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core2026/app/game-engine/test/generalAiLegacyDecisionParity.test.ts
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TypeScript

import { describe, expect, it } from 'vitest';
import type { City, General, Nation } from '@sammo-ts/logic';
import type { GeneralAI } from '../src/turn/ai/generalAi.js';
import { do일반내정, do전쟁내정 } from '../src/turn/ai/generalAi/general/devActions.js';
import { do금쌀구매 } from '../src/turn/ai/generalAi/general/economyActions.js';
import { do국가선택, do중립 } from '../src/turn/ai/generalAi/general/politicsActions.js';
import { do징병 } from '../src/turn/ai/generalAi/general/recruitActions.js';
import { do전투준비, do출병 } from '../src/turn/ai/generalAi/general/warActions.js';
import { do전방워프, do집합, do후방워프 } from '../src/turn/ai/generalAi/general/warpActions.js';
import { doNPC몰수, do유저장포상 } from '../src/turn/ai/generalAi/nation/rewards.js';
type Candidate = {
action: string;
args: Record<string, unknown>;
reason: string;
};
type ScriptedRng = {
bools: boolean[];
choices: unknown[];
weightedPairs: Array<Array<[unknown, number]>>;
nextBool: (probability?: number) => boolean;
nextFloat1: () => number;
nextRangeInt: (min: number, max: number) => number;
choice: <T>(items: T[] | Record<string, T>) => T;
choiceUsingWeight: <T extends string | number>(items: Record<T, number>) => T;
choiceUsingWeightPair: <T>(items: Array<[T, number]>) => T;
};
const makeRng = (bools: boolean[] = [], choices: unknown[] = []): ScriptedRng => {
const scriptedChoices = [...choices];
return {
bools: [...bools],
choices: scriptedChoices,
weightedPairs: [],
nextBool() {
return this.bools.shift() ?? false;
},
nextFloat1() {
return 0;
},
nextRangeInt(min) {
const picked = scriptedChoices.shift();
return typeof picked === 'number' ? picked : min;
},
choice<T>(items: T[] | Record<string, T>): T {
const values = Array.isArray(items) ? items : Object.values(items);
const picked = scriptedChoices.shift();
if (typeof picked === 'number' && Number.isInteger(picked) && picked >= 0 && picked < values.length) {
return values[picked]!;
}
if (picked !== undefined && values.includes(picked as T)) {
return picked as T;
}
return values[0]!;
},
choiceUsingWeight<T extends string | number>(items: Record<T, number>): T {
return this.choice(
Object.keys(items).map((key) => {
const numeric = Number(key);
return (Number.isNaN(numeric) ? key : numeric) as T;
})
);
},
choiceUsingWeightPair<T>(items: Array<[T, number]>): T {
this.weightedPairs.push(items);
const picked = scriptedChoices.shift();
if (typeof picked === 'number' && Number.isInteger(picked) && picked >= 0 && picked < items.length) {
return items[picked]![0];
}
return items[0]![0];
},
};
};
const baseGeneral = (): General => ({
id: 1,
name: '가상장수',
nationId: 1,
cityId: 1,
troopId: 0,
stats: { leadership: 70, strength: 70, intelligence: 70 },
experience: 0,
dedication: 0,
officerLevel: 1,
role: {
items: { horse: null, weapon: null, book: null, item: null },
personality: null,
specialDomestic: null,
specialWar: null,
},
injury: 0,
gold: 10_000,
rice: 10_000,
crew: 0,
crewTypeId: 1,
train: 0,
atmos: 0,
age: 30,
npcState: 2,
triggerState: { flags: {}, counters: {}, modifiers: {}, meta: {} },
meta: { killturn: 100, fullLeadership: 70 },
});
const baseCity = (): City => ({
id: 1,
name: '가상도시',
nationId: 1,
level: 5,
state: 0,
population: 100_000,
populationMax: 100_000,
agriculture: 10_000,
agricultureMax: 10_000,
commerce: 10_000,
commerceMax: 10_000,
security: 10_000,
securityMax: 10_000,
supplyState: 1,
frontState: 0,
defence: 10_000,
defenceMax: 10_000,
wall: 10_000,
wallMax: 10_000,
meta: { trust: 100, trade: 100 },
});
const baseNation = (): Nation => ({
id: 1,
name: '가상국',
color: '#ffffff',
capitalCityId: 1,
chiefGeneralId: 1,
gold: 100_000,
rice: 100_000,
power: 100,
level: 1,
typeCode: 'che_중립',
meta: { tech: 0 },
});
const makeAi = (
overrides: {
general?: Partial<General>;
city?: Partial<City>;
nation?: Partial<Nation>;
dipState?: number;
attackable?: boolean;
genType?: number;
year?: number;
startYear?: number;
rng?: ScriptedRng;
blockedActions?: string[];
nations?: Nation[];
generals?: General[];
disabledPolicyActions?: string[];
} = {}
): GeneralAI => {
const general = {
...baseGeneral(),
...overrides.general,
meta: { ...baseGeneral().meta, ...overrides.general?.meta },
};
const city = { ...baseCity(), ...overrides.city, meta: { ...baseCity().meta, ...overrides.city?.meta } };
const nation = {
...baseNation(),
...overrides.nation,
meta: { ...baseNation().meta, ...overrides.nation?.meta },
};
const rng = overrides.rng ?? makeRng();
const blocked = new Set(overrides.blockedActions ?? []);
const disabledPolicyActions = new Set(overrides.disabledPolicyActions ?? []);
const nations = overrides.nations ?? [nation];
const generals = overrides.generals ?? [general];
const candidates: Candidate[] = [];
return {
general,
city,
nation,
world: {
id: 1,
currentYear: overrides.year ?? 190,
currentMonth: 1,
tickSeconds: 600,
lastTurnTime: new Date('0190-01-01T00:00:00Z'),
meta: { seed: 1 },
},
worldRef: {
listNations: () => nations,
listGenerals: () => generals,
listCities: () => [city],
listTroops: () => [],
listDiplomacy: () => [],
getNationById: (id: number) => nations.find((item) => item.id === id) ?? null,
getGeneralById: (id: number) => generals.find((item) => item.id === id) ?? null,
getCityById: (id: number) => (city.id === id ? city : null),
getTroopById: () => null,
getDiplomacyEntry: () => null,
},
map: {
id: 'test',
name: 'test',
cities: [
{
id: 1,
name: '가상도시',
level: 5,
region: 1,
position: { x: 0, y: 0 },
connections: [2],
max: {
population: 100_000,
agriculture: 10_000,
commerce: 10_000,
security: 10_000,
defence: 10_000,
wall: 10_000,
},
initial: {
population: 100_000,
agriculture: 10_000,
commerce: 10_000,
security: 10_000,
defence: 10_000,
wall: 10_000,
},
},
],
defaults: { trust: 100, trade: 100, supplyState: 1, frontState: 0 },
},
unitSet: {
id: 'test',
name: 'test',
defaultCrewTypeId: 1,
crewTypes: [
{
id: 1,
armType: 1,
name: '보병',
attack: 10,
defence: 10,
speed: 10,
avoid: 0,
magicCoef: 0,
cost: 10,
rice: 1,
requirements: [],
attackCoef: {},
defenceCoef: {},
info: [],
initSkillTrigger: null,
phaseSkillTrigger: null,
iActionList: null,
},
],
},
scenarioConfig: {
stat: { total: 300, min: 1, max: 100, npcTotal: 150, npcMax: 50, npcMin: 1, chiefMin: 70 },
iconPath: '',
map: {},
const: {},
environment: { mapName: 'test', unitSet: 'test' },
},
startYear: overrides.startYear ?? 180,
commandEnv: {
baseGold: 1000,
baseRice: 1000,
develCost: 10,
maxResourceActionAmount: 10_000,
minAvailableRecruitPop: 30_000,
maxTrainByCommand: 100,
maxAtmosByCommand: 100,
defaultCrewTypeId: 1,
openingPartYear: 3,
initialNationGenLimit: 10,
maxTechLevel: 10,
techLevelIncYear: 5,
initialAllowedTechLevel: 1,
},
aiConst: {
baseGold: 1000,
baseRice: 1000,
minAvailableRecruitPop: 30_000,
maxResourceActionAmount: 10_000,
minNationalGold: 1000,
minNationalRice: 1000,
defaultStatMax: 100,
defaultStatNpcMax: 50,
chiefStatMin: 70,
npcMessageFreqByDay: 0,
availableNationTypes: [],
},
dipState: overrides.dipState ?? 0,
attackable: overrides.attackable ?? false,
genType: overrides.genType ?? 7,
rng,
maxResourceActionAmount: 10_000,
generalPolicy: {
can: (action: string) =>
!disabledPolicyActions.has(action) && !['모병', '고급병종', '한계징병'].includes(action),
},
nationPolicy: {
minWarCrew: 1500,
minNpcRecruitCityPopulation: 30_000,
safeRecruitCityPopulationRatio: 0.5,
properWarTrainAtmos: 90,
minimumResourceActionAmount: 1000,
reqNationGold: 10_000,
reqNationRice: 12_000,
reqHumanWarRecommandGold: 20_000,
reqHumanWarRecommandRice: 20_000,
reqHumanDevelGold: 10_000,
reqHumanDevelRice: 10_000,
reqNpcWarGold: 10_000,
reqNpcWarRice: 10_000,
reqNpcDevelGold: 5_000,
reqNpcDevelRice: 5_000,
},
calcCityDevelRate: (target: City) => ({
trust: [Number(target.meta.trust ?? 0) / 100, 4],
pop: [target.population / target.populationMax, 4],
agri: [target.agriculture / target.agricultureMax, 2],
comm: [target.commerce / target.commerceMax, 2],
secu: [target.security / target.securityMax, 1],
def: [target.defence / target.defenceMax, 1],
wall: [target.wall / target.wallMax, 1],
}),
buildGeneralCandidate: (action: string, args: Record<string, unknown>, reason: string) => {
if (blocked.has(action)) {
return null;
}
const candidate = { action, args, reason };
candidates.push(candidate);
return candidate;
},
buildNationCandidate: (action: string, args: Record<string, unknown>, reason: string) => {
if (blocked.has(action)) {
return null;
}
const candidate = { action, args, reason };
candidates.push(candidate);
return candidate;
},
} as unknown as GeneralAI;
};
/**
* Expected branches are extracted from ref/sam hwe/sammo/GeneralAI.php
* at ng_compare@fe9ae978. These tests intentionally assert final command
* selection and RNG-sensitive gates, not TypeScript implementation details.
*/
describe('legacy NPC AI final-decision parity', () => {
it.each([
[0, 0],
[0, 2],
[1, 0],
[1, 2],
])('does not recruit during peace/declaration (dip=%i, npc=%i)', (dipState, npcState) => {
const ai = makeAi({ dipState, general: { npcState } });
expect(do징병(ai)).toBeNull();
});
it.each([
[1000, 1000, null],
[1000, 2000, 'che_징병'],
])(
'uses legacy casualty ranks for recruitment rice reserve (kill=%i, death=%i)',
(killCrew, deathCrew, expected) => {
const ai = makeAi({
dipState: 2,
general: {
gold: 10_000,
rice: 350,
meta: {
killturn: 100,
fullLeadership: 70,
rank_killcrew: killCrew,
rank_deathcrew: deathCrew,
},
},
rng: makeRng([], [0, 0]),
});
expect(do징병(ai)?.action ?? null).toBe(expected);
}
);
it.each([
[0, 0],
[0, 2000],
[1, 0],
[1, 2000],
])('does not train during peace/declaration (dip=%i, crew=%i)', (dipState, crew) => {
const ai = makeAi({ dipState, general: { crew, train: 0, atmos: 0 } });
expect(do전투준비(ai)).toBeNull();
});
it.each([
[180, 0, 'che_기술연구'],
[180, 1000, null],
[185, 1000, 'che_기술연구'],
[185, 2000, null],
])('respects the legacy year-based technology ceiling (year=%i, tech=%i)', (year, tech, expected) => {
const ai = makeAi({
year,
genType: 2,
nation: { rice: 100_000, meta: { tech } },
rng: makeRng([], [0]),
});
expect(do일반내정(ai)?.action ?? null).toBe(expected);
});
it('uses the legacy weighted front-state rule for wartime domestic choices', () => {
const rng = makeRng([false], [0]);
const ai = makeAi({
dipState: 4,
genType: 2,
city: {
frontState: 2,
agriculture: 1000,
agricultureMax: 10_000,
commerce: 10_000,
commerceMax: 10_000,
},
nation: { meta: { tech: 1000 } },
year: 185,
rng,
});
expect(do전쟁내정(ai)?.action).toBe('che_기술연구');
const weights = rng.weightedPairs.at(-1)!;
const agriculture = weights.find(([candidate]) => (candidate as Candidate).action === 'che_농지개간')!;
expect(agriculture[1]).toBe(420);
});
it.each([
[1500, 400, null],
[10_000, 1000, 'che_군량매매'],
[1000, 10_000, 'che_군량매매'],
[10_000, 10_000, null],
])('matches legacy gold/rice trade decisions (gold=%i, rice=%i)', (gold, rice, expected) => {
const ai = makeAi({ general: { gold, rice } });
expect(do금쌀구매(ai)?.action ?? null).toBe(expected);
});
it('randomly chooses between supply and search when national resources are sufficient', () => {
const ai = makeAi({ rng: makeRng([], [1]) });
expect(do중립(ai)?.action).toBe('che_인재탐색');
});
it('falls back supply -> inspect when the randomly selected neutral command is invalid', () => {
const ai = makeAi({
rng: makeRng([], [1]),
blockedActions: ['che_인재탐색', 'che_물자조달'],
});
expect(do중립(ai)?.action).toBe('che_견문');
});
it.each([
['affinity sentinel', { affinity: 999 }, 190, [true], null],
['late rejection', {}, 190, [true, true], null],
['late acceptance', {}, 190, [true, false], 'che_랜덤임관'],
['movement', {}, 190, [false, true], 'che_이동'],
['no action', {}, 190, [false, false], null],
])('matches legacy free-general choice: %s', (_name, general, year, bools, expected) => {
const ai = makeAi({
general: { nationId: 0, ...general },
year,
rng: makeRng(bools, [0]),
});
expect(do국가선택(ai)?.action ?? null).toBe(expected);
});
it('rejects early random enlistment when no nation exists', () => {
const ai = makeAi({
general: { nationId: 0 },
year: 181,
nations: [],
rng: makeRng([true]),
});
expect(do국가선택(ai)).toBeNull();
});
it.each([
[false, 4, 100, 100, 2000, null],
[true, 3, 100, 100, 2000, null],
[true, 4, 89, 100, 2000, null],
[true, 4, 100, 89, 2000, null],
[true, 4, 100, 100, 1000, null],
])(
'rejects deployment outside legacy war readiness (attackable=%s dip=%i train=%i atmos=%i crew=%i)',
(attackable, dipState, train, atmos, crew, expected) => {
const ai = makeAi({
attackable,
dipState,
general: { train, atmos, crew },
city: { frontState: 3 },
});
expect(do출병(ai)?.action ?? null).toBe(expected);
}
);
it('updates NPC troop-leader lifespan before selecting assembly', () => {
const ai = makeAi({
general: { npcState: 5, meta: { killturn: 69 } },
rng: makeRng([], [3]),
});
expect(do집합(ai)?.action).toBe('che_집합');
expect(ai.general.meta.killturn).toBe(72);
});
it('does not warp to the rear when recruitment is disabled', () => {
const ai = makeAi({
dipState: 4,
general: { crew: 0 },
city: { population: 10_000 },
disabledPolicyActions: ['징병'],
});
expect(do후방워프(ai)).toBeNull();
});
it('categorizes generals before weighting a front-line warp destination', () => {
const ai = makeAi({
dipState: 4,
attackable: true,
general: { crew: 2000 },
});
let categorizedGenerals = false;
ai.categorizeNationCities = () => {
ai.frontCities = { 1: { ...baseCity(), frontState: 3, important: 1, dev: 1 } };
};
ai.categorizeNationGeneral = () => {
categorizedGenerals = true;
ai.frontCities[1]!.important = 2;
};
expect(do전방워프(ai)?.action).toBe('che_NPC능동');
expect(categorizedGenerals).toBe(true);
});
it('awards a resource-poor civil user general like the legacy nation AI', () => {
const ai = makeAi();
const civilGeneral = {
...baseGeneral(),
id: 2,
npcState: 0,
gold: 0,
rice: 20_000,
meta: { killturn: 100, fullLeadership: 70 },
turnTime: new Date('0190-01-01T00:00:00Z'),
};
ai.userGenerals = { 2: civilGeneral };
ai.userWarGenerals = {};
expect(do유저장포상(ai)?.action).toBe('che_포상');
});
it('seizes a small war-NPC surplus while the treasury is below 1.5x reserve', () => {
const ai = makeAi({ nation: { gold: 12_000, rice: 100_000 } });
const warGeneral = {
...baseGeneral(),
id: 2,
gold: 25_000,
rice: 10_000,
meta: { killturn: 100, fullLeadership: 70 },
turnTime: new Date('0190-01-01T00:00:00Z'),
};
ai.npcCivilGenerals = {};
ai.npcWarGenerals = { 2: warGeneral };
expect(doNPC몰수(ai)?.action).toBe('che_몰수');
});
});