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grampus.go 62 kB

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  1. package repo
  2. import (
  3. "code.gitea.io/gitea/services/lock"
  4. "encoding/json"
  5. "errors"
  6. "fmt"
  7. "io/ioutil"
  8. "net/http"
  9. "os"
  10. "path"
  11. "strconv"
  12. "strings"
  13. "code.gitea.io/gitea/modules/urfs_client/urchin"
  14. "code.gitea.io/gitea/routers/response"
  15. "code.gitea.io/gitea/services/cloudbrain/cloudbrainTask"
  16. "code.gitea.io/gitea/modules/dataset"
  17. "code.gitea.io/gitea/services/cloudbrain/resource"
  18. "code.gitea.io/gitea/services/reward/point/account"
  19. "code.gitea.io/gitea/modules/auth"
  20. "code.gitea.io/gitea/modules/git"
  21. "code.gitea.io/gitea/modules/grampus"
  22. "code.gitea.io/gitea/modules/modelarts"
  23. "code.gitea.io/gitea/modules/notification"
  24. "code.gitea.io/gitea/modules/timeutil"
  25. "code.gitea.io/gitea/modules/util"
  26. "github.com/unknwon/com"
  27. "code.gitea.io/gitea/models"
  28. "code.gitea.io/gitea/modules/base"
  29. "code.gitea.io/gitea/modules/cloudbrain"
  30. "code.gitea.io/gitea/modules/context"
  31. "code.gitea.io/gitea/modules/log"
  32. "code.gitea.io/gitea/modules/setting"
  33. cloudbrainService "code.gitea.io/gitea/services/cloudbrain"
  34. )
  35. const (
  36. tplGrampusTrainJobShow base.TplName = "repo/grampus/trainjob/show"
  37. tplGrampusNotebookShow base.TplName = "repo/grampus/notebook/show"
  38. //GPU
  39. tplGrampusNotebookGPUNew base.TplName = "repo/grampus/notebook/gpu/new"
  40. tplGrampusTrainJobGPUNew base.TplName = "repo/grampus/trainjob/gpu/new"
  41. //NPU
  42. tplGrampusNotebookNPUNew base.TplName = "repo/grampus/notebook/npu/new"
  43. tplGrampusTrainJobNPUNew base.TplName = "repo/grampus/trainjob/npu/new"
  44. //GCU
  45. tplGrampusNotebookGCUNew base.TplName = "repo/grampus/notebook/gcu/new"
  46. )
  47. func GrampusNotebookNew(ctx *context.Context) {
  48. ctx.Data["IsCreate"] = true
  49. notebookType := ctx.QueryInt("type")
  50. processType := grampus.ProcessorTypeGPU
  51. if notebookType == 1 {
  52. processType = grampus.ProcessorTypeNPU
  53. } else if notebookType == 2 {
  54. processType = grampus.ProcessorTypeGCU
  55. }
  56. err := grampusNotebookNewDataPrepare(ctx, processType)
  57. if err != nil {
  58. ctx.ServerError("get new notebook-job info failed", err)
  59. return
  60. }
  61. if processType == grampus.ProcessorTypeGPU {
  62. ctx.HTML(http.StatusOK, tplGrampusNotebookGPUNew)
  63. } else if processType == grampus.ProcessorTypeNPU {
  64. ctx.HTML(http.StatusOK, tplGrampusNotebookNPUNew)
  65. } else if processType == grampus.ProcessorTypeGCU {
  66. ctx.HTML(http.StatusOK, tplGrampusNotebookGCUNew)
  67. }
  68. }
  69. func GrampusTrainJobGPUNew(ctx *context.Context) {
  70. ctx.Data["IsCreate"] = true
  71. err := grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  72. if err != nil {
  73. ctx.ServerError("get new train-job info failed", err)
  74. return
  75. }
  76. ctx.HTML(http.StatusOK, tplGrampusTrainJobGPUNew)
  77. }
  78. func GrampusTrainJobNPUNew(ctx *context.Context) {
  79. ctx.Data["IsCreate"] = true
  80. err := grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  81. if err != nil {
  82. ctx.ServerError("get new train-job info failed", err)
  83. return
  84. }
  85. ctx.HTML(200, tplGrampusTrainJobNPUNew)
  86. }
  87. func GrampusNotebookCreate(ctx *context.Context, form auth.CreateGrampusNotebookForm) {
  88. ctx.Data["IsCreate"] = true
  89. displayJobName := form.DisplayJobName
  90. jobName := util.ConvertDisplayJobNameToJobName(displayJobName)
  91. uuid := form.Attachment
  92. description := form.Description
  93. repo := ctx.Repo.Repository
  94. branchName := form.BranchName
  95. image := strings.TrimSpace(form.Image)
  96. codeStoragePath := setting.CBCodePathPrefix + jobName + cloudbrain.CodeMountPath + "/"
  97. tpl := tplGrampusNotebookGPUNew
  98. processType := grampus.ProcessorTypeGPU
  99. computeSource := models.GPUResource
  100. computeSourceSimple := models.GPU
  101. if form.Type == 1 {
  102. tpl = tplGrampusNotebookNPUNew
  103. processType = grampus.ProcessorTypeNPU
  104. computeSource = models.NPUResource
  105. computeSourceSimple = models.NPU
  106. codeStoragePath = grampus.JobPath + jobName + modelarts.CodePath
  107. } else if form.Type == 2 {
  108. tpl = tplGrampusNotebookGCUNew
  109. processType = grampus.ProcessorTypeGCU
  110. computeSource = models.GCUResource
  111. computeSourceSimple = models.GCU
  112. codeStoragePath = setting.CBCodePathPrefix + jobName + cloudbrain.CodeMountPath + "/"
  113. }
  114. lockOperator, errMsg := cloudbrainService.Lock4CloudbrainCreation(&lock.LockContext{Repo: ctx.Repo.Repository, Task: &models.Cloudbrain{DisplayJobName: displayJobName, JobType: string(models.JobTypeDebug)}, User: ctx.User})
  115. defer func() {
  116. if lockOperator != nil {
  117. lockOperator.Unlock()
  118. }
  119. }()
  120. if errMsg != "" {
  121. log.Error("lock processed failed:%s", errMsg, ctx.Data["MsgID"])
  122. grampusNotebookNewDataPrepare(ctx, processType)
  123. ctx.RenderWithErr(ctx.Tr(errMsg), tpl, &form)
  124. return
  125. }
  126. if !jobNamePattern.MatchString(displayJobName) {
  127. grampusNotebookNewDataPrepare(ctx, processType)
  128. ctx.RenderWithErr(ctx.Tr("repo.cloudbrain_jobname_err"), tpl, &form)
  129. return
  130. }
  131. //check count limit
  132. count, err := cloudbrainTask.GetNotFinalStatusTaskCount(ctx.User.ID, models.TypeC2Net, string(models.JobTypeDebug), computeSource)
  133. if err != nil {
  134. log.Error("GetGrampusCountByUserID failed:%v", err, ctx.Data["MsgID"])
  135. grampusNotebookNewDataPrepare(ctx, processType)
  136. ctx.RenderWithErr("system error", tpl, &form)
  137. return
  138. } else {
  139. if count >= 1 {
  140. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  141. grampusNotebookNewDataPrepare(ctx, processType)
  142. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tpl, &form)
  143. return
  144. }
  145. }
  146. //check whether the task name in the project is duplicated
  147. tasks, err := models.GetCloudbrainsByDisplayJobName(repo.ID, string(models.JobTypeDebug), displayJobName)
  148. if err == nil {
  149. if len(tasks) != 0 {
  150. log.Error("the job name did already exist", ctx.Data["MsgID"])
  151. grampusNotebookNewDataPrepare(ctx, processType)
  152. ctx.RenderWithErr("the job name did already exist", tpl, &form)
  153. return
  154. }
  155. } else {
  156. if !models.IsErrJobNotExist(err) {
  157. log.Error("system error, %v", err, ctx.Data["MsgID"])
  158. grampusNotebookNewDataPrepare(ctx, processType)
  159. ctx.RenderWithErr("system error", tpl, &form)
  160. return
  161. }
  162. }
  163. //check specification
  164. spec, err := resource.GetAndCheckSpec(ctx.User.ID, form.SpecId, models.FindSpecsOptions{
  165. JobType: models.JobTypeDebug,
  166. ComputeResource: computeSourceSimple,
  167. Cluster: models.C2NetCluster,
  168. })
  169. if err != nil || spec == nil {
  170. grampusNotebookNewDataPrepare(ctx, processType)
  171. ctx.RenderWithErr("Resource specification not available", tpl, &form)
  172. return
  173. }
  174. if !account.IsPointBalanceEnough(ctx.User.ID, spec.UnitPrice) {
  175. log.Error("point balance is not enough,userId=%d specId=%d", ctx.User.ID, spec.ID)
  176. grampusNotebookNewDataPrepare(ctx, processType)
  177. ctx.RenderWithErr(ctx.Tr("points.insufficient_points_balance"), tpl, &form)
  178. return
  179. }
  180. var datasetInfos map[string]models.DatasetInfo
  181. var datasetNames string
  182. var attachSize int64
  183. //var
  184. if uuid != "" {
  185. datasetInfos, datasetNames, err = models.GetDatasetInfo(uuid, computeSourceSimple)
  186. if err != nil {
  187. log.Error("GetDatasetInfo failed: %v", err, ctx.Data["MsgID"])
  188. grampusNotebookNewDataPrepare(ctx, processType)
  189. ctx.RenderWithErr(ctx.Tr("cloudbrain.error.dataset_select"), tpl, &form)
  190. return
  191. }
  192. uuidArray := strings.Split(uuid, ";")
  193. if datasetInfos == nil || len(datasetInfos) < len(uuidArray) {
  194. grampusNotebookNewDataPrepare(ctx, processType)
  195. ctx.RenderWithErr(ctx.Tr("cloudbrain.error.partial_datasets_not_available"), tpl, &form)
  196. return
  197. }
  198. for _, infos := range datasetInfos {
  199. attachSize += infos.Size
  200. }
  201. if attachSize > int64(setting.DebugAttachSize*1000*1000*1000) {
  202. log.Error("The DatasetSize exceeds the limit (%dGB)", setting.DebugAttachSize) // GB
  203. grampusNotebookNewDataPrepare(ctx, processType)
  204. ctx.RenderWithErr(ctx.Tr("cloudbrain.error.debug_datasetsize", setting.DebugAttachSize), tpl, &form)
  205. return
  206. }
  207. }
  208. //prepare code and out path
  209. codeLocalPath := setting.JobPath + jobName + cloudbrain.CodeMountPath + "/"
  210. _, err = ioutil.ReadDir(codeLocalPath)
  211. if err == nil {
  212. os.RemoveAll(codeLocalPath)
  213. }
  214. if err := downloadZipCode(ctx, codeLocalPath, branchName); err != nil {
  215. log.Error("downloadZipCode failed, server timed out: %s (%v)", repo.FullName(), err)
  216. grampusNotebookNewDataPrepare(ctx, processType)
  217. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  218. return
  219. }
  220. if processType == grampus.ProcessorTypeGPU || processType == grampus.ProcessorTypeGCU {
  221. if err := uploadCodeToMinio(codeLocalPath+"/", jobName, cloudbrain.CodeMountPath+"/"); err != nil {
  222. log.Error("Failed to uploadCodeToMinio: %s (%v)", repo.FullName(), err, ctx.Data["MsgID"])
  223. grampusNotebookNewDataPrepare(ctx, processType)
  224. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  225. return
  226. }
  227. } else {
  228. if err := uploadCodeToObs(codeLocalPath, jobName, ""); err != nil {
  229. log.Error("Failed to uploadCodeToObs: %s (%v)", repo.FullName(), err)
  230. grampusNotebookNewDataPrepare(ctx, processType)
  231. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  232. return
  233. }
  234. }
  235. commitID, _ := ctx.Repo.GitRepo.GetBranchCommitID(branchName)
  236. req := &grampus.GenerateNotebookJobReq{
  237. JobName: jobName,
  238. DisplayJobName: displayJobName,
  239. ComputeResource: computeSource,
  240. ProcessType: processType,
  241. ImageUrl: image,
  242. ImageId: form.ImageID,
  243. Description: description,
  244. Uuid: uuid,
  245. CommitID: commitID,
  246. BranchName: branchName,
  247. DatasetNames: datasetNames,
  248. DatasetInfos: datasetInfos,
  249. Spec: spec,
  250. CodeStoragePath: codeStoragePath,
  251. CodeName: strings.ToLower(repo.Name),
  252. }
  253. if form.ModelName != "" { //使用预训练模型训练
  254. m, err := models.QueryModelByPath(form.PreTrainModelUrl)
  255. if err != nil {
  256. log.Error("Can not find model", err)
  257. grampusNotebookNewDataPrepare(ctx, processType)
  258. ctx.RenderWithErr(ctx.Tr("repo.modelconvert.manage.model_not_exist"), tpl, &form)
  259. return
  260. }
  261. if !cloudbrainTask.IsModelFileExists(m, form.CkptName) {
  262. log.Error("model file not exist.name = %s", form.CkptName)
  263. grampusNotebookNewDataPrepare(ctx, processType)
  264. ctx.RenderWithErr(ctx.Tr("repo.modelconvert.manage.model_file_not_exist"), tpl, &form)
  265. return
  266. }
  267. req.ModelName = form.ModelName
  268. req.LabelName = form.LabelName
  269. req.CkptName = form.CkptName
  270. req.ModelVersion = form.ModelVersion
  271. req.PreTrainModelUrl = form.PreTrainModelUrl
  272. req.PreTrainModelPath = getPreTrainModelPath(form.PreTrainModelUrl, form.CkptName)
  273. req.ModelStorageType = m.Type
  274. }
  275. _, err = grampus.GenerateNotebookJob(ctx, req)
  276. if err != nil {
  277. log.Error("GenerateNotebookJob failed:%v", err.Error(), ctx.Data["MsgID"])
  278. grampusTrainJobNewDataPrepare(ctx, processType)
  279. ctx.RenderWithErr(err.Error(), tpl, &form)
  280. return
  281. }
  282. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob?debugListType=all")
  283. }
  284. func grampusNotebookNewDataPrepare(ctx *context.Context, processType string) error {
  285. ctx.Data["PageIsCloudBrain"] = true
  286. var displayJobName = cloudbrainService.GetDisplayJobName(ctx.User.Name)
  287. ctx.Data["display_job_name"] = displayJobName
  288. //get valid images
  289. if processType == grampus.ProcessorTypeNPU || processType == grampus.ProcessorTypeGCU {
  290. images, err := grampus.GetImages(processType, string(models.JobTypeDebug))
  291. if err != nil {
  292. log.Error("GetImages failed:", err.Error())
  293. } else {
  294. ctx.Data["images"] = images.Infos
  295. }
  296. }
  297. //prepare available specs
  298. computeResourceSimple := models.GPU
  299. datasetType := models.TypeCloudBrainOne
  300. computeResource := models.GPUResource
  301. if processType == grampus.ProcessorTypeNPU {
  302. computeResourceSimple = models.NPU
  303. datasetType = models.TypeCloudBrainTwo
  304. computeResource = models.NPUResource
  305. } else if processType == grampus.ProcessorTypeGCU {
  306. computeResourceSimple = models.GCU
  307. datasetType = models.TypeCloudBrainAll
  308. computeResource = models.GCUResource
  309. }
  310. prepareGrampusSpecs(ctx, computeResourceSimple, models.JobTypeDebug)
  311. //get branches
  312. branches, _, err := ctx.Repo.GitRepo.GetBranches(0, 0)
  313. if err != nil {
  314. log.Error("GetBranches error:", err.Error())
  315. } else {
  316. ctx.Data["branches"] = branches
  317. }
  318. ctx.Data["branchName"] = ctx.Repo.BranchName
  319. ctx.Data["datasetType"] = datasetType
  320. waitCount := cloudbrain.GetWaitingCloudbrainCount(models.TypeC2Net, computeResource, models.JobTypeDebug)
  321. ctx.Data["WaitCount"] = waitCount
  322. NotStopTaskCount, _ := cloudbrainTask.GetNotFinalStatusTaskCount(ctx.User.ID, models.TypeC2Net, string(models.JobTypeDebug), computeResource)
  323. ctx.Data["NotStopTaskCount"] = NotStopTaskCount
  324. ctx.Data["code_path"] = cloudbrain.CodeMountPath
  325. ctx.Data["dataset_path"] = cloudbrain.DataSetMountPath
  326. ctx.Data["model_path"] = cloudbrain.ModelMountPath
  327. return nil
  328. }
  329. func grampusTrainJobNewDataPrepare(ctx *context.Context, processType string) error {
  330. ctx.Data["PageIsCloudBrain"] = true
  331. var displayJobName = cloudbrainService.GetDisplayJobName(ctx.User.Name)
  332. ctx.Data["display_job_name"] = displayJobName
  333. //get valid images
  334. if processType == grampus.ProcessorTypeNPU {
  335. images, err := grampus.GetImages(processType, string(models.JobTypeTrain))
  336. if err != nil {
  337. log.Error("GetImages failed:", err.Error())
  338. } else {
  339. ctx.Data["images"] = images.Infos
  340. }
  341. }
  342. //prepare available specs
  343. if processType == grampus.ProcessorTypeNPU {
  344. prepareGrampusSpecs(ctx, models.NPU)
  345. } else if processType == grampus.ProcessorTypeGPU {
  346. prepareGrampusSpecs(ctx, models.GPU)
  347. }
  348. //get branches
  349. branches, _, err := ctx.Repo.GitRepo.GetBranches(0, 0)
  350. if err != nil {
  351. log.Error("GetBranches error:", err.Error())
  352. } else {
  353. ctx.Data["branches"] = branches
  354. }
  355. ctx.Data["branchName"] = ctx.Repo.BranchName
  356. if processType == grampus.ProcessorTypeGPU {
  357. ctx.Data["datasetType"] = models.TypeCloudBrainOne
  358. waitCount := cloudbrain.GetWaitingCloudbrainCount(models.TypeC2Net, models.GPUResource, models.JobTypeTrain)
  359. ctx.Data["WaitCount"] = waitCount
  360. NotStopTaskCount, _ := cloudbrainTask.GetNotFinalStatusTaskCount(ctx.User.ID, models.TypeC2Net, string(models.JobTypeTrain), models.GPUResource)
  361. ctx.Data["NotStopTaskCount"] = NotStopTaskCount
  362. } else if processType == grampus.ProcessorTypeNPU {
  363. ctx.Data["datasetType"] = models.TypeCloudBrainTwo
  364. waitCount := cloudbrain.GetWaitingCloudbrainCount(models.TypeC2Net, models.NPUResource, models.JobTypeTrain)
  365. ctx.Data["WaitCount"] = waitCount
  366. NotStopTaskCount, _ := cloudbrainTask.GetNotFinalStatusTaskCount(ctx.User.ID, models.TypeC2Net, string(models.JobTypeTrain), models.NPUResource)
  367. ctx.Data["NotStopTaskCount"] = NotStopTaskCount
  368. }
  369. if ctx.Cloudbrain != nil {
  370. uuids, datasetNames := dataset.GetFilterDeletedAttachments(ctx.Cloudbrain.Uuid)
  371. ctx.Data["attachment"] = uuids
  372. ctx.Data["boot_file"] = ctx.Cloudbrain.BootFile
  373. ctx.Data["image_id"] = ctx.Cloudbrain.ImageID
  374. ctx.Data["run_para_list"] = ctx.Cloudbrain.Parameters
  375. ctx.Data["description"] = ctx.Cloudbrain.Description
  376. ctx.Data["branch_name"] = ctx.Cloudbrain.BranchName
  377. ctx.Data["engine_name"] = ctx.Cloudbrain.EngineName
  378. ctx.Data["work_server_number"] = ctx.Cloudbrain.WorkServerNumber
  379. if ctx.Cloudbrain.Image != "" {
  380. ctx.Data["image"] = ctx.Cloudbrain.Image
  381. } else {
  382. ctx.Data["image"] = ctx.Cloudbrain.EngineName
  383. }
  384. ctx.Data["dataset_name"] = datasetNames
  385. ctx.Data["model_name"] = ctx.Cloudbrain.ModelName
  386. ctx.Data["model_version"] = ctx.Cloudbrain.ModelVersion
  387. ctx.Data["ckpt_name"] = ctx.Cloudbrain.CkptName
  388. ctx.Data["label_names"] = ctx.Cloudbrain.LabelName
  389. ctx.Data["pre_train_model_url"] = ctx.Cloudbrain.PreTrainModelUrl
  390. spec, _ := resource.GetCloudbrainSpec(ctx.Cloudbrain.ID)
  391. if spec != nil {
  392. ctx.Data["spec_id"] = spec.ID
  393. }
  394. }
  395. return nil
  396. }
  397. func GrampusTrainJobVersionNew(ctx *context.Context) {
  398. task := ctx.Cloudbrain
  399. ctx.Data["IsCreate"] = false
  400. if task.ComputeResource == models.GPUResource {
  401. err := grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  402. if err != nil {
  403. ctx.ServerError("get new train-job version info failed", err)
  404. return
  405. }
  406. ctx.HTML(http.StatusOK, tplGrampusTrainJobGPUNew)
  407. } else if task.ComputeResource == models.NPUResource {
  408. err := grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  409. if err != nil {
  410. ctx.ServerError("get new train-job version info failed", err)
  411. return
  412. }
  413. ctx.HTML(200, tplGrampusTrainJobNPUNew)
  414. }
  415. }
  416. func prepareGrampusSpecs(ctx *context.Context, computeResource string, jobType ...models.JobType) {
  417. tempJobType := models.JobTypeTrain
  418. if len(jobType) > 0 {
  419. tempJobType = jobType[0]
  420. }
  421. noteBookSpecs, _ := resource.FindAvailableSpecs(ctx.User.ID, models.FindSpecsOptions{
  422. JobType: tempJobType,
  423. ComputeResource: computeResource,
  424. Cluster: models.C2NetCluster,
  425. })
  426. ctx.Data["Specs"] = noteBookSpecs
  427. }
  428. func grampusParamCheckCreateTrainJob(form auth.CreateGrampusTrainJobForm) error {
  429. if !strings.HasSuffix(strings.TrimSpace(form.BootFile), ".py") {
  430. log.Error("the boot file(%s) must be a python file", form.BootFile)
  431. return errors.New("启动文件必须是python文件")
  432. }
  433. if form.BranchName == "" {
  434. log.Error("the branch must not be null!", form.BranchName)
  435. return errors.New("代码分支不能为空!")
  436. }
  437. return nil
  438. }
  439. func GrampusTrainJobGpuCreate(ctx *context.Context, form auth.CreateGrampusTrainJobForm) {
  440. ctx.Data["IsCreate"] = true
  441. grampusTrainJobGpuCreate(ctx, form)
  442. }
  443. func grampusTrainJobGpuCreate(ctx *context.Context, form auth.CreateGrampusTrainJobForm) {
  444. displayJobName := form.DisplayJobName
  445. jobName := util.ConvertDisplayJobNameToJobName(displayJobName)
  446. uuid := form.Attachment
  447. description := form.Description
  448. bootFile := strings.TrimSpace(form.BootFile)
  449. params := form.Params
  450. repo := ctx.Repo.Repository
  451. codeLocalPath := setting.JobPath + jobName + cloudbrain.CodeMountPath + "/"
  452. codeMinioPath := setting.CBCodePathPrefix + jobName + cloudbrain.CodeMountPath + "/"
  453. branchName := form.BranchName
  454. image := strings.TrimSpace(form.Image)
  455. tpl := tplGrampusTrainJobGPUNew
  456. if !jobNamePattern.MatchString(displayJobName) {
  457. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  458. ctx.RenderWithErr(ctx.Tr("repo.cloudbrain_jobname_err"), tpl, &form)
  459. return
  460. }
  461. lockOperator, errMsg := cloudbrainService.Lock4CloudbrainCreation(&lock.LockContext{Repo: ctx.Repo.Repository, Task: &models.Cloudbrain{DisplayJobName: displayJobName, JobType: string(models.JobTypeTrain)}, User: ctx.User})
  462. defer func() {
  463. if lockOperator != nil {
  464. lockOperator.Unlock()
  465. }
  466. }()
  467. if errMsg != "" {
  468. log.Error("lock processed failed:%s", errMsg, ctx.Data["MsgID"])
  469. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  470. ctx.RenderWithErr(ctx.Tr(errMsg), tpl, &form)
  471. return
  472. }
  473. bootFileExist, err := ctx.Repo.FileExists(bootFile, branchName)
  474. if err != nil || !bootFileExist {
  475. log.Error("Get bootfile error:", err, ctx.Data["MsgID"])
  476. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  477. ctx.RenderWithErr(ctx.Tr("repo.cloudbrain_bootfile_err"), tpl, &form)
  478. return
  479. }
  480. //check count limit
  481. count, err := cloudbrainTask.GetNotFinalStatusTaskCount(ctx.User.ID, models.TypeC2Net, string(models.JobTypeTrain), models.GPUResource)
  482. if err != nil {
  483. log.Error("GetGrampusCountByUserID failed:%v", err, ctx.Data["MsgID"])
  484. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  485. ctx.RenderWithErr("system error", tpl, &form)
  486. return
  487. } else {
  488. if count >= 1 {
  489. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  490. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  491. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tpl, &form)
  492. return
  493. }
  494. }
  495. //check param
  496. if err := grampusParamCheckCreateTrainJob(form); err != nil {
  497. log.Error("paramCheckCreateTrainJob failed:(%v)", err, ctx.Data["MsgID"])
  498. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  499. ctx.RenderWithErr(err.Error(), tpl, &form)
  500. return
  501. }
  502. //check whether the task name in the project is duplicated
  503. tasks, err := models.GetCloudbrainsByDisplayJobName(repo.ID, string(models.JobTypeTrain), displayJobName)
  504. if err == nil {
  505. if len(tasks) != 0 {
  506. log.Error("the job name did already exist", ctx.Data["MsgID"])
  507. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  508. ctx.RenderWithErr("the job name did already exist", tpl, &form)
  509. return
  510. }
  511. } else {
  512. if !models.IsErrJobNotExist(err) {
  513. log.Error("system error, %v", err, ctx.Data["MsgID"])
  514. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  515. ctx.RenderWithErr("system error", tpl, &form)
  516. return
  517. }
  518. }
  519. //check specification
  520. spec, err := resource.GetAndCheckSpec(ctx.User.ID, form.SpecId, models.FindSpecsOptions{
  521. JobType: models.JobTypeTrain,
  522. ComputeResource: models.GPU,
  523. Cluster: models.C2NetCluster,
  524. })
  525. if err != nil || spec == nil {
  526. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  527. ctx.RenderWithErr("Resource specification not available", tpl, &form)
  528. return
  529. }
  530. if !account.IsPointBalanceEnough(ctx.User.ID, spec.UnitPrice) {
  531. log.Error("point balance is not enough,userId=%d specId=%d", ctx.User.ID, spec.ID)
  532. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  533. ctx.RenderWithErr(ctx.Tr("points.insufficient_points_balance"), tplGrampusTrainJobGPUNew, &form)
  534. return
  535. }
  536. //check dataset
  537. datasetInfos, datasetNames, err := models.GetDatasetInfo(uuid, models.GPU)
  538. if err != nil {
  539. log.Error("GetDatasetInfo failed: %v", err, ctx.Data["MsgID"])
  540. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  541. ctx.RenderWithErr(ctx.Tr("cloudbrain.error.dataset_select"), tpl, &form)
  542. return
  543. }
  544. //prepare code and out path
  545. _, err = ioutil.ReadDir(codeLocalPath)
  546. if err == nil {
  547. os.RemoveAll(codeLocalPath)
  548. }
  549. if err := downloadZipCode(ctx, codeLocalPath, branchName); err != nil {
  550. log.Error("downloadZipCode failed, server timed out: %s (%v)", repo.FullName(), err, ctx.Data["MsgID"])
  551. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  552. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  553. return
  554. }
  555. //todo: upload code (send to file_server todo this work?)
  556. //upload code
  557. if err := uploadCodeToMinio(codeLocalPath+"/", jobName, cloudbrain.CodeMountPath+"/"); err != nil {
  558. log.Error("Failed to uploadCodeToMinio: %s (%v)", repo.FullName(), err, ctx.Data["MsgID"])
  559. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  560. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  561. return
  562. }
  563. modelPath := setting.JobPath + jobName + cloudbrain.ModelMountPath + "/"
  564. if err := mkModelPath(modelPath); err != nil {
  565. log.Error("Failed to mkModelPath: %s (%v)", repo.FullName(), err, ctx.Data["MsgID"])
  566. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  567. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  568. return
  569. }
  570. //init model readme
  571. if err := uploadCodeToMinio(modelPath, jobName, cloudbrain.ModelMountPath+"/"); err != nil {
  572. log.Error("Failed to uploadCodeToMinio: %s (%v)", repo.FullName(), err, ctx.Data["MsgID"])
  573. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  574. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  575. return
  576. }
  577. var datasetRemotePath, allFileName string
  578. for _, datasetInfo := range datasetInfos {
  579. if datasetRemotePath == "" {
  580. datasetRemotePath = datasetInfo.DataLocalPath
  581. allFileName = datasetInfo.FullName
  582. } else {
  583. datasetRemotePath = datasetRemotePath + ";" + datasetInfo.DataLocalPath
  584. allFileName = allFileName + ";" + datasetInfo.FullName
  585. }
  586. }
  587. //prepare command
  588. preTrainModelPath := getPreTrainModelPath(form.PreTrainModelUrl, form.CkptName)
  589. command, err := generateCommand(repo.Name, grampus.ProcessorTypeGPU, codeMinioPath+cloudbrain.DefaultBranchName+".zip", datasetRemotePath, bootFile, params, setting.CBCodePathPrefix+jobName+cloudbrain.ModelMountPath+"/", allFileName, preTrainModelPath, form.CkptName, "")
  590. if err != nil {
  591. log.Error("Failed to generateCommand: %s (%v)", displayJobName, err, ctx.Data["MsgID"])
  592. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  593. ctx.RenderWithErr("Create task failed, internal error", tpl, &form)
  594. return
  595. }
  596. commitID, _ := ctx.Repo.GitRepo.GetBranchCommitID(branchName)
  597. req := &grampus.GenerateTrainJobReq{
  598. JobName: jobName,
  599. DisplayJobName: displayJobName,
  600. ComputeResource: models.GPUResource,
  601. ProcessType: grampus.ProcessorTypeGPU,
  602. Command: command,
  603. ImageUrl: image,
  604. Description: description,
  605. BootFile: bootFile,
  606. Uuid: uuid,
  607. CommitID: commitID,
  608. BranchName: branchName,
  609. Params: form.Params,
  610. EngineName: image,
  611. DatasetNames: datasetNames,
  612. DatasetInfos: datasetInfos,
  613. IsLatestVersion: modelarts.IsLatestVersion,
  614. VersionCount: modelarts.VersionCountOne,
  615. WorkServerNumber: 1,
  616. Spec: spec,
  617. }
  618. if form.ModelName != "" { //使用预训练模型训练
  619. req.ModelName = form.ModelName
  620. req.LabelName = form.LabelName
  621. req.CkptName = form.CkptName
  622. req.ModelVersion = form.ModelVersion
  623. req.PreTrainModelUrl = form.PreTrainModelUrl
  624. }
  625. _, err = grampus.GenerateTrainJob(ctx, req)
  626. if err != nil {
  627. log.Error("GenerateTrainJob failed:%v", err.Error(), ctx.Data["MsgID"])
  628. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeGPU)
  629. ctx.RenderWithErr(err.Error(), tpl, &form)
  630. return
  631. }
  632. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
  633. }
  634. func getPreTrainModelPath(pretrainModelDir string, fileName string) string {
  635. index := strings.Index(pretrainModelDir, "/")
  636. if index > 0 {
  637. filterBucket := pretrainModelDir[index+1:]
  638. return filterBucket + fileName
  639. } else {
  640. return ""
  641. }
  642. }
  643. func GrampusTrainJobVersionCreate(ctx *context.Context, form auth.CreateGrampusTrainJobForm) {
  644. ctx.Data["IsCreate"] = false
  645. computeResource := ctx.Query("compute_resource")
  646. if computeResource == models.GPUResource {
  647. grampusTrainJobGpuCreate(ctx, form)
  648. } else if computeResource == models.NPUResource {
  649. grampusTrainJobNpuCreate(ctx, form)
  650. } else {
  651. ctx.ServerError("resource error", errors.New("compute resource is not support"))
  652. return
  653. }
  654. }
  655. func GrampusTrainJobNpuCreate(ctx *context.Context, form auth.CreateGrampusTrainJobForm) {
  656. ctx.Data["IsCreate"] = true
  657. grampusTrainJobNpuCreate(ctx, form)
  658. }
  659. func grampusTrainJobNpuCreate(ctx *context.Context, form auth.CreateGrampusTrainJobForm) {
  660. displayJobName := form.DisplayJobName
  661. jobName := util.ConvertDisplayJobNameToJobName(displayJobName)
  662. uuid := form.Attachment
  663. description := form.Description
  664. bootFile := strings.TrimSpace(form.BootFile)
  665. params := form.Params
  666. repo := ctx.Repo.Repository
  667. codeLocalPath := setting.JobPath + jobName + modelarts.CodePath
  668. codeObsPath := grampus.JobPath + jobName + modelarts.CodePath
  669. //dataObsPath := setting.BasePath + path.Join(uuid[0:1], uuid[1:2]) + "/" + uuid + "/"
  670. branchName := form.BranchName
  671. isLatestVersion := modelarts.IsLatestVersion
  672. versionCount := modelarts.VersionCountOne
  673. engineName := form.EngineName
  674. tpl := tplGrampusTrainJobNPUNew
  675. if !jobNamePattern.MatchString(displayJobName) {
  676. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  677. ctx.RenderWithErr(ctx.Tr("repo.cloudbrain_jobname_err"), tpl, &form)
  678. return
  679. }
  680. lockOperator, errMsg := cloudbrainService.Lock4CloudbrainCreation(&lock.LockContext{Repo: ctx.Repo.Repository, Task: &models.Cloudbrain{DisplayJobName: displayJobName, JobType: string(models.JobTypeTrain)}, User: ctx.User})
  681. defer func() {
  682. if lockOperator != nil {
  683. lockOperator.Unlock()
  684. }
  685. }()
  686. if errMsg != "" {
  687. log.Error("lock processed failed:%s", errMsg, ctx.Data["MsgID"])
  688. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  689. ctx.RenderWithErr(ctx.Tr(errMsg), tpl, &form)
  690. return
  691. }
  692. bootFileExist, err := ctx.Repo.FileExists(bootFile, branchName)
  693. if err != nil || !bootFileExist {
  694. log.Error("Get bootfile error:", err, ctx.Data["MsgID"])
  695. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  696. ctx.RenderWithErr(ctx.Tr("repo.cloudbrain_bootfile_err"), tpl, &form)
  697. return
  698. }
  699. //check count limit
  700. count, err := cloudbrainTask.GetNotFinalStatusTaskCount(ctx.User.ID, models.TypeC2Net, string(models.JobTypeTrain), models.NPUResource)
  701. if err != nil {
  702. log.Error("GetGrampusCountByUserID failed:%v", err, ctx.Data["MsgID"])
  703. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  704. ctx.RenderWithErr("system error", tpl, &form)
  705. return
  706. } else {
  707. if count >= 1 {
  708. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  709. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  710. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tpl, &form)
  711. return
  712. }
  713. }
  714. //check param
  715. if err := grampusParamCheckCreateTrainJob(form); err != nil {
  716. log.Error("paramCheckCreateTrainJob failed:(%v)", err)
  717. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  718. ctx.RenderWithErr(err.Error(), tpl, &form)
  719. return
  720. }
  721. //check whether the task name in the project is duplicated
  722. tasks, err := models.GetCloudbrainsByDisplayJobName(repo.ID, string(models.JobTypeTrain), displayJobName)
  723. if err == nil {
  724. if len(tasks) != 0 {
  725. log.Error("the job name did already exist", ctx.Data["MsgID"])
  726. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  727. ctx.RenderWithErr("the job name did already exist", tpl, &form)
  728. return
  729. }
  730. } else {
  731. if !models.IsErrJobNotExist(err) {
  732. log.Error("system error, %v", err, ctx.Data["MsgID"])
  733. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  734. ctx.RenderWithErr("system error", tpl, &form)
  735. return
  736. }
  737. }
  738. //check specification
  739. spec, err := resource.GetAndCheckSpec(ctx.User.ID, form.SpecId, models.FindSpecsOptions{
  740. JobType: models.JobTypeTrain,
  741. ComputeResource: models.NPU,
  742. Cluster: models.C2NetCluster,
  743. })
  744. if err != nil || spec == nil {
  745. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  746. ctx.RenderWithErr("Resource specification not available", tpl, &form)
  747. return
  748. }
  749. if !account.IsPointBalanceEnough(ctx.User.ID, spec.UnitPrice) {
  750. log.Error("point balance is not enough,userId=%d specId=%d", ctx.User.ID, spec.ID)
  751. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  752. ctx.RenderWithErr(ctx.Tr("points.insufficient_points_balance"), tplGrampusTrainJobNPUNew, &form)
  753. return
  754. }
  755. //check dataset
  756. datasetInfos, datasetNames, err := models.GetDatasetInfo(uuid, models.NPU)
  757. if err != nil {
  758. log.Error("GetDatasetInfo failed: %v", err, ctx.Data["MsgID"])
  759. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  760. ctx.RenderWithErr(ctx.Tr("cloudbrain.error.dataset_select"), tpl, &form)
  761. return
  762. }
  763. //prepare code and out path
  764. _, err = ioutil.ReadDir(codeLocalPath)
  765. if err == nil {
  766. os.RemoveAll(codeLocalPath)
  767. }
  768. if err := downloadZipCode(ctx, codeLocalPath, branchName); err != nil {
  769. log.Error("downloadZipCode failed, server timed out: %s (%v)", repo.FullName(), err)
  770. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  771. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  772. return
  773. }
  774. //todo: upload code (send to file_server todo this work?)
  775. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.OutputPath); err != nil {
  776. log.Error("Failed to obsMkdir_output: %s (%v)", repo.FullName(), err)
  777. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  778. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  779. return
  780. }
  781. if err := uploadCodeToObs(codeLocalPath, jobName, ""); err != nil {
  782. log.Error("Failed to uploadCodeToObs: %s (%v)", repo.FullName(), err)
  783. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  784. ctx.RenderWithErr(ctx.Tr("cloudbrain.load_code_failed"), tpl, &form)
  785. return
  786. }
  787. var datasetRemotePath, allFileName string
  788. for _, datasetInfo := range datasetInfos {
  789. if datasetRemotePath == "" {
  790. datasetRemotePath = datasetInfo.DataLocalPath + "'" + datasetInfo.FullName + "'"
  791. allFileName = datasetInfo.FullName
  792. } else {
  793. datasetRemotePath = datasetRemotePath + ";" + datasetInfo.DataLocalPath + "'" + datasetInfo.FullName + "'"
  794. allFileName = allFileName + ";" + datasetInfo.FullName
  795. }
  796. }
  797. //prepare command
  798. preTrainModelPath := getPreTrainModelPath(form.PreTrainModelUrl, form.CkptName)
  799. command, err := generateCommand(repo.Name, grampus.ProcessorTypeNPU, codeObsPath+cloudbrain.DefaultBranchName+".zip", datasetRemotePath, bootFile, params, setting.CodePathPrefix+jobName+modelarts.OutputPath, allFileName, preTrainModelPath, form.CkptName, grampus.GetNpuModelRemoteObsUrl(jobName))
  800. if err != nil {
  801. log.Error("Failed to generateCommand: %s (%v)", displayJobName, err, ctx.Data["MsgID"])
  802. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  803. ctx.RenderWithErr("Create task failed, internal error", tpl, &form)
  804. return
  805. }
  806. commitID, _ := ctx.Repo.GitRepo.GetBranchCommitID(branchName)
  807. req := &grampus.GenerateTrainJobReq{
  808. JobName: jobName,
  809. DisplayJobName: displayJobName,
  810. ComputeResource: models.NPUResource,
  811. ProcessType: grampus.ProcessorTypeNPU,
  812. Command: command,
  813. ImageId: form.ImageID,
  814. Description: description,
  815. CodeObsPath: codeObsPath,
  816. BootFileUrl: codeObsPath + bootFile,
  817. BootFile: bootFile,
  818. WorkServerNumber: form.WorkServerNumber,
  819. Uuid: uuid,
  820. CommitID: commitID,
  821. IsLatestVersion: isLatestVersion,
  822. BranchName: branchName,
  823. Params: form.Params,
  824. EngineName: engineName,
  825. VersionCount: versionCount,
  826. TotalVersionCount: modelarts.TotalVersionCount,
  827. DatasetNames: datasetNames,
  828. DatasetInfos: datasetInfos,
  829. Spec: spec,
  830. CodeName: strings.ToLower(repo.Name),
  831. }
  832. if form.ModelName != "" { //使用预训练模型训练
  833. req.ModelName = form.ModelName
  834. req.LabelName = form.LabelName
  835. req.CkptName = form.CkptName
  836. req.ModelVersion = form.ModelVersion
  837. req.PreTrainModelUrl = form.PreTrainModelUrl
  838. req.PreTrainModelPath = preTrainModelPath
  839. }
  840. _, err = grampus.GenerateTrainJob(ctx, req)
  841. if err != nil {
  842. log.Error("GenerateTrainJob failed:%v", err.Error())
  843. grampusTrainJobNewDataPrepare(ctx, grampus.ProcessorTypeNPU)
  844. ctx.RenderWithErr(err.Error(), tpl, &form)
  845. return
  846. }
  847. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
  848. }
  849. func GetGrampusNotebook(ctx *context.APIContext) {
  850. var (
  851. err error
  852. )
  853. ID := ctx.Params(":id")
  854. job, err := models.GetCloudbrainByID(ID)
  855. if err != nil {
  856. ctx.NotFound("", err)
  857. log.Error("GetCloudbrainByID failed:", err)
  858. return
  859. }
  860. jobAfter, err := cloudbrainTask.SyncGrampusNotebookStatus(job)
  861. aiCenterName := cloudbrainService.GetAiCenterShow(jobAfter.AiCenter, ctx.Context)
  862. if err != nil {
  863. ctx.NotFound(err)
  864. log.Error("Sync cloud brain one status failed:", err)
  865. return
  866. }
  867. ctx.JSON(http.StatusOK, map[string]interface{}{
  868. "ID": ID,
  869. "JobName": jobAfter.JobName,
  870. "JobStatus": jobAfter.Status,
  871. "AiCenter": aiCenterName,
  872. "CreatedTime": jobAfter.CreatedUnix.Format("2006-01-02 15:04:05"),
  873. "CompletedTime": jobAfter.UpdatedUnix.Format("2006-01-02 15:04:05"),
  874. "JobDuration": jobAfter.TrainJobDuration,
  875. })
  876. }
  877. func GrampusStopJob(ctx *context.Context) {
  878. var ID = ctx.Params(":id")
  879. var resultCode = "0"
  880. var errorMsg = ""
  881. var status = ""
  882. task := ctx.Cloudbrain
  883. for {
  884. if task.Status == models.GrampusStatusStopped || task.Status == models.GrampusStatusFailed || task.Status == models.GrampusStatusSucceeded {
  885. log.Error("the job(%s) has been stopped", task.JobName, ctx.Data["msgID"])
  886. resultCode = "-1"
  887. errorMsg = ctx.Tr("cloudbrain.Already_stopped")
  888. break
  889. }
  890. res, err := grampus.StopJob(task.JobID, task.JobType)
  891. if err != nil {
  892. log.Error("StopJob(%s) failed:%v", task.JobName, err, ctx.Data["msgID"])
  893. resultCode = strconv.Itoa(res.ErrorCode)
  894. errorMsg = ctx.Tr("cloudbrain.Stopped_failed")
  895. break
  896. }
  897. oldStatus := task.Status
  898. task.Status = getStopJobResponseStatus(res)
  899. if task.EndTime == 0 {
  900. task.EndTime = timeutil.TimeStampNow()
  901. }
  902. task.ComputeAndSetDuration()
  903. if oldStatus != task.Status {
  904. notification.NotifyChangeCloudbrainStatus(task, oldStatus)
  905. }
  906. err = models.UpdateJob(task)
  907. if err != nil {
  908. log.Error("UpdateJob(%s) failed:%v", task.JobName, err, ctx.Data["msgID"])
  909. resultCode = "-1"
  910. errorMsg = "system error"
  911. break
  912. }
  913. status = task.Status
  914. break
  915. }
  916. ctx.JSON(200, map[string]interface{}{
  917. "result_code": resultCode,
  918. "error_msg": errorMsg,
  919. "status": status,
  920. "id": ID,
  921. "StatusOK": 0,
  922. })
  923. }
  924. func getStopJobResponseStatus(res *models.GrampusStopJobResponse) string {
  925. newStatus := models.GrampusStatusStopping
  926. if res.Status != "" {
  927. newStatus = grampus.TransTrainJobStatus(res.Status)
  928. }
  929. return newStatus
  930. }
  931. func GrampusNotebookDel(ctx *context.Context) {
  932. var listType = ctx.Query("listType")
  933. if err := deleteGrampusJob(ctx); err != nil {
  934. log.Error("deleteGrampusJob failed: %v", err, ctx.Data["msgID"])
  935. ctx.ServerError(err.Error(), err)
  936. return
  937. }
  938. var isAdminPage = ctx.Query("isadminpage")
  939. var isHomePage = ctx.Query("ishomepage")
  940. if ctx.IsUserSiteAdmin() && isAdminPage == "true" {
  941. ctx.Redirect(setting.AppSubURL + "/admin" + "/cloudbrains")
  942. } else if isHomePage == "true" {
  943. ctx.Redirect(setting.AppSubURL + "/cloudbrains")
  944. } else {
  945. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob?debugListType=" + listType)
  946. }
  947. }
  948. func GrampusTrainJobDel(ctx *context.Context) {
  949. var listType = ctx.Query("listType")
  950. if err := deleteGrampusJob(ctx); err != nil {
  951. log.Error("deleteGrampusJob failed: %v", err, ctx.Data["msgID"])
  952. ctx.ServerError(err.Error(), err)
  953. return
  954. }
  955. var isAdminPage = ctx.Query("isadminpage")
  956. var isHomePage = ctx.Query("ishomepage")
  957. if ctx.IsUserSiteAdmin() && isAdminPage == "true" {
  958. ctx.Redirect(setting.AppSubURL + "/admin" + "/cloudbrains")
  959. } else if isHomePage == "true" {
  960. ctx.Redirect(setting.AppSubURL + "/cloudbrains")
  961. } else {
  962. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job?listType=" + listType)
  963. }
  964. }
  965. func deleteGrampusJob(ctx *context.Context) error {
  966. task := ctx.Cloudbrain
  967. if task.Status != models.GrampusStatusStopped && task.Status != models.GrampusStatusSucceeded && task.Status != models.GrampusStatusFailed {
  968. log.Error("the job(%s) has not been stopped", task.JobName, ctx.Data["msgID"])
  969. return errors.New(ctx.Tr("cloudbrain.Not_Stopped"))
  970. }
  971. err := models.DeleteJob(task)
  972. if err != nil {
  973. log.Error("DeleteJob failed: %v", err, ctx.Data["msgID"])
  974. return err
  975. }
  976. storageType := models.TypeCloudBrainOne
  977. if task.ComputeResource == models.NPUResource {
  978. storageType = models.TypeCloudBrainTwo
  979. }
  980. DeleteCloudbrainJobStorage(task.JobName, storageType)
  981. return nil
  982. }
  983. type NotebookDataset struct {
  984. DatasetUrl string `json:"dataset_url"`
  985. }
  986. func GrampusNotebookShow(ctx *context.Context) {
  987. ctx.Data["PageIsCloudBrain"] = true
  988. var task *models.Cloudbrain
  989. task, err := models.GetCloudbrainByIDWithDeleted(ctx.Params(":id"))
  990. if err != nil {
  991. log.Error("GetCloudbrainByID failed:" + err.Error())
  992. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  993. return
  994. }
  995. task.ContainerIp = ""
  996. if task.DeletedAt.IsZero() && cloudbrainTask.IsTaskNotStop(task) { //normal record
  997. result, err := grampus.GetNotebookJob(task.JobID)
  998. if err != nil {
  999. log.Error("GetJob failed:" + err.Error())
  1000. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  1001. return
  1002. }
  1003. if result != nil {
  1004. if len(result.JobInfo.Tasks[0].CenterID) == 1 && len(result.JobInfo.Tasks[0].CenterName) == 1 {
  1005. task.AiCenter = result.JobInfo.Tasks[0].CenterID[0] + "+" + result.JobInfo.Tasks[0].CenterName[0]
  1006. }
  1007. oldStatus := task.Status
  1008. task.Status = grampus.TransTrainJobStatus(result.JobInfo.Status)
  1009. if task.Status != oldStatus || task.Status == models.GrampusStatusRunning {
  1010. task.Duration = result.JobInfo.RunSec
  1011. if task.Duration < 0 {
  1012. task.Duration = 0
  1013. }
  1014. task.TrainJobDuration = models.ConvertDurationToStr(task.Duration)
  1015. if task.StartTime == 0 && result.JobInfo.StartedAt > 0 {
  1016. task.StartTime = timeutil.TimeStamp(result.JobInfo.StartedAt)
  1017. }
  1018. if task.EndTime == 0 && models.IsTrainJobTerminal(task.Status) && task.StartTime > 0 {
  1019. task.EndTime = task.StartTime.Add(task.Duration)
  1020. }
  1021. task.CorrectCreateUnix()
  1022. if oldStatus != task.Status {
  1023. notification.NotifyChangeCloudbrainStatus(task, oldStatus)
  1024. if models.IsTrainJobTerminal(task.Status) && task.ComputeResource == models.NPUResource {
  1025. if len(result.JobInfo.Tasks[0].CenterID) == 1 {
  1026. urchin.GetBackNpuModel(task.ID, grampus.GetRemoteEndPoint(result.JobInfo.Tasks[0].CenterID[0]), grampus.BucketRemote, grampus.GetNpuModelObjectKey(task.JobName), grampus.GetCenterProxy(setting.Grampus.LocalCenterID))
  1027. }
  1028. }
  1029. }
  1030. }
  1031. err = models.UpdateJob(task)
  1032. if err != nil {
  1033. log.Error("UpdateJob failed:" + err.Error())
  1034. }
  1035. }
  1036. }
  1037. if len(task.Parameters) > 0 {
  1038. var parameters models.Parameters
  1039. err := json.Unmarshal([]byte(task.Parameters), &parameters)
  1040. if err != nil {
  1041. log.Error("Failed to Unmarshal Parameters: %s (%v)", task.Parameters, err)
  1042. ctx.ServerError("system error", err)
  1043. return
  1044. }
  1045. if len(parameters.Parameter) > 0 {
  1046. paramTemp := ""
  1047. for _, Parameter := range parameters.Parameter {
  1048. param := Parameter.Label + " = " + Parameter.Value + "; "
  1049. paramTemp = paramTemp + param
  1050. }
  1051. task.Parameters = paramTemp[:len(paramTemp)-2]
  1052. } else {
  1053. task.Parameters = ""
  1054. }
  1055. }
  1056. user, err := models.GetUserByID(task.UserID)
  1057. if err == nil {
  1058. task.User = user
  1059. }
  1060. prepareSpec4Show(ctx, task)
  1061. ctx.Data["task"] = task
  1062. ctx.Data["datasetDownload"] = getDatasetDownloadInfo(ctx, task)
  1063. ctx.Data["modelDownload"] = getModelDownloadInfo(ctx, task)
  1064. ctx.Data["canDownload"] = cloudbrain.CanModifyJob(ctx, task)
  1065. ctx.Data["ai_center"] = cloudbrainService.GetAiCenterShow(task.AiCenter, ctx)
  1066. ctx.Data["code_path"] = cloudbrain.CodeMountPath
  1067. ctx.Data["dataset_path"] = cloudbrain.DataSetMountPath
  1068. ctx.Data["model_path"] = cloudbrain.ModelMountPath
  1069. ctx.HTML(http.StatusOK, tplGrampusNotebookShow)
  1070. }
  1071. func getDatasetDownloadInfo(ctx *context.Context, task *models.Cloudbrain) []*models.DatasetDownload {
  1072. datasetDownload := make([]*models.DatasetDownload, 0)
  1073. if ctx.IsSigned {
  1074. if task.Uuid != "" && task.UserID == ctx.User.ID {
  1075. if task.IsGPUTask() {
  1076. return GetCloudBrainDataSetInfo(task.Uuid, task.DatasetName, false)
  1077. } else {
  1078. datasetDownload = GetCloudBrainDataSetInfo(task.Uuid, task.DatasetName, false)
  1079. datasetObsUrlList := make([]NotebookDataset, 0)
  1080. _ = json.Unmarshal([]byte(task.DataUrl), &datasetObsUrlList)
  1081. for _, datasetInfo := range datasetDownload {
  1082. for _, datasetObs := range datasetObsUrlList {
  1083. log.Info("datasetObsUrl:" + datasetObs.DatasetUrl + "datasetName:" + datasetInfo.DatasetName)
  1084. if strings.Contains(datasetObs.DatasetUrl, datasetInfo.DatasetName) {
  1085. datasetInfo.DatasetDownloadLink = datasetObs.DatasetUrl
  1086. break
  1087. }
  1088. }
  1089. }
  1090. }
  1091. }
  1092. }
  1093. return datasetDownload
  1094. }
  1095. func getModelDownloadInfo(ctx *context.Context, task *models.Cloudbrain) *models.ModelDownload {
  1096. var modelDownload models.ModelDownload
  1097. if ctx.IsSigned {
  1098. if task.ModelName != "" && task.UserID == ctx.User.ID {
  1099. if task.IsNPUTask() {
  1100. modelDownload = models.ModelDownload{
  1101. Name: task.CkptName,
  1102. DownloadLink: "",
  1103. IsDelete: false,
  1104. }
  1105. if !HasModelFile(task) {
  1106. modelDownload.IsDelete = true
  1107. }
  1108. datasetObsUrlList := make([]NotebookDataset, 0)
  1109. _ = json.Unmarshal([]byte(task.DataUrl), &datasetObsUrlList)
  1110. for _, datasetObs := range datasetObsUrlList {
  1111. if strings.Contains(datasetObs.DatasetUrl, task.CkptName) {
  1112. modelDownload.DownloadLink = datasetObs.DatasetUrl
  1113. break
  1114. }
  1115. }
  1116. }
  1117. }
  1118. }
  1119. return &modelDownload
  1120. }
  1121. func GrampusTrainJobShow(ctx *context.Context) {
  1122. ctx.Data["PageIsCloudBrain"] = true
  1123. var task *models.Cloudbrain
  1124. task, err := models.GetCloudbrainByJobIDWithDeleted(ctx.Params(":jobid"))
  1125. if err != nil {
  1126. log.Error("GetCloudbrainByJobID failed:" + err.Error())
  1127. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  1128. return
  1129. }
  1130. task.ContainerIp = ""
  1131. task.User, _ = models.GetUserByID(task.UserID)
  1132. if task.DeletedAt.IsZero() { //normal record
  1133. result, err := grampus.GetJob(task.JobID)
  1134. if err != nil {
  1135. log.Error("GetJob failed:" + err.Error())
  1136. ctx.NotFound(ctx.Req.URL.RequestURI(), nil)
  1137. return
  1138. }
  1139. if result != nil {
  1140. if len(result.JobInfo.Tasks[0].CenterID) == 1 && len(result.JobInfo.Tasks[0].CenterName) == 1 {
  1141. task.AiCenter = result.JobInfo.Tasks[0].CenterID[0] + "+" + result.JobInfo.Tasks[0].CenterName[0]
  1142. }
  1143. oldStatus := task.Status
  1144. task.Status = grampus.TransTrainJobStatus(result.JobInfo.Status)
  1145. if task.Status != oldStatus || task.Status == models.GrampusStatusRunning {
  1146. task.Duration = result.JobInfo.RunSec
  1147. if task.Duration < 0 {
  1148. task.Duration = 0
  1149. }
  1150. task.TrainJobDuration = models.ConvertDurationToStr(task.Duration)
  1151. if task.StartTime == 0 && result.JobInfo.StartedAt > 0 {
  1152. task.StartTime = timeutil.TimeStamp(result.JobInfo.StartedAt)
  1153. }
  1154. if task.EndTime == 0 && models.IsTrainJobTerminal(task.Status) && task.StartTime > 0 {
  1155. task.EndTime = task.StartTime.Add(task.Duration)
  1156. }
  1157. task.CorrectCreateUnix()
  1158. if oldStatus != task.Status {
  1159. notification.NotifyChangeCloudbrainStatus(task, oldStatus)
  1160. if models.IsTrainJobTerminal(task.Status) && task.ComputeResource == models.NPUResource {
  1161. if len(result.JobInfo.Tasks[0].CenterID) == 1 {
  1162. urchin.GetBackNpuModel(task.ID, grampus.GetRemoteEndPoint(result.JobInfo.Tasks[0].CenterID[0]), grampus.BucketRemote, grampus.GetNpuModelObjectKey(task.JobName), grampus.GetCenterProxy(setting.Grampus.LocalCenterID))
  1163. }
  1164. }
  1165. }
  1166. }
  1167. err = models.UpdateJob(task)
  1168. if err != nil {
  1169. log.Error("UpdateJob failed:" + err.Error())
  1170. }
  1171. }
  1172. }
  1173. if len(task.Parameters) > 0 {
  1174. var parameters models.Parameters
  1175. err := json.Unmarshal([]byte(task.Parameters), &parameters)
  1176. if err != nil {
  1177. log.Error("Failed to Unmarshal Parameters: %s (%v)", task.Parameters, err)
  1178. ctx.ServerError("system error", err)
  1179. return
  1180. }
  1181. if len(parameters.Parameter) > 0 {
  1182. paramTemp := ""
  1183. for _, Parameter := range parameters.Parameter {
  1184. param := Parameter.Label + " = " + Parameter.Value + "; "
  1185. paramTemp = paramTemp + param
  1186. }
  1187. task.Parameters = paramTemp[:len(paramTemp)-2]
  1188. } else {
  1189. task.Parameters = ""
  1190. }
  1191. }
  1192. taskList := make([]*models.Cloudbrain, 0)
  1193. taskList = append(taskList, task)
  1194. prepareSpec4Show(ctx, task)
  1195. ctx.Data["version_list_task"] = taskList
  1196. ctx.Data["datasetDownload"] = GetCloudBrainDataSetInfo(task.Uuid, task.DatasetName, false)
  1197. ctx.Data["canDownload"] = cloudbrain.CanModifyJob(ctx, task)
  1198. ctx.Data["displayJobName"] = task.DisplayJobName
  1199. ctx.Data["ai_center"] = cloudbrainService.GetAiCenterShow(task.AiCenter, ctx)
  1200. ctx.HTML(http.StatusOK, tplGrampusTrainJobShow)
  1201. }
  1202. func GrampusDownloadLog(ctx *context.Context) {
  1203. jobID := ctx.Params(":jobid")
  1204. job, err := models.GetCloudbrainByJobID(jobID)
  1205. if err != nil {
  1206. log.Error("GetCloudbrainByJobID failed: %v", err, ctx.Data["MsgID"])
  1207. ctx.ServerError(err.Error(), err)
  1208. return
  1209. }
  1210. content, err := grampus.GetTrainJobLog(job.JobID)
  1211. if err != nil {
  1212. log.Error("GetTrainJobLog failed: %v", err, ctx.Data["MsgID"])
  1213. content = ""
  1214. }
  1215. fileName := job.JobName + "-log.txt"
  1216. ctx.Resp.Header().Set("Content-Disposition", "attachment; filename="+fileName)
  1217. ctx.Resp.Header().Set("Content-Type", "application/octet-stream")
  1218. var b []byte = []byte(content)
  1219. ctx.Resp.Write(b)
  1220. }
  1221. func GrampusGetLog(ctx *context.Context) {
  1222. jobID := ctx.Params(":jobid")
  1223. job, err := models.GetCloudbrainByJobID(jobID)
  1224. if err != nil {
  1225. log.Error("GetCloudbrainByJobID failed: %v", err, ctx.Data["MsgID"])
  1226. ctx.ServerError(err.Error(), err)
  1227. return
  1228. }
  1229. result, err := grampus.GetJob(jobID)
  1230. if err != nil {
  1231. log.Error("GetJob(%s) failed:%v", job.JobName, err)
  1232. ctx.JSON(http.StatusOK, map[string]interface{}{
  1233. "JobName": job.JobName,
  1234. "Content": "",
  1235. "CanLogDownload": false,
  1236. })
  1237. return
  1238. }
  1239. exitDiagnostics := ""
  1240. if result != nil {
  1241. exitDiagnostics = result.ExitDiagnostics
  1242. }
  1243. content, err := grampus.GetTrainJobLog(job.JobID)
  1244. if err != nil {
  1245. log.Error("GetTrainJobLog failed: %v", err, ctx.Data["MsgID"])
  1246. ctx.JSON(http.StatusOK, map[string]interface{}{
  1247. "JobName": job.JobName,
  1248. "Content": exitDiagnostics,
  1249. "CanLogDownload": false,
  1250. })
  1251. return
  1252. }
  1253. if result != nil {
  1254. job.Status = grampus.TransTrainJobStatus(result.JobInfo.Status)
  1255. if job.Status == models.GrampusStatusFailed {
  1256. content = content + "\n" + exitDiagnostics
  1257. }
  1258. }
  1259. canLogDownload := err == nil && job.IsUserHasRight(ctx.User)
  1260. ctx.JSON(http.StatusOK, map[string]interface{}{
  1261. "JobName": job.JobName,
  1262. "Content": content,
  1263. "CanLogDownload": canLogDownload,
  1264. })
  1265. return
  1266. }
  1267. func GrampusMetrics(ctx *context.Context) {
  1268. jobID := ctx.Params(":jobid")
  1269. job, err := models.GetCloudbrainByJobID(jobID)
  1270. if err != nil {
  1271. log.Error("GetCloudbrainByJobID failed: %v", err, ctx.Data["MsgID"])
  1272. ctx.ServerError(err.Error(), err)
  1273. return
  1274. }
  1275. result, err := grampus.GetGrampusMetrics(job.JobID)
  1276. if err != nil {
  1277. log.Error("GetTrainJobLog failed: %v", err, ctx.Data["MsgID"])
  1278. }
  1279. ctx.JSON(http.StatusOK, map[string]interface{}{
  1280. "JobID": jobID,
  1281. "Interval": result.Interval,
  1282. "MetricsInfo": result.MetricsInfo,
  1283. })
  1284. return
  1285. }
  1286. func generateCommand(repoName, processorType, codeRemotePath, dataRemotePath, bootFile, paramSrc, outputRemotePath, datasetName, pretrainModelPath, pretrainModelFileName, modelRemoteObsUrl string) (string, error) {
  1287. var command string
  1288. //prepare
  1289. workDir := grampus.NpuWorkDir
  1290. if processorType == grampus.ProcessorTypeNPU {
  1291. command += "pwd;cd " + workDir + grampus.CommandPrepareScriptNpu
  1292. } else if processorType == grampus.ProcessorTypeGPU {
  1293. workDir = grampus.GpuWorkDir
  1294. command += "pwd;cd " + workDir + fmt.Sprintf(grampus.CommandPrepareScriptGpu, setting.Grampus.SyncScriptProject, setting.Grampus.SyncScriptProject)
  1295. }
  1296. //download code & dataset
  1297. if processorType == grampus.ProcessorTypeNPU {
  1298. //no need to download code & dataset by internet
  1299. } else if processorType == grampus.ProcessorTypeGPU {
  1300. commandDownload := "./downloader_for_minio " + setting.Grampus.Env + " " + codeRemotePath + " " + grampus.CodeArchiveName + " '" + dataRemotePath + "' '" + datasetName + "'"
  1301. commandDownload = processPretrainModelParameter(pretrainModelPath, pretrainModelFileName, commandDownload)
  1302. command += commandDownload
  1303. }
  1304. //unzip code & dataset
  1305. if processorType == grampus.ProcessorTypeNPU {
  1306. //no need to process
  1307. } else if processorType == grampus.ProcessorTypeGPU {
  1308. unZipDatasetCommand := cloudbrainTask.GenerateDatasetUnzipCommand(datasetName)
  1309. commandUnzip := "cd " + workDir + "code;unzip -q master.zip;rm -f master.zip;echo \"start to unzip dataset\";cd " + workDir + "dataset;" + unZipDatasetCommand
  1310. command += commandUnzip
  1311. }
  1312. command += "echo \"unzip finished;start to exec code;\";"
  1313. // set export
  1314. var commandExport string
  1315. if processorType == grampus.ProcessorTypeNPU {
  1316. commandExport = "export bucket=" + setting.Bucket + " && export remote_path=" + outputRemotePath + ";"
  1317. } else if processorType == grampus.ProcessorTypeGPU {
  1318. commandExport = "export env=" + setting.Grampus.Env + " && export remote_path=" + outputRemotePath + ";"
  1319. }
  1320. command += commandExport
  1321. //exec code
  1322. var parameters models.Parameters
  1323. var paramCode string
  1324. if len(paramSrc) != 0 {
  1325. err := json.Unmarshal([]byte(paramSrc), &parameters)
  1326. if err != nil {
  1327. log.Error("Failed to Unmarshal params: %s (%v)", paramSrc, err)
  1328. return command, err
  1329. }
  1330. for _, parameter := range parameters.Parameter {
  1331. paramCode += " --" + parameter.Label + "=" + parameter.Value
  1332. }
  1333. }
  1334. var commandCode string
  1335. if processorType == grampus.ProcessorTypeNPU {
  1336. paramCode += " --model_url=" + modelRemoteObsUrl
  1337. commandCode = "source /home/ma-user/.bashrc;python /home/ma-user/davinci/train/davincirun.py python /home/ma-user/openi.py " + paramCode + ";"
  1338. } else if processorType == grampus.ProcessorTypeGPU {
  1339. if pretrainModelFileName != "" {
  1340. paramCode += " --ckpt_url" + "=" + workDir + "pretrainmodel/" + pretrainModelFileName
  1341. }
  1342. commandCode = "cd " + workDir + "code/" + strings.ToLower(repoName) + ";python " + bootFile + paramCode + ";"
  1343. }
  1344. command += commandCode
  1345. //get exec result
  1346. commandGetRes := "result=$?;"
  1347. command += commandGetRes
  1348. //upload models
  1349. if processorType == grampus.ProcessorTypeNPU {
  1350. // no need to upload
  1351. } else if processorType == grampus.ProcessorTypeGPU {
  1352. commandUpload := "cd " + workDir + setting.Grampus.SyncScriptProject + "/;./uploader_for_gpu " + setting.Grampus.Env + " " + outputRemotePath + " " + workDir + "output/;"
  1353. command += commandUpload
  1354. }
  1355. //check exec result
  1356. commandCheckRes := "bash -c \"[[ $result -eq 0 ]] && exit 0 || exit -1\""
  1357. command += commandCheckRes
  1358. return command, nil
  1359. }
  1360. func processPretrainModelParameter(pretrainModelPath string, pretrainModelFileName string, commandDownload string) string {
  1361. commandDownloadTemp := commandDownload
  1362. if pretrainModelPath != "" {
  1363. commandDownloadTemp += " '" + pretrainModelPath + "' '" + pretrainModelFileName + "'"
  1364. }
  1365. commandDownloadTemp += ";"
  1366. return commandDownloadTemp
  1367. }
  1368. func downloadZipCode(ctx *context.Context, codePath, branchName string) error {
  1369. archiveType := git.ZIP
  1370. archivePath := codePath
  1371. if !com.IsDir(archivePath) {
  1372. if err := os.MkdirAll(archivePath, os.ModePerm); err != nil {
  1373. log.Error("MkdirAll failed:" + err.Error())
  1374. return err
  1375. }
  1376. }
  1377. // Get corresponding commit.
  1378. var (
  1379. commit *git.Commit
  1380. err error
  1381. )
  1382. gitRepo := ctx.Repo.GitRepo
  1383. if err != nil {
  1384. log.Error("OpenRepository failed:" + err.Error())
  1385. return err
  1386. }
  1387. if gitRepo.IsBranchExist(branchName) {
  1388. commit, err = gitRepo.GetBranchCommit(branchName)
  1389. if err != nil {
  1390. log.Error("GetBranchCommit failed:" + err.Error())
  1391. return err
  1392. }
  1393. } else {
  1394. log.Error("the branch is not exist: " + branchName)
  1395. return fmt.Errorf("The branch does not exist.")
  1396. }
  1397. archivePath = path.Join(archivePath, grampus.CodeArchiveName)
  1398. if !com.IsFile(archivePath) {
  1399. if err := commit.CreateArchive(archivePath, git.CreateArchiveOpts{
  1400. Format: archiveType,
  1401. Prefix: setting.Repository.PrefixArchiveFiles,
  1402. }); err != nil {
  1403. log.Error("CreateArchive failed:" + err.Error())
  1404. return err
  1405. }
  1406. }
  1407. return nil
  1408. }
  1409. func HandleTaskWithAiCenter(ctx *context.Context) {
  1410. log.Info("HandleTaskWithAiCenter start")
  1411. updateCounts := 0
  1412. cloudBrains, err := models.GetC2NetWithAiCenterWrongJob()
  1413. if err != nil {
  1414. log.Error("GetC2NetWithAiCenterWrongJob failed:" + err.Error())
  1415. return
  1416. }
  1417. if len(cloudBrains) == 0 {
  1418. log.Info("HandleC2NetWithAiCenterWrongJob:no task need handle")
  1419. return
  1420. }
  1421. cloudBrainCounts := len(cloudBrains)
  1422. for _, task := range cloudBrains {
  1423. result, err := grampus.GetJob(task.JobID)
  1424. if err != nil {
  1425. log.Error("GetJob failed:" + err.Error())
  1426. continue
  1427. }
  1428. if len(result.JobInfo.Tasks) != 0 {
  1429. if len(result.JobInfo.Tasks[0].CenterID) == 1 && len(result.JobInfo.Tasks[0].CenterName) == 1 {
  1430. task.AiCenter = result.JobInfo.Tasks[0].CenterID[0] + "+" + result.JobInfo.Tasks[0].CenterName[0]
  1431. }
  1432. err = models.UpdateJob(task)
  1433. if err != nil {
  1434. log.Error("UpdateJob failed:" + err.Error())
  1435. }
  1436. updateCounts++
  1437. }
  1438. }
  1439. r := make(map[string]interface{}, 0)
  1440. r["cloudBrainCounts"] = cloudBrainCounts
  1441. r["updateCounts"] = updateCounts
  1442. ctx.JSON(http.StatusOK, response.SuccessWithData(r))
  1443. }
  1444. func GrampusNotebookDebug(ctx *context.Context) {
  1445. result, err := grampus.GetNotebookJob(ctx.Cloudbrain.JobID)
  1446. if err != nil {
  1447. ctx.RenderWithErr(err.Error(), tplDebugJobIndex, nil)
  1448. return
  1449. }
  1450. if len(result.JobInfo.Tasks) > 0 {
  1451. ctx.Redirect(result.JobInfo.Tasks[0].Url + "?token=" + result.JobInfo.Tasks[0].Token)
  1452. return
  1453. }
  1454. ctx.NotFound("Can not find the job.", nil)
  1455. }
  1456. func GrampusNotebookRestart(ctx *context.Context) {
  1457. var id = ctx.Params(":id")
  1458. var resultCode = "-1"
  1459. var errorMsg = ""
  1460. var status = ""
  1461. var spec *models.Specification
  1462. task := ctx.Cloudbrain
  1463. if ctx.Written() {
  1464. return
  1465. }
  1466. lockOperator, errMsg := cloudbrainService.Lock4CloudbrainRestart(&lock.LockContext{Repo: ctx.Repo.Repository, Task: &models.Cloudbrain{JobType: task.JobType}, User: ctx.User})
  1467. defer func() {
  1468. if lockOperator != nil {
  1469. lockOperator.Unlock()
  1470. }
  1471. }()
  1472. if errMsg != "" {
  1473. log.Error("lock processed failed:%s", errMsg, ctx.Data["MsgID"])
  1474. errorMsg = ctx.Tr(errMsg)
  1475. }
  1476. for {
  1477. if errorMsg != "" {
  1478. break
  1479. }
  1480. if task.Status != models.GrampusStatusStopped && task.Status != models.GrampusStatusSucceeded && task.Status != models.GrampusStatusFailed {
  1481. log.Error("the job(%s) is not stopped", task.JobName, ctx.Data["MsgID"])
  1482. errorMsg = "the job is not stopped"
  1483. break
  1484. }
  1485. count, err := cloudbrainTask.GetNotFinalStatusTaskCount(ctx.User.ID, models.TypeC2Net, string(models.JobTypeDebug), task.ComputeResource)
  1486. if err != nil {
  1487. log.Error("GetCloudbrainNotebookCountByUserID failed:%v", err, ctx.Data["MsgID"])
  1488. errorMsg = "system error"
  1489. break
  1490. } else {
  1491. if count >= 1 {
  1492. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  1493. resultCode = "2"
  1494. errorMsg = ctx.Tr("repo.cloudbrain.morethanonejob")
  1495. break
  1496. }
  1497. }
  1498. oldSpec, err := resource.GetCloudbrainSpec(task.ID)
  1499. if err != nil || oldSpec == nil {
  1500. log.Error("NotebookManage GetCloudbrainSpec error.%v", err)
  1501. errorMsg = "Resource specification not available"
  1502. break
  1503. }
  1504. computeSourceSimple := models.GPU
  1505. action := models.ActionCreateGrampusGPUDebugTask
  1506. if task.ComputeResource == models.NPUResource {
  1507. computeSourceSimple = models.NPU
  1508. action = models.ActionCreateGrampusNPUDebugTask
  1509. } else if task.ComputeResource == models.GCUResource {
  1510. computeSourceSimple = models.GCU
  1511. action = models.ActionCreateGrampusGCUDebugTask
  1512. }
  1513. spec, err = resource.GetAndCheckSpec(ctx.User.ID, oldSpec.ID, models.FindSpecsOptions{
  1514. JobType: models.JobType(task.JobType),
  1515. ComputeResource: computeSourceSimple,
  1516. Cluster: models.C2NetCluster,
  1517. })
  1518. if err != nil || spec == nil {
  1519. log.Error("NotebookManage GetAndCheckSpec error.task.id = %d", task.ID)
  1520. errorMsg = "Resource specification not support any more"
  1521. break
  1522. }
  1523. if !account.IsPointBalanceEnough(ctx.User.ID, spec.UnitPrice) {
  1524. log.Error("point balance is not enough,userId=%d specId=%d", ctx.User.ID, spec.ID)
  1525. errorMsg = ctx.Tr("points.insufficient_points_balance")
  1526. break
  1527. }
  1528. if task.IsGPUTask() || task.IsGCUTask() {
  1529. if _, err := os.Stat(getOldJobPath(task)); err != nil {
  1530. log.Error("Can not find job minio path", err)
  1531. resultCode = "-1"
  1532. errorMsg = ctx.Tr("cloudbrain.result_cleared")
  1533. break
  1534. }
  1535. }
  1536. if !HasModelFile(task) { //使用预训练模型训练
  1537. errorMsg = ctx.Tr("repo.debug.manage.model_not_exist")
  1538. break
  1539. }
  1540. if hasDatasetDeleted(task) {
  1541. errorMsg = ctx.Tr("repo.debug.manage.dataset_not_exist")
  1542. break
  1543. }
  1544. createTime := timeutil.TimeStampNow()
  1545. res, err := grampus.RestartNotebookJob(task.JobID)
  1546. if err != nil {
  1547. log.Error("ManageNotebook2(%s) failed:%v", task.DisplayJobName, err.Error(), ctx.Data["MsgID"])
  1548. errorMsg = ctx.Tr("repo.debug_again_fail")
  1549. break
  1550. }
  1551. if res.GrampusResult.ErrorCode != 0 || res.NewId == "" {
  1552. log.Error("ManageNotebook2 failed:" + res.GrampusResult.ErrorMsg)
  1553. errorMsg = ctx.Tr("repo.debug_again_fail")
  1554. if res.GrampusResult.ErrorCode == 5005 {
  1555. errorMsg = ctx.Tr("repo.debug_again_fail_forever")
  1556. }
  1557. break
  1558. }
  1559. newTask := &models.Cloudbrain{
  1560. Status: res.Status,
  1561. UserID: task.UserID,
  1562. RepoID: task.RepoID,
  1563. JobID: res.NewId,
  1564. JobName: task.JobName,
  1565. DisplayJobName: task.DisplayJobName,
  1566. JobType: task.JobType,
  1567. Type: task.Type,
  1568. Uuid: task.Uuid,
  1569. Image: task.Image,
  1570. ImageID: task.ImageID,
  1571. EngineID: task.EngineID,
  1572. CommitID: task.CommitID,
  1573. EngineName: task.EngineName,
  1574. IsLatestVersion: "1",
  1575. BranchName: task.BranchName,
  1576. DatasetName: task.DatasetName,
  1577. ComputeResource: task.ComputeResource,
  1578. Description: task.Description,
  1579. CreatedUnix: createTime,
  1580. UpdatedUnix: createTime,
  1581. Spec: spec,
  1582. ModelName: task.ModelName,
  1583. ModelVersion: task.ModelVersion,
  1584. LabelName: task.LabelName,
  1585. PreTrainModelUrl: task.PreTrainModelUrl,
  1586. CkptName: task.CkptName,
  1587. WorkServerNumber: 1,
  1588. }
  1589. err = models.RestartCloudbrain(task, newTask)
  1590. if err != nil {
  1591. log.Error("RestartCloudbrain(%s) failed:%v", task.JobName, err.Error(), ctx.Data["MsgID"])
  1592. errorMsg = "system error"
  1593. break
  1594. }
  1595. id = strconv.FormatInt(newTask.ID, 10)
  1596. status = res.Status
  1597. resultCode = "0"
  1598. notification.NotifyOtherTask(ctx.User, ctx.Repo.Repository, id, newTask.DisplayJobName, action)
  1599. break
  1600. }
  1601. ctx.JSON(200, map[string]string{
  1602. "result_code": resultCode,
  1603. "error_msg": errorMsg,
  1604. "status": status,
  1605. "id": id,
  1606. })
  1607. }