新功能:个性化推荐算法

This commit is contained in:
吕新雨
2026-02-02 16:47:37 +08:00
parent 936094211b
commit 6dc4e2b943
119 changed files with 7427 additions and 357 deletions

View File

@@ -5,7 +5,16 @@ import { OnboardingLayout } from '@/components/onboarding/OnboardingLayout';
import { NameInputStep } from '@/components/onboarding/NameInputStep';
import { SelectionStep } from '@/components/onboarding/SelectionStep';
import { ReminderStep } from '@/components/onboarding/ReminderStep';
import { setOnboardingCompleted, setUserProfile, setDailyReminderSettings } from '@/src/storage/appStorage';
import { buildUserProfileFromQuestionnaire, mapOnboardingSelectionsToQuestionnaireAnswers } from '@/src/features/userProfileScoring';
import { fetchRecoFeed } from '@/src/services/recoApi';
import {
recordRecoFeedServed,
setOnboardingCompleted,
setUserProfile,
setDailyReminderSettings,
setUserProfileScoring,
setRecoFeedCache,
} from '@/src/storage/appStorage';
const STEPS = [
{ id: 'name', type: 'name', title: '我可以怎么称呼你?' },
@@ -71,6 +80,40 @@ export default function OnboardingScreen() {
const { status } = await Notifications.requestPermissionsAsync();
const pushEnabled = status === 'granted';
// 将 Onboarding 选择映射为标准问卷枚举(允许跳过)
const answers = mapOnboardingSelectionsToQuestionnaireAnswers(selections);
// 生成用户画像(供推荐/Push/Widget 复用)
const scoringProfile = buildUserProfileFromQuestionnaire(answers);
await setUserProfileScoring(scoringProfile);
// Onboarding 结束后预拉取一次 Feed 文案(失败不阻塞进入首页)
try {
const { items, meta } = await fetchRecoFeed({
k: 30,
user_profile: {
profile_version: scoringProfile.profile_version,
profile_source: scoringProfile.profile_source,
profile_generated_at: scoringProfile.profile_generated_at,
profile_confidence: scoringProfile.profile_confidence,
profile_answered: scoringProfile.profile_answered,
stage: scoringProfile.stage,
emotion_score: scoringProfile.emotion_score,
context: scoringProfile.context,
need: scoringProfile.need,
},
});
await setRecoFeedCache({
saved_at: new Date().toISOString(),
items: items.map((x) => ({ content_id: x.content_id, text: x.text })),
meta: meta as Record<string, unknown>,
});
await recordRecoFeedServed(items.map((x) => x.content_id));
} catch {
// 网络失败时使用首页本地 mock 兜底
}
await setUserProfile({
name,
intents: Object.values(selections).flat()
@@ -98,19 +141,30 @@ export default function OnboardingScreen() {
};
const onSkip = () => {
// 跳过整个 Onboarding仍生成一个“全跳过”的最小画像保证下游可用
const scoringProfile = buildUserProfileFromQuestionnaire({});
void setUserProfileScoring(scoringProfile);
// 标记已完成,避免下次启动再次进入 Onboarding
void setOnboardingCompleted(true);
router.replace('/(app)/home');
};
// 题目为单选:再次点击可取消;选择其他选项会替换为唯一选项
const handleToggleSelection = (id: string) => {
setSelections(prev => {
const currentIds = prev[currentStep.id] || [];
const nextIds = currentIds.includes(id)
? currentIds.filter(i => i !== id)
: [...currentIds, id];
const nextIds = currentIds.includes(id) ? [] : [id];
return { ...prev, [currentStep.id]: nextIds };
});
};
const handleSkipStep = () => {
setSelections((prev) => ({ ...prev, [currentStep.id]: [] }));
onNext();
};
return (
<OnboardingLayout
title={currentStep.title}
@@ -134,6 +188,7 @@ export default function OnboardingScreen() {
selectedIds={selections[currentStep.id] || []}
onToggle={handleToggleSelection}
onNext={onNext}
onSkip={handleSkipStep}
/>
)}