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modelarts.go 85 kB

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  1. package repo
  2. import (
  3. "archive/zip"
  4. "encoding/json"
  5. "errors"
  6. "fmt"
  7. "io"
  8. "io/ioutil"
  9. "net/http"
  10. "os"
  11. "path"
  12. "strconv"
  13. "strings"
  14. "time"
  15. "unicode/utf8"
  16. "code.gitea.io/gitea/modules/notification"
  17. "code.gitea.io/gitea/modules/timeutil"
  18. "code.gitea.io/gitea/models"
  19. "code.gitea.io/gitea/modules/auth"
  20. "code.gitea.io/gitea/modules/base"
  21. "code.gitea.io/gitea/modules/cloudbrain"
  22. "code.gitea.io/gitea/modules/context"
  23. "code.gitea.io/gitea/modules/git"
  24. "code.gitea.io/gitea/modules/log"
  25. "code.gitea.io/gitea/modules/modelarts"
  26. "code.gitea.io/gitea/modules/obs"
  27. "code.gitea.io/gitea/modules/setting"
  28. "code.gitea.io/gitea/modules/storage"
  29. "code.gitea.io/gitea/modules/util"
  30. )
  31. const (
  32. tplDebugJobIndex base.TplName = "repo/debugjob/index"
  33. tplModelArtsNotebookIndex base.TplName = "repo/modelarts/notebook/index"
  34. tplModelArtsNotebookNew base.TplName = "repo/modelarts/notebook/new"
  35. tplModelArtsNotebookShow base.TplName = "repo/modelarts/notebook/show"
  36. tplModelArtsTrainJobIndex base.TplName = "repo/modelarts/trainjob/index"
  37. tplModelArtsTrainJobNew base.TplName = "repo/modelarts/trainjob/new"
  38. tplModelArtsTrainJobShow base.TplName = "repo/modelarts/trainjob/show"
  39. tplModelArtsTrainJobVersionNew base.TplName = "repo/modelarts/trainjob/version_new"
  40. tplModelArtsInferenceJobIndex base.TplName = "repo/modelarts/inferencejob/index"
  41. tplModelArtsInferenceJobNew base.TplName = "repo/modelarts/inferencejob/new"
  42. tplModelArtsInferenceJobShow base.TplName = "repo/modelarts/inferencejob/show"
  43. )
  44. func DebugJobIndex(ctx *context.Context) {
  45. listType := ctx.Query("debugListType")
  46. if listType == "" {
  47. listType = models.AllResource
  48. }
  49. ctx.Data["ListType"] = listType
  50. MustEnableCloudbrain(ctx)
  51. repo := ctx.Repo.Repository
  52. page := ctx.QueryInt("page")
  53. if page <= 0 {
  54. page = 1
  55. }
  56. typeCloudBrain := models.TypeCloudBrainAll
  57. jobTypeNot := false
  58. if listType == models.GPUResource {
  59. typeCloudBrain = models.TypeCloudBrainOne
  60. } else if listType == models.NPUResource {
  61. typeCloudBrain = models.TypeCloudBrainTwo
  62. } else if listType == models.AllResource {
  63. typeCloudBrain = models.TypeCloudBrainAll
  64. } else {
  65. log.Error("listType(%s) error", listType)
  66. ctx.ServerError("listType error", errors.New("listType error"))
  67. return
  68. }
  69. var jobTypes []string
  70. jobTypes = append(jobTypes, string(models.JobTypeDebug))
  71. ciTasks, count, err := models.Cloudbrains(&models.CloudbrainsOptions{
  72. ListOptions: models.ListOptions{
  73. Page: page,
  74. PageSize: setting.UI.IssuePagingNum,
  75. },
  76. RepoID: repo.ID,
  77. Type: typeCloudBrain,
  78. JobTypeNot: jobTypeNot,
  79. JobTypes: jobTypes,
  80. })
  81. if err != nil {
  82. ctx.ServerError("Get debugjob faild:", err)
  83. return
  84. }
  85. for i, task := range ciTasks {
  86. ciTasks[i].CanDebug = cloudbrain.CanModifyJob(ctx, &task.Cloudbrain)
  87. ciTasks[i].CanDel = cloudbrain.CanDeleteJob(ctx, &task.Cloudbrain)
  88. ciTasks[i].Cloudbrain.ComputeResource = task.ComputeResource
  89. }
  90. pager := context.NewPagination(int(count), setting.UI.IssuePagingNum, page, 5)
  91. pager.AddParam(ctx, "debugListType", "ListType")
  92. ctx.Data["Page"] = pager
  93. ctx.Data["PageIsCloudBrain"] = true
  94. ctx.Data["Tasks"] = ciTasks
  95. ctx.Data["CanCreate"] = cloudbrain.CanCreateOrDebugJob(ctx)
  96. ctx.Data["RepoIsEmpty"] = repo.IsEmpty
  97. ctx.Data["debugListType"] = listType
  98. ctx.HTML(200, tplDebugJobIndex)
  99. }
  100. // MustEnableDataset check if repository enable internal cb
  101. func MustEnableModelArts(ctx *context.Context) {
  102. if !ctx.Repo.CanRead(models.UnitTypeCloudBrain) {
  103. ctx.NotFound("MustEnableCloudbrain", nil)
  104. return
  105. }
  106. }
  107. func NotebookNew(ctx *context.Context) {
  108. notebookNewDataPrepare(ctx)
  109. waitCount := cloudbrain.GetWaitingCloudbrainCount(models.TypeCloudBrainTwo, "")
  110. ctx.Data["WaitCount"] = waitCount
  111. ctx.HTML(200, tplModelArtsNotebookNew)
  112. }
  113. func notebookNewDataPrepare(ctx *context.Context) error {
  114. ctx.Data["PageIsCloudBrain"] = true
  115. t := time.Now()
  116. var displayJobName = jobNamePrefixValid(cutString(ctx.User.Name, 5)) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  117. ctx.Data["display_job_name"] = displayJobName
  118. attachs, err := models.GetModelArtsUserAttachments(ctx.User.ID)
  119. if err != nil {
  120. ctx.ServerError("GetAllUserAttachments failed:", err)
  121. return err
  122. }
  123. ctx.Data["attachments"] = attachs
  124. if modelarts.ImageInfos == nil {
  125. json.Unmarshal([]byte(setting.ImageInfos), &modelarts.ImageInfos)
  126. }
  127. ctx.Data["images"] = modelarts.ImageInfos.ImageInfo
  128. if modelarts.FlavorInfos == nil {
  129. json.Unmarshal([]byte(setting.FlavorInfos), &modelarts.FlavorInfos)
  130. }
  131. ctx.Data["flavors"] = modelarts.FlavorInfos.FlavorInfo
  132. ctx.Data["datasetType"] = models.TypeCloudBrainTwo
  133. return nil
  134. }
  135. func NotebookCreate(ctx *context.Context, form auth.CreateModelArtsNotebookForm) {
  136. ctx.Data["PageIsNotebook"] = true
  137. jobName := form.JobName
  138. uuid := form.Attachment
  139. description := form.Description
  140. flavor := form.Flavor
  141. count, err := models.GetCloudbrainNotebookCountByUserID(ctx.User.ID)
  142. if err != nil {
  143. log.Error("GetCloudbrainNotebookCountByUserID failed:%v", err, ctx.Data["MsgID"])
  144. cloudBrainNewDataPrepare(ctx)
  145. ctx.RenderWithErr("system error", tplModelArtsNotebookNew, &form)
  146. return
  147. } else {
  148. if count >= 1 {
  149. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  150. cloudBrainNewDataPrepare(ctx)
  151. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tplModelArtsNotebookNew, &form)
  152. return
  153. }
  154. }
  155. _, err = models.GetCloudbrainByName(jobName)
  156. if err == nil {
  157. log.Error("the job name did already exist", ctx.Data["MsgID"])
  158. cloudBrainNewDataPrepare(ctx)
  159. ctx.RenderWithErr("the job name did already exist", tplModelArtsNotebookNew, &form)
  160. return
  161. } else {
  162. if !models.IsErrJobNotExist(err) {
  163. log.Error("system error, %v", err, ctx.Data["MsgID"])
  164. cloudBrainNewDataPrepare(ctx)
  165. ctx.RenderWithErr("system error", tplModelArtsNotebookNew, &form)
  166. return
  167. }
  168. }
  169. err = modelarts.GenerateTask(ctx, jobName, uuid, description, flavor)
  170. if err != nil {
  171. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookNew, &form)
  172. return
  173. }
  174. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob?debugListType=all")
  175. }
  176. func Notebook2Create(ctx *context.Context, form auth.CreateModelArtsNotebookForm) {
  177. ctx.Data["PageIsNotebook"] = true
  178. displayJobName := form.DisplayJobName
  179. jobName := util.ConvertDisplayJobNameToJobName(displayJobName)
  180. uuid := form.Attachment
  181. description := form.Description
  182. flavor := form.Flavor
  183. imageId := form.ImageId
  184. repo := ctx.Repo.Repository
  185. count, err := models.GetCloudbrainNotebookCountByUserID(ctx.User.ID)
  186. if err != nil {
  187. log.Error("GetCloudbrainNotebookCountByUserID failed:%v", err, ctx.Data["MsgID"])
  188. notebookNewDataPrepare(ctx)
  189. ctx.RenderWithErr("system error", tplModelArtsNotebookNew, &form)
  190. return
  191. } else {
  192. if count >= 1 {
  193. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  194. notebookNewDataPrepare(ctx)
  195. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tplModelArtsNotebookNew, &form)
  196. return
  197. }
  198. }
  199. tasks, err := models.GetCloudbrainsByDisplayJobName(repo.ID, string(models.JobTypeDebug), displayJobName)
  200. if err == nil {
  201. if len(tasks) != 0 {
  202. log.Error("the job name did already exist", ctx.Data["MsgID"])
  203. notebookNewDataPrepare(ctx)
  204. ctx.RenderWithErr("the job name did already exist", tplModelArtsNotebookNew, &form)
  205. return
  206. }
  207. } else {
  208. if !models.IsErrJobNotExist(err) {
  209. log.Error("system error, %v", err, ctx.Data["MsgID"])
  210. notebookNewDataPrepare(ctx)
  211. ctx.RenderWithErr("system error", tplModelArtsNotebookNew, &form)
  212. return
  213. }
  214. }
  215. err = modelarts.GenerateNotebook2(ctx, displayJobName, jobName, uuid, description, flavor, imageId)
  216. if err != nil {
  217. log.Error("GenerateNotebook2 failed, %v", err, ctx.Data["MsgID"])
  218. notebookNewDataPrepare(ctx)
  219. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookNew, &form)
  220. return
  221. }
  222. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob?debugListType=all")
  223. }
  224. func NotebookShow(ctx *context.Context) {
  225. ctx.Data["PageIsCloudBrain"] = true
  226. debugListType := ctx.Query("debugListType")
  227. if debugListType == "" {
  228. debugListType = "all"
  229. }
  230. var ID = ctx.Params(":id")
  231. task, err := models.GetCloudbrainByIDWithDeleted(ID)
  232. if err != nil {
  233. log.Error("GET job error", err.Error())
  234. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  235. return
  236. }
  237. result, err := modelarts.GetNotebook2(task.JobID)
  238. if err != nil {
  239. log.Error("GET job error", err.Error())
  240. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  241. return
  242. }
  243. if result != nil {
  244. if task.DeletedAt.IsZero() { //normal record
  245. if task.Status != result.Status {
  246. oldStatus := task.Status
  247. task.Status = result.Status
  248. models.ParseAndSetDurationFromModelArtsNotebook(result, task)
  249. notification.NotifyChangeCloudbrainStatus(task, oldStatus)
  250. err = models.UpdateJob(task)
  251. if err != nil {
  252. log.Error("GET job error", err.Error())
  253. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  254. return
  255. }
  256. }
  257. } else { //deleted record
  258. }
  259. }
  260. datasetDownload := make([]models.DatasetDownload, 0)
  261. if ctx.IsSigned {
  262. if task.Uuid != "" && task.UserID == ctx.User.ID {
  263. uuidList := strings.Split(task.Uuid, ";")
  264. for _, uuidStr := range uuidList {
  265. attachment, err := models.GetAttachmentByUUID(uuidStr)
  266. if err != nil {
  267. log.Error("GetAttachmentByUUID failed:%v", err.Error())
  268. return
  269. }
  270. dataset, err := models.GetDatasetByID(attachment.DatasetID)
  271. if err != nil {
  272. log.Error("GetDatasetByID failed:%v", err.Error())
  273. return
  274. }
  275. repo, err := models.GetRepositoryByID(dataset.RepoID)
  276. if err != nil {
  277. log.Error("GetRepositoryByID failed:%v", err.Error())
  278. return
  279. }
  280. datasetDownload = append(datasetDownload, models.DatasetDownload{
  281. DatasetName: attachment.Name,
  282. DatasetDownloadLink: attachment.S3DownloadURL(),
  283. RepositoryLink: repo.Link() + "/datasets",
  284. })
  285. }
  286. // datasetName, err := GetDatasetNameByUUID(task.Uuid)
  287. // if err == nil {
  288. // task.DatasetName = datasetName
  289. // }
  290. }
  291. }
  292. user, err := models.GetUserByID(task.UserID)
  293. if err == nil {
  294. task.User = user
  295. }
  296. if modelarts.FlavorInfos == nil {
  297. json.Unmarshal([]byte(setting.FlavorInfos), &modelarts.FlavorInfos)
  298. }
  299. if modelarts.FlavorInfos != nil {
  300. ctx.Data["resource_spec"] = modelarts.FlavorInfos.FlavorInfo[0].Desc
  301. for _, f := range modelarts.FlavorInfos.FlavorInfo {
  302. if fmt.Sprint(f.Value) == task.FlavorCode {
  303. ctx.Data["resource_spec"] = f.Desc
  304. break
  305. }
  306. }
  307. }
  308. if task.TrainJobDuration == "" {
  309. if task.Duration == 0 {
  310. var duration int64
  311. if task.Status == string(models.JobRunning) {
  312. duration = time.Now().Unix() - int64(task.CreatedUnix)
  313. } else {
  314. duration = int64(task.UpdatedUnix) - int64(task.CreatedUnix)
  315. }
  316. task.Duration = duration
  317. }
  318. task.TrainJobDuration = models.ConvertDurationToStr(task.Duration)
  319. }
  320. ctx.Data["duration"] = task.TrainJobDuration
  321. ctx.Data["datasetDownload"] = datasetDownload
  322. ctx.Data["task"] = task
  323. ctx.Data["ID"] = ID
  324. ctx.Data["jobName"] = task.JobName
  325. ctx.Data["debugListType"] = debugListType
  326. ctx.HTML(200, tplModelArtsNotebookShow)
  327. }
  328. func NotebookDebug(ctx *context.Context) {
  329. var jobID = ctx.Params(":jobid")
  330. result, err := modelarts.GetJob(jobID)
  331. if err != nil {
  332. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookIndex, nil)
  333. return
  334. }
  335. res, err := modelarts.GetJobToken(jobID)
  336. if err != nil {
  337. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookIndex, nil)
  338. return
  339. }
  340. urls := strings.Split(result.Spec.Annotations.Url, "/")
  341. urlPrefix := result.Spec.Annotations.TargetDomain
  342. for i, url := range urls {
  343. if i > 2 {
  344. urlPrefix += "/" + url
  345. }
  346. }
  347. debugUrl := urlPrefix + "?token=" + res.Token
  348. ctx.Redirect(debugUrl)
  349. }
  350. func NotebookDebug2(ctx *context.Context) {
  351. task := ctx.Cloudbrain
  352. result, err := modelarts.GetNotebook2(task.JobID)
  353. if err != nil {
  354. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookIndex, nil)
  355. return
  356. }
  357. ctx.Redirect(result.Url + "?token=" + result.Token)
  358. }
  359. func NotebookManage(ctx *context.Context) {
  360. var ID = ctx.Params(":id")
  361. var action = ctx.Params(":action")
  362. var resultCode = "0"
  363. var errorMsg = ""
  364. var status = ""
  365. for {
  366. task, err := models.GetCloudbrainByID(ID)
  367. if err != nil {
  368. log.Error("get task(%s) failed:%v", task.JobName, err.Error(), ctx.Data["MsgID"])
  369. resultCode = "-1"
  370. errorMsg = "system error"
  371. break
  372. }
  373. if action == models.ActionStop {
  374. if task.Status != string(models.ModelArtsRunning) {
  375. log.Error("the job(%s) is not running", task.JobName, ctx.Data["MsgID"])
  376. resultCode = "-1"
  377. errorMsg = "the job is not running"
  378. break
  379. }
  380. if !ctx.IsSigned || (ctx.User.ID != task.UserID && !ctx.IsUserSiteAdmin() && !ctx.IsUserRepoOwner()) {
  381. log.Error("the user has no right ro stop the job", task.JobName, ctx.Data["MsgID"])
  382. resultCode = "-1"
  383. errorMsg = "you have no right to stop the job"
  384. break
  385. }
  386. } else if action == models.ActionRestart {
  387. ctx.CheckWechatBind()
  388. if ctx.Written() {
  389. return
  390. }
  391. if task.Status != string(models.ModelArtsStopped) && task.Status != string(models.ModelArtsStartFailed) && task.Status != string(models.ModelArtsCreateFailed) {
  392. log.Error("the job(%s) is not stopped", task.JobName, ctx.Data["MsgID"])
  393. resultCode = "-1"
  394. errorMsg = "the job is not stopped"
  395. break
  396. }
  397. if !ctx.IsSigned || (ctx.User.ID != task.UserID && !ctx.IsUserSiteAdmin()) {
  398. log.Error("the user has no right ro restart the job", task.JobName, ctx.Data["MsgID"])
  399. resultCode = "-1"
  400. errorMsg = "you have no right to restart the job"
  401. break
  402. }
  403. count, err := models.GetCloudbrainNotebookCountByUserID(ctx.User.ID)
  404. if err != nil {
  405. log.Error("GetCloudbrainNotebookCountByUserID failed:%v", err, ctx.Data["MsgID"])
  406. resultCode = "-1"
  407. errorMsg = "system error"
  408. break
  409. } else {
  410. if count >= 1 {
  411. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  412. resultCode = "-1"
  413. errorMsg = "you have already a running or waiting task, can not create more"
  414. break
  415. }
  416. }
  417. action = models.ActionStart
  418. } else {
  419. log.Error("the action(%s) is illegal", action, ctx.Data["MsgID"])
  420. resultCode = "-1"
  421. errorMsg = "非法操作"
  422. break
  423. }
  424. param := models.NotebookAction{
  425. Action: action,
  426. }
  427. createTime := timeutil.TimeStampNow()
  428. res, err := modelarts.ManageNotebook2(task.JobID, param)
  429. if err != nil {
  430. log.Error("ManageNotebook2(%s) failed:%v", task.JobName, err.Error(), ctx.Data["MsgID"])
  431. resultCode = "-1"
  432. errorMsg = err.Error()
  433. if strings.Contains(err.Error(), modelarts.NotebookNotFound) {
  434. errorMsg = "the job's version is too old and can not be restarted"
  435. }
  436. break
  437. }
  438. status = res.Status
  439. if action == models.ActionStart {
  440. newTask := &models.Cloudbrain{
  441. Status: status,
  442. UserID: task.UserID,
  443. RepoID: task.RepoID,
  444. JobID: task.JobID,
  445. JobName: task.JobName,
  446. DisplayJobName: task.DisplayJobName,
  447. JobType: task.JobType,
  448. Type: task.Type,
  449. Uuid: task.Uuid,
  450. Image: task.Image,
  451. ComputeResource: task.ComputeResource,
  452. Description: task.Description,
  453. CreatedUnix: createTime,
  454. UpdatedUnix: createTime,
  455. }
  456. err = models.RestartCloudbrain(task, newTask)
  457. if err != nil {
  458. log.Error("RestartCloudbrain(%s) failed:%v", task.JobName, err.Error(), ctx.Data["MsgID"])
  459. resultCode = "-1"
  460. errorMsg = "system error"
  461. break
  462. }
  463. ID = strconv.FormatInt(newTask.ID, 10)
  464. notification.NotifyOtherTask(ctx.User, ctx.Repo.Repository, ID, task.DisplayJobName, models.ActionCreateDebugNPUTask)
  465. } else {
  466. oldStatus := task.Status
  467. task.Status = res.Status
  468. if task.EndTime == 0 && models.IsModelArtsDebugJobTerminal(task.Status) {
  469. task.EndTime = timeutil.TimeStampNow()
  470. }
  471. task.ComputeAndSetDuration()
  472. if oldStatus != task.Status {
  473. notification.NotifyChangeCloudbrainStatus(task, oldStatus)
  474. }
  475. err = models.UpdateJob(task)
  476. if err != nil {
  477. log.Error("UpdateJob(%s) failed:%v", task.JobName, err.Error(), ctx.Data["MsgID"])
  478. resultCode = "-1"
  479. errorMsg = "system error"
  480. break
  481. }
  482. }
  483. break
  484. }
  485. ctx.JSON(200, map[string]string{
  486. "result_code": resultCode,
  487. "error_msg": errorMsg,
  488. "status": status,
  489. "id": ID,
  490. })
  491. }
  492. func NotebookDel(ctx *context.Context) {
  493. var listType = ctx.Query("debugListType")
  494. task := ctx.Cloudbrain
  495. if task.Status != string(models.ModelArtsCreateFailed) && task.Status != string(models.ModelArtsStartFailed) && task.Status != string(models.ModelArtsStopped) && task.Status != string(models.ModelArtsDeleted) {
  496. log.Error("the job(%s) has not been stopped", task.JobName)
  497. ctx.RenderWithErr("the job has not been stopped", tplDebugJobIndex, nil)
  498. return
  499. }
  500. _, err := modelarts.DelNotebook2(task.JobID)
  501. if err != nil {
  502. log.Error("DelNotebook2(%s) failed:%v", task.JobName, err.Error())
  503. if strings.Contains(err.Error(), modelarts.NotebookNotFound) || strings.Contains(err.Error(), modelarts.NotebookNoPermission) || strings.Contains(err.Error(), modelarts.NotebookInvalid) {
  504. log.Info("old notebook version")
  505. } else {
  506. ctx.RenderWithErr(err.Error(), tplDebugJobIndex, nil)
  507. return
  508. }
  509. }
  510. err = models.DeleteJob(task)
  511. if err != nil {
  512. ctx.RenderWithErr(err.Error(), tplDebugJobIndex, nil)
  513. return
  514. }
  515. var isAdminPage = ctx.Query("isadminpage")
  516. var isHomePage = ctx.Query("ishomepage")
  517. if ctx.IsUserSiteAdmin() && isAdminPage == "true" {
  518. ctx.Redirect(setting.AppSubURL + "/admin" + "/cloudbrains")
  519. } else if isHomePage == "true" {
  520. ctx.Redirect(setting.AppSubURL + "/cloudbrains")
  521. } else {
  522. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob?debugListType=" + listType)
  523. }
  524. }
  525. func TrainJobIndex(ctx *context.Context) {
  526. MustEnableModelArts(ctx)
  527. repo := ctx.Repo.Repository
  528. page := ctx.QueryInt("page")
  529. if page <= 0 {
  530. page = 1
  531. }
  532. listType := ctx.Query("listType")
  533. ctx.Data["ListType"] = listType
  534. if listType == models.AllResource {
  535. listType = ""
  536. }
  537. var jobTypes []string
  538. jobTypes = append(jobTypes, string(models.JobTypeTrain))
  539. tasks, count, err := models.Cloudbrains(&models.CloudbrainsOptions{
  540. ListOptions: models.ListOptions{
  541. Page: page,
  542. PageSize: setting.UI.IssuePagingNum,
  543. },
  544. RepoID: repo.ID,
  545. JobTypeNot: false,
  546. JobTypes: jobTypes,
  547. IsLatestVersion: modelarts.IsLatestVersion,
  548. ComputeResource: listType,
  549. Type: models.TypeCloudBrainAll,
  550. })
  551. if err != nil {
  552. ctx.ServerError("Cloudbrain", err)
  553. return
  554. }
  555. for i, task := range tasks {
  556. tasks[i].CanDel = cloudbrain.CanDeleteJob(ctx, &task.Cloudbrain)
  557. tasks[i].CanModify = cloudbrain.CanModifyJob(ctx, &task.Cloudbrain)
  558. }
  559. pager := context.NewPagination(int(count), setting.UI.IssuePagingNum, page, 5)
  560. pager.SetDefaultParams(ctx)
  561. pager.AddParam(ctx, "listType", "ListType")
  562. ctx.Data["Page"] = pager
  563. ctx.Data["PageIsCloudBrain"] = true
  564. ctx.Data["Tasks"] = tasks
  565. ctx.Data["CanCreate"] = cloudbrain.CanCreateOrDebugJob(ctx)
  566. ctx.Data["RepoIsEmpty"] = repo.IsEmpty
  567. ctx.HTML(200, tplModelArtsTrainJobIndex)
  568. }
  569. func TrainJobNew(ctx *context.Context) {
  570. err := trainJobNewDataPrepare(ctx)
  571. if err != nil {
  572. ctx.ServerError("get new train-job info failed", err)
  573. return
  574. }
  575. waitCount := cloudbrain.GetWaitingCloudbrainCount(models.TypeCloudBrainTwo, "")
  576. ctx.Data["WaitCount"] = waitCount
  577. ctx.HTML(200, tplModelArtsTrainJobNew)
  578. }
  579. func trainJobNewDataPrepare(ctx *context.Context) error {
  580. ctx.Data["PageIsCloudBrain"] = true
  581. //can, err := canUserCreateTrainJob(ctx.User.ID)
  582. //if err != nil {
  583. // ctx.ServerError("canUserCreateTrainJob", err)
  584. // return
  585. //}
  586. //
  587. //if !can {
  588. // log.Error("the user can not create train-job")
  589. // ctx.ServerError("the user can not create train-job", fmt.Errorf("the user can not create train-job"))
  590. // return
  591. //}
  592. t := time.Now()
  593. var displayJobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  594. ctx.Data["display_job_name"] = displayJobName
  595. attachs, err := models.GetModelArtsTrainAttachments(ctx.User.ID)
  596. if err != nil {
  597. ctx.ServerError("GetAllUserAttachments failed:", err)
  598. return err
  599. }
  600. ctx.Data["attachments"] = attachs
  601. var resourcePools modelarts.ResourcePool
  602. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  603. ctx.ServerError("json.Unmarshal failed:", err)
  604. return err
  605. }
  606. ctx.Data["resource_pools"] = resourcePools.Info
  607. var engines modelarts.Engine
  608. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  609. ctx.ServerError("json.Unmarshal failed:", err)
  610. return err
  611. }
  612. ctx.Data["engines"] = engines.Info
  613. var versionInfos modelarts.VersionInfo
  614. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  615. ctx.ServerError("json.Unmarshal failed:", err)
  616. return err
  617. }
  618. ctx.Data["engine_versions"] = versionInfos.Version
  619. var flavorInfos modelarts.Flavor
  620. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  621. ctx.ServerError("json.Unmarshal failed:", err)
  622. return err
  623. }
  624. ctx.Data["flavor_infos"] = flavorInfos.Info
  625. ctx.Data["params"] = ""
  626. ctx.Data["branchName"] = ctx.Repo.BranchName
  627. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  628. if err != nil {
  629. ctx.ServerError("getConfigList failed:", err)
  630. return err
  631. }
  632. ctx.Data["config_list"] = configList.ParaConfigs
  633. ctx.Data["datasetType"] = models.TypeCloudBrainTwo
  634. return nil
  635. }
  636. func trainJobErrorNewDataPrepare(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) error {
  637. ctx.Data["PageIsCloudBrain"] = true
  638. //can, err := canUserCreateTrainJob(ctx.User.ID)
  639. //if err != nil {
  640. // ctx.ServerError("canUserCreateTrainJob", err)
  641. // return
  642. //}
  643. //
  644. //if !can {
  645. // log.Error("the user can not create train-job")
  646. // ctx.ServerError("the user can not create train-job", fmt.Errorf("the user can not create train-job"))
  647. // return
  648. //}
  649. t := time.Now()
  650. var displayJobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  651. ctx.Data["display_job_name"] = displayJobName
  652. attachs, err := models.GetModelArtsTrainAttachments(ctx.User.ID)
  653. if err != nil {
  654. ctx.ServerError("GetAllUserAttachments failed:", err)
  655. return err
  656. }
  657. ctx.Data["attachments"] = attachs
  658. var resourcePools modelarts.ResourcePool
  659. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  660. ctx.ServerError("json.Unmarshal failed:", err)
  661. return err
  662. }
  663. ctx.Data["resource_pools"] = resourcePools.Info
  664. var engines modelarts.Engine
  665. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  666. ctx.ServerError("json.Unmarshal failed:", err)
  667. return err
  668. }
  669. ctx.Data["engines"] = engines.Info
  670. var versionInfos modelarts.VersionInfo
  671. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  672. ctx.ServerError("json.Unmarshal failed:", err)
  673. return err
  674. }
  675. ctx.Data["engine_versions"] = versionInfos.Version
  676. var flavorInfos modelarts.Flavor
  677. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  678. ctx.ServerError("json.Unmarshal failed:", err)
  679. return err
  680. }
  681. ctx.Data["flavor_infos"] = flavorInfos.Info
  682. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  683. if err != nil {
  684. ctx.ServerError("getConfigList failed:", err)
  685. return err
  686. }
  687. var Parameters modelarts.Parameters
  688. if err = json.Unmarshal([]byte(form.Params), &Parameters); err != nil {
  689. ctx.ServerError("json.Unmarshal failed:", err)
  690. return err
  691. }
  692. ctx.Data["params"] = Parameters.Parameter
  693. ctx.Data["config_list"] = configList.ParaConfigs
  694. ctx.Data["bootFile"] = form.BootFile
  695. ctx.Data["uuid"] = form.Attachment
  696. _, datasetNames, err := models.GetDatasetInfo(form.Attachment)
  697. if err != nil {
  698. log.Error("GetDatasetInfo failed: %v", err, ctx.Data["MsgID"])
  699. return nil
  700. }
  701. ctx.Data["dataset_name"] = datasetNames
  702. ctx.Data["branch_name"] = form.BranchName
  703. ctx.Data["datasetType"] = models.TypeCloudBrainTwo
  704. return nil
  705. }
  706. func TrainJobNewVersion(ctx *context.Context) {
  707. err := trainJobNewVersionDataPrepare(ctx)
  708. if err != nil {
  709. ctx.ServerError("get new train-job info failed", err)
  710. return
  711. }
  712. waitCount := cloudbrain.GetWaitingCloudbrainCount(models.TypeCloudBrainTwo, "")
  713. ctx.Data["WaitCount"] = waitCount
  714. ctx.HTML(200, tplModelArtsTrainJobVersionNew)
  715. }
  716. func trainJobNewVersionDataPrepare(ctx *context.Context) error {
  717. ctx.Data["PageIsCloudBrain"] = true
  718. var jobID = ctx.Params(":jobid")
  719. var versionName = ctx.Query("version_name")
  720. // canNewJob, err := canUserCreateTrainJobVersion(ctx, jobID, versionName)
  721. // if err != nil {
  722. // ctx.ServerError("canNewJob can info failed", err)
  723. // return err
  724. // }
  725. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  726. if err != nil {
  727. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  728. return err
  729. }
  730. ctx.Data["display_job_name"] = task.DisplayJobName
  731. ctx.Data["job_name"] = task.JobName
  732. attachs, err := models.GetModelArtsTrainAttachments(ctx.User.ID)
  733. if err != nil {
  734. ctx.ServerError("GetAllUserAttachments failed:", err)
  735. return err
  736. }
  737. ctx.Data["attachments"] = attachs
  738. var resourcePools modelarts.ResourcePool
  739. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  740. ctx.ServerError("json.Unmarshal failed:", err)
  741. return err
  742. }
  743. ctx.Data["resource_pools"] = resourcePools.Info
  744. var engines modelarts.Engine
  745. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  746. ctx.ServerError("json.Unmarshal failed:", err)
  747. return err
  748. }
  749. ctx.Data["engines"] = engines.Info
  750. var versionInfos modelarts.VersionInfo
  751. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  752. ctx.ServerError("json.Unmarshal failed:", err)
  753. return err
  754. }
  755. ctx.Data["engine_versions"] = versionInfos.Version
  756. var flavorInfos modelarts.Flavor
  757. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  758. ctx.ServerError("json.Unmarshal failed:", err)
  759. return err
  760. }
  761. ctx.Data["flavor_infos"] = flavorInfos.Info
  762. var Parameters modelarts.Parameters
  763. if err = json.Unmarshal([]byte(task.Parameters), &Parameters); err != nil {
  764. ctx.ServerError("json.Unmarshal failed:", err)
  765. return err
  766. }
  767. ctx.Data["params"] = Parameters.Parameter
  768. branches, _, err := ctx.Repo.GitRepo.GetBranches(0, 0)
  769. if err != nil {
  770. ctx.ServerError("GetBranches error:", err)
  771. return err
  772. }
  773. ctx.Data["branches"] = branches
  774. ctx.Data["branch_name"] = task.BranchName
  775. ctx.Data["description"] = task.Description
  776. ctx.Data["boot_file"] = task.BootFile
  777. ctx.Data["dataset_name"] = task.DatasetName
  778. ctx.Data["work_server_number"] = task.WorkServerNumber
  779. ctx.Data["flavor_name"] = task.FlavorName
  780. ctx.Data["engine_name"] = task.EngineName
  781. ctx.Data["uuid"] = task.Uuid
  782. ctx.Data["flavor_code"] = task.FlavorCode
  783. ctx.Data["engine_id"] = task.EngineID
  784. ctx.Data["datasetType"] = models.TypeCloudBrainTwo
  785. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  786. if err != nil {
  787. ctx.ServerError("getConfigList failed:", err)
  788. return err
  789. }
  790. ctx.Data["config_list"] = configList.ParaConfigs
  791. return nil
  792. }
  793. func versionErrorDataPrepare(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) error {
  794. ctx.Data["PageIsCloudBrain"] = true
  795. var jobID = ctx.Params(":jobid")
  796. // var versionName = ctx.Params(":version-name")
  797. var versionName = ctx.Query("version_name")
  798. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  799. if err != nil {
  800. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  801. return err
  802. }
  803. t := time.Now()
  804. var jobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  805. ctx.Data["job_name"] = task.JobName
  806. attachs, err := models.GetModelArtsTrainAttachments(ctx.User.ID)
  807. if err != nil {
  808. ctx.ServerError("GetAllUserAttachments failed:", err)
  809. return err
  810. }
  811. ctx.Data["attachments"] = attachs
  812. var resourcePools modelarts.ResourcePool
  813. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  814. ctx.ServerError("json.Unmarshal failed:", err)
  815. return err
  816. }
  817. ctx.Data["resource_pools"] = resourcePools.Info
  818. var engines modelarts.Engine
  819. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  820. ctx.ServerError("json.Unmarshal failed:", err)
  821. return err
  822. }
  823. ctx.Data["engines"] = engines.Info
  824. var versionInfos modelarts.VersionInfo
  825. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  826. ctx.ServerError("json.Unmarshal failed:", err)
  827. return err
  828. }
  829. ctx.Data["engine_versions"] = versionInfos.Version
  830. var flavorInfos modelarts.Flavor
  831. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  832. ctx.ServerError("json.Unmarshal failed:", err)
  833. return err
  834. }
  835. ctx.Data["flavor_infos"] = flavorInfos.Info
  836. var Parameters modelarts.Parameters
  837. if err = json.Unmarshal([]byte(form.Params), &Parameters); err != nil {
  838. ctx.ServerError("json.Unmarshal failed:", err)
  839. return err
  840. }
  841. ctx.Data["params"] = Parameters.Parameter
  842. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath
  843. ctx.Data["train_url"] = outputObsPath
  844. branches, _, err := ctx.Repo.GitRepo.GetBranches(0, 0)
  845. if err != nil {
  846. ctx.ServerError("GetBranches error:", err)
  847. return err
  848. }
  849. ctx.Data["branches"] = branches
  850. ctx.Data["description"] = form.Description
  851. ctx.Data["dataset_name"] = task.DatasetName
  852. ctx.Data["work_server_number"] = form.WorkServerNumber
  853. ctx.Data["flavor_name"] = form.FlavorName
  854. ctx.Data["engine_name"] = form.EngineName
  855. ctx.Data["flavor_code"] = task.FlavorCode
  856. ctx.Data["engine_id"] = task.EngineID
  857. ctx.Data["version_name"] = form.VersionName
  858. ctx.Data["bootFile"] = form.BootFile
  859. ctx.Data["uuid"] = form.Attachment
  860. ctx.Data["branch_name"] = form.BranchName
  861. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  862. if err != nil {
  863. ctx.ServerError("getConfigList failed:", err)
  864. return err
  865. }
  866. ctx.Data["config_list"] = configList.ParaConfigs
  867. ctx.Data["datasetType"] = models.TypeCloudBrainTwo
  868. return nil
  869. }
  870. func TrainJobCreate(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) {
  871. ctx.Data["PageIsTrainJob"] = true
  872. VersionOutputPath := modelarts.GetOutputPathByCount(modelarts.TotalVersionCount)
  873. displayJobName := form.DisplayJobName
  874. jobName := util.ConvertDisplayJobNameToJobName(displayJobName)
  875. uuid := form.Attachment
  876. description := form.Description
  877. workServerNumber := form.WorkServerNumber
  878. engineID := form.EngineID
  879. bootFile := strings.TrimSpace(form.BootFile)
  880. flavorCode := form.Flavor
  881. params := form.Params
  882. poolID := form.PoolID
  883. //isSaveParam := form.IsSaveParam
  884. repo := ctx.Repo.Repository
  885. codeLocalPath := setting.JobPath + jobName + modelarts.CodePath
  886. codeObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.CodePath
  887. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath + VersionOutputPath + "/"
  888. logObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.LogPath + VersionOutputPath + "/"
  889. // dataPath := "/" + setting.Bucket + "/" + setting.BasePath + path.Join(uuid[0:1], uuid[1:2]) + "/" + uuid + uuid + "/"
  890. branch_name := form.BranchName
  891. isLatestVersion := modelarts.IsLatestVersion
  892. FlavorName := form.FlavorName
  893. VersionCount := modelarts.VersionCount
  894. EngineName := form.EngineName
  895. count, err := models.GetCloudbrainTrainJobCountByUserID(ctx.User.ID)
  896. if err != nil {
  897. log.Error("GetCloudbrainTrainJobCountByUserID failed:%v", err, ctx.Data["MsgID"])
  898. trainJobErrorNewDataPrepare(ctx, form)
  899. ctx.RenderWithErr("system error", tplModelArtsTrainJobNew, &form)
  900. return
  901. } else {
  902. if count >= 1 {
  903. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  904. trainJobErrorNewDataPrepare(ctx, form)
  905. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tplModelArtsTrainJobNew, &form)
  906. return
  907. }
  908. }
  909. if err := paramCheckCreateTrainJob(form); err != nil {
  910. log.Error("paramCheckCreateTrainJob failed:(%v)", err)
  911. trainJobErrorNewDataPrepare(ctx, form)
  912. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobNew, &form)
  913. return
  914. }
  915. //Determine whether the task name of the task in the project is duplicated
  916. tasks, err := models.GetCloudbrainsByDisplayJobName(repo.ID, string(models.JobTypeTrain), displayJobName)
  917. if err == nil {
  918. if len(tasks) != 0 {
  919. log.Error("the job name did already exist", ctx.Data["MsgID"])
  920. trainJobErrorNewDataPrepare(ctx, form)
  921. ctx.RenderWithErr("the job name did already exist", tplModelArtsTrainJobNew, &form)
  922. return
  923. }
  924. } else {
  925. if !models.IsErrJobNotExist(err) {
  926. log.Error("system error, %v", err, ctx.Data["MsgID"])
  927. trainJobErrorNewDataPrepare(ctx, form)
  928. ctx.RenderWithErr("system error", tplModelArtsTrainJobNew, &form)
  929. return
  930. }
  931. }
  932. //todo: del the codeLocalPath
  933. _, err = ioutil.ReadDir(codeLocalPath)
  934. if err == nil {
  935. os.RemoveAll(codeLocalPath)
  936. }
  937. gitRepo, _ := git.OpenRepository(repo.RepoPath())
  938. commitID, _ := gitRepo.GetBranchCommitID(branch_name)
  939. if err := downloadCode(repo, codeLocalPath, branch_name); err != nil {
  940. log.Error("downloadCode failed, server timed out: %s (%v)", repo.FullName(), err)
  941. trainJobErrorNewDataPrepare(ctx, form)
  942. ctx.RenderWithErr("Create task failed, server timed out", tplModelArtsTrainJobNew, &form)
  943. return
  944. }
  945. //todo: upload code (send to file_server todo this work?)
  946. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.OutputPath + VersionOutputPath + "/"); err != nil {
  947. log.Error("Failed to obsMkdir_output: %s (%v)", repo.FullName(), err)
  948. trainJobErrorNewDataPrepare(ctx, form)
  949. ctx.RenderWithErr("Failed to obsMkdir_output", tplModelArtsTrainJobNew, &form)
  950. return
  951. }
  952. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.LogPath + VersionOutputPath + "/"); err != nil {
  953. log.Error("Failed to obsMkdir_log: %s (%v)", repo.FullName(), err)
  954. trainJobErrorNewDataPrepare(ctx, form)
  955. ctx.RenderWithErr("Failed to obsMkdir_log", tplModelArtsTrainJobNew, &form)
  956. return
  957. }
  958. // parentDir := VersionOutputPath + "/"
  959. if err := uploadCodeToObs(codeLocalPath, jobName, ""); err != nil {
  960. // if err := uploadCodeToObs(codeLocalPath, jobName, parentDir); err != nil {
  961. log.Error("Failed to uploadCodeToObs: %s (%v)", repo.FullName(), err)
  962. trainJobErrorNewDataPrepare(ctx, form)
  963. ctx.RenderWithErr("Failed to uploadCodeToObs", tplModelArtsTrainJobNew, &form)
  964. return
  965. }
  966. var parameters models.Parameters
  967. param := make([]models.Parameter, 0)
  968. existDeviceTarget := false
  969. if len(params) != 0 {
  970. err := json.Unmarshal([]byte(params), &parameters)
  971. if err != nil {
  972. log.Error("Failed to Unmarshal params: %s (%v)", params, err)
  973. trainJobErrorNewDataPrepare(ctx, form)
  974. ctx.RenderWithErr("运行参数错误", tplModelArtsTrainJobNew, &form)
  975. return
  976. }
  977. for _, parameter := range parameters.Parameter {
  978. if parameter.Label == modelarts.DeviceTarget {
  979. existDeviceTarget = true
  980. }
  981. if parameter.Label != modelarts.TrainUrl && parameter.Label != modelarts.DataUrl {
  982. param = append(param, models.Parameter{
  983. Label: parameter.Label,
  984. Value: parameter.Value,
  985. })
  986. }
  987. }
  988. }
  989. if !existDeviceTarget {
  990. param = append(param, models.Parameter{
  991. Label: modelarts.DeviceTarget,
  992. Value: modelarts.Ascend,
  993. })
  994. }
  995. datasUrlList, dataUrl, datasetNames, isMultiDataset, err := getDatasUrlListByUUIDS(uuid)
  996. if err != nil {
  997. log.Error("Failed to getDatasUrlListByUUIDS: %v", err)
  998. trainJobErrorNewDataPrepare(ctx, form)
  999. ctx.RenderWithErr("Failed to getDatasUrlListByUUIDS:"+err.Error(), tplModelArtsTrainJobNew, &form)
  1000. return
  1001. }
  1002. dataPath := dataUrl
  1003. jsondatas, err := json.Marshal(datasUrlList)
  1004. if err != nil {
  1005. log.Error("Failed to Marshal: %v", err)
  1006. trainJobErrorNewDataPrepare(ctx, form)
  1007. ctx.RenderWithErr("json error:"+err.Error(), tplModelArtsTrainJobNew, &form)
  1008. return
  1009. }
  1010. if isMultiDataset {
  1011. param = append(param, models.Parameter{
  1012. Label: modelarts.MultiDataUrl,
  1013. Value: string(jsondatas),
  1014. })
  1015. }
  1016. //save param config
  1017. // if isSaveParam == "on" {
  1018. // saveparams := append(param, models.Parameter{
  1019. // Label: modelarts.TrainUrl,
  1020. // Value: outputObsPath,
  1021. // }, models.Parameter{
  1022. // Label: modelarts.DataUrl,
  1023. // Value: dataPath,
  1024. // })
  1025. // if form.ParameterTemplateName == "" {
  1026. // log.Error("ParameterTemplateName is empty")
  1027. // trainJobNewDataPrepare(ctx)
  1028. // ctx.RenderWithErr("保存作业参数时,作业参数名称不能为空", tplModelArtsTrainJobNew, &form)
  1029. // return
  1030. // }
  1031. // _, err := modelarts.CreateTrainJobConfig(models.CreateConfigParams{
  1032. // ConfigName: form.ParameterTemplateName,
  1033. // Description: form.PrameterDescription,
  1034. // DataUrl: dataPath,
  1035. // AppUrl: codeObsPath,
  1036. // BootFileUrl: codeObsPath + bootFile,
  1037. // TrainUrl: outputObsPath,
  1038. // Flavor: models.Flavor{
  1039. // Code: flavorCode,
  1040. // },
  1041. // WorkServerNum: workServerNumber,
  1042. // EngineID: int64(engineID),
  1043. // LogUrl: logObsPath,
  1044. // PoolID: poolID,
  1045. // Parameter: saveparams,
  1046. // })
  1047. // if err != nil {
  1048. // log.Error("Failed to CreateTrainJobConfig: %v", err)
  1049. // trainJobErrorNewDataPrepare(ctx, form)
  1050. // ctx.RenderWithErr("保存作业参数失败:"+err.Error(), tplModelArtsTrainJobNew, &form)
  1051. // return
  1052. // }
  1053. // }
  1054. req := &modelarts.GenerateTrainJobReq{
  1055. JobName: jobName,
  1056. DisplayJobName: displayJobName,
  1057. DataUrl: dataPath,
  1058. Description: description,
  1059. CodeObsPath: codeObsPath,
  1060. BootFileUrl: codeObsPath + bootFile,
  1061. BootFile: bootFile,
  1062. TrainUrl: outputObsPath,
  1063. FlavorCode: flavorCode,
  1064. WorkServerNumber: workServerNumber,
  1065. EngineID: int64(engineID),
  1066. LogUrl: logObsPath,
  1067. PoolID: poolID,
  1068. Uuid: uuid,
  1069. Parameters: param,
  1070. CommitID: commitID,
  1071. IsLatestVersion: isLatestVersion,
  1072. BranchName: branch_name,
  1073. Params: form.Params,
  1074. FlavorName: FlavorName,
  1075. EngineName: EngineName,
  1076. VersionCount: VersionCount,
  1077. TotalVersionCount: modelarts.TotalVersionCount,
  1078. DatasetName: datasetNames,
  1079. }
  1080. userCommand, userImageUrl := getUserCommand(engineID, req)
  1081. req.UserCommand = userCommand
  1082. req.UserImageUrl = userImageUrl
  1083. //将params转换Parameters.Parameter,出错时返回给前端
  1084. var Parameters modelarts.Parameters
  1085. if err := json.Unmarshal([]byte(params), &Parameters); err != nil {
  1086. ctx.ServerError("json.Unmarshal failed:", err)
  1087. return
  1088. }
  1089. err = modelarts.GenerateTrainJob(ctx, req)
  1090. if err != nil {
  1091. log.Error("GenerateTrainJob failed:%v", err.Error())
  1092. trainJobErrorNewDataPrepare(ctx, form)
  1093. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobNew, &form)
  1094. return
  1095. }
  1096. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
  1097. }
  1098. func getUserCommand(engineId int, req *modelarts.GenerateTrainJobReq) (string, string) {
  1099. userImageUrl := ""
  1100. userCommand := ""
  1101. if engineId < 0 {
  1102. tmpCodeObsPath := strings.Trim(req.CodeObsPath, "/")
  1103. tmpCodeObsPaths := strings.Split(tmpCodeObsPath, "/")
  1104. lastCodeDir := "code"
  1105. if len(tmpCodeObsPaths) > 0 {
  1106. lastCodeDir = tmpCodeObsPaths[len(tmpCodeObsPaths)-1]
  1107. }
  1108. userCommand = "/bin/bash /home/work/run_train.sh 's3://" + req.CodeObsPath + "' '" + lastCodeDir + "/" + req.BootFile + "' '/tmp/log/train.log' --'data_url'='s3://" + req.DataUrl + "' --'train_url'='s3://" + req.TrainUrl + "'"
  1109. var versionInfos modelarts.VersionInfo
  1110. if err := json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  1111. log.Info("json parse err." + err.Error())
  1112. } else {
  1113. for _, engine := range versionInfos.Version {
  1114. if engine.ID == engineId {
  1115. userImageUrl = engine.Url
  1116. break
  1117. }
  1118. }
  1119. }
  1120. for _, param := range req.Parameters {
  1121. userCommand += " --'" + param.Label + "'='" + param.Value + "'"
  1122. }
  1123. return userCommand, userImageUrl
  1124. }
  1125. return userCommand, userImageUrl
  1126. }
  1127. func TrainJobCreateVersion(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) {
  1128. ctx.Data["PageIsTrainJob"] = true
  1129. var jobID = ctx.Params(":jobid")
  1130. count, err := models.GetCloudbrainTrainJobCountByUserID(ctx.User.ID)
  1131. if err != nil {
  1132. log.Error("GetCloudbrainTrainJobCountByUserID failed:%v", err, ctx.Data["MsgID"])
  1133. versionErrorDataPrepare(ctx, form)
  1134. ctx.RenderWithErr("system error", tplModelArtsTrainJobVersionNew, &form)
  1135. return
  1136. } else {
  1137. if count >= 1 {
  1138. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  1139. versionErrorDataPrepare(ctx, form)
  1140. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tplModelArtsTrainJobVersionNew, &form)
  1141. return
  1142. }
  1143. }
  1144. latestTask, err := models.GetCloudbrainByJobIDAndIsLatestVersion(jobID, modelarts.IsLatestVersion)
  1145. if err != nil {
  1146. ctx.ServerError("GetCloudbrainByJobIDAndIsLatestVersion faild:", err)
  1147. return
  1148. }
  1149. VersionOutputPath := modelarts.GetOutputPathByCount(latestTask.TotalVersionCount + 1)
  1150. displayJobName := form.DisplayJobName
  1151. jobName := form.JobName
  1152. uuid := form.Attachment
  1153. description := form.Description
  1154. workServerNumber := form.WorkServerNumber
  1155. engineID := form.EngineID
  1156. bootFile := strings.TrimSpace(form.BootFile)
  1157. flavorCode := form.Flavor
  1158. params := form.Params
  1159. poolID := form.PoolID
  1160. //isSaveParam := form.IsSaveParam
  1161. repo := ctx.Repo.Repository
  1162. codeLocalPath := setting.JobPath + jobName + modelarts.CodePath
  1163. codeObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.CodePath + VersionOutputPath + "/"
  1164. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath + VersionOutputPath + "/"
  1165. logObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.LogPath + VersionOutputPath + "/"
  1166. // dataPath := "/" + setting.Bucket + "/" + setting.BasePath + path.Join(uuid[0:1], uuid[1:2]) + "/" + uuid + uuid + "/"
  1167. branch_name := form.BranchName
  1168. PreVersionName := form.VersionName
  1169. FlavorName := form.FlavorName
  1170. EngineName := form.EngineName
  1171. isLatestVersion := modelarts.IsLatestVersion
  1172. canNewJob, _ := canUserCreateTrainJobVersion(ctx, latestTask.UserID)
  1173. if !canNewJob {
  1174. ctx.RenderWithErr("user cann't new trainjob", tplModelArtsTrainJobVersionNew, &form)
  1175. return
  1176. }
  1177. if err := paramCheckCreateTrainJob(form); err != nil {
  1178. log.Error("paramCheckCreateTrainJob failed:(%v)", err)
  1179. versionErrorDataPrepare(ctx, form)
  1180. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  1181. return
  1182. }
  1183. //todo: del the codeLocalPath
  1184. _, err = ioutil.ReadDir(codeLocalPath)
  1185. if err == nil {
  1186. os.RemoveAll(codeLocalPath)
  1187. }
  1188. gitRepo, _ := git.OpenRepository(repo.RepoPath())
  1189. commitID, _ := gitRepo.GetBranchCommitID(branch_name)
  1190. if err := downloadCode(repo, codeLocalPath, branch_name); err != nil {
  1191. log.Error("Failed git clone repo to local(!: %s (%v)", repo.FullName(), err)
  1192. versionErrorDataPrepare(ctx, form)
  1193. ctx.RenderWithErr("Failed git clone repo to local!", tplModelArtsTrainJobVersionNew, &form)
  1194. return
  1195. }
  1196. //todo: upload code (send to file_server todo this work?)
  1197. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.OutputPath + VersionOutputPath + "/"); err != nil {
  1198. log.Error("Failed to obsMkdir_output: %s (%v)", repo.FullName(), err)
  1199. versionErrorDataPrepare(ctx, form)
  1200. ctx.RenderWithErr("Failed to obsMkdir_output", tplModelArtsTrainJobVersionNew, &form)
  1201. return
  1202. }
  1203. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.LogPath + VersionOutputPath + "/"); err != nil {
  1204. log.Error("Failed to obsMkdir_log: %s (%v)", repo.FullName(), err)
  1205. versionErrorDataPrepare(ctx, form)
  1206. ctx.RenderWithErr("Failed to obsMkdir_log", tplModelArtsTrainJobVersionNew, &form)
  1207. return
  1208. }
  1209. parentDir := VersionOutputPath + "/"
  1210. // parentDir := ""
  1211. // if err := uploadCodeToObs(codeLocalPath, jobName, ""); err != nil {
  1212. if err := uploadCodeToObs(codeLocalPath, jobName, parentDir); err != nil {
  1213. log.Error("Failed to uploadCodeToObs: %s (%v)", repo.FullName(), err)
  1214. versionErrorDataPrepare(ctx, form)
  1215. ctx.RenderWithErr("Failed to uploadCodeToObs", tplModelArtsTrainJobVersionNew, &form)
  1216. return
  1217. }
  1218. //todo: del local code?
  1219. var parameters models.Parameters
  1220. param := make([]models.Parameter, 0)
  1221. existDeviceTarget := false
  1222. if len(params) != 0 {
  1223. err := json.Unmarshal([]byte(params), &parameters)
  1224. if err != nil {
  1225. log.Error("Failed to Unmarshal params: %s (%v)", params, err)
  1226. versionErrorDataPrepare(ctx, form)
  1227. ctx.RenderWithErr("运行参数错误", tplModelArtsTrainJobVersionNew, &form)
  1228. return
  1229. }
  1230. for _, parameter := range parameters.Parameter {
  1231. if parameter.Label == modelarts.DeviceTarget {
  1232. existDeviceTarget = true
  1233. }
  1234. if parameter.Label != modelarts.TrainUrl && parameter.Label != modelarts.DataUrl {
  1235. param = append(param, models.Parameter{
  1236. Label: parameter.Label,
  1237. Value: parameter.Value,
  1238. })
  1239. }
  1240. }
  1241. }
  1242. if !existDeviceTarget {
  1243. param = append(param, models.Parameter{
  1244. Label: modelarts.DeviceTarget,
  1245. Value: modelarts.Ascend,
  1246. })
  1247. }
  1248. datasUrlList, dataUrl, datasetNames, isMultiDataset, err := getDatasUrlListByUUIDS(uuid)
  1249. if err != nil {
  1250. log.Error("Failed to getDatasUrlListByUUIDS: %v", err)
  1251. versionErrorDataPrepare(ctx, form)
  1252. ctx.RenderWithErr("Failed to getDatasUrlListByUUIDS:"+err.Error(), tplModelArtsTrainJobVersionNew, &form)
  1253. return
  1254. }
  1255. dataPath := dataUrl
  1256. jsondatas, err := json.Marshal(datasUrlList)
  1257. if err != nil {
  1258. log.Error("Failed to Marshal: %v", err)
  1259. versionErrorDataPrepare(ctx, form)
  1260. ctx.RenderWithErr("json error:"+err.Error(), tplModelArtsTrainJobVersionNew, &form)
  1261. return
  1262. }
  1263. if isMultiDataset {
  1264. param = append(param, models.Parameter{
  1265. Label: modelarts.MultiDataUrl,
  1266. Value: string(jsondatas),
  1267. })
  1268. }
  1269. // //save param config
  1270. // if isSaveParam == "on" {
  1271. // saveparams := append(param, models.Parameter{
  1272. // Label: modelarts.TrainUrl,
  1273. // Value: outputObsPath,
  1274. // }, models.Parameter{
  1275. // Label: modelarts.DataUrl,
  1276. // Value: dataPath,
  1277. // })
  1278. // if form.ParameterTemplateName == "" {
  1279. // log.Error("ParameterTemplateName is empty")
  1280. // versionErrorDataPrepare(ctx, form)
  1281. // ctx.RenderWithErr("保存作业参数时,作业参数名称不能为空", tplModelArtsTrainJobVersionNew, &form)
  1282. // return
  1283. // }
  1284. // _, err := modelarts.CreateTrainJobConfig(models.CreateConfigParams{
  1285. // ConfigName: form.ParameterTemplateName,
  1286. // Description: form.PrameterDescription,
  1287. // DataUrl: dataPath,
  1288. // AppUrl: codeObsPath,
  1289. // BootFileUrl: codeObsPath + bootFile,
  1290. // TrainUrl: outputObsPath,
  1291. // Flavor: models.Flavor{
  1292. // Code: flavorCode,
  1293. // },
  1294. // WorkServerNum: workServerNumber,
  1295. // EngineID: int64(engineID),
  1296. // LogUrl: logObsPath,
  1297. // PoolID: poolID,
  1298. // Parameter: saveparams,
  1299. // })
  1300. // if err != nil {
  1301. // log.Error("Failed to CreateTrainJobConfig: %v", err)
  1302. // versionErrorDataPrepare(ctx, form)
  1303. // ctx.RenderWithErr("保存作业参数失败:"+err.Error(), tplModelArtsTrainJobVersionNew, &form)
  1304. // return
  1305. // }
  1306. // }
  1307. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, PreVersionName)
  1308. if err != nil {
  1309. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  1310. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  1311. return
  1312. }
  1313. req := &modelarts.GenerateTrainJobReq{
  1314. JobName: jobName,
  1315. DisplayJobName: displayJobName,
  1316. DataUrl: dataPath,
  1317. Description: description,
  1318. CodeObsPath: codeObsPath,
  1319. BootFileUrl: codeObsPath + bootFile,
  1320. BootFile: bootFile,
  1321. TrainUrl: outputObsPath,
  1322. FlavorCode: flavorCode,
  1323. WorkServerNumber: workServerNumber,
  1324. IsLatestVersion: isLatestVersion,
  1325. EngineID: int64(engineID),
  1326. LogUrl: logObsPath,
  1327. PoolID: poolID,
  1328. Uuid: uuid,
  1329. Params: form.Params,
  1330. Parameters: param,
  1331. PreVersionId: task.VersionID,
  1332. CommitID: commitID,
  1333. BranchName: branch_name,
  1334. FlavorName: FlavorName,
  1335. EngineName: EngineName,
  1336. PreVersionName: PreVersionName,
  1337. TotalVersionCount: latestTask.TotalVersionCount + 1,
  1338. DatasetName: datasetNames,
  1339. }
  1340. userCommand, userImageUrl := getUserCommand(engineID, req)
  1341. req.UserCommand = userCommand
  1342. req.UserImageUrl = userImageUrl
  1343. err = modelarts.GenerateTrainJobVersion(ctx, req, jobID)
  1344. if err != nil {
  1345. log.Error("GenerateTrainJob failed:%v", err.Error())
  1346. versionErrorDataPrepare(ctx, form)
  1347. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  1348. return
  1349. }
  1350. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job/" + jobID)
  1351. // ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1352. }
  1353. // readDir reads the directory named by dirname and returns
  1354. // a list of directory entries sorted by filename.
  1355. func readDir(dirname string) ([]os.FileInfo, error) {
  1356. f, err := os.Open(dirname)
  1357. if err != nil {
  1358. return nil, err
  1359. }
  1360. list, err := f.Readdir(0)
  1361. f.Close()
  1362. if err != nil {
  1363. //todo: can not upload empty folder
  1364. if err == io.EOF {
  1365. return nil, nil
  1366. }
  1367. return nil, err
  1368. }
  1369. //sort.Slice(list, func(i, j int) bool { return list[i].Name() < list[j].Name() })
  1370. return list, nil
  1371. }
  1372. func uploadCodeToObs(codePath, jobName, parentDir string) error {
  1373. files, err := readDir(codePath)
  1374. if err != nil {
  1375. log.Error("readDir(%s) failed: %s", codePath, err.Error())
  1376. return err
  1377. }
  1378. for _, file := range files {
  1379. if file.IsDir() {
  1380. input := &obs.PutObjectInput{}
  1381. input.Bucket = setting.Bucket
  1382. input.Key = parentDir + file.Name() + "/"
  1383. _, err = storage.ObsCli.PutObject(input)
  1384. if err != nil {
  1385. log.Error("PutObject(%s) failed: %s", input.Key, err.Error())
  1386. return err
  1387. }
  1388. if err = uploadCodeToObs(codePath+file.Name()+"/", jobName, parentDir+file.Name()+"/"); err != nil {
  1389. log.Error("uploadCodeToObs(%s) failed: %s", file.Name(), err.Error())
  1390. return err
  1391. }
  1392. } else {
  1393. input := &obs.PutFileInput{}
  1394. input.Bucket = setting.Bucket
  1395. input.Key = setting.CodePathPrefix + jobName + "/code/" + parentDir + file.Name()
  1396. input.SourceFile = codePath + file.Name()
  1397. _, err = storage.ObsCli.PutFile(input)
  1398. if err != nil {
  1399. log.Error("PutFile(%s) failed: %s", input.SourceFile, err.Error())
  1400. return err
  1401. }
  1402. }
  1403. }
  1404. return nil
  1405. }
  1406. func obsMkdir(dir string) error {
  1407. input := &obs.PutObjectInput{}
  1408. input.Bucket = setting.Bucket
  1409. input.Key = dir
  1410. _, err := storage.ObsCli.PutObject(input)
  1411. if err != nil {
  1412. log.Error("PutObject(%s) failed: %s", input.Key, err.Error())
  1413. return err
  1414. }
  1415. return nil
  1416. }
  1417. func paramCheckCreateTrainJob(form auth.CreateModelArtsTrainJobForm) error {
  1418. if !strings.HasSuffix(strings.TrimSpace(form.BootFile), ".py") {
  1419. log.Error("the boot file(%s) must be a python file", strings.TrimSpace(form.BootFile))
  1420. return errors.New("启动文件必须是python文件")
  1421. }
  1422. if form.WorkServerNumber > 2 || form.WorkServerNumber < 1 {
  1423. log.Error("the WorkServerNumber(%d) must be in (1,2)", form.WorkServerNumber)
  1424. return errors.New("计算节点数必须在1-2之间")
  1425. }
  1426. if form.BranchName == "" {
  1427. log.Error("the branch must not be null!", form.BranchName)
  1428. return errors.New("代码分支不能为空!")
  1429. }
  1430. return nil
  1431. }
  1432. func paramCheckCreateInferenceJob(form auth.CreateModelArtsInferenceJobForm) error {
  1433. if !strings.HasSuffix(strings.TrimSpace(form.BootFile), ".py") {
  1434. log.Error("the boot file(%s) must be a python file", strings.TrimSpace(form.BootFile))
  1435. return errors.New("启动文件必须是python文件")
  1436. }
  1437. if form.WorkServerNumber > 2 || form.WorkServerNumber < 1 {
  1438. log.Error("the WorkServerNumber(%d) must be in (1,2)", form.WorkServerNumber)
  1439. return errors.New("计算节点数必须在1-2之间")
  1440. }
  1441. if form.ModelName == "" {
  1442. log.Error("the ModelName(%d) must not be nil", form.ModelName)
  1443. return errors.New("模型名称不能为空")
  1444. }
  1445. if form.ModelVersion == "" {
  1446. log.Error("the ModelVersion(%d) must not be nil", form.ModelVersion)
  1447. return errors.New("模型版本不能为空")
  1448. }
  1449. if form.CkptName == "" {
  1450. log.Error("the CkptName(%d) must not be nil", form.CkptName)
  1451. return errors.New("权重文件不能为空")
  1452. }
  1453. if form.BranchName == "" {
  1454. log.Error("the Branch(%d) must not be nil", form.BranchName)
  1455. return errors.New("分支名不能为空")
  1456. }
  1457. if utf8.RuneCountInString(form.Description) > 255 {
  1458. log.Error("the Description length(%d) must not more than 255", form.Description)
  1459. return errors.New("描述字符不能超过255个字符")
  1460. }
  1461. return nil
  1462. }
  1463. func TrainJobShow(ctx *context.Context) {
  1464. ctx.Data["PageIsCloudBrain"] = true
  1465. var jobID = ctx.Params(":jobid")
  1466. repo := ctx.Repo.Repository
  1467. page := ctx.QueryInt("page")
  1468. if page <= 0 {
  1469. page = 1
  1470. }
  1471. var jobTypes []string
  1472. jobTypes = append(jobTypes, string(models.JobTypeTrain))
  1473. VersionListTasks, VersionListCount, err := models.CloudbrainsVersionList(&models.CloudbrainsOptions{
  1474. ListOptions: models.ListOptions{
  1475. Page: page,
  1476. PageSize: setting.UI.IssuePagingNum,
  1477. },
  1478. RepoID: repo.ID,
  1479. Type: models.TypeCloudBrainTwo,
  1480. JobTypes: jobTypes,
  1481. JobID: jobID,
  1482. })
  1483. if err != nil {
  1484. log.Error("GetVersionListTasks(%s) failed:%v", jobID, err.Error())
  1485. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  1486. return
  1487. }
  1488. if len(VersionListTasks) == 0 {
  1489. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  1490. return
  1491. }
  1492. //设置权限
  1493. canNewJob, err := canUserCreateTrainJobVersion(ctx, VersionListTasks[0].UserID)
  1494. if err != nil {
  1495. ctx.ServerError("canNewJob failed", err)
  1496. return
  1497. }
  1498. ctx.Data["canNewJob"] = canNewJob
  1499. //将运行参数转化为epoch_size = 3, device_target = Ascend的格式
  1500. for i, task := range VersionListTasks {
  1501. var parameters models.Parameters
  1502. err := json.Unmarshal([]byte(VersionListTasks[i].Parameters), &parameters)
  1503. if err != nil {
  1504. log.Error("Failed to Unmarshal Parameters: %s (%v)", VersionListTasks[i].Parameters, err)
  1505. trainJobNewDataPrepare(ctx)
  1506. return
  1507. }
  1508. if len(parameters.Parameter) > 0 {
  1509. paramTemp := ""
  1510. for _, Parameter := range parameters.Parameter {
  1511. param := Parameter.Label + " = " + Parameter.Value + "; "
  1512. paramTemp = paramTemp + param
  1513. }
  1514. VersionListTasks[i].Parameters = paramTemp[:len(paramTemp)-2]
  1515. } else {
  1516. VersionListTasks[i].Parameters = ""
  1517. }
  1518. VersionListTasks[i].CanDel = cloudbrain.CanDeleteJob(ctx, &task.Cloudbrain)
  1519. VersionListTasks[i].CanModify = cloudbrain.CanModifyJob(ctx, &task.Cloudbrain)
  1520. }
  1521. pager := context.NewPagination(VersionListCount, setting.UI.IssuePagingNum, page, 5)
  1522. pager.SetDefaultParams(ctx)
  1523. ctx.Data["Page"] = pager
  1524. ctx.Data["jobID"] = jobID
  1525. ctx.Data["displayJobName"] = VersionListTasks[0].DisplayJobName
  1526. ctx.Data["version_list_task"] = VersionListTasks
  1527. ctx.Data["version_list_count"] = VersionListCount
  1528. ctx.Data["canDownload"] = cloudbrain.CanModifyJob(ctx, &VersionListTasks[0].Cloudbrain)
  1529. ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1530. }
  1531. func TrainJobGetLog(ctx *context.Context) {
  1532. ctx.Data["PageIsTrainJob"] = true
  1533. var jobID = ctx.Params(":jobid")
  1534. var logFileName = ctx.Query("file_name")
  1535. var baseLine = ctx.Query("base_line")
  1536. var order = ctx.Query("order")
  1537. if order != modelarts.OrderDesc && order != modelarts.OrderAsc {
  1538. log.Error("order(%s) check failed", order)
  1539. ctx.HTML(http.StatusBadRequest, tplModelArtsTrainJobShow)
  1540. return
  1541. }
  1542. task, err := models.GetCloudbrainByJobID(jobID)
  1543. if err != nil {
  1544. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  1545. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1546. return
  1547. }
  1548. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), baseLine, logFileName, order, modelarts.Lines)
  1549. if err != nil {
  1550. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  1551. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1552. return
  1553. }
  1554. ctx.Data["log"] = result
  1555. //ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1556. }
  1557. func trainJobGetLog(jobID string) (*models.GetTrainJobLogFileNamesResult, *models.GetTrainJobLogResult, error) {
  1558. task, err := models.GetCloudbrainByJobID(jobID)
  1559. if err != nil {
  1560. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  1561. return nil, nil, err
  1562. }
  1563. resultLogFile, err := modelarts.GetTrainJobLogFileNames(jobID, strconv.FormatInt(task.VersionID, 10))
  1564. if err != nil {
  1565. log.Error("GetTrainJobLogFileNames(%s) failed:%v", jobID, err.Error())
  1566. return nil, nil, err
  1567. }
  1568. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), "", resultLogFile.LogFileList[0], modelarts.OrderDesc, modelarts.Lines)
  1569. if err != nil {
  1570. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  1571. return nil, nil, err
  1572. }
  1573. return resultLogFile, result, err
  1574. }
  1575. func TrainJobDel(ctx *context.Context) {
  1576. var jobID = ctx.Params(":jobid")
  1577. var listType = ctx.Query("listType")
  1578. repo := ctx.Repo.Repository
  1579. var jobTypes []string
  1580. jobTypes = append(jobTypes, string(models.JobTypeTrain))
  1581. VersionListTasks, _, err := models.CloudbrainsVersionList(&models.CloudbrainsOptions{
  1582. RepoID: repo.ID,
  1583. Type: models.TypeCloudBrainTwo,
  1584. JobTypes: jobTypes,
  1585. JobID: jobID,
  1586. })
  1587. if err != nil {
  1588. ctx.ServerError("get VersionListTasks failed", err)
  1589. return
  1590. }
  1591. //删除modelarts上的任务记录
  1592. _, err = modelarts.DelTrainJob(jobID)
  1593. if err != nil {
  1594. log.Error("DelTrainJob(%s) failed:%v", jobID, err.Error())
  1595. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobIndex, nil)
  1596. return
  1597. }
  1598. //删除数据库Cloudbrain表的记录
  1599. for _, task := range VersionListTasks {
  1600. err = models.DeleteJob(&task.Cloudbrain)
  1601. if err != nil {
  1602. ctx.ServerError("DeleteJob failed", err)
  1603. return
  1604. }
  1605. }
  1606. //删除存储
  1607. if len(VersionListTasks) > 0 {
  1608. DeleteJobStorage(VersionListTasks[0].JobName)
  1609. }
  1610. var isAdminPage = ctx.Query("isadminpage")
  1611. var isHomePage = ctx.Query("ishomepage")
  1612. if ctx.IsUserSiteAdmin() && isAdminPage == "true" {
  1613. ctx.Redirect(setting.AppSubURL + "/admin" + "/cloudbrains")
  1614. } else if isHomePage == "true" {
  1615. ctx.Redirect(setting.AppSubURL + "/cloudbrains")
  1616. } else {
  1617. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job?listType=" + listType)
  1618. }
  1619. }
  1620. func TrainJobStop(ctx *context.Context) {
  1621. var jobID = ctx.Params(":jobid")
  1622. var listType = ctx.Query("listType")
  1623. task := ctx.Cloudbrain
  1624. _, err := modelarts.StopTrainJob(jobID, strconv.FormatInt(task.VersionID, 10))
  1625. if err != nil {
  1626. log.Error("StopTrainJob(%s) failed:%v", task.JobName, err.Error())
  1627. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobIndex, nil)
  1628. return
  1629. }
  1630. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job?listType=" + listType)
  1631. }
  1632. func canUserCreateTrainJob(uid int64) (bool, error) {
  1633. org, err := models.GetOrgByName(setting.AllowedOrg)
  1634. if err != nil {
  1635. log.Error("get allowed org failed: ", setting.AllowedOrg)
  1636. return false, err
  1637. }
  1638. return org.IsOrgMember(uid)
  1639. }
  1640. func canUserCreateTrainJobVersion(ctx *context.Context, userID int64) (bool, error) {
  1641. if ctx == nil || ctx.User == nil {
  1642. log.Error("user unlogin!")
  1643. return false, nil
  1644. }
  1645. if userID == ctx.User.ID || ctx.User.IsAdmin {
  1646. return true, nil
  1647. } else {
  1648. log.Error("Only user itself and admin can new trainjob!")
  1649. return false, nil
  1650. }
  1651. }
  1652. func TrainJobGetConfigList(ctx *context.Context) {
  1653. ctx.Data["PageIsTrainJob"] = true
  1654. var jobID = ctx.Params(":jobid")
  1655. var logFileName = ctx.Query("file_name")
  1656. var baseLine = ctx.Query("base_line")
  1657. var order = ctx.Query("order")
  1658. if order != modelarts.OrderDesc && order != modelarts.OrderAsc {
  1659. log.Error("order(%s) check failed", order)
  1660. ctx.HTML(http.StatusBadRequest, tplModelArtsTrainJobShow)
  1661. return
  1662. }
  1663. task, err := models.GetCloudbrainByJobID(jobID)
  1664. if err != nil {
  1665. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  1666. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1667. return
  1668. }
  1669. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), baseLine, logFileName, order, modelarts.Lines)
  1670. if err != nil {
  1671. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  1672. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1673. return
  1674. }
  1675. ctx.Data["log"] = result
  1676. //ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1677. }
  1678. func getConfigList(perPage, page int, sortBy, order, searchContent, configType string) (*models.GetConfigListResult, error) {
  1679. var result models.GetConfigListResult
  1680. list, err := modelarts.GetConfigList(perPage, page, sortBy, order, searchContent, configType)
  1681. if err != nil {
  1682. log.Error("GetConfigList failed:", err)
  1683. return &result, err
  1684. }
  1685. for _, config := range list.ParaConfigs {
  1686. paraConfig, err := modelarts.GetParaConfig(config.ConfigName, configType)
  1687. if err != nil {
  1688. log.Error("GetParaConfig failed:", err)
  1689. return &result, err
  1690. }
  1691. config.Result = paraConfig
  1692. }
  1693. return list, nil
  1694. }
  1695. func InferenceJobCreate(ctx *context.Context, form auth.CreateModelArtsInferenceJobForm) {
  1696. ctx.Data["PageIsTrainJob"] = true
  1697. VersionOutputPath := modelarts.GetOutputPathByCount(modelarts.TotalVersionCount)
  1698. displayJobName := form.DisplayJobName
  1699. jobName := util.ConvertDisplayJobNameToJobName(displayJobName)
  1700. uuid := form.Attachment
  1701. description := form.Description
  1702. workServerNumber := form.WorkServerNumber
  1703. engineID := form.EngineID
  1704. bootFile := strings.TrimSpace(form.BootFile)
  1705. flavorCode := form.Flavor
  1706. params := form.Params
  1707. poolID := form.PoolID
  1708. repo := ctx.Repo.Repository
  1709. codeLocalPath := setting.JobPath + jobName + modelarts.CodePath
  1710. codeObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.CodePath
  1711. resultObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.ResultPath + VersionOutputPath + "/"
  1712. logObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.LogPath + VersionOutputPath + "/"
  1713. dataPath := "/" + setting.Bucket + "/" + setting.BasePath + path.Join(uuid[0:1], uuid[1:2]) + "/" + uuid + uuid + "/"
  1714. branch_name := form.BranchName
  1715. FlavorName := form.FlavorName
  1716. EngineName := form.EngineName
  1717. LabelName := form.LabelName
  1718. isLatestVersion := modelarts.IsLatestVersion
  1719. VersionCount := modelarts.VersionCount
  1720. trainUrl := form.TrainUrl
  1721. modelName := form.ModelName
  1722. modelVersion := form.ModelVersion
  1723. ckptName := form.CkptName
  1724. ckptUrl := "/" + form.TrainUrl + form.CkptName
  1725. log.Info("ckpt url:" + ckptUrl)
  1726. count, err := models.GetCloudbrainInferenceJobCountByUserID(ctx.User.ID)
  1727. if err != nil {
  1728. log.Error("GetCloudbrainInferenceJobCountByUserID failed:%v", err, ctx.Data["MsgID"])
  1729. inferenceJobErrorNewDataPrepare(ctx, form)
  1730. ctx.RenderWithErr("system error", tplModelArtsInferenceJobNew, &form)
  1731. return
  1732. } else {
  1733. if count >= 1 {
  1734. log.Error("the user already has running or waiting inference task", ctx.Data["MsgID"])
  1735. inferenceJobErrorNewDataPrepare(ctx, form)
  1736. ctx.RenderWithErr("you have already a running or waiting inference task, can not create more", tplModelArtsInferenceJobNew, &form)
  1737. return
  1738. }
  1739. }
  1740. if err := paramCheckCreateInferenceJob(form); err != nil {
  1741. log.Error("paramCheckCreateInferenceJob failed:(%v)", err)
  1742. inferenceJobErrorNewDataPrepare(ctx, form)
  1743. ctx.RenderWithErr(err.Error(), tplModelArtsInferenceJobNew, &form)
  1744. return
  1745. }
  1746. //Determine whether the task name of the task in the project is duplicated
  1747. tasks, err := models.GetCloudbrainsByDisplayJobName(repo.ID, string(models.JobTypeInference), displayJobName)
  1748. if err == nil {
  1749. if len(tasks) != 0 {
  1750. log.Error("the job name did already exist", ctx.Data["MsgID"])
  1751. inferenceJobErrorNewDataPrepare(ctx, form)
  1752. ctx.RenderWithErr("the job name did already exist", tplModelArtsInferenceJobNew, &form)
  1753. return
  1754. }
  1755. } else {
  1756. if !models.IsErrJobNotExist(err) {
  1757. log.Error("system error, %v", err, ctx.Data["MsgID"])
  1758. inferenceJobErrorNewDataPrepare(ctx, form)
  1759. ctx.RenderWithErr("system error", tplModelArtsInferenceJobNew, &form)
  1760. return
  1761. }
  1762. }
  1763. //todo: del the codeLocalPath
  1764. _, err = ioutil.ReadDir(codeLocalPath)
  1765. if err == nil {
  1766. os.RemoveAll(codeLocalPath)
  1767. }
  1768. gitRepo, _ := git.OpenRepository(repo.RepoPath())
  1769. commitID, _ := gitRepo.GetBranchCommitID(branch_name)
  1770. if err := downloadCode(repo, codeLocalPath, branch_name); err != nil {
  1771. log.Error("Create task failed, server timed out: %s (%v)", repo.FullName(), err)
  1772. inferenceJobErrorNewDataPrepare(ctx, form)
  1773. ctx.RenderWithErr("Create task failed, server timed out", tplModelArtsInferenceJobNew, &form)
  1774. return
  1775. }
  1776. //todo: upload code (send to file_server todo this work?)
  1777. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.ResultPath + VersionOutputPath + "/"); err != nil {
  1778. log.Error("Failed to obsMkdir_result: %s (%v)", repo.FullName(), err)
  1779. inferenceJobErrorNewDataPrepare(ctx, form)
  1780. ctx.RenderWithErr("Failed to obsMkdir_result", tplModelArtsInferenceJobNew, &form)
  1781. return
  1782. }
  1783. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.LogPath + VersionOutputPath + "/"); err != nil {
  1784. log.Error("Failed to obsMkdir_log: %s (%v)", repo.FullName(), err)
  1785. inferenceJobErrorNewDataPrepare(ctx, form)
  1786. ctx.RenderWithErr("Failed to obsMkdir_log", tplModelArtsInferenceJobNew, &form)
  1787. return
  1788. }
  1789. if err := uploadCodeToObs(codeLocalPath, jobName, ""); err != nil {
  1790. log.Error("Failed to uploadCodeToObs: %s (%v)", repo.FullName(), err)
  1791. inferenceJobErrorNewDataPrepare(ctx, form)
  1792. ctx.RenderWithErr("Failed to uploadCodeToObs", tplModelArtsInferenceJobNew, &form)
  1793. return
  1794. }
  1795. var parameters models.Parameters
  1796. param := make([]models.Parameter, 0)
  1797. param = append(param, models.Parameter{
  1798. Label: modelarts.ResultUrl,
  1799. Value: "s3:/" + resultObsPath,
  1800. }, models.Parameter{
  1801. Label: modelarts.CkptUrl,
  1802. Value: "s3:/" + ckptUrl,
  1803. })
  1804. existDeviceTarget := false
  1805. if len(params) != 0 {
  1806. err := json.Unmarshal([]byte(params), &parameters)
  1807. if err != nil {
  1808. log.Error("Failed to Unmarshal params: %s (%v)", params, err)
  1809. inferenceJobErrorNewDataPrepare(ctx, form)
  1810. ctx.RenderWithErr("运行参数错误", tplModelArtsInferenceJobNew, &form)
  1811. return
  1812. }
  1813. for _, parameter := range parameters.Parameter {
  1814. if parameter.Label == modelarts.DeviceTarget {
  1815. existDeviceTarget = true
  1816. }
  1817. if parameter.Label != modelarts.TrainUrl && parameter.Label != modelarts.DataUrl {
  1818. param = append(param, models.Parameter{
  1819. Label: parameter.Label,
  1820. Value: parameter.Value,
  1821. })
  1822. }
  1823. }
  1824. }
  1825. if !existDeviceTarget {
  1826. param = append(param, models.Parameter{
  1827. Label: modelarts.DeviceTarget,
  1828. Value: modelarts.Ascend,
  1829. })
  1830. }
  1831. req := &modelarts.GenerateInferenceJobReq{
  1832. JobName: jobName,
  1833. DisplayJobName: displayJobName,
  1834. DataUrl: dataPath,
  1835. Description: description,
  1836. CodeObsPath: codeObsPath,
  1837. BootFileUrl: codeObsPath + bootFile,
  1838. BootFile: bootFile,
  1839. TrainUrl: trainUrl,
  1840. FlavorCode: flavorCode,
  1841. WorkServerNumber: workServerNumber,
  1842. EngineID: int64(engineID),
  1843. LogUrl: logObsPath,
  1844. PoolID: poolID,
  1845. Uuid: uuid,
  1846. Parameters: param, //modelarts train parameters
  1847. CommitID: commitID,
  1848. BranchName: branch_name,
  1849. Params: form.Params,
  1850. FlavorName: FlavorName,
  1851. EngineName: EngineName,
  1852. LabelName: LabelName,
  1853. IsLatestVersion: isLatestVersion,
  1854. VersionCount: VersionCount,
  1855. TotalVersionCount: modelarts.TotalVersionCount,
  1856. ModelName: modelName,
  1857. ModelVersion: modelVersion,
  1858. CkptName: ckptName,
  1859. ResultUrl: resultObsPath,
  1860. }
  1861. err = modelarts.GenerateInferenceJob(ctx, req)
  1862. if err != nil {
  1863. log.Error("GenerateTrainJob failed:%v", err.Error())
  1864. inferenceJobErrorNewDataPrepare(ctx, form)
  1865. ctx.RenderWithErr(err.Error(), tplModelArtsInferenceJobNew, &form)
  1866. return
  1867. }
  1868. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/inference-job")
  1869. }
  1870. func InferenceJobIndex(ctx *context.Context) {
  1871. MustEnableModelArts(ctx)
  1872. repo := ctx.Repo.Repository
  1873. page := ctx.QueryInt("page")
  1874. if page <= 0 {
  1875. page = 1
  1876. }
  1877. listType := ctx.Query("listType")
  1878. ctx.Data["ListType"] = listType
  1879. if listType == models.AllResource {
  1880. listType = ""
  1881. }
  1882. var jobTypes []string
  1883. jobTypes = append(jobTypes, string(models.JobTypeInference))
  1884. tasks, count, err := models.Cloudbrains(&models.CloudbrainsOptions{
  1885. ListOptions: models.ListOptions{
  1886. Page: page,
  1887. PageSize: setting.UI.IssuePagingNum,
  1888. },
  1889. RepoID: repo.ID,
  1890. ComputeResource: listType,
  1891. JobTypes: jobTypes,
  1892. Type: models.TypeCloudBrainAll,
  1893. })
  1894. if err != nil {
  1895. ctx.ServerError("Cloudbrain", err)
  1896. return
  1897. }
  1898. for i, task := range tasks {
  1899. tasks[i].CanDel = cloudbrain.CanDeleteJob(ctx, &task.Cloudbrain)
  1900. tasks[i].CanModify = cloudbrain.CanModifyJob(ctx, &task.Cloudbrain)
  1901. if tasks[i].ComputeResource == "" {
  1902. tasks[i].ComputeResource = models.NPUResource
  1903. }
  1904. }
  1905. repoId := ctx.Repo.Repository.ID
  1906. Type := -1
  1907. _, model_count, _ := models.QueryModel(&models.AiModelQueryOptions{
  1908. ListOptions: models.ListOptions{
  1909. Page: 1,
  1910. PageSize: 2,
  1911. },
  1912. RepoID: repoId,
  1913. Type: Type,
  1914. New: MODEL_LATEST,
  1915. })
  1916. ctx.Data["MODEL_COUNT"] = model_count
  1917. pager := context.NewPagination(int(count), setting.UI.IssuePagingNum, page, 5)
  1918. pager.SetDefaultParams(ctx)
  1919. ctx.Data["Page"] = pager
  1920. ctx.Data["PageIsCloudBrain"] = true
  1921. ctx.Data["Tasks"] = tasks
  1922. ctx.Data["CanCreate"] = cloudbrain.CanCreateOrDebugJob(ctx)
  1923. ctx.Data["RepoIsEmpty"] = repo.IsEmpty
  1924. ctx.HTML(200, tplModelArtsInferenceJobIndex)
  1925. }
  1926. func InferenceJobNew(ctx *context.Context) {
  1927. err := inferenceJobNewDataPrepare(ctx)
  1928. if err != nil {
  1929. ctx.ServerError("get new inference-job info failed", err)
  1930. return
  1931. }
  1932. waitCount := cloudbrain.GetWaitingCloudbrainCount(models.TypeCloudBrainTwo, "")
  1933. ctx.Data["WaitCount"] = waitCount
  1934. ctx.HTML(200, tplModelArtsInferenceJobNew)
  1935. }
  1936. func inferenceJobNewDataPrepare(ctx *context.Context) error {
  1937. ctx.Data["PageIsCloudBrain"] = true
  1938. ctx.Data["newInference"] = true
  1939. t := time.Now()
  1940. var displayJobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  1941. ctx.Data["display_job_name"] = displayJobName
  1942. attachs, err := models.GetModelArtsTrainAttachments(ctx.User.ID)
  1943. if err != nil {
  1944. ctx.ServerError("GetAllUserAttachments failed:", err)
  1945. return err
  1946. }
  1947. ctx.Data["attachments"] = attachs
  1948. var resourcePools modelarts.ResourcePool
  1949. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  1950. ctx.ServerError("json.Unmarshal failed:", err)
  1951. return err
  1952. }
  1953. ctx.Data["resource_pools"] = resourcePools.Info
  1954. var engines modelarts.Engine
  1955. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  1956. ctx.ServerError("json.Unmarshal failed:", err)
  1957. return err
  1958. }
  1959. ctx.Data["engines"] = engines.Info
  1960. var versionInfos modelarts.VersionInfo
  1961. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  1962. ctx.ServerError("json.Unmarshal failed:", err)
  1963. return err
  1964. }
  1965. ctx.Data["engine_versions"] = versionInfos.Version
  1966. var flavorInfos modelarts.Flavor
  1967. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  1968. ctx.ServerError("json.Unmarshal failed:", err)
  1969. return err
  1970. }
  1971. ctx.Data["flavor_infos"] = flavorInfos.Info
  1972. ctx.Data["params"] = ""
  1973. ctx.Data["branchName"] = ctx.Repo.BranchName
  1974. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  1975. if err != nil {
  1976. ctx.ServerError("getConfigList failed:", err)
  1977. return err
  1978. }
  1979. ctx.Data["config_list"] = configList.ParaConfigs
  1980. repoId := ctx.Repo.Repository.ID
  1981. Type := -1
  1982. _, model_count, _ := models.QueryModel(&models.AiModelQueryOptions{
  1983. ListOptions: models.ListOptions{
  1984. Page: 1,
  1985. PageSize: 2,
  1986. },
  1987. RepoID: repoId,
  1988. Type: Type,
  1989. New: MODEL_LATEST,
  1990. })
  1991. ctx.Data["MODEL_COUNT"] = model_count
  1992. ctx.Data["datasetType"] = models.TypeCloudBrainTwo
  1993. return nil
  1994. }
  1995. func inferenceJobErrorNewDataPrepare(ctx *context.Context, form auth.CreateModelArtsInferenceJobForm) error {
  1996. ctx.Data["PageIsCloudBrain"] = true
  1997. t := time.Now()
  1998. var jobName = "inference" + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  1999. ctx.Data["job_name"] = jobName
  2000. attachs, err := models.GetModelArtsTrainAttachments(ctx.User.ID)
  2001. if err != nil {
  2002. ctx.ServerError("GetAllUserAttachments failed:", err)
  2003. return err
  2004. }
  2005. ctx.Data["attachments"] = attachs
  2006. var resourcePools modelarts.ResourcePool
  2007. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  2008. ctx.ServerError("json.Unmarshal failed:", err)
  2009. return err
  2010. }
  2011. ctx.Data["resource_pools"] = resourcePools.Info
  2012. var engines modelarts.Engine
  2013. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  2014. ctx.ServerError("json.Unmarshal failed:", err)
  2015. return err
  2016. }
  2017. ctx.Data["engines"] = engines.Info
  2018. var versionInfos modelarts.VersionInfo
  2019. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  2020. ctx.ServerError("json.Unmarshal failed:", err)
  2021. return err
  2022. }
  2023. ctx.Data["engine_versions"] = versionInfos.Version
  2024. var flavorInfos modelarts.Flavor
  2025. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  2026. ctx.ServerError("json.Unmarshal failed:", err)
  2027. return err
  2028. }
  2029. ctx.Data["flavor_infos"] = flavorInfos.Info
  2030. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  2031. if err != nil {
  2032. ctx.ServerError("getConfigList failed:", err)
  2033. return err
  2034. }
  2035. var Parameters modelarts.Parameters
  2036. if err = json.Unmarshal([]byte(form.Params), &Parameters); err != nil {
  2037. ctx.ServerError("json.Unmarshal failed:", err)
  2038. return err
  2039. }
  2040. ctx.Data["params"] = Parameters.Parameter
  2041. ctx.Data["config_list"] = configList.ParaConfigs
  2042. ctx.Data["bootFile"] = form.BootFile
  2043. ctx.Data["uuid"] = form.Attachment
  2044. _, datasetNames, err := models.GetDatasetInfo(form.Attachment)
  2045. if err != nil {
  2046. log.Error("GetDatasetInfo failed: %v", err, ctx.Data["MsgID"])
  2047. return nil
  2048. }
  2049. ctx.Data["dataset_name"] = datasetNames
  2050. ctx.Data["branch_name"] = form.BranchName
  2051. ctx.Data["model_name"] = form.ModelName
  2052. ctx.Data["model_version"] = form.ModelVersion
  2053. ctx.Data["ckpt_name"] = form.CkptName
  2054. ctx.Data["train_url"] = form.TrainUrl
  2055. ctx.Data["datasetType"] = models.TypeCloudBrainTwo
  2056. return nil
  2057. }
  2058. func InferenceJobShow(ctx *context.Context) {
  2059. ctx.Data["PageIsCloudBrain"] = true
  2060. var jobID = ctx.Params(":jobid")
  2061. page := ctx.QueryInt("page")
  2062. if page <= 0 {
  2063. page = 1
  2064. }
  2065. task, err := models.GetCloudbrainByJobID(jobID)
  2066. if err != nil {
  2067. log.Error("GetInferenceTask(%s) failed:%v", jobID, err.Error())
  2068. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  2069. return
  2070. }
  2071. //设置权限
  2072. canNewJob, err := canUserCreateTrainJobVersion(ctx, task.UserID)
  2073. if err != nil {
  2074. ctx.ServerError("canNewJob failed", err)
  2075. return
  2076. }
  2077. ctx.Data["canNewJob"] = canNewJob
  2078. //将运行参数转化为epoch_size = 3, device_target = Ascend的格式
  2079. var parameters models.Parameters
  2080. err = json.Unmarshal([]byte(task.Parameters), &parameters)
  2081. if err != nil {
  2082. log.Error("Failed to Unmarshal Parameters: %s (%v)", task.Parameters, err)
  2083. trainJobNewDataPrepare(ctx)
  2084. return
  2085. }
  2086. if len(parameters.Parameter) > 0 {
  2087. paramTemp := ""
  2088. for _, Parameter := range parameters.Parameter {
  2089. param := Parameter.Label + " = " + Parameter.Value + "; "
  2090. paramTemp = paramTemp + param
  2091. }
  2092. task.Parameters = paramTemp[:len(paramTemp)-2]
  2093. } else {
  2094. task.Parameters = ""
  2095. }
  2096. LabelName := strings.Fields(task.LabelName)
  2097. ctx.Data["labelName"] = LabelName
  2098. ctx.Data["jobID"] = jobID
  2099. ctx.Data["jobName"] = task.JobName
  2100. ctx.Data["displayJobName"] = task.DisplayJobName
  2101. ctx.Data["task"] = task
  2102. ctx.Data["canDownload"] = cloudbrain.CanModifyJob(ctx, task)
  2103. tempUids := []int64{}
  2104. tempUids = append(tempUids, task.UserID)
  2105. JobCreater, err := models.GetUserNamesByIDs(tempUids)
  2106. if err != nil {
  2107. log.Error("GetUserNamesByIDs (WhitelistUserIDs): %v", err)
  2108. }
  2109. ctx.Data["userName"] = JobCreater[0]
  2110. ctx.HTML(http.StatusOK, tplModelArtsInferenceJobShow)
  2111. }
  2112. func ModelDownload(ctx *context.Context) {
  2113. var (
  2114. err error
  2115. )
  2116. jobID := ctx.Params(":jobid")
  2117. versionName := ctx.Query("version_name")
  2118. parentDir := ctx.Query("parent_dir")
  2119. fileName := ctx.Query("file_name")
  2120. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  2121. if err != nil {
  2122. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", task.JobName, err.Error())
  2123. return
  2124. }
  2125. var url string
  2126. if task.ComputeResource == models.NPUResource {
  2127. path := strings.TrimPrefix(path.Join(setting.TrainJobModelPath, task.JobName, setting.OutPutPath, versionName, parentDir, fileName), "/")
  2128. url, err = storage.GetObsCreateSignedUrlByBucketAndKey(setting.Bucket, path)
  2129. if err != nil {
  2130. log.Error("GetObsCreateSignedUrl failed: %v", err.Error(), ctx.Data["msgID"])
  2131. ctx.ServerError("GetObsCreateSignedUrl", err)
  2132. return
  2133. }
  2134. } else if task.ComputeResource == models.GPUResource {
  2135. filePath := setting.CBCodePathPrefix + task.JobName + cloudbrain.ModelMountPath + "/" + parentDir
  2136. url, err = storage.Attachments.PresignedGetURL(filePath, fileName)
  2137. if err != nil {
  2138. log.Error("PresignedGetURL failed: %v", err.Error(), ctx.Data["msgID"])
  2139. ctx.ServerError("PresignedGetURL", err)
  2140. return
  2141. }
  2142. }
  2143. ctx.Resp.Header().Set("Cache-Control", "max-age=0")
  2144. http.Redirect(ctx.Resp, ctx.Req.Request, url, http.StatusMovedPermanently)
  2145. }
  2146. func ResultDownload(ctx *context.Context) {
  2147. var (
  2148. err error
  2149. )
  2150. versionName := ctx.Query("version_name")
  2151. parentDir := ctx.Query("parent_dir")
  2152. fileName := ctx.Query("file_name")
  2153. task := ctx.Cloudbrain
  2154. if err != nil {
  2155. ctx.Data["error"] = err.Error()
  2156. }
  2157. path := strings.TrimPrefix(path.Join(setting.TrainJobModelPath, task.JobName, "result/", versionName, parentDir, fileName), "/")
  2158. url, err := storage.GetObsCreateSignedUrlByBucketAndKey(setting.Bucket, path)
  2159. if err != nil {
  2160. log.Error("GetObsCreateSignedUrl failed: %v", err.Error(), ctx.Data["msgID"])
  2161. ctx.ServerError("GetObsCreateSignedUrl", err)
  2162. return
  2163. }
  2164. ctx.Resp.Header().Set("Cache-Control", "max-age=0")
  2165. http.Redirect(ctx.Resp, ctx.Req.Request, url, http.StatusMovedPermanently)
  2166. }
  2167. func DeleteJobStorage(jobName string) error {
  2168. //delete local
  2169. localJobPath := setting.JobPath + jobName
  2170. err := os.RemoveAll(localJobPath)
  2171. if err != nil {
  2172. log.Error("RemoveAll(%s) failed:%v", localJobPath, err)
  2173. }
  2174. //delete oss
  2175. dirPath := setting.CodePathPrefix + jobName + "/"
  2176. err = storage.ObsRemoveObject(setting.Bucket, dirPath)
  2177. if err != nil {
  2178. log.Error("ObsRemoveObject(%s) failed:%v", localJobPath, err)
  2179. }
  2180. return nil
  2181. }
  2182. func DownloadMultiResultFile(ctx *context.Context) {
  2183. var jobID = ctx.Params(":jobid")
  2184. var versionName = ctx.Query("version_name")
  2185. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  2186. if err != nil {
  2187. log.Error("GetCloudbrainByJobID(%s) failed:%v", task.JobName, err.Error())
  2188. return
  2189. }
  2190. // if !isCanDeleteOrDownload(ctx, task) {
  2191. // ctx.ServerError("no right.", errors.New(ctx.Tr("repo.model_noright")))
  2192. // return
  2193. // }
  2194. // path := Model_prefix + models.AttachmentRelativePath(id) + "/"
  2195. path := strings.TrimPrefix(path.Join(setting.TrainJobModelPath, task.JobName, "result/", versionName), "/") + "/"
  2196. allFile, err := storage.GetAllObjectByBucketAndPrefix(setting.Bucket, path)
  2197. if err == nil {
  2198. //count++
  2199. // models.ModifyModelDownloadCount(id)
  2200. returnFileName := task.DisplayJobName + ".zip"
  2201. ctx.Resp.Header().Set("Content-Disposition", "attachment; filename="+returnFileName)
  2202. ctx.Resp.Header().Set("Content-Type", "application/octet-stream")
  2203. w := zip.NewWriter(ctx.Resp)
  2204. defer w.Close()
  2205. for _, oneFile := range allFile {
  2206. if oneFile.IsDir {
  2207. log.Info("zip dir name:" + oneFile.FileName)
  2208. } else {
  2209. log.Info("zip file name:" + oneFile.FileName)
  2210. fDest, err := w.Create(oneFile.FileName)
  2211. if err != nil {
  2212. log.Info("create zip entry error, download file failed: %s\n", err.Error())
  2213. ctx.ServerError("download file failed:", err)
  2214. return
  2215. }
  2216. body, err := storage.ObsDownloadAFile(setting.Bucket, path+oneFile.FileName)
  2217. if err != nil {
  2218. log.Info("download file failed: %s\n", err.Error())
  2219. ctx.ServerError("download file failed:", err)
  2220. return
  2221. } else {
  2222. defer body.Close()
  2223. p := make([]byte, 1024)
  2224. var readErr error
  2225. var readCount int
  2226. // 读取对象内容
  2227. for {
  2228. readCount, readErr = body.Read(p)
  2229. if readCount > 0 {
  2230. fDest.Write(p[:readCount])
  2231. }
  2232. if readErr != nil {
  2233. break
  2234. }
  2235. }
  2236. }
  2237. }
  2238. }
  2239. } else {
  2240. log.Info("error,msg=" + err.Error())
  2241. ctx.ServerError("no file to download.", err)
  2242. }
  2243. }
  2244. func SetJobCount(ctx *context.Context) {
  2245. repoId := ctx.Repo.Repository.ID
  2246. _, jobCount, err := models.Cloudbrains(&models.CloudbrainsOptions{
  2247. RepoID: repoId,
  2248. Type: models.TypeCloudBrainAll,
  2249. })
  2250. if err != nil {
  2251. ctx.ServerError("Get job faild:", err)
  2252. return
  2253. }
  2254. ctx.Data["jobCount"] = jobCount
  2255. }
  2256. func TrainJobDownloadLogFile(ctx *context.Context) {
  2257. var (
  2258. err error
  2259. )
  2260. var jobID = ctx.Params(":jobid")
  2261. versionName := ctx.Query("version_name")
  2262. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  2263. if err != nil {
  2264. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", task.JobName, err.Error(), ctx.Data["msgID"])
  2265. ctx.ServerError("GetCloudbrainByJobIDAndVersionName", err)
  2266. return
  2267. }
  2268. prefix := strings.TrimPrefix(path.Join(setting.TrainJobModelPath, task.JobName, modelarts.LogPath, versionName), "/") + "/job"
  2269. key, err := storage.GetObsLogFileName(prefix)
  2270. if err != nil {
  2271. log.Error("GetObsLogFileName(%s) failed:%v", jobID, err.Error(), ctx.Data["msgID"])
  2272. ctx.ServerError("GetObsLogFileName", err)
  2273. return
  2274. }
  2275. url, err := storage.GetObsCreateSignedUrlByBucketAndKey(setting.Bucket, key)
  2276. if err != nil {
  2277. log.Error("GetObsCreateSignedUrlByBucketAndKey failed: %v", err.Error(), ctx.Data["msgID"])
  2278. ctx.ServerError("GetObsCreateSignedUrlByBucketAndKey", err)
  2279. return
  2280. }
  2281. ctx.Resp.Header().Set("Cache-Control", "max-age=0")
  2282. http.Redirect(ctx.Resp, ctx.Req.Request, url, http.StatusMovedPermanently)
  2283. }
  2284. func getDatasUrlListByUUIDS(uuidStr string) ([]models.Datasurl, string, string, bool, error) {
  2285. var isMultiDataset bool
  2286. var dataUrl string
  2287. var datasetNames string
  2288. var datasUrlList []models.Datasurl
  2289. uuids := strings.Split(uuidStr, ";")
  2290. if len(uuids) > setting.MaxDatasetNum {
  2291. log.Error("the dataset count(%d) exceed the limit", len(uuids))
  2292. return datasUrlList, dataUrl, datasetNames, isMultiDataset, errors.New("the dataset count exceed the limit")
  2293. }
  2294. datasetInfos := make(map[string]models.DatasetInfo)
  2295. attachs, err := models.GetAttachmentsByUUIDs(uuids)
  2296. if err != nil {
  2297. log.Error("GetAttachmentsByUUIDs failed: %v", err)
  2298. return datasUrlList, dataUrl, datasetNames, isMultiDataset, errors.New("GetAttachmentsByUUIDs failed")
  2299. }
  2300. for i, attach := range attachs {
  2301. fileName := strings.TrimSuffix(strings.TrimSuffix(strings.TrimSuffix(attach.Name, ".zip"), ".tar.gz"), ".tgz")
  2302. for _, datasetInfo := range datasetInfos {
  2303. if fileName == datasetInfo.Name {
  2304. log.Error("the dataset name is same: %v", attach.Name)
  2305. return datasUrlList, dataUrl, datasetNames, isMultiDataset, errors.New("the dataset name is same")
  2306. }
  2307. }
  2308. if len(attachs) <= 1 {
  2309. dataUrl = "/" + setting.Bucket + "/" + setting.BasePath + path.Join(attach.UUID[0:1], attach.UUID[1:2]) + "/" + attach.UUID + attach.UUID + "/"
  2310. isMultiDataset = false
  2311. } else {
  2312. dataUrl = "/" + setting.Bucket + "/" + setting.BasePath + path.Join(attachs[0].UUID[0:1], attachs[0].UUID[1:2]) + "/" + attachs[0].UUID + attachs[0].UUID + "/"
  2313. datasetUrl := "s3://" + setting.Bucket + "/" + setting.BasePath + path.Join(attach.UUID[0:1], attach.UUID[1:2]) + "/" + attach.UUID + attach.UUID + "/"
  2314. datasUrlList = append(datasUrlList, models.Datasurl{
  2315. DatasetUrl: datasetUrl,
  2316. DatasetName: fileName,
  2317. })
  2318. isMultiDataset = true
  2319. }
  2320. if i == 0 {
  2321. datasetNames = attach.Name
  2322. } else {
  2323. datasetNames += ";" + attach.Name
  2324. }
  2325. }
  2326. return datasUrlList, dataUrl, datasetNames, isMultiDataset, nil
  2327. }