geekai/api/service/sd/service.go
2024-01-26 14:50:36 +08:00

314 lines
9.0 KiB
Go

package sd
import (
"chatplus/core/types"
"chatplus/service/oss"
"chatplus/store"
"chatplus/store/model"
"chatplus/utils"
"encoding/json"
"fmt"
"io"
"os"
"strconv"
"sync/atomic"
"time"
"github.com/imroc/req/v3"
"gorm.io/gorm"
)
// SD 绘画服务
type Service struct {
httpClient *req.Client
config types.StableDiffusionConfig
taskQueue *store.RedisQueue
notifyQueue *store.RedisQueue
db *gorm.DB
uploadManager *oss.UploaderManager
name string // service name
maxHandleTaskNum int32 // max task number current service can handle
handledTaskNum int32 // already handled task number
taskStartTimes map[int]time.Time // task start time, to check if the task is timeout
taskTimeout int64
}
func NewService(name string, maxTaskNum int32, timeout int64, config types.StableDiffusionConfig, taskQueue *store.RedisQueue, notifyQueue *store.RedisQueue, db *gorm.DB, manager *oss.UploaderManager) *Service {
return &Service{
name: name,
config: config,
httpClient: req.C(),
taskQueue: taskQueue,
notifyQueue: notifyQueue,
db: db,
uploadManager: manager,
taskTimeout: timeout,
maxHandleTaskNum: maxTaskNum,
taskStartTimes: make(map[int]time.Time),
}
}
func (s *Service) Run() {
for {
s.checkTasks()
if !s.canHandleTask() {
// current service is full, can not handle more task
// waiting for running task finish
time.Sleep(time.Second * 3)
continue
}
var task types.SdTask
err := s.taskQueue.LPop(&task)
if err != nil {
logger.Errorf("taking task with error: %v", err)
continue
}
logger.Infof("%s handle a new Stable-Diffusion task: %+v", s.name, task)
err = s.Txt2Img(task)
if err != nil {
logger.Error("绘画任务执行失败:", err.Error())
// update the task progress
s.db.Model(&model.SdJob{Id: uint(task.Id)}).UpdateColumns(map[string]interface{}{
"progress": -1,
"err_msg": err.Error(),
})
// restore img_call quota
s.db.Model(&model.User{}).Where("id = ?", task.UserId).UpdateColumn("img_calls", gorm.Expr("img_calls + ?", 1))
// release task num
atomic.AddInt32(&s.handledTaskNum, -1)
// 通知前端,任务失败
s.notifyQueue.RPush(task.UserId)
continue
}
// lock the task until the execute timeout
s.taskStartTimes[task.Id] = time.Now()
atomic.AddInt32(&s.handledTaskNum, 1)
}
}
// check if current service instance can handle more task
func (s *Service) canHandleTask() bool {
handledNum := atomic.LoadInt32(&s.handledTaskNum)
return handledNum < s.maxHandleTaskNum
}
// remove the expired tasks
func (s *Service) checkTasks() {
for k, t := range s.taskStartTimes {
if time.Now().Unix()-t.Unix() > s.taskTimeout {
delete(s.taskStartTimes, k)
atomic.AddInt32(&s.handledTaskNum, -1)
// delete task from database
s.db.Delete(&model.MidJourneyJob{Id: uint(k)}, "progress < 100")
}
}
}
// Txt2Img 文生图 API
func (s *Service) Txt2Img(task types.SdTask) error {
var taskInfo TaskInfo
bytes, err := os.ReadFile(s.config.Txt2ImgJsonPath)
if err != nil {
return fmt.Errorf("error with load text2img json template file: %s", err.Error())
}
err = json.Unmarshal(bytes, &taskInfo)
if err != nil {
return fmt.Errorf("error with decode json params: %s", err.Error())
}
data := taskInfo.Data
params := task.Params
data[ParamKeys["task_id"]] = params.TaskId
data[ParamKeys["prompt"]] = params.Prompt
data[ParamKeys["negative_prompt"]] = params.NegativePrompt
data[ParamKeys["steps"]] = params.Steps
data[ParamKeys["sampler"]] = params.Sampler
// @fix bug: 有些 stable diffusion 没有面部修复功能
//data[ParamKeys["face_fix"]] = params.FaceFix
data[ParamKeys["cfg_scale"]] = params.CfgScale
data[ParamKeys["seed"]] = params.Seed
data[ParamKeys["height"]] = params.Height
data[ParamKeys["width"]] = params.Width
data[ParamKeys["hd_fix"]] = params.HdFix
data[ParamKeys["hd_redraw_rate"]] = params.HdRedrawRate
data[ParamKeys["hd_scale"]] = params.HdScale
data[ParamKeys["hd_scale_alg"]] = params.HdScaleAlg
data[ParamKeys["hd_sample_num"]] = params.HdSteps
taskInfo.SessionId = task.SessionId
taskInfo.TaskId = params.TaskId
taskInfo.Data = data
taskInfo.JobId = task.Id
taskInfo.UserId = uint(task.UserId)
go func() {
s.runTask(taskInfo, s.httpClient)
}()
return nil
}
// 执行任务
func (s *Service) runTask(taskInfo TaskInfo, client *req.Client) {
body := map[string]any{
"data": taskInfo.Data,
"event_data": taskInfo.EventData,
"fn_index": taskInfo.FnIndex,
"session_hash": taskInfo.SessionHash,
}
var result = make(chan CBReq)
go func() {
var res struct {
Data []interface{} `json:"data"`
IsGenerating bool `json:"is_generating"`
Duration float64 `json:"duration"`
AverageDuration float64 `json:"average_duration"`
}
var cbReq = CBReq{UserId: taskInfo.UserId, TaskId: taskInfo.TaskId, JobId: taskInfo.JobId, SessionId: taskInfo.SessionId}
response, err := client.R().SetBody(body).SetSuccessResult(&res).Post(s.config.ApiURL + "/run/predict")
if err != nil {
cbReq.Message = "error with send request: " + err.Error()
cbReq.Success = false
result <- cbReq
return
}
if response.IsErrorState() {
bytes, _ := io.ReadAll(response.Body)
cbReq.Message = "error http status code: " + string(bytes)
cbReq.Success = false
result <- cbReq
return
}
var images []struct {
Name string `json:"name"`
Data interface{} `json:"data"`
IsFile bool `json:"is_file"`
}
err = utils.ForceCovert(res.Data[0], &images)
if err != nil {
cbReq.Message = "error with decode image:" + err.Error()
cbReq.Success = false
result <- cbReq
return
}
var info map[string]any
err = utils.JsonDecode(utils.InterfaceToString(res.Data[1]), &info)
if err != nil {
logger.Error(res.Data)
cbReq.Message = "error with decode image url:" + err.Error()
cbReq.Success = false
result <- cbReq
return
}
// 获取真实的 seed 值
cbReq.ImageName = images[0].Name
seed, _ := strconv.ParseInt(utils.InterfaceToString(info["seed"]), 10, 64)
cbReq.Seed = seed
cbReq.Success = true
cbReq.Progress = 100
result <- cbReq
close(result)
}()
for {
select {
case value := <-result:
s.callback(value)
return
default:
var progressReq = map[string]any{
"id_task": taskInfo.TaskId,
"id_live_preview": 1,
}
var progressRes struct {
Active bool `json:"active"`
Queued bool `json:"queued"`
Completed bool `json:"completed"`
Progress float64 `json:"progress"`
Eta float64 `json:"eta"`
LivePreview string `json:"live_preview"`
IDLivePreview int `json:"id_live_preview"`
TextInfo interface{} `json:"textinfo"`
}
response, err := client.R().SetBody(progressReq).SetSuccessResult(&progressRes).Post(s.config.ApiURL + "/internal/progress")
var cbReq = CBReq{UserId: taskInfo.UserId, TaskId: taskInfo.TaskId, Success: true, JobId: taskInfo.JobId, SessionId: taskInfo.SessionId}
if err != nil { // TODO: 这里可以考虑设置失败重试次数
logger.Error(err)
return
}
if response.IsErrorState() {
bytes, _ := io.ReadAll(response.Body)
logger.Error(string(bytes))
return
}
cbReq.ImageData = progressRes.LivePreview
cbReq.Progress = int(progressRes.Progress * 100)
s.callback(cbReq)
time.Sleep(time.Second)
}
}
}
func (s *Service) callback(data CBReq) {
// release task num
atomic.AddInt32(&s.handledTaskNum, -1)
if data.Success { // 任务成功
var job model.SdJob
res := s.db.Where("id = ?", data.JobId).First(&job)
if res.Error != nil {
logger.Warn("非法任务:", res.Error)
return
}
// 更新任务进度
job.Progress = data.Progress
// 更新任务 seed
var params types.SdTaskParams
err := utils.JsonDecode(job.Params, &params)
if err != nil {
logger.Error("任务解析失败:", err)
return
}
params.Seed = data.Seed
if data.ImageName != "" { // 下载图片
job.ImgURL = fmt.Sprintf("%s/file=%s", s.config.ApiURL, data.ImageName)
if data.Progress == 100 {
imageURL, err := s.uploadManager.GetUploadHandler().PutImg(job.ImgURL, false)
if err != nil {
logger.Error("error with download img: ", err.Error())
return
}
job.ImgURL = imageURL
}
}
job.Params = utils.JsonEncode(params)
res = s.db.Updates(&job)
if res.Error != nil {
logger.Error("error with update job: ", res.Error)
return
}
logger.Debugf("绘图进度:%d", data.Progress)
} else { // 任务失败
logger.Error("任务执行失败:", data.Message)
// update the task progress
s.db.Model(&model.SdJob{Id: uint(data.JobId)}).UpdateColumns(map[string]interface{}{
"progress": -1,
"err_msg": data.Message,
})
// restore img_calls
s.db.Model(&model.User{}).Where("id = ? AND img_calls > 0", data.UserId).UpdateColumn("img_calls", gorm.Expr("img_calls + ?", 1))
}
}