Former-commit-id: a6b8cdc300e3331b600c07a0dac5c5e1d4663e5c
This commit is contained in:
zhangwei 2024-06-27 09:15:03 +08:00
commit 1cd3fbb1e2
27 changed files with 1145 additions and 530 deletions

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@ -1,4 +1,4 @@
FROM golang:1.22-alpine3.18 AS builder
FROM golang:1.22.4-alpine3.20 AS builder
WORKDIR /app
@ -9,7 +9,7 @@ RUN go env -w GO111MODULE=on \
&& go env -w CGO_ENABLED=0
RUN go build -o pcm-coordinator-api /app/api/pcm.go
FROM alpine:3.18
FROM alpine:3.20
WORKDIR /app

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@ -175,7 +175,7 @@ type VmInfo struct {
//DeletedAt string `json:"deletedAt,omitempty"`
VmName string `json:"vmName,omitempty"`
Replicas int64 `json:"replicas,omitempty"`
ServerId string `json:"serverId,omitempty"`
//ServerId string `json:"serverId,omitempty"`
}
type ResourceStats struct {

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@ -1818,4 +1818,12 @@ service AICore-api {
get /getVisualizationJob (GetVisualizationJobReq) returns (GetVisualizationJobResp)
@handler createVisualizationJobHandler
post /CreateVisualizationJob (CreateVisualizationJobReq) returns (CreateVisualizationJobResp)
}*/
}*/
type (
ChatReq{
ApiUrl string `json:"apiUrl,optional"`
Method string `json:"method,optional"`
ReqData map[string]interface{} `json:"reqData"`
}
)

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@ -404,8 +404,8 @@ type (
TenantId string `json:"tenantId,omitempty" db:"tenant_id"`
CreatedTime string `json:"createdTime,omitempty" db:"created_time" gorm:"autoCreateTime"`
UpdatedTime string `json:"updatedTime,omitempty" db:"updated_time"`
AdapterTypeDict int `json:"adapterTypeDict" db:"adapter_type_dict" gorm:"adapter_type_dict"` //适配器类型(对应字典表的值
TaskTypeDict int `json:"taskTypeDict" db:"task_type_dict" gorm:"task_type_dict"` //任务类型(对应字典表的值
AdapterTypeDict string `json:"adapterTypeDict" db:"adapter_type_dict" gorm:"adapter_type_dict"` //适配器类型(对应字典表的值
TaskTypeDict string `json:"taskTypeDict" db:"task_type_dict" gorm:"task_type_dict"` //任务类型(对应字典表的值
}
)
@ -1286,5 +1286,14 @@ type (
ClusterName string `json:"clusterName" db:"cluster_name"`
Status string `json:"status" db:"status"`
Remark string `json:"remark" db:"remark"`
InferUrl string `json:"inferUrl"`
}
)
type (
CommonResp {
Code int `json:"code,omitempty"`
Msg string `json:"msg,omitempty"`
Data interface{} `json:"data,omitempty"`
}
)

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@ -63,7 +63,17 @@ type (
clusterName string `json:"clusterName"`
}
/******************TextToText inference*************************/
TextToTextInferenceReq{
TaskName string `form:"taskName"`
TaskDesc string `form:"taskDesc"`
ModelName string `form:"modelName"`
ModelType string `form:"modelType"`
AdapterId string `form:"adapterId"`
AiClusterIds []string `form:"aiClusterIds"`
}
TextToTextInferenceResp{
}
)

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@ -379,6 +379,12 @@ service pcm {
@handler createVisualizationJobHandler
post /ai/CreateVisualizationJob (CreateVisualizationJobReq) returns (CreateVisualizationJobResp)
/******************Visualization Job Method start*************************/
/***********chat***********/
@doc "文本识别"
@handler ProxyApiHandler
post /ai/chat (ChatReq) returns (CommonResp)
/******chat end***********/
}
//screen接口
@ -920,6 +926,9 @@ service pcm {
group: inference
)
service pcm {
@handler TextToTextInferenceHandler
post /inference/text (TextToTextInferenceReq) returns (TextToTextInferenceResp)
@handler ImageInferenceHandler
post /inference/images (ImageInferenceReq) returns (ImageInferenceResp)

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@ -58,7 +58,7 @@ func UpdateAiTaskStatus(svc *svc.ServiceContext, tasklist []*types.TaskModel) {
list := make([]*types.TaskModel, len(tasklist))
copy(list, tasklist)
for i := len(list) - 1; i >= 0; i-- {
if list[i].AdapterTypeDict != 1 || list[i].Status == constants.Succeeded || list[i].Status == constants.Failed {
if list[i].AdapterTypeDict != "1" || list[i].Status == constants.Succeeded || list[i].Status == constants.Failed {
list = append(list[:i], list[i+1:]...)
}
}
@ -155,7 +155,7 @@ func UpdateTaskStatus(svc *svc.ServiceContext, tasklist []*types.TaskModel) {
list := make([]*types.TaskModel, len(tasklist))
copy(list, tasklist)
for i := len(list) - 1; i >= 0; i-- {
if list[i].AdapterTypeDict != 1 || list[i].Status == constants.Succeeded || list[i].Status == constants.Failed {
if list[i].AdapterTypeDict != "1" || list[i].Status == constants.Succeeded || list[i].Status == constants.Failed {
list = append(list[:i], list[i+1:]...)
}
}
@ -174,7 +174,7 @@ func UpdateTaskStatus(svc *svc.ServiceContext, tasklist []*types.TaskModel) {
}
// Update Infer Task Status
if task.TaskTypeDict == 11 {
if task.TaskTypeDict == "11" || task.TaskTypeDict == "12" {
UpdateInferTaskStatus(svc, task)
return
}
@ -229,30 +229,14 @@ func UpdateTaskStatus(svc *svc.ServiceContext, tasklist []*types.TaskModel) {
return
}
var start time.Time
var end time.Time
// distinguish train or infer temporarily
if task.TaskTypeDict == 11 {
start, _ = time.ParseInLocation(time.RFC3339, aiTask[0].StartTime, time.Local)
end, _ = time.ParseInLocation(time.RFC3339, aiTask[0].EndTime, time.Local)
} else {
start, _ = time.ParseInLocation(constants.Layout, aiTask[0].StartTime, time.Local)
end, _ = time.ParseInLocation(constants.Layout, aiTask[0].EndTime, time.Local)
}
start, _ := time.ParseInLocation(constants.Layout, aiTask[0].StartTime, time.Local)
end, _ := time.ParseInLocation(constants.Layout, aiTask[0].EndTime, time.Local)
var status string
var count int
for _, a := range aiTask {
var s time.Time
var e time.Time
// distinguish train or infer temporarily
if task.TaskTypeDict == 11 {
s, _ = time.ParseInLocation(time.RFC3339, a.StartTime, time.Local)
e, _ = time.ParseInLocation(time.RFC3339, a.EndTime, time.Local)
} else {
s, _ = time.ParseInLocation(constants.Layout, a.StartTime, time.Local)
e, _ = time.ParseInLocation(constants.Layout, a.EndTime, time.Local)
}
s, _ := time.ParseInLocation(constants.Layout, a.StartTime, time.Local)
e, _ := time.ParseInLocation(constants.Layout, a.EndTime, time.Local)
if s.Before(start) {
start = s
@ -289,15 +273,8 @@ func UpdateTaskStatus(svc *svc.ServiceContext, tasklist []*types.TaskModel) {
if status != "" {
task.Status = status
// distinguish train or infer temporarily
if task.TaskTypeDict == 11 {
task.StartTime = start.Format(time.RFC3339)
task.EndTime = end.Format(time.RFC3339)
} else {
task.StartTime = start.Format(constants.Layout)
task.EndTime = end.Format(constants.Layout)
}
task.StartTime = start.Format(constants.Layout)
task.EndTime = end.Format(constants.Layout)
}
task.UpdatedTime = time.Now().Format(constants.Layout)
@ -561,6 +538,10 @@ func UpdateInferTaskStatus(svc *svc.ServiceContext, task *types.TaskModel) {
// return
//}
if aiTask[0].StartTime == "" {
return
}
start, _ := time.ParseInLocation(time.RFC3339, aiTask[0].StartTime, time.Local)
end, _ := time.ParseInLocation(time.RFC3339, aiTask[0].EndTime, time.Local)
var status string

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@ -0,0 +1,24 @@
package ai
import (
"github.com/zeromicro/go-zero/rest/httpx"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/logic/ai"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/svc"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/types"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/repository/result"
"net/http"
)
func ProxyApiHandler(svcCtx *svc.ServiceContext) http.HandlerFunc {
return func(w http.ResponseWriter, r *http.Request) {
var req types.ChatReq
if err := httpx.Parse(r, &req); err != nil {
result.ParamErrorResult(r, w, err)
return
}
l := ai.NewProxyApiLogic(r.Context(), svcCtx)
resp, err := l.ProxyApi(&req, w)
result.HttpResult(r, w, resp, err)
}
}

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@ -0,0 +1,25 @@
package inference
import (
"github.com/zeromicro/go-zero/rest/httpx"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/logic/inference"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/svc"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/types"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/repository/result"
"net/http"
)
func TextToTextInferenceHandler(svcCtx *svc.ServiceContext) http.HandlerFunc {
return func(w http.ResponseWriter, r *http.Request) {
var req types.TextToTextInferenceReq
if err := httpx.Parse(r, &req); err != nil {
result.ParamErrorResult(r, w, err)
return
}
l := inference.NewTextToTextInferenceLogic(r.Context(), svcCtx)
resp, err := l.TextToTextInference(&req)
result.HttpResult(r, w, resp, err)
}
}

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@ -452,6 +452,11 @@ func RegisterHandlers(server *rest.Server, serverCtx *svc.ServiceContext) {
Path: "/ai/CreateVisualizationJob",
Handler: ai.CreateVisualizationJobHandler(serverCtx),
},
{
Method: http.MethodPost,
Path: "/ai/chat",
Handler: ai.ProxyApiHandler(serverCtx),
},
},
rest.WithPrefix("/pcm/v1"),
)
@ -1153,6 +1158,11 @@ func RegisterHandlers(server *rest.Server, serverCtx *svc.ServiceContext) {
server.AddRoutes(
[]rest.Route{
{
Method: http.MethodPost,
Path: "/inference/text",
Handler: inference.TextToTextInferenceHandler(serverCtx),
},
{
Method: http.MethodPost,
Path: "/inference/images",

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@ -0,0 +1,89 @@
package ai
import (
"bytes"
"context"
"crypto/tls"
"encoding/json"
"fmt"
tool "gitlink.org.cn/JointCloud/pcm-coordinator/pkg/utils"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/utils/hws"
"net/http"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/svc"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/types"
"github.com/zeromicro/go-zero/core/logx"
)
type ProxyApiLogic struct {
logx.Logger
ctx context.Context
svcCtx *svc.ServiceContext
}
func NewProxyApiLogic(ctx context.Context, svcCtx *svc.ServiceContext) *ProxyApiLogic {
return &ProxyApiLogic{
Logger: logx.WithContext(ctx),
ctx: ctx,
svcCtx: svcCtx,
}
}
type ChatResult struct {
Results string `json:"results"`
}
type ResponseData struct {
Results string `json:"results"`
}
func (l *ProxyApiLogic) ProxyApi(req *types.ChatReq, w http.ResponseWriter) (resp *types.CommonResp, err error) {
jsonBytes, err := json.Marshal(&req.ReqData)
// 调用第三方接口的 POST 方法
thirdReq, err := http.NewRequest("POST", req.ApiUrl, bytes.NewBuffer(jsonBytes))
if err != nil {
return
}
signer := &hws.Signer{
Key: "UNEHPHO4Z7YSNPKRXFE4",
Secret: "JWXCE9qcYbc7RjpSRIWt4WgG3ZKF6Q4lPzkJReX9",
}
if err := signer.Sign(thirdReq); err != nil {
return nil, err
}
// 设置client信任所有证书
tr := &http.Transport{
TLSClientConfig: &tls.Config{InsecureSkipVerify: true},
}
client := &http.Client{
Transport: tr,
}
thirdReq.Header.Set("X-Project-Id", "d18190e28e3f45a281ef0b0696ec9d52")
thirdReq.Header.Set("x-stage", "RELEASE")
thirdReq.Header.Set("Authorization", thirdReq.Header.Get(hws.HeaderXAuthorization))
thirdReq.Header.Set("X-Sdk-Date", thirdReq.Header.Get(hws.HeaderXDateTime))
thirdReq.Header.Set("Content-Type", "application/json")
thirdResp, err := client.Do(thirdReq)
defer thirdReq.Body.Close()
var responseData ResponseData
decoder := json.NewDecoder(thirdResp.Body)
if err := decoder.Decode(&responseData); err != nil {
fmt.Println("Error decoding response:", err)
}
chatResult := &ChatResult{}
tool.Convert(responseData, &chatResult)
return &types.CommonResp{
Code: thirdResp.StatusCode,
Msg: "success",
Data: chatResult,
}, nil
}

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@ -57,9 +57,9 @@ func (l *PageListTaskLogic) PageListTask(req *types.PageTaskReq) (resp *types.Pa
}
// 更新智算任务状态
chs := [2]chan struct{}{make(chan struct{}), make(chan struct{})}
go l.updateTaskStatus(list, chs[0])
go l.updateAiTaskStatus(list, chs[1])
//chs := [2]chan struct{}{make(chan struct{}), make(chan struct{})}
//go l.updateTaskStatus(list, chs[0])
//go l.updateAiTaskStatus(list, chs[1])
for _, model := range list {
if model.StartTime != "" && model.EndTime == "" {
@ -77,12 +77,12 @@ func (l *PageListTaskLogic) PageListTask(req *types.PageTaskReq) (resp *types.Pa
resp.PageNum = req.PageNum
resp.Total = total
for _, ch := range chs {
select {
case <-ch:
case <-time.After(1 * time.Second):
}
}
//for _, ch := range chs {
// select {
// case <-ch:
// case <-time.After(1 * time.Second):
// }
//}
return
}
@ -90,7 +90,7 @@ func (l *PageListTaskLogic) updateTaskStatus(tasklist []*types.TaskModel, ch cha
list := make([]*types.TaskModel, len(tasklist))
copy(list, tasklist)
for i := len(list) - 1; i >= 0; i-- {
if list[i].AdapterTypeDict != 1 || list[i].Status == constants.Succeeded || list[i].Status == constants.Failed {
if list[i].AdapterTypeDict != "1" || list[i].Status == constants.Succeeded || list[i].Status == constants.Failed {
list = append(list[:i], list[i+1:]...)
}
}
@ -228,7 +228,7 @@ func (l *PageListTaskLogic) updateAiTaskStatus(tasklist []*types.TaskModel, ch c
list := make([]*types.TaskModel, len(tasklist))
copy(list, tasklist)
for i := len(list) - 1; i >= 0; i-- {
if list[i].AdapterTypeDict != 1 || list[i].Status == constants.Succeeded || list[i].Status == constants.Failed {
if list[i].AdapterTypeDict != "1" || list[i].Status == constants.Succeeded || list[i].Status == constants.Failed {
list = append(list[:i], list[i+1:]...)
}
}

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@ -1,30 +1,15 @@
package inference
import (
"bytes"
"context"
"crypto/tls"
"errors"
"fmt"
"github.com/JCCE-nudt/apigw-go-sdk/core"
"github.com/go-resty/resty/v2"
"github.com/zeromicro/go-zero/core/logx"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/schedulers/option"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/service/collector"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/service/inference"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/strategy"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/svc"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/types"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/constants"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/models"
"io"
"k8s.io/apimachinery/pkg/util/json"
"log"
"math/rand"
"mime/multipart"
"net/http"
"strconv"
"sync"
"time"
)
type ImageInferenceLogic struct {
@ -58,10 +43,7 @@ func (l *ImageInferenceLogic) ImageInfer(r *http.Request, req *types.ImageInfere
StaticWeightMap: req.StaticWeightMap,
}
var ts []struct {
imageResult *types.ImageResult
file multipart.File
}
var ts []*inference.ImageFile
uploadedFiles := r.MultipartForm.File
@ -81,14 +63,11 @@ func (l *ImageInferenceLogic) ImageInfer(r *http.Request, req *types.ImageInfere
defer file.Close()
var ir types.ImageResult
ir.ImageName = header.Filename
t := struct {
imageResult *types.ImageResult
file multipart.File
}{
imageResult: &ir,
file: file,
t := inference.ImageFile{
ImageResult: &ir,
File: file,
}
ts = append(ts, t)
ts = append(ts, &t)
}
_, ok := l.svcCtx.Scheduler.AiService.AiCollectorAdapterMap[opt.AdapterId]
@ -111,464 +90,32 @@ func (l *ImageInferenceLogic) ImageInfer(r *http.Request, req *types.ImageInfere
return nil, err
}
results, err := infer(opt, clusters, ts, l.svcCtx, l.ctx)
if err != nil {
return nil, err
}
resp.InferResults = results
return resp, nil
}
func infer(opt *option.InferOption, clusters []*strategy.AssignedCluster, ts []struct {
imageResult *types.ImageResult
file multipart.File
}, svcCtx *svc.ServiceContext, ctx context.Context) ([]*types.ImageResult, error) {
if clusters == nil || len(clusters) == 0 {
return nil, errors.New("clusters is nil")
}
for i := len(clusters) - 1; i >= 0; i-- {
if clusters[i].Replicas == 0 {
clusters = append(clusters[:i], clusters[i+1:]...)
}
}
var wg sync.WaitGroup
var cluster_ch = make(chan struct {
urls []*collector.ImageInferUrl
clusterId string
clusterName string
imageNum int32
}, len(clusters))
var cs []struct {
urls []*collector.ImageInferUrl
clusterId string
clusterName string
imageNum int32
}
collectorMap := svcCtx.Scheduler.AiService.AiCollectorAdapterMap[opt.AdapterId]
//save task
var synergystatus int64
if len(clusters) > 1 {
synergystatus = 1
}
strategyCode, err := svcCtx.Scheduler.AiStorages.GetStrategyCode(opt.Strategy)
strategyCode, err := l.svcCtx.Scheduler.AiStorages.GetStrategyCode(opt.Strategy)
if err != nil {
return nil, err
}
adapterName, err := svcCtx.Scheduler.AiStorages.GetAdapterNameById(opt.AdapterId)
adapterName, err := l.svcCtx.Scheduler.AiStorages.GetAdapterNameById(opt.AdapterId)
if err != nil {
return nil, err
}
id, err := svcCtx.Scheduler.AiStorages.SaveTask(opt.TaskName, strategyCode, synergystatus, "11")
id, err := l.svcCtx.Scheduler.AiStorages.SaveTask(opt.TaskName, strategyCode, synergystatus, "11")
if err != nil {
return nil, err
}
svcCtx.Scheduler.AiStorages.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "create", "任务创建中")
l.svcCtx.Scheduler.AiStorages.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "create", "任务创建中")
//save taskai
for _, c := range clusters {
clusterName, _ := svcCtx.Scheduler.AiStorages.GetClusterNameById(c.ClusterId)
opt.Replica = c.Replicas
err := svcCtx.Scheduler.AiStorages.SaveAiTask(id, opt, adapterName, c.ClusterId, clusterName, "", constants.Saved, "")
if err != nil {
return nil, err
}
}
go l.svcCtx.Scheduler.AiService.ImageInfer(opt, id, adapterName, clusters, ts, l.ctx)
for _, cluster := range clusters {
wg.Add(1)
c := cluster
go func() {
imageUrls, err := collectorMap[c.ClusterId].GetImageInferUrl(ctx, opt)
if err != nil {
wg.Done()
return
}
clusterName, _ := svcCtx.Scheduler.AiStorages.GetClusterNameById(c.ClusterId)
s := struct {
urls []*collector.ImageInferUrl
clusterId string
clusterName string
imageNum int32
}{
urls: imageUrls,
clusterId: c.ClusterId,
clusterName: clusterName,
imageNum: c.Replicas,
}
cluster_ch <- s
wg.Done()
return
}()
}
wg.Wait()
close(cluster_ch)
for s := range cluster_ch {
cs = append(cs, s)
}
var aiTaskList []*models.TaskAi
tx := svcCtx.DbEngin.Raw("select * from task_ai where `task_id` = ? ", id).Scan(&aiTaskList)
if tx.Error != nil {
return nil, tx.Error
}
//no cluster available
if len(cs) == 0 {
for _, t := range aiTaskList {
t.Status = constants.Failed
t.EndTime = time.Now().Format(time.RFC3339)
err := svcCtx.Scheduler.AiStorages.UpdateAiTask(t)
if err != nil {
logx.Errorf(tx.Error.Error())
}
}
svcCtx.Scheduler.AiStorages.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "failed", "任务失败")
return nil, errors.New("image infer task failed")
}
//change cluster status
if len(clusters) != len(cs) {
var acs []*strategy.AssignedCluster
var rcs []*strategy.AssignedCluster
for _, cluster := range clusters {
if contains(cs, cluster.ClusterId) {
var ac *strategy.AssignedCluster
ac = cluster
rcs = append(rcs, ac)
} else {
var ac *strategy.AssignedCluster
ac = cluster
acs = append(acs, ac)
}
}
// update failed cluster status
for _, ac := range acs {
for _, t := range aiTaskList {
if ac.ClusterId == strconv.Itoa(int(t.ClusterId)) {
t.Status = constants.Failed
t.EndTime = time.Now().Format(time.RFC3339)
err := svcCtx.Scheduler.AiStorages.UpdateAiTask(t)
if err != nil {
logx.Errorf(tx.Error.Error())
}
}
}
}
// update running cluster status
for _, ac := range rcs {
for _, t := range aiTaskList {
if ac.ClusterId == strconv.Itoa(int(t.ClusterId)) {
t.Status = constants.Running
err := svcCtx.Scheduler.AiStorages.UpdateAiTask(t)
if err != nil {
logx.Errorf(tx.Error.Error())
}
}
}
}
svcCtx.Scheduler.AiStorages.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "failed", "任务失败")
} else {
for _, t := range aiTaskList {
t.Status = constants.Running
err := svcCtx.Scheduler.AiStorages.UpdateAiTask(t)
if err != nil {
logx.Errorf(tx.Error.Error())
}
}
svcCtx.Scheduler.AiStorages.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "running", "任务运行中")
}
var result_ch = make(chan *types.ImageResult, len(ts))
var results []*types.ImageResult
limit := make(chan bool, 7)
var imageNumIdx int32 = 0
var imageNumIdxEnd int32 = 0
for _, c := range cs {
new_images := make([]struct {
imageResult *types.ImageResult
file multipart.File
}, len(ts))
copy(new_images, ts)
imageNumIdxEnd = imageNumIdxEnd + c.imageNum
new_images = new_images[imageNumIdx:imageNumIdxEnd]
imageNumIdx = imageNumIdx + c.imageNum
wg.Add(len(new_images))
go sendInferReq(new_images, c, &wg, result_ch, limit)
}
wg.Wait()
close(result_ch)
for s := range result_ch {
results = append(results, s)
}
//sort.Slice(results, func(p, q int) bool {
// return results[p].ClusterName < results[q].ClusterName
//})
//save ai sub tasks
for _, r := range results {
for _, task := range aiTaskList {
if r.ClusterId == strconv.Itoa(int(task.ClusterId)) {
taskAiSub := models.TaskAiSub{
TaskId: id,
TaskName: task.Name,
TaskAiId: task.TaskId,
TaskAiName: task.Name,
ImageName: r.ImageName,
Result: r.ImageResult,
Card: r.Card,
ClusterId: task.ClusterId,
ClusterName: r.ClusterName,
}
tx := svcCtx.DbEngin.Table("task_ai_sub").Create(&taskAiSub)
if tx.Error != nil {
logx.Errorf(err.Error())
}
}
}
}
// update succeeded cluster status
var successStatusCount int
for _, c := range cs {
for _, t := range aiTaskList {
if c.clusterId == strconv.Itoa(int(t.ClusterId)) {
t.Status = constants.Completed
t.EndTime = time.Now().Format(time.RFC3339)
err := svcCtx.Scheduler.AiStorages.UpdateAiTask(t)
if err != nil {
logx.Errorf(tx.Error.Error())
}
successStatusCount++
} else {
continue
}
}
}
if len(cs) == successStatusCount {
svcCtx.Scheduler.AiStorages.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "completed", "任务完成")
} else {
svcCtx.Scheduler.AiStorages.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "failed", "任务失败")
}
return results, nil
}
func sendInferReq(images []struct {
imageResult *types.ImageResult
file multipart.File
}, cluster struct {
urls []*collector.ImageInferUrl
clusterId string
clusterName string
imageNum int32
}, wg *sync.WaitGroup, ch chan<- *types.ImageResult, limit chan bool) {
for _, image := range images {
limit <- true
go func(t struct {
imageResult *types.ImageResult
file multipart.File
}, c struct {
urls []*collector.ImageInferUrl
clusterId string
clusterName string
imageNum int32
}) {
if len(c.urls) == 1 {
r, err := getInferResult(c.urls[0].Url, t.file, t.imageResult.ImageName, c.clusterName)
if err != nil {
t.imageResult.ImageResult = err.Error()
t.imageResult.ClusterId = c.clusterId
t.imageResult.ClusterName = c.clusterName
t.imageResult.Card = c.urls[0].Card
ch <- t.imageResult
wg.Done()
<-limit
return
}
t.imageResult.ImageResult = r
t.imageResult.ClusterId = c.clusterId
t.imageResult.ClusterName = c.clusterName
t.imageResult.Card = c.urls[0].Card
ch <- t.imageResult
wg.Done()
<-limit
return
} else {
idx := rand.Intn(len(c.urls))
r, err := getInferResult(c.urls[idx].Url, t.file, t.imageResult.ImageName, c.clusterName)
if err != nil {
t.imageResult.ImageResult = err.Error()
t.imageResult.ClusterId = c.clusterId
t.imageResult.ClusterName = c.clusterName
t.imageResult.Card = c.urls[idx].Card
ch <- t.imageResult
wg.Done()
<-limit
return
}
t.imageResult.ImageResult = r
t.imageResult.ClusterId = c.clusterId
t.imageResult.ClusterName = c.clusterName
t.imageResult.Card = c.urls[idx].Card
ch <- t.imageResult
wg.Done()
<-limit
return
}
}(image, cluster)
<-limit
}
}
func getInferResult(url string, file multipart.File, fileName string, clusterName string) (string, error) {
if clusterName == "鹏城云脑II-modelarts" {
r, err := getInferResultModelarts(url, file, fileName)
if err != nil {
return "", err
}
return r, nil
}
var res Res
req := GetRestyRequest(20)
_, err := req.
SetFileReader("file", fileName, file).
SetResult(&res).
Post(url)
if err != nil {
return "", err
}
return res.Result, nil
}
func getInferResultModelarts(url string, file multipart.File, fileName string) (string, error) {
var res Res
body, err := SendRequest("POST", url, file, fileName)
if err != nil {
return "", err
}
errjson := json.Unmarshal([]byte(body), &res)
if errjson != nil {
log.Fatalf("Error parsing JSON: %s", errjson)
}
return res.Result, nil
}
// SignClient AK/SK签名认证
func SignClient(r *http.Request, writer *multipart.Writer) (*http.Client, error) {
r.Header.Add("content-type", "application/json;charset=UTF-8")
r.Header.Add("X-Project-Id", "d18190e28e3f45a281ef0b0696ec9d52")
r.Header.Add("x-stage", "RELEASE")
r.Header.Add("x-sdk-content-sha256", "UNSIGNED-PAYLOAD")
r.Header.Set("Content-Type", writer.FormDataContentType())
s := core.Signer{
Key: "UNEHPHO4Z7YSNPKRXFE4",
Secret: "JWXCE9qcYbc7RjpSRIWt4WgG3ZKF6Q4lPzkJReX9",
}
err := s.Sign(r)
if err != nil {
return nil, err
}
//设置client信任所有证书
tr := &http.Transport{
TLSClientConfig: &tls.Config{InsecureSkipVerify: true},
}
client := &http.Client{
Transport: tr,
}
return client, nil
}
func SendRequest(method, url string, file multipart.File, fileName string) (string, error) {
/*body := &bytes.Buffer{}
writer := multipart.NewWriter(body)*/
// 创建一个新的缓冲区以写入multipart表单
var body bytes.Buffer
// 创建一个新的multipart writer
writer := multipart.NewWriter(&body)
// 创建一个用于写入文件的表单字段
part, err := writer.CreateFormFile("file", fileName) // "file"是表单的字段名,第二个参数是文件名
if err != nil {
fmt.Println("Error creating form file:", err)
}
// 将文件的内容拷贝到multipart writer中
_, err = io.Copy(part, file)
if err != nil {
fmt.Println("Error copying file data:", err)
}
err = writer.Close()
if err != nil {
fmt.Println("Error closing multipart writer:", err)
}
request, err := http.NewRequest(method, url, &body)
if err != nil {
fmt.Println("Error creating new request:", err)
//return nil, err
}
signedR, err := SignClient(request, writer)
if err != nil {
fmt.Println("Error signing request:", err)
//return nil, err
}
res, err := signedR.Do(request)
if err != nil {
fmt.Println("Error sending request:", err)
return "", err
}
//defer res.Body.Close()
Resbody, err := io.ReadAll(res.Body)
if err != nil {
fmt.Println("Error reading response body:", err)
//return nil, err
}
return string(Resbody), nil
}
func GetRestyRequest(timeoutSeconds int64) *resty.Request {
client := resty.New().SetTimeout(time.Duration(timeoutSeconds) * time.Second)
request := client.R()
return request
}
type Res struct {
Result string `json:"result"`
}
func contains(cs []struct {
urls []*collector.ImageInferUrl
clusterId string
clusterName string
imageNum int32
}, e string) bool {
for _, c := range cs {
if c.clusterId == e {
return true
}
}
return false
return resp, nil
}

View File

@ -0,0 +1,150 @@
package inference
import (
"context"
"errors"
"github.com/zeromicro/go-zero/core/logx"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/schedulers/option"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/service/collector"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/storeLink"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/svc"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/types"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/constants"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/models"
"strconv"
"sync"
"time"
)
type TextToTextInferenceLogic struct {
logx.Logger
ctx context.Context
svcCtx *svc.ServiceContext
}
func NewTextToTextInferenceLogic(ctx context.Context, svcCtx *svc.ServiceContext) *TextToTextInferenceLogic {
return &TextToTextInferenceLogic{
Logger: logx.WithContext(ctx),
ctx: ctx,
svcCtx: svcCtx,
}
}
func (l *TextToTextInferenceLogic) TextToTextInference(req *types.TextToTextInferenceReq) (resp *types.TextToTextInferenceResp, err error) {
resp = &types.TextToTextInferenceResp{}
opt := &option.InferOption{
TaskName: req.TaskName,
TaskDesc: req.TaskDesc,
AdapterId: req.AdapterId,
AiClusterIds: req.AiClusterIds,
ModelName: req.ModelName,
ModelType: req.ModelType,
}
_, ok := l.svcCtx.Scheduler.AiService.AiCollectorAdapterMap[opt.AdapterId]
if !ok {
return nil, errors.New("AdapterId does not exist")
}
//save task
var synergystatus int64
var strategyCode int64
adapterName, err := l.svcCtx.Scheduler.AiStorages.GetAdapterNameById(opt.AdapterId)
if err != nil {
return nil, err
}
id, err := l.svcCtx.Scheduler.AiStorages.SaveTask(opt.TaskName, strategyCode, synergystatus, "12")
if err != nil {
return nil, err
}
var wg sync.WaitGroup
var cluster_ch = make(chan struct {
urls []*collector.InferUrl
clusterId string
clusterName string
}, len(opt.AiClusterIds))
var cs []struct {
urls []*collector.InferUrl
clusterId string
clusterName string
}
collectorMap := l.svcCtx.Scheduler.AiService.AiCollectorAdapterMap[opt.AdapterId]
//save taskai
for _, clusterId := range opt.AiClusterIds {
wg.Add(1)
go func(cId string) {
urls, err := collectorMap[cId].GetInferUrl(l.ctx, opt)
if err != nil {
wg.Done()
return
}
clusterName, _ := l.svcCtx.Scheduler.AiStorages.GetClusterNameById(cId)
s := struct {
urls []*collector.InferUrl
clusterId string
clusterName string
}{
urls: urls,
clusterId: cId,
clusterName: clusterName,
}
cluster_ch <- s
wg.Done()
return
}(clusterId)
}
wg.Wait()
close(cluster_ch)
for s := range cluster_ch {
cs = append(cs, s)
}
if len(cs) == 0 {
clusterId := opt.AiClusterIds[0]
clusterName, _ := l.svcCtx.Scheduler.AiStorages.GetClusterNameById(opt.AiClusterIds[0])
err := l.svcCtx.Scheduler.AiStorages.SaveAiTask(id, opt, adapterName, clusterId, clusterName, "", constants.Failed, "")
if err != nil {
return nil, err
}
l.svcCtx.Scheduler.AiStorages.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "failed", "任务失败")
}
for _, c := range cs {
clusterName, _ := l.svcCtx.Scheduler.AiStorages.GetClusterNameById(c.clusterId)
err := l.svcCtx.Scheduler.AiStorages.SaveAiTask(id, opt, adapterName, c.clusterId, clusterName, "", constants.Saved, "")
if err != nil {
return nil, err
}
}
var aiTaskList []*models.TaskAi
tx := l.svcCtx.DbEngin.Raw("select * from task_ai where `task_id` = ? ", id).Scan(&aiTaskList)
if tx.Error != nil {
return nil, tx.Error
}
for i, t := range aiTaskList {
if strconv.Itoa(int(t.ClusterId)) == cs[i].clusterId {
t.Status = constants.Completed
t.EndTime = time.Now().Format(time.RFC3339)
url := cs[i].urls[0].Url + storeLink.FORWARD_SLASH + "chat"
t.InferUrl = url
err := l.svcCtx.Scheduler.AiStorages.UpdateAiTask(t)
if err != nil {
logx.Errorf(tx.Error.Error())
}
}
}
l.svcCtx.Scheduler.AiStorages.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "completed", "任务完成")
return resp, nil
}

View File

@ -94,6 +94,15 @@ func (s *AiStorage) GetAiTasksByAdapterId(adapterId string) ([]*models.TaskAi, e
return resp, nil
}
func (s *AiStorage) GetAiTaskListById(id int64) ([]*models.TaskAi, error) {
var aiTaskList []*models.TaskAi
tx := s.DbEngin.Raw("select * from task_ai where `task_id` = ? ", id).Scan(&aiTaskList)
if tx.Error != nil {
return nil, tx.Error
}
return aiTaskList, nil
}
func (s *AiStorage) SaveTask(name string, strategyCode int64, synergyStatus int64, aiType string) (int64, error) {
startTime := time.Now()
// 构建主任务结构体
@ -165,6 +174,14 @@ func (s *AiStorage) SaveAiTask(taskId int64, opt option.Option, adapterName stri
return nil
}
func (s *AiStorage) SaveAiTaskImageSubTask(ta *models.TaskAiSub) error {
tx := s.DbEngin.Table("task_ai_sub").Create(ta)
if tx.Error != nil {
return tx.Error
}
return nil
}
func (s *AiStorage) SaveClusterTaskQueue(adapterId string, clusterId string, queueNum int64) error {
aId, err := strconv.ParseInt(adapterId, 10, 64)
if err != nil {

View File

@ -1,12 +1,17 @@
package service
import (
"context"
"fmt"
"github.com/zeromicro/go-zero/zrpc"
hpcacclient "gitlink.org.cn/JointCloud/pcm-ac/hpcacclient"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/config"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/database"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/schedulers/option"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/service/collector"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/service/executor"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/service/inference"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/strategy"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/storeLink"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/types"
"gitlink.org.cn/JointCloud/pcm-modelarts/client/imagesservice"
@ -86,6 +91,15 @@ func InitAiClusterMap(conf *config.Config, clusters []types.ClusterInfo) (map[st
return executorMap, collectorMap
}
func (as *AiService) ImageInfer(opt *option.InferOption, id int64, adapterName string, clusters []*strategy.AssignedCluster, ts []*inference.ImageFile, ctx context.Context) {
res, err := inference.Infer(opt, id, adapterName, clusters, ts, as.AiCollectorAdapterMap, as.Storage, ctx)
if err != nil {
return
}
fmt.Println(res)
}
//func (a *AiService) AddCluster() error {
//
//}

View File

@ -15,10 +15,10 @@ type AiCollector interface {
UploadAlgorithmCode(ctx context.Context, resourceType string, card string, taskType string, dataset string, algorithm string, code string) error
GetComputeCards(ctx context.Context) ([]string, error)
GetUserBalance(ctx context.Context) (float64, error)
GetImageInferUrl(ctx context.Context, option *option.InferOption) ([]*ImageInferUrl, error)
GetInferUrl(ctx context.Context, option *option.InferOption) ([]*InferUrl, error)
}
type ImageInferUrl struct {
type InferUrl struct {
Url string
Card string
}

View File

@ -0,0 +1,385 @@
package inference
import (
"context"
"encoding/json"
"errors"
"github.com/go-resty/resty/v2"
"github.com/zeromicro/go-zero/core/logx"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/database"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/schedulers/option"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/service/collector"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/scheduler/strategy"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/storeLink"
"gitlink.org.cn/JointCloud/pcm-coordinator/api/internal/types"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/constants"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/models"
"gitlink.org.cn/JointCloud/pcm-coordinator/pkg/utils"
"log"
"math/rand"
"mime/multipart"
"sort"
"strconv"
"sync"
"time"
)
type ImageFile struct {
ImageResult *types.ImageResult
File multipart.File
}
func Infer(opt *option.InferOption, id int64, adapterName string, clusters []*strategy.AssignedCluster, ts []*ImageFile, aiCollectorAdapterMap map[string]map[string]collector.AiCollector, storage *database.AiStorage, ctx context.Context) ([]*types.ImageResult, error) {
for i := len(clusters) - 1; i >= 0; i-- {
if clusters[i].Replicas == 0 {
clusters = append(clusters[:i], clusters[i+1:]...)
}
}
var wg sync.WaitGroup
var cluster_ch = make(chan struct {
urls []*collector.InferUrl
clusterId string
clusterName string
imageNum int32
}, len(clusters))
var cs []struct {
urls []*collector.InferUrl
clusterId string
clusterName string
imageNum int32
}
collectorMap := aiCollectorAdapterMap[opt.AdapterId]
//save taskai
for _, c := range clusters {
clusterName, _ := storage.GetClusterNameById(c.ClusterId)
opt.Replica = c.Replicas
err := storage.SaveAiTask(id, opt, adapterName, c.ClusterId, clusterName, "", constants.Saved, "")
if err != nil {
return nil, err
}
}
for _, cluster := range clusters {
wg.Add(1)
c := cluster
go func() {
imageUrls, err := collectorMap[c.ClusterId].GetInferUrl(ctx, opt)
for i, _ := range imageUrls {
imageUrls[i].Url = imageUrls[i].Url + storeLink.FORWARD_SLASH + "image"
}
if err != nil {
wg.Done()
return
}
clusterName, _ := storage.GetClusterNameById(c.ClusterId)
s := struct {
urls []*collector.InferUrl
clusterId string
clusterName string
imageNum int32
}{
urls: imageUrls,
clusterId: c.ClusterId,
clusterName: clusterName,
imageNum: c.Replicas,
}
cluster_ch <- s
wg.Done()
return
}()
}
wg.Wait()
close(cluster_ch)
for s := range cluster_ch {
cs = append(cs, s)
}
aiTaskList, err := storage.GetAiTaskListById(id)
if err != nil {
return nil, err
}
//no cluster available
if len(cs) == 0 {
for _, t := range aiTaskList {
t.Status = constants.Failed
t.EndTime = time.Now().Format(time.RFC3339)
err := storage.UpdateAiTask(t)
if err != nil {
logx.Errorf(err.Error())
}
}
storage.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "failed", "任务失败")
return nil, errors.New("image infer task failed")
}
//change cluster status
if len(clusters) != len(cs) {
var acs []*strategy.AssignedCluster
var rcs []*strategy.AssignedCluster
for _, cluster := range clusters {
if contains(cs, cluster.ClusterId) {
var ac *strategy.AssignedCluster
ac = cluster
rcs = append(rcs, ac)
} else {
var ac *strategy.AssignedCluster
ac = cluster
acs = append(acs, ac)
}
}
// update failed cluster status
for _, ac := range acs {
for _, t := range aiTaskList {
if ac.ClusterId == strconv.Itoa(int(t.ClusterId)) {
t.Status = constants.Failed
t.EndTime = time.Now().Format(time.RFC3339)
err := storage.UpdateAiTask(t)
if err != nil {
logx.Errorf(err.Error())
}
}
}
}
// update running cluster status
for _, ac := range rcs {
for _, t := range aiTaskList {
if ac.ClusterId == strconv.Itoa(int(t.ClusterId)) {
t.Status = constants.Running
err := storage.UpdateAiTask(t)
if err != nil {
logx.Errorf(err.Error())
}
}
}
}
storage.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "failed", "任务失败")
} else {
for _, t := range aiTaskList {
t.Status = constants.Running
err := storage.UpdateAiTask(t)
if err != nil {
logx.Errorf(err.Error())
}
}
storage.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "running", "任务运行中")
}
var result_ch = make(chan *types.ImageResult, len(ts))
var results []*types.ImageResult
limit := make(chan bool, 7)
var imageNumIdx int32 = 0
var imageNumIdxEnd int32 = 0
for _, c := range cs {
new_images := make([]*ImageFile, len(ts))
copy(new_images, ts)
imageNumIdxEnd = imageNumIdxEnd + c.imageNum
new_images = new_images[imageNumIdx:imageNumIdxEnd]
imageNumIdx = imageNumIdx + c.imageNum
wg.Add(len(new_images))
go sendInferReq(new_images, c, &wg, result_ch, limit)
}
wg.Wait()
close(result_ch)
for s := range result_ch {
results = append(results, s)
}
sort.Slice(results, func(p, q int) bool {
return results[p].ClusterName < results[q].ClusterName
})
//save ai sub tasks
for _, r := range results {
for _, task := range aiTaskList {
if r.ClusterId == strconv.Itoa(int(task.ClusterId)) {
taskAiSub := models.TaskAiSub{
TaskId: id,
TaskName: task.Name,
TaskAiId: task.TaskId,
TaskAiName: task.Name,
ImageName: r.ImageName,
Result: r.ImageResult,
Card: r.Card,
ClusterId: task.ClusterId,
ClusterName: r.ClusterName,
}
err := storage.SaveAiTaskImageSubTask(&taskAiSub)
if err != nil {
panic(err)
}
}
}
}
// update succeeded cluster status
var successStatusCount int
for _, c := range cs {
for _, t := range aiTaskList {
if c.clusterId == strconv.Itoa(int(t.ClusterId)) {
t.Status = constants.Completed
t.EndTime = time.Now().Format(time.RFC3339)
err := storage.UpdateAiTask(t)
if err != nil {
logx.Errorf(err.Error())
}
successStatusCount++
} else {
continue
}
}
}
if len(cs) == successStatusCount {
storage.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "completed", "任务完成")
} else {
storage.AddNoticeInfo(opt.AdapterId, adapterName, "", "", opt.TaskName, "failed", "任务失败")
}
return results, nil
}
func sendInferReq(images []*ImageFile, cluster struct {
urls []*collector.InferUrl
clusterId string
clusterName string
imageNum int32
}, wg *sync.WaitGroup, ch chan<- *types.ImageResult, limit chan bool) {
for _, image := range images {
limit <- true
go func(t *ImageFile, c struct {
urls []*collector.InferUrl
clusterId string
clusterName string
imageNum int32
}) {
if len(c.urls) == 1 {
r, err := getInferResult(c.urls[0].Url, t.File, t.ImageResult.ImageName, c.clusterName)
if err != nil {
t.ImageResult.ImageResult = err.Error()
t.ImageResult.ClusterId = c.clusterId
t.ImageResult.ClusterName = c.clusterName
t.ImageResult.Card = c.urls[0].Card
ch <- t.ImageResult
wg.Done()
<-limit
return
}
t.ImageResult.ImageResult = r
t.ImageResult.ClusterId = c.clusterId
t.ImageResult.ClusterName = c.clusterName
t.ImageResult.Card = c.urls[0].Card
ch <- t.ImageResult
wg.Done()
<-limit
return
} else {
idx := rand.Intn(len(c.urls))
r, err := getInferResult(c.urls[idx].Url, t.File, t.ImageResult.ImageName, c.clusterName)
if err != nil {
t.ImageResult.ImageResult = err.Error()
t.ImageResult.ClusterId = c.clusterId
t.ImageResult.ClusterName = c.clusterName
t.ImageResult.Card = c.urls[idx].Card
ch <- t.ImageResult
wg.Done()
<-limit
return
}
t.ImageResult.ImageResult = r
t.ImageResult.ClusterId = c.clusterId
t.ImageResult.ClusterName = c.clusterName
t.ImageResult.Card = c.urls[idx].Card
ch <- t.ImageResult
wg.Done()
<-limit
return
}
}(image, cluster)
<-limit
}
}
func getInferResult(url string, file multipart.File, fileName string, clusterName string) (string, error) {
if clusterName == "鹏城云脑II-modelarts" {
r, err := getInferResultModelarts(url, file, fileName)
if err != nil {
return "", err
}
return r, nil
}
var res Res
req := GetRestyRequest(20)
_, err := req.
SetFileReader("file", fileName, file).
SetResult(&res).
Post(url)
if err != nil {
return "", err
}
return res.Result, nil
}
func getInferResultModelarts(url string, file multipart.File, fileName string) (string, error) {
var res Res
/* req := GetRestyRequest(20)
_, err := req.
SetFileReader("file", fileName, file).
SetHeaders(map[string]string{
"ak": "UNEHPHO4Z7YSNPKRXFE4",
"sk": "JWXCE9qcYbc7RjpSRIWt4WgG3ZKF6Q4lPzkJReX9",
}).
SetResult(&res).
Post(url)
if err != nil {
return "", err
}*/
body, err := utils.SendRequest("POST", url, file, fileName)
if err != nil {
return "", err
}
errjson := json.Unmarshal([]byte(body), &res)
if errjson != nil {
log.Fatalf("Error parsing JSON: %s", errjson)
}
return res.Result, nil
}
func GetRestyRequest(timeoutSeconds int64) *resty.Request {
client := resty.New().SetTimeout(time.Duration(timeoutSeconds) * time.Second)
request := client.R()
return request
}
type Res struct {
Result string `json:"result"`
}
func contains(cs []struct {
urls []*collector.InferUrl
clusterId string
clusterName string
imageNum int32
}, e string) bool {
for _, c := range cs {
if c.clusterId == e {
return true
}
}
return false
}

View File

@ -378,8 +378,8 @@ func (m *ModelArtsLink) generateAlgorithmId(ctx context.Context, option *option.
return errors.New("failed to get AlgorithmId")
}
func (m *ModelArtsLink) GetImageInferUrl(ctx context.Context, option *option.InferOption) ([]*collector.ImageInferUrl, error) {
var imageUrls []*collector.ImageInferUrl
func (m *ModelArtsLink) GetInferUrl(ctx context.Context, option *option.InferOption) ([]*collector.InferUrl, error) {
var imageUrls []*collector.InferUrl
urlReq := &modelartsclient.ImageReasoningUrlReq{
ModelName: option.ModelName,
Type: option.ModelType,
@ -389,7 +389,7 @@ func (m *ModelArtsLink) GetImageInferUrl(ctx context.Context, option *option.Inf
if err != nil {
return nil, err
}
imageUrl := &collector.ImageInferUrl{
imageUrl := &collector.InferUrl{
Url: urlResp.Url,
Card: "npu",
}

View File

@ -871,7 +871,7 @@ func setResourceIdByCard(option *option.AiOption, specs *octopus.GetResourceSpec
return errors.New("set ResourceId error")
}
func (o *OctopusLink) GetImageInferUrl(ctx context.Context, option *option.InferOption) ([]*collector.ImageInferUrl, error) {
func (o *OctopusLink) GetInferUrl(ctx context.Context, option *option.InferOption) ([]*collector.InferUrl, error) {
req := &octopus.GetNotebookListReq{
Platform: o.platform,
PageIndex: o.pageIndex,
@ -882,13 +882,13 @@ func (o *OctopusLink) GetImageInferUrl(ctx context.Context, option *option.Infer
return nil, err
}
var imageUrls []*collector.ImageInferUrl
var imageUrls []*collector.InferUrl
for _, notebook := range list.Payload.GetNotebooks() {
if strings.Contains(notebook.AlgorithmName, option.ModelName) {
if strings.Contains(notebook.AlgorithmName, option.ModelName) && notebook.Status == "running" {
url := strings.Replace(notebook.Tasks[0].Url, FORWARD_SLASH, "", -1)
names := strings.Split(notebook.AlgorithmName, UNDERSCORE)
imageUrl := &collector.ImageInferUrl{
Url: DOMAIN + url + FORWARD_SLASH + "image",
imageUrl := &collector.InferUrl{
Url: DOMAIN + url,
Card: names[2],
}
imageUrls = append(imageUrls, imageUrl)
@ -896,5 +896,9 @@ func (o *OctopusLink) GetImageInferUrl(ctx context.Context, option *option.Infer
continue
}
}
if len(imageUrls) == 0 {
return nil, errors.New("no infer url available")
}
return imageUrls, nil
}

View File

@ -730,8 +730,8 @@ func (s *ShuguangAi) generateParams(option *option.AiOption) error {
return errors.New("failed to set params")
}
func (s *ShuguangAi) GetImageInferUrl(ctx context.Context, option *option.InferOption) ([]*collector.ImageInferUrl, error) {
var imageUrls []*collector.ImageInferUrl
func (s *ShuguangAi) GetInferUrl(ctx context.Context, option *option.InferOption) ([]*collector.InferUrl, error) {
var imageUrls []*collector.InferUrl
urlReq := &hpcAC.GetInferUrlReq{
ModelName: option.ModelName,
@ -743,7 +743,7 @@ func (s *ShuguangAi) GetImageInferUrl(ctx context.Context, option *option.InferO
if err != nil {
return nil, err
}
imageUrl := &collector.ImageInferUrl{
imageUrl := &collector.InferUrl{
Url: urlResp.Url,
Card: "dcu",
}

View File

@ -78,6 +78,7 @@ var (
}
ModelTypeMap = map[string][]string{
"image_recognition": {"imagenet_resnet50"},
"text_to_text": {"chatGLM_6B"},
}
AITYPE = map[string]string{
"1": OCTOPUS,

View File

@ -347,8 +347,8 @@ type TaskModel struct {
TenantId string `json:"tenantId,omitempty" db:"tenant_id"`
CreatedTime string `json:"createdTime,omitempty" db:"created_time" gorm:"autoCreateTime"`
UpdatedTime string `json:"updatedTime,omitempty" db:"updated_time"`
AdapterTypeDict int `json:"adapterTypeDict" db:"adapter_type_dict" gorm:"adapter_type_dict"` //适配器类型(对应字典表的值
TaskTypeDict int `json:"taskTypeDict" db:"task_type_dict" gorm:"task_type_dict"` //任务类型(对应字典表的值
AdapterTypeDict string `json:"adapterTypeDict" db:"adapter_type_dict" gorm:"adapter_type_dict"` //适配器类型(对应字典表的值
TaskTypeDict string `json:"taskTypeDict" db:"task_type_dict" gorm:"task_type_dict"` //任务类型(对应字典表的值
}
type TaskDetailReq struct {
@ -1205,6 +1205,13 @@ type SubTaskInfo struct {
ClusterName string `json:"clusterName" db:"cluster_name"`
Status string `json:"status" db:"status"`
Remark string `json:"remark" db:"remark"`
InferUrl string `json:"inferUrl"`
}
type CommonResp struct {
Code int `json:"code,omitempty"`
Msg string `json:"msg,omitempty"`
Data interface{} `json:"data,omitempty"`
}
type CommitHpcTaskReq struct {
@ -2895,6 +2902,12 @@ type AiTask struct {
TimeElapsed int32 `json:"elapsed,optional"`
}
type ChatReq struct {
ApiUrl string `json:"apiUrl,optional"`
Method string `json:"method,optional"`
ReqData map[string]interface{} `json:"reqData"`
}
type StorageScreenReq struct {
}
@ -5934,3 +5947,15 @@ type InferenceResult struct {
Card string `json:"card"`
ClusterName string `json:"clusterName"`
}
type TextToTextInferenceReq struct {
TaskName string `form:"taskName"`
TaskDesc string `form:"taskDesc"`
ModelName string `form:"modelName"`
ModelType string `form:"modelType"`
AdapterId string `form:"adapterId"`
AiClusterIds []string `form:"aiClusterIds"`
}
type TextToTextInferenceResp struct {
}

View File

@ -54,6 +54,7 @@ type (
TaskType string `db:"task_type"`
DeletedAt *time.Time `db:"deleted_at"`
Card string `db:"card"`
InferUrl string `db:"infer_url"`
}
)

84
pkg/utils/aksk_sign.go Normal file
View File

@ -0,0 +1,84 @@
package utils
import (
"bytes"
"crypto/tls"
"fmt"
"github.com/JCCE-nudt/apigw-go-sdk/core"
"io"
"mime/multipart"
"net/http"
)
// SignClient AK/SK签名认证
func SignClient(r *http.Request, writer *multipart.Writer) (*http.Client, error) {
r.Header.Add("content-type", "application/json;charset=UTF-8")
r.Header.Add("X-Project-Id", "d18190e28e3f45a281ef0b0696ec9d52")
r.Header.Add("x-stage", "RELEASE")
r.Header.Add("x-sdk-content-sha256", "UNSIGNED-PAYLOAD")
r.Header.Set("Content-Type", writer.FormDataContentType())
s := core.Signer{
Key: "UNEHPHO4Z7YSNPKRXFE4",
Secret: "JWXCE9qcYbc7RjpSRIWt4WgG3ZKF6Q4lPzkJReX9",
}
err := s.Sign(r)
if err != nil {
return nil, err
}
//设置client信任所有证书
tr := &http.Transport{
TLSClientConfig: &tls.Config{InsecureSkipVerify: true},
}
client := &http.Client{
Transport: tr,
}
return client, nil
}
func SendRequest(method, url string, file multipart.File, fileName string) (string, error) {
/*body := &bytes.Buffer{}
writer := multipart.NewWriter(body)*/
// 创建一个新的缓冲区以写入multipart表单
var body bytes.Buffer
// 创建一个新的multipart writer
writer := multipart.NewWriter(&body)
// 创建一个用于写入文件的表单字段
part, err := writer.CreateFormFile("file", fileName) // "file"是表单的字段名,第二个参数是文件名
if err != nil {
fmt.Println("Error creating form file:", err)
}
// 将文件的内容拷贝到multipart writer中
_, err = io.Copy(part, file)
if err != nil {
fmt.Println("Error copying file data:", err)
}
err = writer.Close()
if err != nil {
fmt.Println("Error closing multipart writer:", err)
}
request, err := http.NewRequest(method, url, &body)
if err != nil {
fmt.Println("Error creating new request:", err)
//return nil, err
}
signedR, err := SignClient(request, writer)
if err != nil {
fmt.Println("Error signing request:", err)
//return nil, err
}
res, err := signedR.Do(request)
if err != nil {
fmt.Println("Error sending request:", err)
return "", err
}
//defer res.Body.Close()
Resbody, err := io.ReadAll(res.Body)
if err != nil {
fmt.Println("Error reading response body:", err)
//return nil, err
}
return string(Resbody), nil
}

38
pkg/utils/hws/escape.go Normal file
View File

@ -0,0 +1,38 @@
package hws
func shouldEscape(c byte) bool {
if 'A' <= c && c <= 'Z' || 'a' <= c && c <= 'z' || '0' <= c && c <= '9' || c == '_' || c == '-' || c == '~' || c == '.' {
return false
}
return true
}
func Escape(s string) string {
hexCount := 0
for i := 0; i < len(s); i++ {
c := s[i]
if shouldEscape(c) {
hexCount++
}
}
if hexCount == 0 {
return s
}
t := make([]byte, len(s)+2*hexCount)
j := 0
for i := 0; i < len(s); i++ {
switch c := s[i]; {
case shouldEscape(c):
t[j] = '%'
t[j+1] = "0123456789ABCDEF"[c>>4]
t[j+2] = "0123456789ABCDEF"[c&15]
j += 3
default:
t[j] = s[i]
j++
}
}
return string(t)
}

184
pkg/utils/hws/signer.go Normal file
View File

@ -0,0 +1,184 @@
package hws
import (
"bytes"
"crypto/hmac"
"crypto/sha256"
"fmt"
"io/ioutil"
"net/http"
"sort"
"strings"
"time"
)
const (
DateFormat = "20060102T150405Z"
SignAlgorithm = "SDK-HMAC-SHA256"
HeaderXDateTime = "X-Sdk-Date"
HeaderXHost = "host"
HeaderXAuthorization = "Authorization"
HeaderXContentSha256 = "X-Sdk-Content-Sha256"
)
func hmacsha256(keyByte []byte, dataStr string) ([]byte, error) {
hm := hmac.New(sha256.New, []byte(keyByte))
if _, err := hm.Write([]byte(dataStr)); err != nil {
return nil, err
}
return hm.Sum(nil), nil
}
func CanonicalRequest(request *http.Request, signedHeaders []string) (string, error) {
var hexencode string
var err error
if hex := request.Header.Get(HeaderXContentSha256); hex != "" {
hexencode = hex
} else {
bodyData, err := RequestPayload(request)
if err != nil {
return "", err
}
hexencode, err = HexEncodeSHA256Hash(bodyData)
if err != nil {
return "", err
}
}
return fmt.Sprintf("%s\n%s\n%s\n%s\n%s\n%s", request.Method, CanonicalURI(request), CanonicalQueryString(request), CanonicalHeaders(request, signedHeaders), strings.Join(signedHeaders, ";"), hexencode), err
}
func CanonicalURI(request *http.Request) string {
pattens := strings.Split(request.URL.Path, "/")
var uriSlice []string
for _, v := range pattens {
uriSlice = append(uriSlice, Escape(v))
}
urlpath := strings.Join(uriSlice, "/")
if len(urlpath) == 0 || urlpath[len(urlpath)-1] != '/' {
urlpath = urlpath + "/"
}
return urlpath
}
func CanonicalQueryString(request *http.Request) string {
var keys []string
queryMap := request.URL.Query()
for key := range queryMap {
keys = append(keys, key)
}
sort.Strings(keys)
var query []string
for _, key := range keys {
k := Escape(key)
sort.Strings(queryMap[key])
for _, v := range queryMap[key] {
kv := fmt.Sprintf("%s=%s", k, Escape(v))
query = append(query, kv)
}
}
queryStr := strings.Join(query, "&")
request.URL.RawQuery = queryStr
return queryStr
}
func CanonicalHeaders(request *http.Request, signerHeaders []string) string {
var canonicalHeaders []string
header := make(map[string][]string)
for k, v := range request.Header {
header[strings.ToLower(k)] = v
}
for _, key := range signerHeaders {
value := header[key]
if strings.EqualFold(key, HeaderXHost) {
value = []string{request.Host}
}
sort.Strings(value)
for _, v := range value {
canonicalHeaders = append(canonicalHeaders, key+":"+strings.TrimSpace(v))
}
}
return fmt.Sprintf("%s\n", strings.Join(canonicalHeaders, "\n"))
}
func SignedHeaders(r *http.Request) []string {
var signedHeaders []string
for key := range r.Header {
signedHeaders = append(signedHeaders, strings.ToLower(key))
}
sort.Strings(signedHeaders)
return signedHeaders
}
func RequestPayload(request *http.Request) ([]byte, error) {
if request.Body == nil {
return []byte(""), nil
}
bodyByte, err := ioutil.ReadAll(request.Body)
if err != nil {
return []byte(""), err
}
request.Body = ioutil.NopCloser(bytes.NewBuffer(bodyByte))
return bodyByte, err
}
func StringToSign(canonicalRequest string, t time.Time) (string, error) {
hashStruct := sha256.New()
_, err := hashStruct.Write([]byte(canonicalRequest))
if err != nil {
return "", err
}
return fmt.Sprintf("%s\n%s\n%x",
SignAlgorithm, t.UTC().Format(DateFormat), hashStruct.Sum(nil)), nil
}
func SignStringToSign(stringToSign string, signingKey []byte) (string, error) {
hmsha, err := hmacsha256(signingKey, stringToSign)
return fmt.Sprintf("%x", hmsha), err
}
func HexEncodeSHA256Hash(body []byte) (string, error) {
hashStruct := sha256.New()
if len(body) == 0 {
body = []byte("")
}
_, err := hashStruct.Write(body)
return fmt.Sprintf("%x", hashStruct.Sum(nil)), err
}
func AuthHeaderValue(signatureStr, accessKeyStr string, signedHeaders []string) string {
return fmt.Sprintf("%s Access=%s, SignedHeaders=%s, Signature=%s", SignAlgorithm, accessKeyStr, strings.Join(signedHeaders, ";"), signatureStr)
}
type Signer struct {
Key string
Secret string
}
func (s *Signer) Sign(request *http.Request) error {
var t time.Time
var err error
var date string
if date = request.Header.Get(HeaderXDateTime); date != "" {
t, err = time.Parse(DateFormat, date)
}
if err != nil || date == "" {
t = time.Now()
request.Header.Set(HeaderXDateTime, t.UTC().Format(DateFormat))
}
signedHeaders := SignedHeaders(request)
canonicalRequest, err := CanonicalRequest(request, signedHeaders)
if err != nil {
return err
}
stringToSignStr, err := StringToSign(canonicalRequest, t)
if err != nil {
return err
}
signatureStr, err := SignStringToSign(stringToSignStr, []byte(s.Secret))
if err != nil {
return err
}
authValueStr := AuthHeaderValue(signatureStr, s.Key, signedHeaders)
request.Header.Set(HeaderXAuthorization, authValueStr)
return nil
}