feat:优化职业技能关联实现

backend/core/basic/character/base.py

@@ -1,9 +1,9 @@
 from collections.abc import Mapping
-import sys
 from typing import Any, Literal
 
 from core.abstract.character import CharacterProperty
 from core.basic.skill import Skill
+from core.basic.skill_effects import SkillEffectEngine, skill_effect_batch
 from core.basic.equipment import EquEffect, OathSuit, OathSuitSkill, Suit
 from ..formula import get_base_attributes, 获取唤醒属性
 from ..roleinfo import CharacterEmblemInfo, CharacterEquipInfo, get_key_by_value, CharacterOathInfo
@@ -178,6 +178,7 @@ class CharacterBase(CharacterProperty):
         self.skill_names_cache = {}
         self.skills_cache = {}
         self.load_skills()
+        self.skill_effects = SkillEffectEngine(self)
 
     # region 角色属性设置
 
@@ -188,6 +189,7 @@ class CharacterBase(CharacterProperty):
         for index, i in enumerate([get_key_by_value(i) for i in ['力量', '体力', '智力', '精神']]):
             setattr(self, i, getattr(self, i) + temp[index] + 唤醒)
 
+    @skill_effect_batch
     def SetStatus(
         self,
         力量=0,
@@ -323,6 +325,7 @@ class CharacterBase(CharacterProperty):
             value = int(value * (1 + self.jade_effect.ElementIncrease))
         self.ElementDB[element] += value
 
+    @skill_effect_batch
     def AddSkillLv(self, min: int, max: int, lv: int, type=-1, exceptSkills: tuple[str, ...] = ()) -> None:
         """
         增加技能等级
@@ -334,18 +337,21 @@ class CharacterBase(CharacterProperty):
                 if (skillType == 'all' or skill.type == skillType) and skill.lv > 0 and skill.name not in exceptSkills:
                     skill.lv += lv
 
+    @skill_effect_batch
     def SetSkillCD(self, min=1, max=100, cd=0, exclude: tuple[int, ...] = (50, 85, 100)) -> None:
         """设置技能CD"""
         for skill in self.skills:
             if min <= skill.learnLv <= max and (skill.type == 'active' or skill.damage) and skill.learnLv not in exclude:
                 skill.cdReduce *= 1 - cd
 
+    @skill_effect_batch
     def SetSkillCDRecover(self, min=1, max=100, cd=0, exclude: tuple[int, ...] = (50, 85, 100)) -> None:
         """设置技能CD恢复"""
         for skill in self.skills:
             if min <= skill.learnLv <= max and (skill.type == 'active' or skill.damage) and skill.learnLv not in exclude:
                 skill.cdRecover += cd
 
+    @skill_effect_batch
     def SetSkillRation(self, min=1, max=100, ratio=1, type=-1) -> None:
         """设置技能倍率
         0 修改技能面板 1 不修改技能面板

backend/core/basic/character/calc_equip.py

@@ -8,6 +8,7 @@ from ..roleinfo import CharacterEmblemInfo, CharacterEquipInfo, CharacterOathInf
 from .base import CharacterBase
 from .config_view import CalcConfigView
 from .effect_apply import apply_uppercase_attrs
+from ..skill_effects import skill_effect_batch
 
 
 @cache
@@ -60,8 +61,9 @@ class CalcEquipMixin(CharacterBase):
         self.SetDetail(setInfo)
         self.SetSkills(setInfo.get('skills', {}))
 
+    @skill_effect_batch
     def SetSkills(self, skills: dict[str, dict]):
-        """设置技能等级"""
+        """批量设置基础等级及 VP/UP；等级不含关联加级，共享等级由 level_source 决定。"""
         for key in skills:
             skill = self.GetSkillByID(key)
             if skill is not None:
@@ -69,7 +71,7 @@ class CalcEquipMixin(CharacterBase):
                     skill.up = skills[key].get('up', 0)
                 if skill.hasVP:
                     skill.vp = skills[key].get('vp', 0)
-                skill.lv += skills[key].get('lv', 0)
+                self.skill_effects.set_input_level(skill, skills[key].get('lv', 0))
 
     def load_skills(self) -> None:
         """加载技能"""
@@ -436,17 +438,20 @@ class CalcEquipMixin(CharacterBase):
 
     def calc(self, setInfo: dict[str, dict]):
         config = CalcConfigView(setInfo).as_legacy_dict()
-        self.calc_init(config)
+        # 装备等外部加成作为技能关联的基础值；批次结束后按最终技能状态重建关联。
-        self.SetBaseStatus()
+        # 装备之间仍有先后依赖（如先计算套装积分），不能据此任意交换下面的调用。
-        self.calc_jade(config.get('jades', []))
+        with self.skill_effects.batch():
-        self.calc_avatar(config.get('avatar', {}))
+            self.calc_init(config)
-        self.calc_basic()
+            self.SetBaseStatus()
-        self.calc_sundry(config.get('sundry', {}))
+            self.calc_jade(config.get('jades', []))
-        self.calc_emblems()
+            self.calc_avatar(config.get('avatar', {}))
-        self.calc_oath_upgrade()
+            self.calc_basic()
-        suit = self.calc_suits()
+            self.calc_sundry(config.get('sundry', {}))
-        self.calc_equs()
+            self.calc_emblems()
-        self.calc_oaths()
+            self.calc_oath_upgrade()
+            suit = self.calc_suits()
+            self.calc_equs()
+            self.calc_oaths()
         skillInfos = []
         if self.buffer:
             skillInfos = self.calc_buffer_skills()

backend/core/basic/skill.py

@@ -8,6 +8,7 @@ from .formula import 武器冷却惩罚
 from database.connect import get_redis_client
 from api.core.Redis import get_redis_info
 from api.utils.openapi_data import OPENAPI_CUSTOM_CN_PATH, logical_skill_detail_path
+from .skill_effects import CHARACTER_ATTRIBUTES, INPUT_ATTRIBUTES
 
 if TYPE_CHECKING:
     from core.basic.character import Character
@@ -84,9 +85,21 @@ def get_data(prefix: str, key: int | str, func: Callable[[Any], Any] = _identity
 
 
 class Skill:
+    def __setattr__(self, name, value):
+        char = self.__dict__.get('char')
+        engine = getattr(char, 'skill_effects', None)
+        if name != 'lv' and name in INPUT_ATTRIBUTES and engine is not None and engine.owns(self) and not engine.resolving:
+            engine.set_attribute(self, name, value)
+        else:
+            object.__setattr__(self, name, value)
+
     name: str = ''
     """技能名称"""
     _lv: int = 0
+    level_source: str | None = None
+    """共享等级的源技能；目标不独立加级，也不使用自身 maxLv 截断。"""
+    association_source: bool | None = None
+    """共享等级技能默认仅复用等级；需要独立提供关联效果时显式开启。"""
     id: int = 0
     """技能ID"""
     icon: str = '$char/$uuid'
@@ -131,15 +144,15 @@ class Skill:
     cdRecover: float = 1
     """技能冷却恢复"""
     associate: list = []
-    """关联技能
+    """关联声明；维护示例和扩展边界见 core/basic/skill_effects.py 文件顶部说明。
-    type: 关联类型 *乘算 +加算 =直接赋值 $角色属性 默认'*skillDamage'
+
-    e.g.
+    type 默认 '*skillDamage'：*乘算、+加算、=覆盖；$*PAtkP 等作用于角色。
-    *skillDamage 乘算技能伤害
+    skills 默认 '*'，表示所有伤害技能；显式列表使用技能名称，可指定被动技能。
-    *cdReduce 乘算技能冷却缩减
+    exceptSkills 默认 []；weapon 默认职业武器选项；precondition() 控制前置条件。
-    $*PATK 乘算角色物理攻击
+    data 按来源等级取值；ratio 是数据除数，默认 100，与技能的 ratio 属性不同。
-    ~直接走type对应的函数名称 传参为old,new,data,skills,exceptSkills
+    +lv 的整数加级通常设置 ratio=1；=覆盖直接使用 data 值，不除以 ratio。
-    skills: 关联技能 默认 '*'
+    动态 effect 以 (0, 最终等级) 多次收集，只构造声明并调用 super().effect。
-    exceptSkills: 例外技能 默认[]
+    自定义 type 方法仍有兼容入口，但直接修改目标会绕过贡献收集，新增规则勿照搬。
     """
     mode: list[str] = ['']
     currentMode: str = ''
@@ -159,6 +172,10 @@ class Skill:
 
     def __init__(self, char):
         self.char = char
+        # Shared-level display skills override the setter with a no-op. They
+        # did not apply their own associations in the original calculation.
+        if self.association_source is None:
+            self.association_source = self.level_source is None and type(self).lv.fset is Skill.lv.fset
         self.id = self._extract_id()
         self.icon = self._generate_icon()
         if self.line is None:
@@ -199,11 +216,22 @@ class Skill:
     @property
     def lv(self):
         """技能等级"""
+        engine = getattr(self.char, 'skill_effects', None)
+        if engine is not None and engine.owns(self):
+            engine.read_level(self)
+        elif self.level_source is not None:
+            return self.char.GetSkillByName(self.level_source).lv
         return self._lv
 
     @lv.setter
     def lv(self, value):
-        value = int(min(self.maxLv, value))
+        if self.level_source is not None:
+            return
+        engine = getattr(self.char, 'skill_effects', None)
+        if engine is not None and engine.owns(self) and not engine.resolving:
+            engine.set_level(self, max(0, int(value)))
+            return
+        value = int(max(0, min(self.maxLv, value)))
         if self._lv != value:
             self.effect(self._lv, value)
             self._lv = value
@@ -238,10 +266,20 @@ class Skill:
                     value = (1 - self.get_data_value(data, new) / ratio) / (1 - self.get_data_value(data, old) / ratio)
                 else:
                     value = (1 + self.get_data_value(data, new) / ratio) / (1 + self.get_data_value(data, old) / ratio)
-                self.char.SetStatus(**{type[2:]: value})
+                engine = getattr(self.char, 'skill_effects', None)
+                if engine is not None and engine.collecting is self:
+                    if type[2:] in CHARACTER_ATTRIBUTES:
+                        engine.record(self, self.char, type[2:], '*', value)
+                else:
+                    self.char.SetStatus(**{type[2:]: value})
             elif type.startswith('$+'):
                 value = self.get_data_value(data, new) / ratio - self.get_data_value(data, old) / ratio
-                self.char.SetStatus(**{type[2:]: value})
+                engine = getattr(self.char, 'skill_effects', None)
+                if engine is not None and engine.collecting is self:
+                    if type[2:] in CHARACTER_ATTRIBUTES:
+                        engine.record(self, self.char, type[2:], '+', value)
+                else:
+                    self.char.SetStatus(**{type[2:]: value})
             else:
                 exceptSkills = set(exceptSkills)
                 if skills == '*':
@@ -256,6 +294,10 @@ class Skill:
                         skill = self.char.GetSkillByName(name)
                         if skill is not None:
                             self.update_skill_attribute(skill, type, old, new, data, ratio, weapon, weapon_type, weapon_options)
+                        else:
+                            engine = getattr(self.char, 'skill_effects', None)
+                            if engine is not None and engine.collecting is self:
+                                engine.missing_target(self, name)
         except Exception as e:
             # print(f"Error applying association {type} for skill {self.name}: {e}")
             raise e
@@ -265,6 +307,23 @@ class Skill:
             return
         old_value = self.get_data_value(data, old)
         new_value = self.get_data_value(data, new)
+        engine = getattr(self.char, 'skill_effects', None)
+        if engine is not None and engine.collecting is self:
+            if type[1:] == 'lv' and skill.level_source is not None:
+                return
+            if type.startswith('*'):
+                if 'cdReduce' in type or 'cdRatio' in type:
+                    value = (1 - new_value / ratio) / (1 - old_value / ratio)
+                else:
+                    value = (1 + new_value / ratio) / (1 + old_value / ratio)
+            elif type.startswith('+'):
+                if type[1:] == 'lv' and not engine.is_learned(skill):
+                    return
+                value = (new_value - old_value) / ratio
+            else:
+                value = new_value
+            engine.record(self, skill, type[1:], type[0], value)
+            return
         if type.startswith('*'):
             if 'cdReduce' in type or type == 'cd' or 'cdRatio' in type:
                 setattr(skill, type[1:], getattr(skill, type[1:]) * (1 - new_value / ratio) / (1 - old_value / ratio))

backend/core/basic/skill_effects.py

@@ -0,0 +1,386 @@
+"""技能关联计算与维护说明
+
+技能关联由 `core/basic/skill_effects.py` 的 `SkillEffectEngine` 统一处理。
+`lv`、VP 等输入变化不再通过历史倍率乘除更新目标，而是重新解析最终状态并汇总本次关联贡献。
+
+## 计算阶段
+
+1. `SetSkills` 批量读取基础等级、VP、UP。传入的等级是基础等级，不含关联技能提供的等级；重复传入同一配置不会重复加级。
+2. 解析等级和参数依赖。`lv`、`ratio`、`maxLayer` 是状态属性；关联到这些属性的规则以及 `level_source` 组成依赖图，按拓扑顺序求值。关联规则读取其他技能等级时，依赖会自动记录。循环、缺失共享等级源、计算过程中改变状态依赖会报出具体技能。
+3. 基于最终状态收集伤害、冷却和角色属性贡献，并在装备提供的基础值之上应用一次。
+
+`calc` 在处理配置、装备、时装、徽章等阶段使用同一个批次。需要读取等级时，可以先解析状态；伤害及角色属性关联在准备阶段结束后统一生效。
+
+## 后续在哪里维护
+
+| 新增或修改的影响 | 维护位置 | 要点 |
+| --- | --- | --- |
+| 技伤、冷却、攻击段数等普通关联 | 对应 `core/character/GF/职业/角色.py` 的技能类 `associate` | 通常不改引擎；目标属性应有默认值 |
+| 随 VP、等级或自身参数变化的关联 | 来源技能的 `effect` | 每次生成完整声明，再调用 `super().effect(old, new)` |
+| 技能给其他技能加级 | 来源技能的 `associate`，使用 `+lv` | 整数加级设置 `ratio=1`；只给已学习的目标加级 |
+| 生命之树这类共享等级 | 目标技能的 `level_source` | 指向源技能名称，不再写等级 getter/no-op setter |
+| 新增会被关联修改、并影响后续关联的参数 | 技能类默认值 + `core/basic/skill_effects.py` 的 `STATE_ATTRIBUTES` | 例如现有 `ratio`、`maxLayer`；加入后自动属于输入属性 |
+| 新增外部配置输入，改变它需要重新计算关联 | 技能类、配置赋值入口 + `INPUT_ATTRIBUTES` | 例如现有 `vp`；单纯登记不提供跨技能参数读取依赖 |
+| 新增角色属性关联 | `skill.py` 的角色贡献收集分支、`CHARACTER_ATTRIBUTES`，并核对 `character/base.py` 的 `SetStatus` | 当前仅支持对应标量字段；特殊运算需单独实现 |
+| 新增运算符、目标选择方式、跨技能非等级依赖 | `skill.py` 的公共关联入口 + `skill_effects.py` | 属于公共能力扩展，需配套单元测试 |
+| 装备改变技能等级或倍率 | 原装备规则及 `character/base.py` 的公共修改方法 | 使用已有批处理方法；低层直接写入须在 `batch()` 内 |
+| 仅影响单次技能展示/输出的模式、VP、UP 变换 | 原技能 `setMode`、`vp_N`、输出计算方法 | `skillInfo()` 使用临时副本，不要误改为持久关联 |
+
+普通职业规则优先放在职业文件。只有新增公共能力时才修改引擎；不要再用属性 setter 手动撤销旧倍率并乘入新倍率。
+
+## 声明示例和数值约定
+
+以下片段放在对应技能类内，`data0` 为该来源技能的等级数据表：
+
+```python
+# 默认百分比：data0[lv] = 110 时，倍率为 1 + 110 / 100。
+associate = [{'type': '*skillDamage', 'data': data0, 'skills': ['目标技能名称']}]
+
+# 加级：data0[lv] = 1 时，给已学习目标增加 1 级。
+associate = [{'type': '+lv', 'data': data0, 'ratio': 1, 'skills': ['目标技能名称']}]
+```
+
+上面是两种独立示例；需要同时生效时放进同一列表。`skills='*'` 仅选择伤害技能，关联被动技能时使用明确的名称列表。名称必须与目标 `name` 完全一致，当前不是按 UUID 匹配。
+
+数据以来源技能等级索引，通常令 `data[0] = 0`。收集仍兼容旧公式：普通乘算为 `(1 + data[lv]/ratio) / (1 + data[0]/ratio)`，`cdReduce`、`cdRatio` 改用减号；加算为 `(data[lv] - data[0])/ratio`；覆盖 `=` 直接取 `data[lv]`。这里字典中的 `ratio` 是除数，区别于手雷精通类上的 `ratio` 参数。
+
+女弹药的动态关联是现成参考：
+
+```python
+ratio = 1.0
+
+def effect(self, old, new):
+    self.associate = [{
+        'type': '*skillDamage',
+        'data': [value * self.ratio for value in self.data0],
+        'skills': ['G-14手雷', 'G-35L感电手雷', 'G-18C冰冻手雷'],
+    }]
+    return super().effect(old, new)
+```
+
+三觉被动通过 `*ratio` 关联手雷精通。引擎先确定最终 `ratio=1.2`，再收集手雷倍率，所以精通 11 级对应 `1 + 110% × 1.2 = 2.32`。
+
+## 职业规则
+
+静态 `associate` 格式不变。现有动态 `effect(old, new)` 作为兼容入口，在收集模式下以 `(0, 最终等级)` 执行；公共 `apply_association` / `update_skill_attribute` 记录贡献，不修改目标。每次收集都从原始 `associate` 声明开始，取消 VP 时不会保留上一次分支。
+
+动态规则只能生成关联声明，不能在收集过程中直接修改角色或目标技能。需要修改关联产生方式时，应改用声明，而不是另写参数 setter 撤销旧倍率。元素师原先的 `ratio` 补偿 setter 已移除，避免与公共引擎重复应用。
+
+引擎在创建时保存初始声明和状态默认值。动态分支应新建并赋值 `self.associate`，不要对共享的类级列表执行 `append` 或原地改写；也不要把运行后修改 `associate` 当作注册新规则。一次重算可能多次调用 `effect`，因此不能在其中累计计数、直接调用角色加成方法或依赖随机结果。
+
+依赖图目前自动识别三类依赖：共享等级源、收集时跨技能 `.lv` 读取、指向状态属性的关联。
+直接读取另一个技能的 `.ratio` 等非等级参数不会自动建立依赖。
+新增这类规则时需要先扩展公共依赖机制并验证顺序；单独加入 `INPUT_ATTRIBUTES` 只会触发重算，不能解决求值先后问题。
+初次建图后新出现的等级读取或状态目标会报错；不要靠最终状态临时增加依赖边。
+
+每条贡献包含来源技能、条目索引、目标、属性、运算及数值，可从 `character.skill_effects.contributions` 检查。角色属性支持原 `SetStatus` 中相应的标量加算/乘算字段。
+
+同一属性的汇总顺序为：基础值（或覆盖值）→ 加算贡献 → 乘算贡献。不同来源给出不同覆盖值会报冲突；不会依赖遍历顺序选择最后一个。赋零可以直接从基础值重建，不需要除以旧倍率。
+
+## 共享等级
+
+例如生命之树：
+
+```python
+level_source = '创世'
+```
+
+生命之树跟随创世最终等级，包含创世获得的装备及技能等级加成。目标自身的 `maxLv = 1` 不会截断共享等级。目标不接受独立等级或独立加级；需要提升等级时应提升源技能。
+
+共享等级技能默认不独立提供关联效果，保留原 getter/no-op setter 的行为。如职业规则确实要求共享等级技能独立提供关联，可显式设置 `association_source = True`。
+
+现有 11 个共享等级技能已迁移为 `level_source` 声明。
+
+## 装备和外部修改
+
+`SetStatus`、`AddSkillLv`、`SetSkillRation`、`SetSkillCD`、`SetSkillCDRecover` 已自动批处理。完整 `calc` 中的装备代码也在批次内，因此原有装备的直接属性写入会保留为关联计算的基础值。
+
+新增低层直接修改必须放进批次，不能修改已叠加关联贡献的结果后再要求引擎推断基础值：
+
+```python
+with character.skill_effects.batch():
+    skill.skillDamage *= 1.15
+```
+
+`resolve()` 在没有变化时不重复应用；批次重建会先恢复原来的基础值。`skillInfo()` 的临时拷贝不属于引擎管理对象，其模式、VP、UP 变换仍在临时拷贝上执行。
+
+这不表示装备自身也已经与顺序无关：装备仍按原流程执行，例如先由 `calc_suits()` 生成套装积分，再让装备读取积分。当前批次解决的是装备修改与技能关联贡献之间的基线问题，没有为装备建立逐来源贡献账本和依赖图，也不保证对同一实例反复执行整套装备流程不会累计。
+
+定位引擎内部问题时，`_levels` 保存基础及外部等级，`_state_base` 保存状态参数基线，`_output_base` 保存应用技能输出贡献之前的属性值。它们是内部状态，不应由职业或装备规则直接修改；外部输入走公共修改方法或批次入口。
+
+## 诊断和验证
+
+找不到目标的旧关联仍按原逻辑跳过，同时记录在 `unresolved_targets`，供职业规则审查。例如刺客现存的“终结追击”名称失配；本次未推测其数值意图并修改规则。
+
+测试覆盖女弹药 2.32 场景及后续升降级、旅人条件、大枪加级、VP 切换、装备基线、角色属性、共享等级及链式共享、零覆盖、赋值冲突和循环依赖。全职业测试使用全部学习等级，在无 VP/VP1/VP2 下交换输入顺序，并另测搭配职业武器的情况。
+
+重构前后 72 个模块的默认满技能配置对比：伤害/冷却的实质变化集中在女弹药、旅人、男女大枪已确认的问题；元素师统一了 `skillRation`/`skillDamage` 的分配，总伤害保持一致。该验证针对本地计算规则，不等同于游戏实测或线上验证。
+
+新增规则时，在 `tests/unit/test_skill_effects.py` 补充对应场景，重点验证正反设置顺序、等级升降或禁用、条件开关、外部加成后再次重建。公共依赖机制变更还需验证循环及冲突报错。
+
+从仓库根目录执行：
+
+```sh
+backend/.venv/bin/pytest backend/tests/unit/test_skill_effects.py -q
+backend/.venv/bin/pytest backend/tests/smoke/test_calc_availability.py -k configuration_order -q
+```
+
+第二项验证技能配置顺序（包括搭配武器的场景），不验证装备执行顺序。修改公共引擎后再运行完整 `backend/tests` 回归。
+"""
+from collections import defaultdict
+from contextlib import contextmanager
+from dataclasses import dataclass
+from functools import wraps
+from graphlib import CycleError, TopologicalSorter
+from math import prod
+
+
+# 会被关联修改、且参与后续关联求值的属性在此登记，并在技能类上提供默认值。
+STATE_ATTRIBUTES = frozenset({'lv', 'ratio', 'maxLayer'})
+# 外部赋值触发重算的输入；登记在此不等于自动跟踪跨技能的该属性读取。
+INPUT_ATTRIBUTES = STATE_ATTRIBUTES | {'vp', 'up', 'comboCol', 'stage', 'currentMode'}
+# These are the scalar keys actually supported by CharacterBase.SetStatus.
+# 扩展前核对 SetStatus 的实际运算语义；特殊字段不能仅加入白名单。
+CHARACTER_ATTRIBUTES = frozenset({
+    'STR', 'INT', 'Spirit', 'Vitality', 'AtkP', 'AtkM', 'AtkI',
+    'PAtkP', 'PAtkM', 'PAtkI', 'PSTR', 'PINT',
+})
+_MISSING = object()
+
+
+@dataclass(frozen=True)
+class SkillContribution:
+    source: object
+    index: int
+    target: object
+    attribute: str
+    operation: str
+    value: float
+
+
+def skill_effect_batch(method):
+    """Keep external skill/stat changes outside the association baseline."""
+    @wraps(method)
+    def wrapped(self, *args, **kwargs):
+        engine = getattr(self, 'skill_effects', None)
+        if engine is None:
+            return method(self, *args, **kwargs)
+        with engine.batch():
+            return method(self, *args, **kwargs)
+    return wrapped
+
+
+class SkillEffectEngine:
+    def __init__(self, character):
+        self.character = character
+        self.skills = tuple(sorted(character.skills, key=lambda skill: skill.id))
+        self._members = {id(skill) for skill in self.skills}
+        self._levels = {skill: skill._lv for skill in self.skills}
+        self._state_base = {
+            (skill, attr): getattr(skill, attr)
+            for skill in self.skills for attr in STATE_ATTRIBUTES - {'lv'}
+            if hasattr(skill, attr)
+        }
+        self._associations = {skill: skill.associate for skill in self.skills}
+        self._output_base = {}
+        self._depth = 0
+        self.resolving = False
+        self.collecting = None
+        self._pending = []
+        self._reads = set()
+        self._dirty = True
+        self._state_dirty = True
+        self.contributions = ()
+        self.unresolved_targets = set()
+
+    def owns(self, skill):
+        # skillInfo uses shallow copies; these are local render contexts.
+        return id(skill) in self._members
+
+    def changed(self):
+        self._dirty = self._state_dirty = True
+        if not self._depth:
+            self.resolve()
+
+    def set_level(self, skill, value):
+        if skill.level_source is not None:
+            return
+        # += equipment bonuses must change the input, not copy already-derived
+        # mastery levels back into it. Input configuration uses set_input_level.
+        self._levels[skill] = min(skill.maxLv, max(0, self._levels[skill] + int(value) - skill.lv))
+        self.changed()
+
+    def set_input_level(self, skill, value):
+        if skill.level_source is not None:
+            return
+        self._levels[skill] = min(skill.maxLv, max(0, int(value)))
+        self._dirty = self._state_dirty = True
+
+    def set_attribute(self, skill, name, value):
+        if name in STATE_ATTRIBUTES:
+            self._state_base[skill, name] = value
+        object.__setattr__(skill, name, value)
+        self.changed()
+
+    def is_learned(self, skill):
+        if skill.level_source is not None:
+            return skill.lv > 0
+        return self._levels[skill] > 0
+
+    def read_level(self, skill):
+        if self.collecting is not None and self.collecting is not skill:
+            self._reads.add(skill)
+        elif self._state_dirty and not self.resolving:
+            self.resolve_states()
+
+    def record(self, source, target, attribute, operation, value):
+        self._pending.append(SkillContribution(
+            source, len(self._pending), target, attribute, operation, value,
+        ))
+
+    def missing_target(self, source, name):
+        self.unresolved_targets.add((source.name, name))
+
+    def _collect(self, skill):
+        # 一个重算周期会多次调用 effect；职业实现只能构造声明并调用公共收集入口。
+        self._pending = []
+        self._reads = set()
+        if not skill.association_source or skill.lv <= 0:
+            return (), set()
+        # VP branches often only assign associate when enabled. Start from the
+        # declaration every time so disabling VP also removes the old branch.
+        skill.associate = self._associations[skill]
+        self.collecting = skill
+        try:
+            skill.effect(0, skill.lv)
+            return tuple(self._pending), self._reads.copy()
+        finally:
+            self.collecting = None
+
+    @staticmethod
+    def _combine(base, contributions):
+        contributions = sorted(contributions, key=lambda item: (item.source.id, item.index))
+        overrides = {item.value for item in contributions if item.operation == '='}
+        if len(overrides) > 1:
+            sources = ', '.join(item.source.name for item in contributions if item.operation == '=')
+            raise ValueError(f'关联赋值冲突: {sources}')
+        if overrides:
+            base = overrides.pop()
+        return (base + sum(item.value for item in contributions if item.operation == '+')) * prod(
+            item.value for item in contributions if item.operation == '*'
+        )
+
+    def _restore_outputs(self):
+        for (target, attr), value in self._output_base.items():
+            if value is _MISSING:
+                object.__delattr__(target, attr)
+            else:
+                object.__setattr__(target, attr, value)
+        self._output_base.clear()
+
+    def resolve_states(self):
+        # 依赖来源：level_source、跨技能 lv 读取、指向 STATE_ATTRIBUTES 的关联。
+        # 其他跨技能属性读取不会自动建边；新增此类规则须先扩展依赖机制。
+        if self.resolving or not self._state_dirty:
+            return
+        self.resolving = True
+        try:
+            self._restore_outputs()
+            self.unresolved_targets.clear()
+            for skill, lv in self._levels.items():
+                skill._lv = min(skill.maxLv, max(0, lv))
+            for (skill, attr), value in self._state_base.items():
+                object.__setattr__(skill, attr, value)
+
+            graph = {skill: set() for skill in self.skills}
+            for skill in self.skills:
+                if skill.level_source is not None:
+                    source = self.character.GetSkillByName(skill.level_source)
+                    if source is None:
+                        raise ValueError(f'共享等级源技能不存在: {skill.name} -> {skill.level_source}')
+                    graph[skill].add(source)
+                contributions, reads = self._collect(skill)
+                graph[skill].update(reads)
+                for item in contributions:
+                    if item.target is not self.character and item.attribute in STATE_ATTRIBUTES:
+                        graph[item.target].add(skill)
+            try:
+                order = tuple(TopologicalSorter(graph).static_order())
+            except CycleError as exc:
+                names = ' -> '.join(skill.name for skill in exc.args[1])
+                raise ValueError(f'技能关联状态存在循环依赖: {names}') from exc
+
+            states = defaultdict(list)
+            for skill in order:
+                # All upstream level/parameter contributions are ready now.
+                if skill.level_source is not None:
+                    skill._lv = self.character.GetSkillByName(skill.level_source).lv
+                contributions, reads = self._collect(skill)
+                if not reads.issubset(graph[skill]):
+                    raise ValueError(f'技能关联状态依赖随计算改变: {skill.name}')
+                for item in contributions:
+                    if item.target is self.character or item.attribute not in STATE_ATTRIBUTES:
+                        continue
+                    if skill not in graph[item.target]:
+                        raise ValueError(f'技能关联状态目标随计算改变: {skill.name} -> {item.target.name}')
+                    key = item.target, item.attribute
+                    states[key].append(item)
+                    if item.attribute == 'lv':
+                        base = self._levels[item.target]
+                        value = self._combine(base, states[key])
+                        item.target._lv = min(item.target.maxLv, max(0, int(value)))
+                    else:
+                        base = self._state_base[key]
+                        object.__setattr__(item.target, item.attribute, self._combine(base, states[key]))
+            self._state_dirty = False
+        finally:
+            self.resolving = False
+
+    def resolve(self):
+        if self.resolving or not self._dirty:
+            return
+        self.resolve_states()
+        self.resolving = True
+        try:
+            self._restore_outputs()
+            contributions = []
+            grouped = defaultdict(list)
+            for skill in self.skills:
+                items, _ = self._collect(skill)
+                contributions.extend(items)
+                for item in items:
+                    if item.target is not self.character and item.attribute in STATE_ATTRIBUTES:
+                        continue
+                    grouped[item.target, item.attribute].append(item)
+            for (target, attr), items in grouped.items():
+                base = getattr(target, attr, _MISSING)
+                self._output_base[target, attr] = base
+                if base is _MISSING and not any(item.operation == '=' for item in items):
+                    raise AttributeError(f'技能关联属性不存在: {items[0].source.name} -> {attr}')
+                object.__setattr__(target, attr, self._combine(0 if base is _MISSING else base, items))
+            self.contributions = tuple(contributions)
+            self._dirty = False
+        finally:
+            self.resolving = False
+
+    @contextmanager
+    def batch(self):
+        # 最外层先撤销技能输出贡献，让装备等外部写入落在基础值上，再统一重建。
+        # 这里只隔离技能贡献，不解决装备规则彼此之间的执行顺序依赖。
+        outermost = not self._depth
+        if outermost:
+            self.resolving = True
+            try:
+                self._restore_outputs()
+            finally:
+                self.resolving = False
+            self._dirty = self._state_dirty = True
+        self._depth += 1
+        completed = False
+        try:
+            yield
+            completed = True
+        finally:
+            self._depth -= 1
+            if completed and not self._depth:
+                self.resolve()

backend/core/character/GF/extra/creator.py

@@ -1439,14 +1439,7 @@ class Skill38(CreatorActiveSkill):
 
     mode = ['秒炸', '常规']
 
-    @property
+    level_source = '创世'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName("创世").lv
-
-    @lv.setter
-    def lv(self, value):
-        ...
 
     def setMode(self, mode):
         if mode == '秒炸':

backend/core/character/GF/fighter_female/brawler_female.py

@@ -2210,14 +2210,7 @@ class Skill48(ActiveSkill):
     hit2 = 8
     dataType2 = EnumDamageType.ENCHANTPOISON
 
-    @property
+    level_source = '万毒噬心诀'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName("万毒噬心诀").lv
-
-    @lv.setter
-    def lv(self, value):
-        ...
 
 # 身化万毒
 # fighter_female/brawler_female/78b86e64fbb74c1db1b71c50a5ac21cd

backend/core/character/GF/fighter_male/striker_male.py

@@ -1361,14 +1361,7 @@ class Skill40(ActiveSkill):
     data0 = get_data(f'{prefix}/{uuid}', 0)
     hit0 = 1
 
-    @property
+    level_source = '烈焰焚步'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName("烈焰焚步").lv
-
-    @lv.setter
-    def lv(self, value):
-        ...
 
 # 飞燕旋风
 # fighter_male/striker_male/8e358ecf99ac9df31a6132aeafe378a9

backend/core/character/GF/gunner_female/launcher_female.py

@@ -682,7 +682,7 @@ class Skill22(PassiveSkill):
     def effect(self, old, new):
         skills = []
         for i in self.char.skills:
-            if i.type == "active" and i.learnLv not in [50,85,100] and i.damage and i.lv > 0:
+            if i.type == "active" and i.learnLv not in [50,85,100] and i.damage and self.char.skill_effects.is_learned(i):
                 skills.append(i.name)
         self.associate = [{"type":"+lv","data":[0] + [1]*self.maxLv,"ratio":1,"skills":skills}]
         super().effect(old, new)

backend/core/character/GF/gunner_male/launcher_male.py

@@ -672,7 +672,7 @@ class Skill22(PassiveSkill):
     def effect(self, old, new):
         skills = []
         for i in self.char.skills:
-            if i.type == "active" and i.learnLv not in [50,85,100] and i.damage and i.lv > 0:
+            if i.type == "active" and i.learnLv not in [50,85,100] and i.damage and self.char.skill_effects.is_learned(i):
                 skills.append(i.name)
         self.associate = [{"type":"+lv","data":[0] + [1]*self.maxLv,"ratio":1,"skills":skills}]
         super().effect(old, new)

backend/core/character/GF/mage_female/elementalist.py

@@ -912,25 +912,10 @@ class Skill25(ActiveSkill):
     # 蓄气时间上限减少率 : {value3}%
     data3 = get_data(f'{prefix}/{uuid}', 3)
 
-    _ratio = 1
+    ratio = 1.0
 
     associate = [{"type":"*cdRatio","data":data1,"skills":['冰墙', '元素之门', '元素之幕', '元素震荡', '圣灵水晶', '烈焰冲击','天雷', '雷旋', '杰克降临', '湮灭黑洞', '极冰盛宴', '虚无之球', '光与暗的交响']}]
 
-    @property
-    def ratio(self):
-        return self._ratio
-
-    @ratio.setter
-    def ratio(self, value):
-        if self._ratio != value:
-            data = self.associate[0]
-            ratio = (1 - data['data'][self.lv] / 100 * value) / (1 - data['data'][self.lv] / 100 * self._ratio)
-            for item in data['skills']:
-                skill = self.char.GetSkillByName(item)
-                if skill is not None:
-                    skill.cdRatio *= ratio
-            self._ratio = value
-
     # 技能等级变化的时候，系数对应的数值变化
     def update_skill_attribute(self, skill, type, old, new, data, ratio=100, weapon=(), weapon_type=None, weapon_options=()):
         super().update_skill_attribute(skill, type, old, new, data, ratio / self.ratio, weapon, weapon_type, weapon_options)
@@ -1139,25 +1124,10 @@ class Skill31(PassiveSkill):
     # 所有属性抗性增加值 : {value1}
     data1 = get_data(f'{prefix}/{uuid}', 1)
 
-    _ratio = 1
+    ratio = 1.0
 
     associate = [{"type":"*skillDamage","data":data0}]
 
-    @property
-    def ratio(self):
-        return self._ratio
-
-    @ratio.setter
-    def ratio(self, value):
-        if self._ratio != value:
-            data = self.associate[0]
-            ratio = (1 + data['data'][self.lv] / 100 * value) / (1 + data['data'][self.lv] / 100 * self._ratio)
-            for item in self.char.GetSkillNames('all', True):
-                skill = self.char.GetSkillByName(item)
-                if skill is not None:
-                    skill.skillRation *= ratio
-            self._ratio = value
-
     # 技能等级变化的时候，系数对应的数值变化
     def update_skill_attribute(self, skill, type, old, new, data, ratio=100, weapon=(), weapon_type=None, weapon_options=()):
         super().update_skill_attribute(skill, type, old, new, data, ratio / self.ratio, weapon, weapon_type, weapon_options)

backend/core/character/GF/mage_female/summoner.py

@@ -2924,14 +2924,7 @@ class Skill60(ActiveSkill):
     # 自身强化
     skillDamage = 1.15
 
-    @property
+    level_source = '传说召唤 : 逆月者拉莫斯'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName("传说召唤 : 逆月者拉莫斯").lv
-
-    @lv.setter
-    def lv(self, value):
-        ...
 
 # 逆月
 # mage_female/summoner/10834437b54f67c4c27f92eaabd59bb1

backend/core/character/GF/mage_female/witch.py

@@ -2505,13 +2505,7 @@ class Skill49(ActiveSkill):
 
     associate = [{'data': data3, 'skills': ['变异苍蝇拍', '超级苍蝇拍', '改良舒露露', '改良魔法星弹', '暗影斗篷', '技艺融合', '超级棒棒糖', '光电兔', '雪人刨冰', '乌洛波洛斯之环', '糖果大作战精怪乐园', '糖果大作战捣蛋杰克']}, {'data': data4, 'type': '+powerFail', 'skills': ['熔岩药瓶', '暴炎加热炉', '冰霜钻孔车']}]
 
-    @property
+    level_source = '贤者之石'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName('贤者之石').lv
-
-    @lv.setter
-    def lv(self, value): ...
 
     def getSkillData(self, lv = 0):
         pre = self.char.GetSkillByName('超级苍蝇拍')

backend/core/character/GF/priest_male/avenger.py

@@ -1383,14 +1383,7 @@ class Skill33(ActiveSkill):
 
     associate = [{"data": [0] + [10]*maxLv,"skills":[name]}]
 
-    @property
+    level_source = '魔化 : 末日守卫者'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName("魔化 : 末日守卫者").lv
-
-    @lv.setter
-    def lv(self, value):
-        ...
 
     def skillInfo(self, mode = None):
         pre = self.char.GetSkillByName("魔化 : 末日守卫者")

backend/core/character/GF/priest_male/crusader_male_carry.py

@@ -1725,13 +1725,7 @@ class Skill47(ActiveSkill):
     hasVP = False
     hasUP = False
 
-    @property
+    level_source = '神圣洗礼 : 信仰之翼'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName('神圣洗礼 : 信仰之翼').lv
-
-    @lv.setter
-    def lv(self, value): ...
 
     # 爆炸攻击力 : {value0}
     data0 = get_data(f'{prefix}/{uuid}', 0)

backend/core/character/GF/swordman_female/vegabond.py

@@ -652,13 +652,7 @@ class Skill21(ActiveSkill):
     # 范围比率 : {value3}%
     data3 = get_data(f'{prefix}/{uuid}', 3)
 
-    @property
+    level_source = '三才回轮剑'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName("三才回轮剑").lv
-
-    @lv.setter
-    def lv(self, value): ...
 
 # 轮回剑
 # swordman_female/vegabond/852f8ad797db4dca1405cb3e77198401
@@ -695,13 +689,7 @@ class Skill22(ActiveSkill):
     # 范围比率 : {value3}%
     data3 = get_data(f'{prefix}/{uuid}', 3)
 
-    @property
+    level_source = '三才回轮剑'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName("三才回轮剑").lv
-
-    @lv.setter
-    def lv(self, value): ...
 
 # 三才回轮剑
 # swordman_female/vegabond/ab6fc3303df03b58911967dfca2b5d07

backend/core/character/GF/swordman_male/ghostblade.py

@@ -1052,14 +1052,7 @@ class Skill31(ActiveSkill):
     data0 = get_data(f'{prefix}/{uuid}', 0)
     hit0 = 3
 
-    @property
+    level_source = '鬼连击'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName("鬼连击").lv
-
-    @lv.setter
-    def lv(self, value):
-        ...
 
     def getSkillCD(self,mode=None):
       return self.char.GetSkillByName("鬼连击").getSkillCD(mode)

backend/core/character/GF/swordman_male/soul_bender.py

@@ -1746,13 +1746,7 @@ class Skill42(ActiveSkill):
     # [冥炎剑]最后一击范围比率 : {value4}%
     data4 = get_data(f'{prefix}/{uuid}', 4)
 
-    @property
+    level_source = '冥炎之卡洛'
-    def lv(self):
-        """技能等级"""
-        return self.char.GetSkillByName('冥炎之卡洛').lv
-
-    @lv.setter
-    def lv(self, value): ...
 
     def vp_1(self):
         """

backend/core/character/GF/thief/rogue.py

@@ -742,26 +742,10 @@ class Skill20(ActiveSkill):
     # 7点 : {value7}%
     data7 = get_data(f'{prefix}/{uuid}', 7)
 
-    _maxLayer = 6
+    maxLayer = 6
 
     associate = [{'type': '*endpower', 'data': data0}, {'type': '*endpower'}]
 
-    @property
-    def maxLayer(self):
-        return self._maxLayer
-
-    @maxLayer.setter
-    def maxLayer(self, value):
-        if self._maxLayer != value:
-            skills = self.char.GetSkillNames('all', True)
-            if self.lv > 0:
-                raito = (getattr(self, f'data{int(value)}')[self.lv] - 100) / (getattr(self, f'data{int(self.maxLayer)}')[self.lv] - 100)
-                for name in skills:
-                    skill = self.char.GetSkillByName(name)
-                    if skill.type == 'active' and skill.damage:
-                        skill.endpower *= raito
-            self._maxLayer = value
-
     def update_skill_attribute(self, skill, type, old, new, data, ratio=100, weapon=(), weapon_type=None, weapon_options=()):
         if len(data) == 0:
             data = getattr(self, f'data{int(self.maxLayer)}')
@@ -1080,7 +1064,7 @@ class Skill27(PassiveSkill):
     associate = [
         {'type': '$*PAtkP', 'data': data0},
         {'type': '*cdReduce', 'data': data1, 'exceptSkills': []},
-        {'type': '+maxLayer', 'data': data2, 'ratio': 1, 'skills': ['终结追击']},
+        {'type': '+maxLayer', 'data': data2, 'ratio': 1, 'skills': ['终结之击']},
     ]
 
 # 旋舞斩

backend/tests/smoke/test_calc_availability.py

@@ -102,3 +102,50 @@ def test_all_equipment_can_calculate_when_equipped_once(equ, part, minimal_calc_
 
     assert character is not None
     _assert_calc_result_shape(character.calc(config))
+
+
+@pytest.mark.parametrize('vp', [0, 1, 2])
+@pytest.mark.parametrize('alter', _character_params())
+def test_all_gf_learned_skill_results_ignore_configuration_order(alter, vp, minimal_calc_config):
+    """Exercise real profession rules, including every VP-dependent effect."""
+    from copy import deepcopy
+    from random import Random
+
+    probe = createCharacter(alter, '0')
+    values = [
+        (str(skill.id), {'lv': skill.calculate_lv(), 'vp': vp, 'up': 0})
+        for skill in sorted(probe.skills, key=lambda item: item.id)
+    ]
+    shuffled = values.copy()
+    Random(42).shuffle(shuffled)
+    results = []
+    for ordered in (values, values[::-1], shuffled):
+        config = deepcopy(minimal_calc_config)
+        config['skills'] = dict(ordered)
+        config['skillShortcuts'] = {'combos': [[] for _ in range(6)]}
+        result = createCharacter(alter, '0').calc(config)
+        result.pop('uuid')
+        results.append(result)
+    assert results[0] == results[1] == results[2]
+
+
+@pytest.mark.parametrize('alter', _character_params())
+def test_learned_skills_with_weapon_ignore_configuration_order(alter, minimal_calc_config):
+    from copy import deepcopy
+
+    probe = createCharacter(alter, '0')
+    weapon = next(
+        equ for equ in get_equipment('0').equs
+        if equ.itemType == '武器' and equ.itemDetailType in probe.武器选项
+    )
+    values = [(str(skill.id), {'lv': skill.calculate_lv(), 'vp': 2, 'up': 0}) for skill in probe.skills]
+    results = []
+    for ordered in (values, values[::-1]):
+        config = deepcopy(minimal_calc_config)
+        config['equips']['武器']['id'] = weapon.id
+        config['skills'] = dict(ordered)
+        config['skillShortcuts'] = {'combos': [[] for _ in range(6)]}
+        result = createCharacter(alter, '0').calc(config)
+        result.pop('uuid')
+        results.append(result)
+    assert results[0] == results[1]

backend/tests/unit/test_skill_effects.py

@@ -0,0 +1,329 @@
+"""Behavioral regressions for the shared skill association resolver."""
+from types import SimpleNamespace
+
+import pytest
+
+from core.basic.character import createCharacter
+from core.basic.skill import ActiveSkill, PassiveSkill
+from core.basic.skill_effects import SkillEffectEngine
+
+
+@pytest.fixture
+def character_factory(minimal_calc_config):
+    def create(alter):
+        char = createCharacter('GF.' + alter)
+        char.setInfo = minimal_calc_config
+        char.SetDetail(minimal_calc_config)
+        return char
+    return create
+
+
+def grenade_factor(char):
+    awake = char.GetSkillByName('单兵推进器-02X')
+    return char.GetSkillByName('G-14手雷').skillDamage / (1 + awake.data0[awake.lv] / 100)
+
+
+@pytest.mark.parametrize('reverse', [False, True])
+def test_grenade_mastery_uses_final_awakening_parameter(character_factory, reverse):
+    char = character_factory('gunner_female.spitfire_female')
+    mastery = char.GetSkillByName('手雷精通')
+    awake = char.GetSkillByName('单兵推进器-02X')
+    operations = [(mastery, 11), (awake, 10)]
+    for skill, lv in operations[::-1] if reverse else operations:
+        skill.lv = lv
+    assert mastery.ratio == pytest.approx(1.2)
+    assert grenade_factor(char) == pytest.approx(2.32)
+    mastery.lv = 12
+    assert grenade_factor(char) == pytest.approx(2.44)
+    awake.lv = 0
+    assert grenade_factor(char) == pytest.approx(2.2)
+    mastery.lv = 0
+    assert grenade_factor(char) == pytest.approx(1)
+
+
+def test_equipment_baseline_and_character_stats_survive_refresh(character_factory):
+    char = character_factory('gunner_female.spitfire_female')
+    mastery = char.GetSkillByName('手雷精通')
+    awake = char.GetSkillByName('单兵推进器-02X')
+    mastery.lv = 11
+    char.SetSkillRation(1, 100, .15)
+    char.SetStatus(Spirit=40)
+    spirit = char.Spirit
+    awake.lv = 10
+    assert grenade_factor(char) == pytest.approx(2.32 * 1.15)
+    assert char.Spirit == spirit
+    before = [(s.lv, s.skillDamage) for s in char.skills]
+    for _ in range(3):
+        char.skill_effects.resolve()
+    assert [(s.lv, s.skillDamage) for s in char.skills] == before
+    awake.lv = mastery.lv = 0
+    assert char.GetSkillByName('G-14手雷').skillDamage == pytest.approx(1.15)
+
+
+@pytest.mark.parametrize('auto_first', [False, True])
+def test_traveler_condition_reads_final_levels(character_factory, auto_first):
+    char = character_factory('archer.traveler')
+    crest = char.GetSkillByName('流浪之星的纹章')
+    auto = char.GetSkillByName('自动操作模式')
+    meteor = char.GetSkillByName('神雾兵仗·流星')
+    values = [(crest, 1), (auto, 1)]
+    char.SetSkills({str(s.id): {'lv': lv} for s, lv in (values[::-1] if auto_first else values)})
+    assert meteor.cdReduce == 1
+    auto.lv = 0
+    assert meteor.cdReduce == pytest.approx(.9)
+    auto.lv = 1
+    assert meteor.cdReduce == 1
+
+
+@pytest.mark.parametrize('sex', ['male', 'female'])
+@pytest.mark.parametrize('mastery_first', [False, True])
+def test_launcher_level_bonus_ignores_request_order(character_factory, sex, mastery_first):
+    char = character_factory(f'gunner_{sex}.launcher_{sex}')
+    mastery = char.GetSkillByName('重火器奥义')
+    laser = char.GetSkillByName('激光炮')
+    values = [(mastery, 1), (laser, 10)]
+    config = {str(s.id): {'lv': lv} for s, lv in (values if mastery_first else values[::-1])}
+    char.SetSkills(config)
+    assert laser.lv == 11
+    char.SetSkills(config)
+    assert laser.lv == 11
+    char.AddSkillLv(1, 100, 1)
+    assert laser.lv == 12
+    mastery.lv = 0
+    assert laser.lv == 11
+
+
+def test_vp_switch_replaces_and_removes_associations(character_factory):
+    char = character_factory('gunner_female.launcher_female')
+    source = char.GetSkillByName('X-2太阳神光炮')
+    target = char.GetSkillByName('激光炮')
+    source.lv = 1
+    source.vp = 1
+    assert target.skillRation == pytest.approx(.875)
+    source.vp = 0
+    assert target.skillRation == 1
+    source.vp = 1
+    assert target.skillRation == pytest.approx(.875)
+    source.lv = 0
+    assert target.skillRation == 1
+
+
+@pytest.mark.parametrize('reverse', [False, True])
+def test_elementalist_uses_consistent_damage_and_cooldown_fields(character_factory, reverse):
+    char = character_factory('mage_female.elementalist')
+    mastery = char.GetSkillByName('属性精通')
+    show = char.GetSkillByName('魔法秀')
+    rune = char.GetSkillByName('圣灵符文')
+    wall = char.GetSkillByName('冰墙')
+    values = [(mastery, 5), (show, 10), (rune, 1)]
+    for s, lv in values[::-1] if reverse else values:
+        s.lv = lv
+    assert wall.skillDamage == pytest.approx(1 + mastery.data0[5] * mastery.ratio / 100)
+    assert wall.skillRation == 1
+    assert wall.cdRatio == pytest.approx(1 - show.data1[10] * show.ratio / 100)
+    rune.lv = 0
+    assert wall.skillDamage == pytest.approx(1 + mastery.data0[5] / 100)
+
+
+def synthetic_character(classes):
+    char = SimpleNamespace(role='test', name='test', 武器选项=['test'])
+    char.GetWeaponType = lambda: ('test', '')
+    char.skills = [cls(char) for cls in classes]
+    char.GetSkillByName = lambda name: next((s for s in char.skills if s.name == name), None)
+    char.GetSkills = lambda *args: [s for s in char.skills if s.damage]
+    char.skill_effects = SkillEffectEngine(char)
+    return char
+
+
+def test_state_dependencies_resolve_before_damage_and_clamp_after_aggregation():
+    class Skill1(PassiveSkill):
+        name = 'upstream'
+        maxLv = 10
+        associate = [{'type': '+lv', 'data': [0, 200], 'skills': ['middle']}]
+
+    class Skill2(PassiveSkill):
+        name = 'middle'
+        maxLv = 3
+        ratio = 1.0
+        associate = [{'type': '*ratio', 'data': [0, 10, 20, 30], 'skills': ['mastery']}]
+
+    class Skill3(PassiveSkill):
+        name = 'mastery'
+        maxLv = 10
+        ratio = 1.0
+
+        def effect(self, old, new):
+            self.associate = [{'data': [0, 100 * self.ratio], 'skills': ['target']}]
+            super().effect(old, new)
+
+    class Skill4(ActiveSkill):
+        name = 'target'
+        maxLv = 10
+
+    char = synthetic_character([Skill1, Skill2, Skill3, Skill4])
+    with char.skill_effects.batch():
+        for s in char.skills:
+            char.skill_effects.set_input_level(s, 1)
+    upstream, middle, mastery, target = char.skills
+    assert middle.lv == 3
+    assert mastery.ratio == pytest.approx(1.3)
+    assert target.skillDamage == pytest.approx(2.3)
+    upstream.lv = 0
+    assert middle.lv == 1
+    assert mastery.ratio == pytest.approx(1.1)
+    assert target.skillDamage == pytest.approx(2.1)
+
+
+def test_zero_assignment_can_be_removed_without_division():
+    class Skill1(PassiveSkill):
+        name = 'disable'
+        maxLv = 1
+        associate = [{'type': '=skillDamage', 'data': [0, 0], 'skills': ['target']}]
+
+    class Skill2(ActiveSkill):
+        name = 'target'
+        maxLv = 1
+
+    char = synthetic_character([Skill1, Skill2])
+    source, target = char.skills
+    with char.skill_effects.batch():
+        target.skillDamage *= 1.15
+        char.skill_effects.set_input_level(source, 1)
+    assert target.skillDamage == 0
+    source.lv = 0
+    assert target.skillDamage == pytest.approx(1.15)
+
+
+def test_state_cycles_report_the_involved_skills():
+    class Skill1(PassiveSkill):
+        name = 'first'
+        maxLv = 10
+        associate = [{'type': '+lv', 'data': [0, 100], 'skills': ['second']}]
+
+    class Skill2(PassiveSkill):
+        name = 'second'
+        maxLv = 10
+        associate = [{'type': '+lv', 'data': [0, 100], 'skills': ['first']}]
+
+    char = synthetic_character([Skill1, Skill2])
+    with pytest.raises(ValueError, match='循环依赖:.*first.*second|循环依赖:.*second.*first'):
+        with char.skill_effects.batch():
+            for s in char.skills:
+                char.skill_effects.set_input_level(s, 1)
+
+
+def test_missing_target_is_exposed_for_rule_audits():
+    class Skill1(PassiveSkill):
+        name = 'source'
+        maxLv = 1
+        associate = [{'data': [0, 10], 'skills': ['missing']}]
+
+    char = synthetic_character([Skill1])
+    char.skills[0].lv = 1
+    assert char.skill_effects.unresolved_targets == {('source', 'missing')}
+
+
+@pytest.mark.parametrize('reverse', [False, True])
+def test_creator_tree_shares_final_creation_level_without_target_cap(character_factory, reverse):
+    char = character_factory('extra.creator')
+    source = char.GetSkillByName('创世')
+    tree = char.GetSkillByName('生命之树')
+    values = [(source, 10), (tree, 1)]
+    char.SetSkills({str(s.id): {'lv': lv} for s, lv in (values[::-1] if reverse else values)})
+    assert tree.maxLv == 1
+    assert source.lv == tree.lv == 10
+    tree.lv = 1
+    assert tree.lv == 10
+    char.AddSkillLv(85, 85, 1)
+    assert source.lv == tree.lv == 11
+    source.lv = 0
+    assert tree.lv == 0
+
+
+def test_level_links_chain_and_detect_cycles():
+    class Skill1(PassiveSkill):
+        name = 'source'
+        maxLv = 20
+
+    class Skill2(PassiveSkill):
+        name = 'middle'
+        maxLv = 1
+        level_source = 'source'
+
+    class Skill3(ActiveSkill):
+        name = 'target'
+        maxLv = 1
+        level_source = 'middle'
+
+    char = synthetic_character([Skill3, Skill2, Skill1])
+    source = char.GetSkillByName('source')
+    source.lv = 10
+    assert [s.lv for s in char.skills] == [10, 10, 10]
+    source.level_source = 'target'
+    with pytest.raises(ValueError, match='循环依赖'):
+        char.skill_effects.changed()
+
+
+def test_exception_inside_batch_is_not_replaced_by_resolution_error():
+    class Skill1(PassiveSkill):
+        name = 'source'
+        maxLv = 20
+        level_source = 'missing'
+
+    char = synthetic_character([Skill1])
+    with pytest.raises(RuntimeError, match='original error'):
+        with char.skill_effects.batch():
+            raise RuntimeError('original error')
+
+
+def test_character_passive_stats_preserve_external_additions(character_factory):
+    char = character_factory('priest_male.crusader_male')
+    source = char.GetSkillByName('守护恩赐')
+    base = char.Spirit
+    source.lv = 10
+    passive = source.data1[10]
+    assert char.Spirit == pytest.approx(base + passive)
+    char.SetStatus(Spirit=40)
+    source.lv = 11
+    assert char.Spirit == pytest.approx(base + 40 + source.data1[11])
+    source.lv = 0
+    assert char.Spirit == pytest.approx(base + 40)
+
+
+def test_conflicting_assignments_are_reported():
+    class Skill1(PassiveSkill):
+        name = 'first'
+        maxLv = 1
+        associate = [{'type': '=cd', 'data': [0, 20], 'skills': ['target']}]
+
+    class Skill2(PassiveSkill):
+        name = 'second'
+        maxLv = 1
+        associate = [{'type': '=cd', 'data': [0, 30], 'skills': ['target']}]
+
+    class Skill3(ActiveSkill):
+        name = 'target'
+        maxLv = 1
+
+    char = synthetic_character([Skill1, Skill2, Skill3])
+    with pytest.raises(ValueError, match='关联赋值冲突'):
+        with char.skill_effects.batch():
+            for s in char.skills:
+                char.skill_effects.set_input_level(s, 1)
+
+
+def test_random_grenade_level_updates_match_final_configuration(character_factory):
+    from random import Random
+
+    char = character_factory('gunner_female.spitfire_female')
+    mastery = char.GetSkillByName('手雷精通')
+    awake = char.GetSkillByName('单兵推进器-02X')
+    rng = Random(42)
+    for _ in range(100):
+        if rng.randrange(2):
+            mastery.lv = rng.randrange(21)
+        else:
+            awake.lv = rng.randrange(11)
+        expected = (1 + mastery.data0[mastery.lv] * (1 + awake.data1[awake.lv] / 100) / 100) * (1 + awake.data0[awake.lv] / 100)
+        for name in ('G-14手雷', 'G-35L感电手雷', 'G-18C冰冻手雷'):
+            assert char.GetSkillByName(name).skillDamage == pytest.approx(expected)