Files
wx_service/internal/smoke/service/smoke_ai_advice_service.go
T
2026-02-28 16:24:11 +08:00

482 lines
14 KiB
Go

package service
import (
"bytes"
"context"
"encoding/json"
"errors"
"fmt"
"io"
"net/http"
"sort"
"strings"
"time"
"gorm.io/gorm"
"wx_service/config"
usermodel "wx_service/internal/model"
smokemodel "wx_service/internal/smoke/model"
)
var (
ErrAIAdviceLocked = errors.New("ai advice is locked, vip or ad unlock required")
ErrAIServiceDisabled = errors.New("ai service is not configured")
ErrNoSmokeLogs = errors.New("no smoke logs for date")
)
const (
DefaultAdvicePromptVersion = "v2"
defaultTemperature = 0.7
)
const (
SmokeAIAdviceTypeDaily = "daily_advice"
SmokeAIAdviceTypeNextSmoke = "next_smoke_time"
)
type SmokeAIAdviceService struct {
db *gorm.DB
cfg config.AIConfig
client *http.Client
}
func NewSmokeAIAdviceService(db *gorm.DB, cfg config.AIConfig) *SmokeAIAdviceService {
timeout := cfg.RequestTimeout
if timeout <= 0 {
timeout = 15 * time.Second
}
return &SmokeAIAdviceService{
db: db,
cfg: cfg,
client: &http.Client{
Timeout: timeout,
},
}
}
type adviceSnapshotNode struct {
Time string `json:"time"`
Num int `json:"num"`
Level int64 `json:"level"`
Remark string `json:"remark,omitempty"`
}
type adviceSnapshot struct {
Date string `json:"date"`
TotalNum int `json:"total_num"`
Nodes []adviceSnapshotNode `json:"nodes"`
Profile *adviceUserProfile `json:"profile,omitempty"`
}
type adviceUserProfile struct {
BaselineCigsPerDay int `json:"baseline_cigs_per_day,omitempty"`
SmokingYears float64 `json:"smoking_years,omitempty"`
PackPriceCent int `json:"pack_price_cent,omitempty"`
SmokeMotivations []string `json:"smoke_motivations,omitempty"`
QuitMotivations []string `json:"quit_motivations,omitempty"`
WakeUpTime string `json:"wake_up_time,omitempty"`
SleepTime string `json:"sleep_time,omitempty"`
AwakeMinutes int `json:"awake_minutes,omitempty"`
BaselineIntervalMinutes int `json:"baseline_interval_minutes,omitempty"`
UserSegment string `json:"user_segment,omitempty"`
OnboardingCompletedAtISO string `json:"onboarding_completed_at,omitempty"`
}
func (s *SmokeAIAdviceService) GetOrGenerate(ctx context.Context, user *usermodel.User, adviceDate time.Time, promptVersion string) (*smokemodel.SmokeAIAdvice, error) {
if promptVersion == "" {
promptVersion = DefaultAdvicePromptVersion
}
cached, err := s.getCached(ctx, int(user.ID), SmokeAIAdviceTypeDaily, adviceDate, promptVersion)
if err != nil {
return nil, err
}
if cached != nil {
return cached, nil
}
allowed, err := s.isAllowed(ctx, user, adviceDate)
if err != nil {
return nil, err
}
if !allowed {
return nil, ErrAIAdviceLocked
}
snapshot, snapshotJSON, err := s.buildSnapshot(ctx, int(user.ID), adviceDate)
if err != nil {
return nil, err
}
adviceText, modelName, tokensIn, tokensOut, err := s.callAI(ctx, snapshot)
if err != nil {
return nil, err
}
now := time.Now().Unix()
createTime := now
updateTime := now
record := smokemodel.SmokeAIAdvice{
UID: int(user.ID),
Type: SmokeAIAdviceTypeDaily,
AdviceDate: dateOnly(adviceDate),
PromptVersion: promptVersion,
Provider: "openai-compatible",
Model: modelName,
InputSnapshot: snapshotJSON,
Advice: adviceText,
TokensIn: tokensIn,
TokensOut: tokensOut,
CreateTime: &createTime,
UpdateTime: &updateTime,
}
if err := s.db.WithContext(ctx).Create(&record).Error; err != nil {
return nil, fmt.Errorf("save ai advice: %w", err)
}
return &record, nil
}
func (s *SmokeAIAdviceService) Unlock(ctx context.Context, user *usermodel.User, unlockDate time.Time) error {
now := time.Now()
nowUnix := now.Unix()
startOfDay := dateOnly(unlockDate)
var existing smokemodel.SmokeAIAdviceUnlock
tx := s.db.WithContext(ctx)
err := tx.Where("uid = ? AND unlock_date = ? AND (deletetime IS NULL OR deletetime = 0)", user.ID, startOfDay.Format("2006-01-02")).
First(&existing).Error
if err == nil {
return tx.Model(&existing).Updates(map[string]interface{}{
"ad_watched_at": now,
"updatetime": nowUnix,
}).Error
}
if err != nil && !errors.Is(err, gorm.ErrRecordNotFound) {
return fmt.Errorf("load unlock record: %w", err)
}
createTime := nowUnix
updateTime := nowUnix
record := smokemodel.SmokeAIAdviceUnlock{
UID: int(user.ID),
UnlockDate: startOfDay,
AdWatchedAt: now,
CreateTime: &createTime,
UpdateTime: &updateTime,
}
if err := tx.Create(&record).Error; err != nil {
return fmt.Errorf("create unlock record: %w", err)
}
return nil
}
func (s *SmokeAIAdviceService) getCached(ctx context.Context, uid int, adviceType string, adviceDate time.Time, promptVersion string) (*smokemodel.SmokeAIAdvice, error) {
var record smokemodel.SmokeAIAdvice
err := s.db.WithContext(ctx).
Where("uid = ? AND type = ? AND advice_date = ? AND prompt_version = ? AND (deletetime IS NULL OR deletetime = 0)",
uid, adviceType, dateOnly(adviceDate).Format("2006-01-02"), promptVersion).
First(&record).Error
if err == nil {
return &record, nil
}
if errors.Is(err, gorm.ErrRecordNotFound) {
return nil, nil
}
return nil, fmt.Errorf("load cached advice: %w", err)
}
func (s *SmokeAIAdviceService) isAllowed(ctx context.Context, user *usermodel.User, adviceDate time.Time) (bool, error) {
isVIP, err := s.isVIP(ctx, user)
if err != nil {
return false, err
}
if isVIP {
return true, nil
}
return s.isUnlocked(ctx, int(user.ID), adviceDate)
}
func (s *SmokeAIAdviceService) isVIP(ctx context.Context, user *usermodel.User) (bool, error) {
now := time.Now()
var count int64
if err := s.db.WithContext(ctx).
Model(&usermodel.UserMembership{}).
Where("mini_program_id = ? AND user_id = ? AND status = ? AND ends_at > ?",
user.MiniProgramID, user.ID, "active", now).
Count(&count).Error; err != nil {
return false, fmt.Errorf("check vip: %w", err)
}
return count > 0, nil
}
func (s *SmokeAIAdviceService) isUnlocked(ctx context.Context, uid int, adviceDate time.Time) (bool, error) {
startOfDay := dateOnly(adviceDate)
var unlock smokemodel.SmokeAIAdviceUnlock
err := s.db.WithContext(ctx).
Where("uid = ? AND unlock_date = ? AND (deletetime IS NULL OR deletetime = 0)", uid, startOfDay.Format("2006-01-02")).
First(&unlock).Error
if err == nil {
return true, nil
}
if errors.Is(err, gorm.ErrRecordNotFound) {
return false, nil
}
return false, fmt.Errorf("check unlock: %w", err)
}
func (s *SmokeAIAdviceService) buildSnapshot(ctx context.Context, uid int, adviceDate time.Time) (adviceSnapshot, []byte, error) {
var logs []smokemodel.SmokeLog
if err := s.db.WithContext(ctx).
Where("uid = ? AND smoke_time = ? AND (deletetime IS NULL OR deletetime = 0)", uid, dateOnly(adviceDate).Format("2006-01-02")).
Find(&logs).Error; err != nil {
return adviceSnapshot{}, nil, fmt.Errorf("load smoke logs: %w", err)
}
if len(logs) == 0 {
return adviceSnapshot{}, nil, ErrNoSmokeLogs
}
profile := loadAdviceUserProfile(ctx, s.db, uid)
type timedLog struct {
log smokemodel.SmokeLog
eventAt time.Time
hasEvent bool
}
timed := make([]timedLog, 0, len(logs))
total := 0
for _, l := range logs {
total += l.Num
var eventAt time.Time
has := false
if l.SmokeAt != nil {
eventAt = *l.SmokeAt
has = true
} else if l.CreateTime != nil && *l.CreateTime > 0 {
eventAt = time.Unix(*l.CreateTime, 0).In(time.Local)
has = true
}
timed = append(timed, timedLog{log: l, eventAt: eventAt, hasEvent: has})
}
// 按时间节点排序(若没有 event time,则排在最后,仍保持稳定)
sort.SliceStable(timed, func(i, j int) bool {
a := timed[i]
b := timed[j]
if a.hasEvent && b.hasEvent {
if !a.eventAt.Equal(b.eventAt) {
return a.eventAt.Before(b.eventAt)
}
return a.log.ID < b.log.ID
}
if a.hasEvent != b.hasEvent {
return a.hasEvent
}
return a.log.ID < b.log.ID
})
nodes := make([]adviceSnapshotNode, 0, len(timed))
for _, t := range timed {
timeLabel := ""
if t.hasEvent {
timeLabel = t.eventAt.Format("15:04")
}
nodes = append(nodes, adviceSnapshotNode{
Time: timeLabel,
Num: t.log.Num,
Level: t.log.Level,
Remark: t.log.Remark,
})
}
snap := adviceSnapshot{
Date: dateOnly(adviceDate).Format("2006-01-02"),
TotalNum: total,
Nodes: nodes,
Profile: profile,
}
b, err := json.Marshal(snap)
if err != nil {
return adviceSnapshot{}, nil, fmt.Errorf("marshal snapshot: %w", err)
}
return snap, b, nil
}
func loadAdviceUserProfile(ctx context.Context, db *gorm.DB, uid int) *adviceUserProfile {
var profile smokemodel.SmokeUserProfile
err := db.WithContext(ctx).
Where("uid = ? AND deleted_at IS NULL", uid).
First(&profile).Error
if err != nil {
return nil
}
awake := defaultAwakeMinutes
wake := strings.TrimSpace(profile.WakeUpTime)
sleep := strings.TrimSpace(profile.SleepTime)
if v, err := awakeMinutesWithFallback(wake, sleep); err == nil {
awake = v
} else {
wake = ""
sleep = ""
}
out := adviceUserProfile{
BaselineCigsPerDay: profile.BaselineCigsPerDay,
SmokingYears: profile.SmokingYears,
PackPriceCent: profile.PackPriceCent,
SmokeMotivations: []string(profile.SmokeMotivations),
QuitMotivations: []string(profile.QuitMotivations),
WakeUpTime: wake,
SleepTime: sleep,
AwakeMinutes: awake,
BaselineIntervalMinutes: baselineIntervalMinutes(awake, profile.BaselineCigsPerDay),
UserSegment: deriveUserSegment(profile.BaselineCigsPerDay, profile.SmokingYears),
}
if profile.OnboardingCompletedAt != nil {
out.OnboardingCompletedAtISO = profile.OnboardingCompletedAt.In(time.Local).Format(time.RFC3339)
}
return &out
}
func (s *SmokeAIAdviceService) callAI(ctx context.Context, snap adviceSnapshot) (string, string, *int, *int, error) {
if s.cfg.APIKey == "" || s.cfg.Model == "" || s.cfg.BaseURL == "" {
return "", "", nil, nil, ErrAIServiceDisabled
}
systemPrompt := strings.TrimSpace(`
你是一名专业的戒烟教练与行为改变顾问。你需要基于用户昨天的抽烟总量与时间节点,给出可执行、可量化的戒烟/控烟建议。
要求:
1) 用中文输出;
2) 先给出对昨天模式的简短分析(1-3条);
3) 给出今天的具体行动方案(至少5条,包含替代行为、触发场景应对、时间节点策略);
4) 如果 profile 中提供了「作息时间」,建议的执行时间点要避开用户睡眠区间;
5) 如果 profile 中提供了「抽烟动机/戒烟动力」,你需要在建议中更有针对性地引用它们:
- 动机:用于解释触发场景与 remark 的关联,给出替代行为;
- 动力:用于“情感阻断/动摇时的自我提醒”(给 2-3 条可复述的话术);
6) 给出一个“如果忍不住想抽”的 60 秒应对流程;
7) 语气友好、不指责;不提供医疗诊断。
`)
userPrompt := fmt.Sprintf("用户昨日数据(JSON):\n%s", mustJSON(snap))
reqBody := chatCompletionRequest{
Model: s.cfg.Model,
Messages: []chatMessage{
{Role: "system", Content: systemPrompt},
{Role: "user", Content: userPrompt},
},
Temperature: defaultTemperature,
}
payload, err := json.Marshal(reqBody)
if err != nil {
return "", "", nil, nil, fmt.Errorf("marshal ai request: %w", err)
}
endpoint := strings.TrimRight(s.cfg.BaseURL, "/") + "/chat/completions"
httpReq, err := http.NewRequestWithContext(ctx, http.MethodPost, endpoint, bytes.NewReader(payload))
if err != nil {
return "", "", nil, nil, fmt.Errorf("build ai request: %w", err)
}
httpReq.Header.Set("Content-Type", "application/json")
httpReq.Header.Set("Authorization", "Bearer "+s.cfg.APIKey)
resp, err := s.client.Do(httpReq)
if err != nil {
return "", "", nil, nil, fmt.Errorf("call ai: %w", err)
}
defer resp.Body.Close()
body, err := io.ReadAll(resp.Body)
if err != nil {
return "", "", nil, nil, fmt.Errorf("read ai response: %w", err)
}
if resp.StatusCode != http.StatusOK {
return "", "", nil, nil, fmt.Errorf("ai http %d: %s", resp.StatusCode, truncateString(string(body), 512))
}
var parsed chatCompletionResponse
if err := json.Unmarshal(body, &parsed); err != nil {
return "", "", nil, nil, fmt.Errorf("parse ai response: %w", err)
}
if len(parsed.Choices) == 0 {
return "", "", nil, nil, errors.New("ai response has no choices")
}
content := strings.TrimSpace(parsed.Choices[0].Message.Content)
if content == "" {
return "", "", nil, nil, errors.New("ai response content is empty")
}
modelName := parsed.Model
if modelName == "" {
modelName = s.cfg.Model
}
var tokensIn, tokensOut *int
if parsed.Usage != nil {
tokensIn = &parsed.Usage.PromptTokens
tokensOut = &parsed.Usage.CompletionTokens
}
return content, modelName, tokensIn, tokensOut, nil
}
type chatMessage struct {
Role string `json:"role"`
Content string `json:"content"`
}
type chatCompletionRequest struct {
Model string `json:"model"`
Messages []chatMessage `json:"messages"`
Temperature float64 `json:"temperature,omitempty"`
}
type chatCompletionResponse struct {
Model string `json:"model"`
Choices []struct {
Message chatMessage `json:"message"`
} `json:"choices"`
Usage *struct {
PromptTokens int `json:"prompt_tokens"`
CompletionTokens int `json:"completion_tokens"`
TotalTokens int `json:"total_tokens"`
} `json:"usage"`
}
func dateOnly(t time.Time) time.Time {
local := t.In(time.Local)
return time.Date(local.Year(), local.Month(), local.Day(), 0, 0, 0, 0, time.Local)
}
func mustJSON(v any) string {
b, err := json.Marshal(v)
if err != nil {
return "{}"
}
return string(b)
}
func truncateString(s string, max int) string {
if max <= 0 || len(s) <= max {
return s
}
return s[:max]
}
func deriveUserSegment(baselineCigsPerDay int, smokingYears float64) string {
if baselineCigsPerDay >= 20 || smokingYears >= 10 {
return "heavy"
}
if baselineCigsPerDay >= 10 || smokingYears >= 3 {
return "moderate"
}
return "newbie"
}