e in enemies:
if e not in seen:
seen.add(e)
names.append(e)
s += "·" + "、".join(names[:3])
return s
# ---------------------------------------------------------------- 分段分析
def analyze_level(rows):
"""直入口基线：按（画像, 层）聚合计数。"""
agg = {}
for r in rows:
if r.get("seg") != "level":
continue
key = (r["policy"], int(r["level"]))
a = agg.setdefault(key, {"n": 0, "wins": 0, "deaths": {}})
a["n"] += 1
if r.get("result") == "victory":
a["wins"] += 1
elif r.get("result") == "defeat":
k = (int(r.get("defeat_node_id", -1)), r.get("defeat_node_type", ""))
a["deaths"][k] = a["deaths"].get(k, 0) + 1
return agg
def analyze_adventure(rows):
out = {}
for policy in ("normal", "perfect"):
runs = [r for r in rows if r.get("seg") == "adventure" and r.get("policy") == policy]
stopped, death_nodes, l1 = {}, {}, {"n": 0, "wins": 0}
for r in runs:
sa = int(r.get("stopped_at", -1))
if sa == 0:
stopped["通关"] = stopped.get("通关", 0) + 1
elif sa > 0:
stopped[f"止步第{sa}层"] = stopped.get(f"止步第{sa}层", 0) + 1
d = r.get("defeat") or {}
if d:
lb = node_label(d)
death_nodes[lb] = death_nodes.get(lb, 0) + 1
if int(r.get("levels_cleared", -1)) >= 0:
l1["n"] += 1
if int(r.get("levels_cleared", 0)) >= 1:
l1["wins"] += 1
out[policy] = {"n": len(runs), "stopped": stopped, "death_nodes": death_nodes, "l1": l1}
return out
def campaign_series(runs):
"""逐局爬升序列：条件通关尝试流（第 k 层的尝试 = levels_cleared ≥ k-1 的局，按局序）。"""
return {
k: [(r["run_no"], int(r.get("levels_cleared", -1)) >= k, r)
for r in sorted(runs, key=lambda x: x["run_no"])
if int(r.get("levels_cleared", -1)) >= k - 1]
for k in (1, 2, 3)
}
def window_rate(series, end_idx, window):
"""尝试流截至 end_idx（含）往前 window 次尝试的通关率（%）。"""
chunk = series[max(0, end_idx - window + 1): end_idx + 1]
if not chunk:
return None, 0
return 100.0 * sum(1 for _, ok, _ in chunk if ok) / len(chunk), len(chunk)
def analyze_campaign(rows):
out = {}
for policy in ("normal", "perfect"):
runs = [r for r in rows if r.get("seg") == "campaign" and r.get("policy") == policy
and not r.get("anomaly")]
anomalies = [r for r in rows if r.get("seg") == "campaign" and r.get("policy") == policy
and r.get("anomaly")]
res = {"n": len(runs), "anomalies": len(anomalies), "runs": runs}
if not runs:
out[policy] = res
continue
series = campaign_series(runs)
res["series"] = series
# 检查点判定：累计通过第 k 层达目标后，第 k+1 层滑窗条件通关率 vs 验收带
checkpoints = []
for k in (1, 2):
clears = 0
trigger_run = None
for r in sorted(runs, key=lambda x: x["run_no"]):
if int(r.get("levels_cleared", 0)) >= k:
clears += 1
if clears >= CAMPAIGN_CLEARS_TARGET and trigger_run is None:
trigger_run = r["run_no"]
cp = {"level": k, "trigger_run": trigger_run, "clears": clears}
if trigger_run is None:
cp["verdict"] = f"数据不足：全程通过{LEVEL_CN[k]}仅 {clears} 次（目标 {CAMPAIGN_CLEARS_TARGET}）——加大 --k 重跑"
else:
attempts = [(rn, ok, r) for rn, ok, r in series.get(k + 1, []) if rn > trigger_run]
chunk = attempts[:CAMPAIGN_WINDOW]
if len(chunk) < CAMPAIGN_MIN_ATTEMPTS:
cp["verdict"] = (f"触发于第 {trigger_run} 局，但其后通过{LEVEL_CN[k + 1]}的尝试仅 "
f"{len(chunk)} 局（不足 {CAMPAIGN_MIN_ATTEMPTS}）——加大 --k 重跑")
else:
rate = 100.0 * sum(1 for _, ok, _ in chunk if ok) / len(chunk)
cp["rate"] = rate
cp["attempts"] = len(chunk)
band = LEVEL_BANDS.get((policy, k + 1))
cp["verdict"], cp["pass"] = judge_band(rate, band)
cp["forge_at"] = chunk[0][2].get("override", {})
checkpoints.append(cp)
res["checkpoints"] = checkpoints
# 工坊解锁时点（魔法道具面——只报不判）
unlocks = {}
for r in runs:
for iid in r.get("new_unlocks", []):
unlocks[WORKSHOP_CN.get(iid, iid)] = r["run_no"]
res["unlocks"] = unlocks
# 累计钥石与锻造终态
last = max(runs, key=lambda x: x["run_no"])
res["forge_final"] = last.get("forge", {})
res["keystone_final"] = int(last.get("keystone_after", -1))
res["income_total"] = sum(int(r.get("keystone_income", 0)) for r in runs)
out[policy] = res
return out
# ---------------------------------------------------------------- 报告
def fmt_table(header, rows):
widths = [max(disp_w(h), max((disp_w(r[i]) for r in rows), default=0)) for i, h in enumerate(header)]
def line(cells):
return "| " + " | ".join(pad(c, w) for c, w in zip(cells, widths)) + " |"
sep = "|" + "|".join("-" * (w + 2) for w in widths) + "|"
out = [line(header), sep]
out += [line(r) for r in rows]
return "\n".join(out)
def report(args, rows, meta):
lines = []
A = lines.append
A(f"# 数值验证报告（{meta['ts']}）")
A("")
A(f"- 采集规模：直入口每格 {args.n} 局 · 基线冒险 {args.na} 局/画像 · 战役 {args.k} 局/画像"
f" · 种子 {args.seed0} 起逐局独立 · 锻造花费策略 = {args.spend}")
A(f"- 切片版本：{meta['commit']} · 表状态：判定带与表值溯源见 tools/balance_verifier.py 文件头")
A("")
# ① 直入口基线
A("## ① 直入口基线通关率（验收带判定）")
A("")
lvl = analyze_level(rows)
tbl = []
for (policy, li), a in sorted(lvl.items()):
rate = 100.0 * a["wins"] / max(1, a["n"])
ci = 1.96 * math.sqrt((rate / 100) * (1 - rate / 100) / max(1, a["n"])) * 100
band = LEVEL_BANDS.get((policy, li))
verdict, _ = judge_band(rate, band)
tbl.append([f"{LEVEL_CN[li]}", "普通档" if policy == "normal" else "完美档",
f"{a['wins']}/{a['n']}", f"{rate:.1f}% ±{ci:.1f}",
f"[{band[0]},{band[1]}]" if band else "未定", verdict])
A(fmt_table(["层", "画像", "通关/局数", "通关率±95%CI", "验收带", "判定"], tbl))
A("")
# ② 冒险基线：止步分布与败退节点
A("## ② 零永久强化冒险：止步分布与败退节点（用户判据③）")
A("")
adv = analyze_adventure(rows)
for policy in ("normal", "perfect"):
d = adv[policy]
cn = "普通档" if policy == "normal" else "完美档"
A(f"### {cn}（{d['n']} 局）")
A("")
stop_line = "、".join(f"{k} {v}（{100.0 * v / max(1, d['n']):.0f}%）" for k, v in sorted(d["stopped"].items()))
A(f"- 止步分布：{stop_line or '—'}")
l1r = 100.0 * d["l1"]["wins"] / max(1, d["l1"]["n"])
A(f"- 第一层通过率（冒险口径交叉核对）：{l1r:.1f}%")
A("- 败退节点分布（失败局归因）：")
for lb, c in sorted(d["death_nodes"].items(), key=lambda x: -x[1]):
A(f" - {lb} ×{c}")
A("")
# ③ 元循环爬升
A("## ③ 营地循环爬升（用户判据④：5 次通关 → 下一层可过）")
A("")
camp = analyze_campaign(rows)
for policy in ("normal", "perfect"):
d = camp[policy]
cn = "普通档" if policy == "normal" else "完美档"
A(f"### {cn}（{d['n']} 局战役）")
A("")
if not d["runs"]:
A("- 无数据")
A("")
continue
A(f"- 钥石：全程入账 {d['income_total']} · 终态余额 {d['keystone_final']}"
f" · 锻造终态 = 生命+{d['forge_final'].get('max_hp', 0) * FORGE_FLAT['max_hp']}"
f"/攻击+{d['forge_final'].get('atk', 0) * FORGE_FLAT['atk']}"
f"/护甲+{d['forge_final'].get('armor_class', 0) * FORGE_FLAT['armor_class']}")
if d["unlocks"]:
A("- 道具工坊解锁时点（魔法道具面，局内效果未实装只报不判）：" +
"、".join(f"{k} 第 {v} 局" for k, v in sorted(d["unlocks"].items(), key=lambda x: x[1])))
else:
A("- 道具工坊解锁时点：无（未达阈值）")
if d.get("anomalies"):
A(f"- ⚠ 编排异常局 {d['anomalies']} 局（未结算零入账——timeout/advance_failed，须排查）")
A("")
for cp in d.get("checkpoints", []):
A(f"- 判据：累计通过{LEVEL_CN[cp['level']]} {CAMPAIGN_CLEARS_TARGET} 次后，{LEVEL_CN[cp['level'] + 1]}"
f"条件通关率（滑窗 {CAMPAIGN_WINDOW} 局）——{cp['verdict']}"
+ (f"（触发时注入 = 生命+{cp['forge_at'].get('max_hp', 0)}/攻击+{cp['forge_at'].get('atk', 0)}"
f"/护甲+{cp['forge_at'].get('armor_class', 0)}）" if "forge_at" in cp else ""))
A("")
tbl = []
series = d.get("series", {})
runs_by_no = {r["run_no"]: r for r in d["runs"]}
for r in d["runs"][::max(1, len(d["runs"]) // 20)]:
cells = [f"第{r['run_no']}局",
f"血{r['override'].get('max_hp', 0)}/攻{r['override'].get('atk', 0)}/甲{r['override'].get('armor_class', 0)}",
str(r.get("keystone_after", "-"))]
for k in (1, 2, 3):
s = series.get(k, [])
idx = next((i for i, (rn, _, _) in enumerate(s) if rn == r["run_no"]), None)
if idx is None:
cells.append("—")
else:
rate, cnt = window_rate(s, idx, CAMPAIGN_WINDOW)
cells.append(f"{rate:.0f}%(n={cnt})" if rate is not None else "—")
sa = int(r.get("stopped_at", -1))
cells.append("通关" if sa == 0 else (f"止步第{sa}层" if sa > 0 else str(r.get("result", "?"))))
tbl.append(cells)
A(fmt_table(["局", "注入(flat)", "钥石", "第1层率(窗)", "第2层率(窗)", "第3层率(窗)", "终局"], tbl))
A("")
return "\n".join(lines)
def console_verdict(args, rows):
"""控制台判定结论（先读数后细节）。"""
lvl = analyze_level(rows)
print("\n判定结论（detail 见报告文件）")
for (policy, li), a in sorted(lvl.items()):
rate = 100.0 * a["wins"] / max(1, a["n"])
band = LEVEL_BANDS.get((policy, li))
verdict, ok = judge_band(rate, band)
mark = {True: "✓", False: "✗", None: "·"}[ok]
print(f" [{mark}] 直入口{LEVEL_CN[li]}{'普通档' if policy == 'normal' else '完美档'}："
f"{rate:.1f}%（{a['wins']}/{a['n']}）→ {verdict}")
adv = analyze_adventure(rows)
for policy in ("normal", "perfect"):
d = adv[policy]
cn = "普通档" if policy == "normal" else "完美档"
top = sorted(d["death_nodes"].items(), key=lambda x: -x[1])[:2]
print(f" [·] 零强化冒险·{cn}：止步分布 {'、'.join(f'{k}{v}' for k, v in sorted(d['stopped'].items()))}"
+ (f"；主要败退点 = {'；'.join(f'{lb} ×{c}' for lb, c in top)}" if top else ""))
camp = analyze_campaign(rows)
for policy in ("normal", "perfect"):
d = camp[policy]
cn = "普通档" if policy == "normal" else "完美档"
if not d["runs"]:
print(f" [·] 营地循环·{cn}：无数据")
continue
for cp in d.get("checkpoints", []):
mark = {True: "✓", False: "✗", None: "·"}.get(cp.get("pass"), "·")
print(f" [{mark}] 营地循环·{cn}·{LEVEL_CN[cp['level']]}→{LEVEL_CN[cp['level'] + 1]}：{cp['verdict']}")
print()
# ---------------------------------------------------------------- 入口
def main():
if hasattr(sys.stdout, "reconfigure"):
sys.stdout.reconfigure(encoding="utf-8", errors="replace")
ap = argparse.ArgumentParser(description="数值验证工具（判定端）")
ap.add_argument("--godot", default=GODOT)
ap.add_argument("--n", type=int, default=100, help="直入口每格局数（±95%CI 约 ±9 点——带边判读须看 CI）")
ap.add_argument("--na", type=int, default=60, help="基线冒险局数/画像")
ap.add_argument("--k", type=int, default=60, help="战役局数/画像")
ap.add_argument("--seed0", type=int, default=8000)
ap.add_argument("--only", default="level,adventure,campaign")
ap.add_argument("--spend", default="hp_first", choices=["hp_first", "atk_first"])
ap.add_argument("--timeout", type=int, default=5400)
ap.add_argument("--quick", action="store_true", help="小规模快跑（12/8/10）")
ap.add_argument("--from-raw", default=None, help="跳过采集，对既有 raw.jsonl 重新判定出报告")
args = ap.parse_args()
if args.quick:
args.n, args.na, args.k = 12, 8, 10
args.est_min = (3 * 2 * args.n * 1.5 + 2 * args.na * 3.5 + 2 * args.k * 3.5) / 60
ts = time.strftime("%Y%m%d-%H%M%S")
if args.from_raw:
rows = load_raw(args.from_raw)
raw_path = Path(args.from_raw)
print(f"[数值验证] 已载入既有采集 {len(rows)} 局：{raw_path}")
else:
rows, _ = collect(args)
QA_DIR.mkdir(parents=True, exist_ok=True)
raw_path = QA_DIR / f"balance-verifier-{ts}.raw.jsonl"
with open(raw_path, "w", encoding="utf-8") as f:
for r in rows:
f.write(json.dumps(r, ensure_ascii=False) + "\n")
commit = "?"
try:
commit = subprocess.run(["git", "-C", str(SLICE), "rev-parse", "--short", "HEAD"],
capture_output=True, text=True).stdout.strip()
except OSError:
pass
meta = {"ts": ts, "commit": commit}
console_verdict(args, rows)
md = report(args, rows, meta)
if args.from_raw:
md_path = raw_path.with_suffix(".md")
else:
md_path = QA_DIR / f"balance-verifier-{ts}.md"
md_path.write_text(md, encoding="utf-8")
print(f"[数值验证] 报告：{md_path}")
print(f"[数值验证] 原始逐局数据：{raw_path}（--from-raw 可免重跑重判）")
return 0
if __name__ == "__main__":
sys.exit(main())