新功能:个性化推荐算法
This commit is contained in:
@@ -20,9 +20,26 @@ function getOptionalEnv(name: string, fallback: string): string {
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return process.env[name] ?? fallback;
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}
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export const APP_ENV = (getOptionalEnv('EXPO_PUBLIC_ENV', 'dev') as AppEnv) ?? 'dev';
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export type AppRuntimeEnv = 'local' | 'dev' | 'prod';
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export const API_BASE_URL = getRequiredEnv('EXPO_PUBLIC_API_BASE_URL');
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export const APP_ENV = (getOptionalEnv('EXPO_PUBLIC_ENV', 'local') as AppRuntimeEnv) ?? 'local';
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function getApiBaseUrl(env: AppRuntimeEnv): string {
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// 向后兼容:若直接提供了 EXPO_PUBLIC_API_BASE_URL,则优先使用(不再强制要求 *_DEV/_PROD)
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const direct = process.env.EXPO_PUBLIC_API_BASE_URL;
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if (direct && String(direct).trim()) return String(direct).trim();
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// 约定:local/dev/prod 三套域名分别配置,便于后续直接切环境而不改代码
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if (env === 'local') {
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return getOptionalEnv('EXPO_PUBLIC_API_BASE_URL_LOCAL', 'http://localhost:8000');
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}
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if (env === 'dev') {
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return getOptionalEnv('EXPO_PUBLIC_API_BASE_URL_DEV', getOptionalEnv('EXPO_PUBLIC_API_BASE_URL_LOCAL', 'http://localhost:8000'));
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}
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return getOptionalEnv('EXPO_PUBLIC_API_BASE_URL_PROD', getOptionalEnv('EXPO_PUBLIC_API_BASE_URL_LOCAL', 'http://localhost:8000'));
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}
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export const API_BASE_URL = getApiBaseUrl(APP_ENV);
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/**
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* 默认语言策略:
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@@ -0,0 +1,51 @@
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import { describe, expect, it } from 'vitest';
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import { buildUserProfileFromQuestionnaire } from '../index';
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import { mapOnboardingSelectionsToQuestionnaireAnswers } from '../onboardingMapping';
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describe('Onboarding → UserProfileScoring 集成', () => {
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it('完整作答:Onboarding 选择能正确映射并生成画像', () => {
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const selections = {
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status: ['pregnant'],
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emotion: ['calm'],
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influence: ['work'],
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support: ['balance'],
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};
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const answers = mapOnboardingSelectionsToQuestionnaireAnswers(selections);
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expect(answers).toEqual({
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mom_stage: 'expecting',
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emotion: 'calm',
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context: 'work',
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need: 'rest_balance',
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});
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const p = buildUserProfileFromQuestionnaire(answers, {
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generatedAt: '2026-01-30T00:00:00Z',
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now: '2026-01-30T00:00:00Z',
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});
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expect(p.stage).toEqual({ expecting: 1, parenting: 0, unknown: 0 });
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expect(p.emotion_score).toBe(0.8);
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expect(p.context).toEqual({ work: 1 });
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expect(p.need).toEqual({ rest_balance: 1 });
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expect(p.profile_answered).toEqual({ stage: true, emotion: true, context: true, need: true });
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});
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it('全部跳过:仍能生成最小可计算画像(unknown=1)', () => {
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const answers = mapOnboardingSelectionsToQuestionnaireAnswers({});
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expect(answers).toEqual({ mom_stage: null, emotion: null, context: null, need: null });
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const p = buildUserProfileFromQuestionnaire(answers, {
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generatedAt: '2026-01-30T00:00:00Z',
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now: '2026-01-30T00:00:00Z',
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});
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expect(p.stage).toEqual({ unknown: 1 });
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expect(p.emotion_score).toBeNull();
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expect(p.context).toEqual({});
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expect(p.need).toEqual({});
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expect(p.profile_answered).toEqual({ stage: false, emotion: false, context: false, need: false });
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});
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});
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@@ -5,6 +5,8 @@ export type {
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UserProfileV1_2_Extended,
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} from './types';
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export type { OnboardingSelections } from './onboardingMapping';
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export {
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buildUserProfileFromQuestionnaire,
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computeProfileAnswered,
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@@ -13,3 +15,5 @@ export {
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normalizeAnswers,
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} from './scoring';
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export { mapOnboardingSelectionsToQuestionnaireAnswers } from './onboardingMapping';
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61
client/src/features/userProfileScoring/onboardingMapping.ts
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61
client/src/features/userProfileScoring/onboardingMapping.ts
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@@ -0,0 +1,61 @@
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import type { QuestionnaireAnswersV1_2 } from './types';
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/**
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* Onboarding UI 的选项 ID → 标准问卷枚举(可跳过)
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*
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* 说明:
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* - UI 侧每题目前是单选,但数据结构是 string[];这里取第 1 个作为答案
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* - 不存在错误处理:未知/非法值统一按“跳过”处理(返回 null)
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*/
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export type OnboardingSelections = Record<string, string[] | undefined>;
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export function mapOnboardingSelectionsToQuestionnaireAnswers(
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selections: OnboardingSelections
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): QuestionnaireAnswersV1_2 {
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return {
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mom_stage: mapMomStage(selections.status?.[0]),
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emotion: mapEmotion(selections.emotion?.[0]),
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context: mapContext(selections.influence?.[0]),
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need: mapNeed(selections.support?.[0]),
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};
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}
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function mapMomStage(raw: string | undefined): QuestionnaireAnswersV1_2['mom_stage'] {
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// 跳过:null(显式跳过)
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if (!raw) return null;
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// UI id → 标准枚举
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if (raw === 'pregnant') return 'expecting';
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if (raw === 'has_kids') return 'parenting';
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if (raw === 'no_fill') return 'unknown';
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// 其他非法值:按跳过处理
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return null;
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}
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function mapEmotion(raw: string | undefined): QuestionnaireAnswersV1_2['emotion'] {
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if (!raw) return null;
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// UI 当前选项:happy/calm/stressed/low
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if (raw === 'happy') return 'joyful';
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if (raw === 'calm') return 'calm';
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if (raw === 'stressed') return 'overwhelmed';
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if (raw === 'low') return 'low';
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return null;
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}
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function mapContext(raw: string | undefined): QuestionnaireAnswersV1_2['context'] {
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if (!raw) return null;
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// UI id 已与标准枚举一致:family/work/relationship/friends/health
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if (raw === 'family' || raw === 'work' || raw === 'relationship' || raw === 'friends' || raw === 'health') return raw;
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return null;
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}
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function mapNeed(raw: string | undefined): QuestionnaireAnswersV1_2['need'] {
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if (!raw) return null;
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// UI id → 标准枚举
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if (raw === 'emotional') return 'emotional_support';
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if (raw === 'parenting') return 'parenting_pressure';
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if (raw === 'self_worth') return 'self_worth';
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if (raw === 'anxiety') return 'anxiety_relief';
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if (raw === 'balance') return 'rest_balance';
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return null;
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}
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63
client/src/services/recoApi.ts
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63
client/src/services/recoApi.ts
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@@ -0,0 +1,63 @@
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import i18n from 'i18next';
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import { API_BASE_URL } from '@/src/constants/env';
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import type { UserProfileV1_2 } from '@/src/features/userProfileScoring';
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export type RecommendedItem = {
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content_id: number;
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text: string;
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final_score: number;
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fallback_level_final: number;
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explanations?: Record<string, unknown> | null;
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};
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export type RecoMeta = Record<string, unknown>;
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export type RecoEngineResult = {
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items: RecommendedItem[];
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meta: RecoMeta;
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};
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export type RecoRequest = {
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k?: number;
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user_profile: UserProfileV1_2;
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already_recommended_ids?: Array<string | number>;
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touched_or_viewed_ids?: Array<string | number>;
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now?: string; // ISO8601(可选)
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};
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function withTimeout(ms: number): AbortController {
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const controller = new AbortController();
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setTimeout(() => controller.abort(), ms);
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return controller;
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}
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export async function fetchRecoFeed(req: RecoRequest): Promise<RecoEngineResult> {
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const controller = withTimeout(12_000);
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const url = `${API_BASE_URL}/v1/reco/feed`;
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const res = await fetch(url, {
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method: 'POST',
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headers: {
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'Content-Type': 'application/json',
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// 让后端做 locale 选择(目前后端只区分 en/tc)
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'Accept-Language': i18n.language || 'en',
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},
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body: JSON.stringify({
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k: req.k,
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user_profile: req.user_profile,
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already_recommended_ids: req.already_recommended_ids ?? [],
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touched_or_viewed_ids: req.touched_or_viewed_ids ?? [],
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now: req.now,
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}),
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signal: controller.signal,
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});
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if (!res.ok) {
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const text = await res.text().catch(() => '');
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throw new Error(`推荐接口请求失败:${res.status} ${res.statusText} ${text}`.trim());
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}
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return (await res.json()) as RecoEngineResult;
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}
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@@ -1,4 +1,5 @@
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import AsyncStorage from '@react-native-async-storage/async-storage';
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import type { UserProfileV1_2_Extended } from '@/src/features/userProfileScoring';
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/**
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* 本地存储 key 统一管理,避免 UI 里散落硬编码
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@@ -9,6 +10,9 @@ const KEY_CONTENT_REACTIONS = 'content.reactions';
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const KEY_FAVORITES_ITEMS = 'favorites.items';
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const KEY_CONSENT_ACCEPTED = 'consent.accepted';
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const KEY_USER_PROFILE = 'user.profile';
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const KEY_USER_PROFILE_SCORING = 'user.profileScoring';
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const KEY_RECO_FEED_CACHE = 'reco.feedCache';
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const KEY_RECO_FEED_HISTORY = 'reco.feedHistory';
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const KEY_UI_THEME_MODE = 'ui.theme.mode';
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const KEY_DAILY_REMINDER_SETTINGS = 'dailyReminder.settings';
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@@ -20,11 +24,42 @@ export type UserProfile = {
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name?: string;
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intents?: string[];
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};
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/**
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* 用户画像(问卷打分输出)
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* 说明:用于推荐/Push/Widget 统一复用;结构以 `src/features/userProfileScoring` 输出为准。
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*/
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export type UserProfileScoring = UserProfileV1_2_Extended;
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export type DailyReminderSettings = {
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timesPerDay: number;
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pushEnabled: boolean;
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};
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export type RecoFeedCacheItem = {
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content_id: number;
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text: string;
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};
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export type RecoFeedCache = {
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saved_at: string; // ISO8601
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items: RecoFeedCacheItem[];
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meta?: Record<string, unknown>;
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};
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/**
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* Feed 链路可观测输入(用于下一次请求携带给后端)
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*
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* - already_recommended_ids:本设备已下发过的内容(避免重复下发)
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* - touched_or_viewed_ids:本设备用户已看过/划过的内容(用于频控/去重/降重复)
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*
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* 说明:后端不需要“实时知道”,只要在下一次拉取时带上即可。
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*/
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export type RecoFeedHistory = {
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updated_at: string; // ISO8601
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already_recommended_ids: number[];
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touched_or_viewed_ids: number[];
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};
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async function getJson<T>(key: string, fallback: T): Promise<T> {
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const raw = await AsyncStorage.getItem(key);
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@@ -122,6 +157,103 @@ export async function setUserProfile(profile: UserProfile): Promise<void> {
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await setJson(KEY_USER_PROFILE, { ...current, ...profile });
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}
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export async function getUserProfileScoring(): Promise<UserProfileScoring | null> {
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const raw = await AsyncStorage.getItem(KEY_USER_PROFILE_SCORING);
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if (!raw) return null;
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try {
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return JSON.parse(raw) as UserProfileScoring;
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} catch {
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return null;
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}
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}
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export async function setUserProfileScoring(profile: UserProfileScoring): Promise<void> {
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await setJson(KEY_USER_PROFILE_SCORING, profile);
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}
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export async function getRecoFeedCache(): Promise<RecoFeedCache | null> {
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const raw = await AsyncStorage.getItem(KEY_RECO_FEED_CACHE);
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if (!raw) return null;
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try {
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return JSON.parse(raw) as RecoFeedCache;
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} catch {
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return null;
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}
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}
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export async function setRecoFeedCache(cache: RecoFeedCache): Promise<void> {
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await setJson(KEY_RECO_FEED_CACHE, cache);
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}
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export async function getRecoFeedHistory(): Promise<RecoFeedHistory> {
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const raw = await AsyncStorage.getItem(KEY_RECO_FEED_HISTORY);
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if (!raw) {
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return {
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updated_at: new Date().toISOString(),
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already_recommended_ids: [],
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touched_or_viewed_ids: [],
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};
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}
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try {
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const parsed = JSON.parse(raw) as Partial<RecoFeedHistory>;
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return {
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updated_at: typeof parsed.updated_at === 'string' ? parsed.updated_at : new Date().toISOString(),
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already_recommended_ids: Array.isArray(parsed.already_recommended_ids)
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? parsed.already_recommended_ids.filter((x) => Number.isFinite(x)).map((x) => Number(x))
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: [],
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touched_or_viewed_ids: Array.isArray(parsed.touched_or_viewed_ids)
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? parsed.touched_or_viewed_ids.filter((x) => Number.isFinite(x)).map((x) => Number(x))
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: [],
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};
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} catch {
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return {
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updated_at: new Date().toISOString(),
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already_recommended_ids: [],
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touched_or_viewed_ids: [],
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};
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}
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}
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export async function setRecoFeedHistory(history: RecoFeedHistory): Promise<void> {
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await setJson(KEY_RECO_FEED_HISTORY, history);
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}
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function uniqKeepLatest(list: number[], max: number): number[] {
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const seen = new Set<number>();
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const out: number[] = [];
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for (let i = list.length - 1; i >= 0; i -= 1) {
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const v = list[i];
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if (!Number.isFinite(v)) continue;
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if (seen.has(v)) continue;
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seen.add(v);
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out.push(v);
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if (out.length >= max) break;
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}
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return out.reverse();
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}
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export async function recordRecoFeedServed(contentIds: number[]): Promise<void> {
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if (!contentIds?.length) return;
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const h = await getRecoFeedHistory();
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const next = {
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...h,
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updated_at: new Date().toISOString(),
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already_recommended_ids: uniqKeepLatest([...h.already_recommended_ids, ...contentIds], 500),
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};
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await setRecoFeedHistory(next);
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}
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export async function recordRecoFeedTouched(contentId: number): Promise<void> {
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if (!Number.isFinite(contentId)) return;
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const h = await getRecoFeedHistory();
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const next = {
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...h,
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updated_at: new Date().toISOString(),
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touched_or_viewed_ids: uniqKeepLatest([...h.touched_or_viewed_ids, contentId], 500),
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};
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await setRecoFeedHistory(next);
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}
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export async function getDailyReminderSettings(): Promise<DailyReminderSettings> {
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const s = await getJson<DailyReminderSettings>(KEY_DAILY_REMINDER_SETTINGS, {
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timesPerDay: 3,
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