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modelarts.go 47 kB

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  1. package repo
  2. import (
  3. "encoding/json"
  4. "errors"
  5. "io"
  6. "net/http"
  7. "os"
  8. "path"
  9. "strconv"
  10. "strings"
  11. "time"
  12. "code.gitea.io/gitea/modules/cloudbrain"
  13. "code.gitea.io/gitea/models"
  14. "code.gitea.io/gitea/modules/auth"
  15. "code.gitea.io/gitea/modules/base"
  16. "code.gitea.io/gitea/modules/context"
  17. "code.gitea.io/gitea/modules/git"
  18. "code.gitea.io/gitea/modules/log"
  19. "code.gitea.io/gitea/modules/modelarts"
  20. "code.gitea.io/gitea/modules/obs"
  21. "code.gitea.io/gitea/modules/setting"
  22. "code.gitea.io/gitea/modules/storage"
  23. "github.com/unknwon/com"
  24. )
  25. const (
  26. tplDebugJobIndex base.TplName = "repo/debugjob/index"
  27. tplModelArtsNotebookIndex base.TplName = "repo/modelarts/notebook/index"
  28. tplModelArtsNotebookNew base.TplName = "repo/modelarts/notebook/new"
  29. tplModelArtsNotebookShow base.TplName = "repo/modelarts/notebook/show"
  30. tplModelArtsTrainJobIndex base.TplName = "repo/modelarts/trainjob/index"
  31. tplModelArtsTrainJobNew base.TplName = "repo/modelarts/trainjob/new"
  32. tplModelArtsTrainJobShow base.TplName = "repo/modelarts/trainjob/show"
  33. tplModelArtsTrainJobVersionNew base.TplName = "repo/modelarts/trainjob/version_new"
  34. )
  35. func DebugJobIndex(ctx *context.Context) {
  36. debugListType := ctx.Query("debugListType")
  37. MustEnableCloudbrain(ctx)
  38. repo := ctx.Repo.Repository
  39. page := ctx.QueryInt("page")
  40. if page <= 0 {
  41. page = 1
  42. }
  43. debugType := modelarts.DebugType
  44. jobType := string(models.JobTypeDebug)
  45. if debugListType == modelarts.GPUResource {
  46. debugType = models.TypeCloudBrainOne
  47. jobType = ""
  48. }
  49. if debugListType == modelarts.NPUResource {
  50. debugType = models.TypeCloudBrainTwo
  51. }
  52. ciTasks, count, err := models.Cloudbrains(&models.CloudbrainsOptions{
  53. ListOptions: models.ListOptions{
  54. Page: page,
  55. PageSize: setting.UI.IssuePagingNum,
  56. },
  57. RepoID: repo.ID,
  58. Type: debugType,
  59. JobType: jobType,
  60. })
  61. if err != nil {
  62. ctx.ServerError("Get debugjob faild:", err)
  63. return
  64. }
  65. for i, task := range ciTasks {
  66. if task.Cloudbrain.Type == models.TypeCloudBrainOne {
  67. ciTasks[i].CanDebug = cloudbrain.CanCreateOrDebugJob(ctx)
  68. ciTasks[i].CanDel = cloudbrain.CanDeleteJob(ctx, &task.Cloudbrain)
  69. ciTasks[i].Cloudbrain.ComputeResource = modelarts.GPUResource
  70. }
  71. if task.Cloudbrain.Type == models.TypeCloudBrainTwo {
  72. ciTasks[i].CanDebug = cloudbrain.CanCreateOrDebugJob(ctx)
  73. ciTasks[i].CanDel = cloudbrain.CanDeleteJob(ctx, &task.Cloudbrain)
  74. ciTasks[i].Cloudbrain.ComputeResource = modelarts.NPUResource
  75. }
  76. }
  77. pager := context.NewPagination(int(count), setting.UI.IssuePagingNum, page, 5)
  78. pager.SetDefaultParams(ctx)
  79. ctx.Data["Page"] = pager
  80. ctx.Data["PageIsCloudBrain"] = true
  81. ctx.Data["Tasks"] = ciTasks
  82. ctx.Data["CanCreate"] = cloudbrain.CanCreateOrDebugJob(ctx)
  83. ctx.HTML(200, tplDebugJobIndex)
  84. }
  85. // MustEnableDataset check if repository enable internal cb
  86. func MustEnableModelArts(ctx *context.Context) {
  87. if !ctx.Repo.CanRead(models.UnitTypeCloudBrain) {
  88. ctx.NotFound("MustEnableCloudbrain", nil)
  89. return
  90. }
  91. }
  92. func NotebookNew(ctx *context.Context) {
  93. ctx.Data["PageIsCloudBrain"] = true
  94. t := time.Now()
  95. var jobName = jobNamePrefixValid(cutString(ctx.User.Name, 5)) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  96. ctx.Data["job_name"] = jobName
  97. attachs, err := models.GetModelArtsUserAttachments(ctx.User.ID)
  98. if err != nil {
  99. ctx.ServerError("GetAllUserAttachments failed:", err)
  100. return
  101. }
  102. ctx.Data["attachments"] = attachs
  103. ctx.Data["dataset_path"] = modelarts.DataSetMountPath
  104. ctx.Data["env"] = modelarts.NotebookEnv
  105. ctx.Data["notebook_type"] = modelarts.NotebookType
  106. if modelarts.FlavorInfos == nil {
  107. json.Unmarshal([]byte(setting.FlavorInfos), &modelarts.FlavorInfos)
  108. }
  109. ctx.Data["flavors"] = modelarts.FlavorInfos.FlavorInfo
  110. ctx.HTML(200, tplModelArtsNotebookNew)
  111. }
  112. func NotebookCreate(ctx *context.Context, form auth.CreateModelArtsNotebookForm) {
  113. ctx.Data["PageIsNotebook"] = true
  114. jobName := form.JobName
  115. uuid := form.Attachment
  116. description := form.Description
  117. flavor := form.Flavor
  118. count, err := models.GetCloudbrainNotebookCountByUserID(ctx.User.ID)
  119. if err != nil {
  120. log.Error("GetCloudbrainNotebookCountByUserID failed:%v", err, ctx.Data["MsgID"])
  121. cloudBrainNewDataPrepare(ctx)
  122. ctx.RenderWithErr("system error", tplModelArtsNotebookNew, &form)
  123. return
  124. } else {
  125. if count >= 1 {
  126. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  127. cloudBrainNewDataPrepare(ctx)
  128. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tplModelArtsNotebookNew, &form)
  129. return
  130. }
  131. }
  132. err = modelarts.GenerateTask(ctx, jobName, uuid, description, flavor)
  133. if err != nil {
  134. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookNew, &form)
  135. return
  136. }
  137. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob")
  138. }
  139. func NotebookShow(ctx *context.Context) {
  140. ctx.Data["PageIsCloudBrain"] = true
  141. var jobID = ctx.Params(":jobid")
  142. task, err := models.GetCloudbrainByJobID(jobID)
  143. if err != nil {
  144. ctx.Data["error"] = err.Error()
  145. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookShow, nil)
  146. return
  147. }
  148. result, err := modelarts.GetJob(jobID)
  149. if err != nil {
  150. ctx.Data["error"] = err.Error()
  151. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookShow, nil)
  152. return
  153. }
  154. if result != nil {
  155. task.Status = result.Status
  156. err = models.UpdateJob(task)
  157. if err != nil {
  158. ctx.Data["error"] = err.Error()
  159. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookShow, nil)
  160. return
  161. }
  162. createTime, _ := com.StrTo(result.CreationTimestamp).Int64()
  163. result.CreateTime = time.Unix(int64(createTime/1000), 0).Format("2006-01-02 15:04:05")
  164. endTime, _ := com.StrTo(result.LatestUpdateTimestamp).Int64()
  165. result.LatestUpdateTime = time.Unix(int64(endTime/1000), 0).Format("2006-01-02 15:04:05")
  166. result.QueuingInfo.BeginTime = time.Unix(int64(result.QueuingInfo.BeginTimestamp/1000), 0).Format("2006-01-02 15:04:05")
  167. result.QueuingInfo.EndTime = time.Unix(int64(result.QueuingInfo.EndTimestamp/1000), 0).Format("2006-01-02 15:04:05")
  168. }
  169. ctx.Data["task"] = task
  170. ctx.Data["jobID"] = jobID
  171. ctx.Data["result"] = result
  172. ctx.HTML(200, tplModelArtsNotebookShow)
  173. }
  174. func NotebookDebug(ctx *context.Context) {
  175. var jobID = ctx.Params(":jobid")
  176. _, err := models.GetCloudbrainByJobID(jobID)
  177. if err != nil {
  178. ctx.ServerError("GetCloudbrainByJobID failed", err)
  179. return
  180. }
  181. result, err := modelarts.GetJob(jobID)
  182. if err != nil {
  183. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookIndex, nil)
  184. return
  185. }
  186. res, err := modelarts.GetJobToken(jobID)
  187. if err != nil {
  188. ctx.RenderWithErr(err.Error(), tplModelArtsNotebookIndex, nil)
  189. return
  190. }
  191. urls := strings.Split(result.Spec.Annotations.Url, "/")
  192. urlPrefix := result.Spec.Annotations.TargetDomain
  193. for i, url := range urls {
  194. if i > 2 {
  195. urlPrefix += "/" + url
  196. }
  197. }
  198. debugUrl := urlPrefix + "?token=" + res.Token
  199. ctx.Redirect(debugUrl)
  200. }
  201. func NotebookStop(ctx *context.Context) {
  202. var jobID = ctx.Params(":jobid")
  203. log.Info(jobID)
  204. task, err := models.GetCloudbrainByJobID(jobID)
  205. if err != nil {
  206. ctx.ServerError("GetCloudbrainByJobID failed", err)
  207. return
  208. }
  209. if task.Status != string(models.JobRunning) {
  210. log.Error("the job(%s) is not running", task.JobName)
  211. ctx.ServerError("the job is not running", errors.New("the job is not running"))
  212. return
  213. }
  214. param := models.NotebookAction{
  215. Action: models.ActionStop,
  216. }
  217. res, err := modelarts.StopJob(jobID, param)
  218. if err != nil {
  219. log.Error("StopJob(%s) failed:%v", task.JobName, err.Error())
  220. ctx.ServerError("StopJob failed", err)
  221. return
  222. }
  223. task.Status = res.CurrentStatus
  224. err = models.UpdateJob(task)
  225. if err != nil {
  226. ctx.ServerError("UpdateJob failed", err)
  227. return
  228. }
  229. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob")
  230. }
  231. func NotebookDel(ctx *context.Context) {
  232. var jobID = ctx.Params(":jobid")
  233. task, err := models.GetCloudbrainByJobID(jobID)
  234. if err != nil {
  235. ctx.ServerError("GetCloudbrainByJobID failed", err)
  236. return
  237. }
  238. if task.Status != string(models.JobStopped) {
  239. log.Error("the job(%s) has not been stopped", task.JobName)
  240. ctx.ServerError("the job has not been stopped", errors.New("the job has not been stopped"))
  241. return
  242. }
  243. _, err = modelarts.DelNotebook(jobID)
  244. if err != nil {
  245. log.Error("DelJob(%s) failed:%v", task.JobName, err.Error())
  246. ctx.ServerError("DelJob failed", err)
  247. return
  248. }
  249. err = models.DeleteJob(task)
  250. if err != nil {
  251. ctx.ServerError("DeleteJob failed", err)
  252. return
  253. }
  254. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob")
  255. }
  256. func TrainJobIndex(ctx *context.Context) {
  257. MustEnableModelArts(ctx)
  258. repo := ctx.Repo.Repository
  259. page := ctx.QueryInt("page")
  260. if page <= 0 {
  261. page = 1
  262. }
  263. tasks, count, err := models.Cloudbrains(&models.CloudbrainsOptions{
  264. ListOptions: models.ListOptions{
  265. Page: page,
  266. PageSize: setting.UI.IssuePagingNum,
  267. },
  268. RepoID: repo.ID,
  269. Type: models.TypeCloudBrainTwo,
  270. JobType: string(models.JobTypeTrain),
  271. IsLatestVersion: modelarts.IsLatestVersion,
  272. })
  273. if err != nil {
  274. ctx.ServerError("Cloudbrain", err)
  275. return
  276. }
  277. for i, task := range tasks {
  278. tasks[i].CanDel = cloudbrain.CanDeleteJob(ctx, &task.Cloudbrain)
  279. tasks[i].CanModify = cloudbrain.CanModifyJob(ctx, &task.Cloudbrain)
  280. }
  281. pager := context.NewPagination(int(count), setting.UI.IssuePagingNum, page, 5)
  282. pager.SetDefaultParams(ctx)
  283. ctx.Data["Page"] = pager
  284. ctx.Data["PageIsCloudBrain"] = true
  285. ctx.Data["Tasks"] = tasks
  286. ctx.Data["CanCreate"] = cloudbrain.CanCreateOrDebugJob(ctx)
  287. ctx.HTML(200, tplModelArtsTrainJobIndex)
  288. }
  289. func TrainJobNew(ctx *context.Context) {
  290. err := trainJobNewDataPrepare(ctx)
  291. if err != nil {
  292. ctx.ServerError("get new train-job info failed", err)
  293. return
  294. }
  295. ctx.HTML(200, tplModelArtsTrainJobNew)
  296. }
  297. func trainJobNewDataPrepare(ctx *context.Context) error {
  298. ctx.Data["PageIsCloudBrain"] = true
  299. //can, err := canUserCreateTrainJob(ctx.User.ID)
  300. //if err != nil {
  301. // ctx.ServerError("canUserCreateTrainJob", err)
  302. // return
  303. //}
  304. //
  305. //if !can {
  306. // log.Error("the user can not create train-job")
  307. // ctx.ServerError("the user can not create train-job", fmt.Errorf("the user can not create train-job"))
  308. // return
  309. //}
  310. t := time.Now()
  311. var jobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  312. ctx.Data["job_name"] = jobName
  313. attachs, err := models.GetModelArtsUserAttachments(ctx.User.ID)
  314. if err != nil {
  315. ctx.ServerError("GetAllUserAttachments failed:", err)
  316. return err
  317. }
  318. ctx.Data["attachments"] = attachs
  319. var resourcePools modelarts.ResourcePool
  320. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  321. ctx.ServerError("json.Unmarshal failed:", err)
  322. return err
  323. }
  324. ctx.Data["resource_pools"] = resourcePools.Info
  325. var engines modelarts.Engine
  326. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  327. ctx.ServerError("json.Unmarshal failed:", err)
  328. return err
  329. }
  330. ctx.Data["engines"] = engines.Info
  331. var versionInfos modelarts.VersionInfo
  332. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  333. ctx.ServerError("json.Unmarshal failed:", err)
  334. return err
  335. }
  336. ctx.Data["engine_versions"] = versionInfos.Version
  337. var flavorInfos modelarts.Flavor
  338. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  339. ctx.ServerError("json.Unmarshal failed:", err)
  340. return err
  341. }
  342. ctx.Data["flavor_infos"] = flavorInfos.Info
  343. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath
  344. ctx.Data["train_url"] = outputObsPath
  345. ctx.Data["params"] = ""
  346. ctx.Data["branchName"] = ctx.Repo.BranchName
  347. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  348. if err != nil {
  349. ctx.ServerError("getConfigList failed:", err)
  350. return err
  351. }
  352. ctx.Data["config_list"] = configList.ParaConfigs
  353. return nil
  354. }
  355. func trainJobErrorNewDataPrepare(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) error {
  356. ctx.Data["PageIsCloudBrain"] = true
  357. //can, err := canUserCreateTrainJob(ctx.User.ID)
  358. //if err != nil {
  359. // ctx.ServerError("canUserCreateTrainJob", err)
  360. // return
  361. //}
  362. //
  363. //if !can {
  364. // log.Error("the user can not create train-job")
  365. // ctx.ServerError("the user can not create train-job", fmt.Errorf("the user can not create train-job"))
  366. // return
  367. //}
  368. t := time.Now()
  369. var jobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  370. ctx.Data["job_name"] = jobName
  371. attachs, err := models.GetModelArtsUserAttachments(ctx.User.ID)
  372. if err != nil {
  373. ctx.ServerError("GetAllUserAttachments failed:", err)
  374. return err
  375. }
  376. ctx.Data["attachments"] = attachs
  377. var resourcePools modelarts.ResourcePool
  378. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  379. ctx.ServerError("json.Unmarshal failed:", err)
  380. return err
  381. }
  382. ctx.Data["resource_pools"] = resourcePools.Info
  383. var engines modelarts.Engine
  384. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  385. ctx.ServerError("json.Unmarshal failed:", err)
  386. return err
  387. }
  388. ctx.Data["engines"] = engines.Info
  389. var versionInfos modelarts.VersionInfo
  390. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  391. ctx.ServerError("json.Unmarshal failed:", err)
  392. return err
  393. }
  394. ctx.Data["engine_versions"] = versionInfos.Version
  395. var flavorInfos modelarts.Flavor
  396. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  397. ctx.ServerError("json.Unmarshal failed:", err)
  398. return err
  399. }
  400. ctx.Data["flavor_infos"] = flavorInfos.Info
  401. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath
  402. ctx.Data["train_url"] = outputObsPath
  403. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  404. if err != nil {
  405. ctx.ServerError("getConfigList failed:", err)
  406. return err
  407. }
  408. var Parameters modelarts.Parameters
  409. if err = json.Unmarshal([]byte(form.Params), &Parameters); err != nil {
  410. ctx.ServerError("json.Unmarshal failed:", err)
  411. return err
  412. }
  413. ctx.Data["params"] = Parameters.Parameter
  414. ctx.Data["config_list"] = configList.ParaConfigs
  415. ctx.Data["bootFile"] = form.BootFile
  416. ctx.Data["uuid"] = form.Attachment
  417. ctx.Data["branch_name"] = form.BranchName
  418. return nil
  419. }
  420. func TrainJobNewVersion(ctx *context.Context) {
  421. err := trainJobNewVersionDataPrepare(ctx)
  422. if err != nil {
  423. ctx.ServerError("get new train-job info failed", err)
  424. return
  425. }
  426. ctx.HTML(200, tplModelArtsTrainJobVersionNew)
  427. }
  428. func trainJobNewVersionDataPrepare(ctx *context.Context) error {
  429. ctx.Data["PageIsCloudBrain"] = true
  430. var jobID = ctx.Params(":jobid")
  431. var versionName = ctx.Query("version_name")
  432. // canNewJob, err := canUserCreateTrainJobVersion(ctx, jobID, versionName)
  433. // if err != nil {
  434. // ctx.ServerError("canNewJob can info failed", err)
  435. // return err
  436. // }
  437. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  438. if err != nil {
  439. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  440. return err
  441. }
  442. t := time.Now()
  443. var jobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  444. ctx.Data["job_name"] = task.JobName
  445. attachs, err := models.GetModelArtsUserAttachments(ctx.User.ID)
  446. if err != nil {
  447. ctx.ServerError("GetAllUserAttachments failed:", err)
  448. return err
  449. }
  450. ctx.Data["attachments"] = attachs
  451. var resourcePools modelarts.ResourcePool
  452. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  453. ctx.ServerError("json.Unmarshal failed:", err)
  454. return err
  455. }
  456. ctx.Data["resource_pools"] = resourcePools.Info
  457. var engines modelarts.Engine
  458. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  459. ctx.ServerError("json.Unmarshal failed:", err)
  460. return err
  461. }
  462. ctx.Data["engines"] = engines.Info
  463. var versionInfos modelarts.VersionInfo
  464. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  465. ctx.ServerError("json.Unmarshal failed:", err)
  466. return err
  467. }
  468. ctx.Data["engine_versions"] = versionInfos.Version
  469. var flavorInfos modelarts.Flavor
  470. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  471. ctx.ServerError("json.Unmarshal failed:", err)
  472. return err
  473. }
  474. ctx.Data["flavor_infos"] = flavorInfos.Info
  475. var Parameters modelarts.Parameters
  476. if err = json.Unmarshal([]byte(task.Parameters), &Parameters); err != nil {
  477. ctx.ServerError("json.Unmarshal failed:", err)
  478. return err
  479. }
  480. ctx.Data["params"] = Parameters.Parameter
  481. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath
  482. ctx.Data["train_url"] = outputObsPath
  483. branches, _, err := ctx.Repo.GitRepo.GetBranches(0, 0)
  484. if err != nil {
  485. ctx.ServerError("GetBranches error:", err)
  486. return err
  487. }
  488. ctx.Data["branches"] = branches
  489. ctx.Data["branch_name"] = task.BranchName
  490. ctx.Data["description"] = task.Description
  491. ctx.Data["boot_file"] = task.BootFile
  492. ctx.Data["dataset_name"] = task.DatasetName
  493. ctx.Data["work_server_number"] = task.WorkServerNumber
  494. ctx.Data["flavor_name"] = task.FlavorName
  495. ctx.Data["engine_name"] = task.EngineName
  496. ctx.Data["uuid"] = task.Uuid
  497. ctx.Data["flavor_code"] = task.FlavorCode
  498. ctx.Data["engine_id"] = task.EngineID
  499. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  500. if err != nil {
  501. ctx.ServerError("getConfigList failed:", err)
  502. return err
  503. }
  504. ctx.Data["config_list"] = configList.ParaConfigs
  505. return nil
  506. }
  507. func versionErrorDataPrepare(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) error {
  508. ctx.Data["PageIsCloudBrain"] = true
  509. var jobID = ctx.Params(":jobid")
  510. // var versionName = ctx.Params(":version-name")
  511. var versionName = ctx.Query("version_name")
  512. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  513. if err != nil {
  514. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  515. return err
  516. }
  517. t := time.Now()
  518. var jobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  519. ctx.Data["job_name"] = task.JobName
  520. attachs, err := models.GetModelArtsUserAttachments(ctx.User.ID)
  521. if err != nil {
  522. ctx.ServerError("GetAllUserAttachments failed:", err)
  523. return err
  524. }
  525. ctx.Data["attachments"] = attachs
  526. var resourcePools modelarts.ResourcePool
  527. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  528. ctx.ServerError("json.Unmarshal failed:", err)
  529. return err
  530. }
  531. ctx.Data["resource_pools"] = resourcePools.Info
  532. var engines modelarts.Engine
  533. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  534. ctx.ServerError("json.Unmarshal failed:", err)
  535. return err
  536. }
  537. ctx.Data["engines"] = engines.Info
  538. var versionInfos modelarts.VersionInfo
  539. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  540. ctx.ServerError("json.Unmarshal failed:", err)
  541. return err
  542. }
  543. ctx.Data["engine_versions"] = versionInfos.Version
  544. var flavorInfos modelarts.Flavor
  545. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  546. ctx.ServerError("json.Unmarshal failed:", err)
  547. return err
  548. }
  549. ctx.Data["flavor_infos"] = flavorInfos.Info
  550. var Parameters modelarts.Parameters
  551. if err = json.Unmarshal([]byte(form.Params), &Parameters); err != nil {
  552. ctx.ServerError("json.Unmarshal failed:", err)
  553. return err
  554. }
  555. ctx.Data["params"] = Parameters.Parameter
  556. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath
  557. ctx.Data["train_url"] = outputObsPath
  558. branches, _, err := ctx.Repo.GitRepo.GetBranches(0, 0)
  559. if err != nil {
  560. ctx.ServerError("GetBranches error:", err)
  561. return err
  562. }
  563. ctx.Data["branches"] = branches
  564. ctx.Data["description"] = form.Description
  565. ctx.Data["dataset_name"] = task.DatasetName
  566. ctx.Data["work_server_number"] = form.WorkServerNumber
  567. ctx.Data["flavor_name"] = form.FlavorName
  568. ctx.Data["engine_name"] = form.EngineName
  569. ctx.Data["flavor_code"] = task.FlavorCode
  570. ctx.Data["engine_id"] = task.EngineID
  571. ctx.Data["version_name"] = form.VersionName
  572. ctx.Data["bootFile"] = form.BootFile
  573. ctx.Data["uuid"] = form.Attachment
  574. ctx.Data["branch_name"] = form.BranchName
  575. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  576. if err != nil {
  577. ctx.ServerError("getConfigList failed:", err)
  578. return err
  579. }
  580. ctx.Data["config_list"] = configList.ParaConfigs
  581. return nil
  582. }
  583. func TrainJobCreate(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) {
  584. ctx.Data["PageIsTrainJob"] = true
  585. VersionOutputPath := modelarts.GetVersionOutputPathByTotalVersionCount(modelarts.TotalVersionCount)
  586. jobName := form.JobName
  587. uuid := form.Attachment
  588. description := form.Description
  589. workServerNumber := form.WorkServerNumber
  590. engineID := form.EngineID
  591. bootFile := form.BootFile
  592. flavorCode := form.Flavor
  593. params := form.Params
  594. poolID := form.PoolID
  595. isSaveParam := form.IsSaveParam
  596. repo := ctx.Repo.Repository
  597. codeLocalPath := setting.JobPath + jobName + modelarts.CodePath
  598. codeObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.CodePath
  599. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath + VersionOutputPath + "/"
  600. logObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.LogPath + VersionOutputPath + "/"
  601. dataPath := "/" + setting.Bucket + "/" + setting.BasePath + path.Join(uuid[0:1], uuid[1:2]) + "/" + uuid + uuid + "/"
  602. branch_name := form.BranchName
  603. isLatestVersion := modelarts.IsLatestVersion
  604. FlavorName := form.FlavorName
  605. VersionCount := modelarts.VersionCount
  606. EngineName := form.EngineName
  607. count, err := models.GetCloudbrainTrainJobCountByUserID(ctx.User.ID)
  608. if err != nil {
  609. log.Error("GetCloudbrainTrainJobCountByUserID failed:%v", err, ctx.Data["MsgID"])
  610. trainJobErrorNewDataPrepare(ctx, form)
  611. ctx.RenderWithErr("system error", tplModelArtsTrainJobNew, &form)
  612. return
  613. } else {
  614. if count >= 1 {
  615. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  616. trainJobErrorNewDataPrepare(ctx, form)
  617. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tplModelArtsTrainJobNew, &form)
  618. return
  619. }
  620. }
  621. if err := paramCheckCreateTrainJob(form); err != nil {
  622. log.Error("paramCheckCreateTrainJob failed:(%v)", err)
  623. trainJobErrorNewDataPrepare(ctx, form)
  624. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobNew, &form)
  625. return
  626. }
  627. // attach, err := models.GetAttachmentByUUID(uuid)
  628. // if err != nil {
  629. // log.Error("GetAttachmentByUUID(%s) failed:%v", uuid, err.Error())
  630. // return
  631. // }
  632. //todo: del the codeLocalPath
  633. // _, err := ioutil.ReadDir(codeLocalPath)
  634. // if err == nil {
  635. // os.RemoveAll(codeLocalPath)
  636. // }
  637. os.RemoveAll(codeLocalPath)
  638. gitRepo, _ := git.OpenRepository(repo.RepoPath())
  639. commitID, _ := gitRepo.GetBranchCommitID(branch_name)
  640. if err := git.Clone(repo.RepoPath(), codeLocalPath, git.CloneRepoOptions{
  641. Branch: branch_name,
  642. }); err != nil {
  643. log.Error("创建任务失败,服务器超时!: %s (%v)", repo.FullName(), err)
  644. trainJobErrorNewDataPrepare(ctx, form)
  645. ctx.RenderWithErr("创建任务失败,服务器超时!", tplModelArtsTrainJobNew, &form)
  646. return
  647. }
  648. //todo: upload code (send to file_server todo this work?)
  649. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.OutputPath + VersionOutputPath + "/"); err != nil {
  650. log.Error("Failed to obsMkdir_output: %s (%v)", repo.FullName(), err)
  651. trainJobErrorNewDataPrepare(ctx, form)
  652. ctx.RenderWithErr("Failed to obsMkdir_output", tplModelArtsTrainJobNew, &form)
  653. return
  654. }
  655. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.LogPath + VersionOutputPath + "/"); err != nil {
  656. log.Error("Failed to obsMkdir_log: %s (%v)", repo.FullName(), err)
  657. trainJobErrorNewDataPrepare(ctx, form)
  658. ctx.RenderWithErr("Failed to obsMkdir_log", tplModelArtsTrainJobNew, &form)
  659. return
  660. }
  661. // parentDir := VersionOutputPath + "/"
  662. if err := uploadCodeToObs(codeLocalPath, jobName, ""); err != nil {
  663. // if err := uploadCodeToObs(codeLocalPath, jobName, parentDir); err != nil {
  664. log.Error("Failed to uploadCodeToObs: %s (%v)", repo.FullName(), err)
  665. trainJobErrorNewDataPrepare(ctx, form)
  666. ctx.RenderWithErr("Failed to uploadCodeToObs", tplModelArtsTrainJobNew, &form)
  667. return
  668. }
  669. //todo: del local code?
  670. var parameters models.Parameters
  671. param := make([]models.Parameter, 0)
  672. param = append(param, models.Parameter{
  673. Label: modelarts.TrainUrl,
  674. Value: outputObsPath,
  675. }, models.Parameter{
  676. Label: modelarts.DataUrl,
  677. Value: dataPath,
  678. })
  679. if len(params) != 0 {
  680. err := json.Unmarshal([]byte(params), &parameters)
  681. if err != nil {
  682. log.Error("Failed to Unmarshal params: %s (%v)", params, err)
  683. trainJobErrorNewDataPrepare(ctx, form)
  684. ctx.RenderWithErr("运行参数错误", tplModelArtsTrainJobNew, &form)
  685. return
  686. }
  687. for _, parameter := range parameters.Parameter {
  688. if parameter.Label != modelarts.TrainUrl && parameter.Label != modelarts.DataUrl {
  689. param = append(param, models.Parameter{
  690. Label: parameter.Label,
  691. Value: parameter.Value,
  692. })
  693. }
  694. }
  695. }
  696. //save param config
  697. if isSaveParam == "on" {
  698. if form.ParameterTemplateName == "" {
  699. log.Error("ParameterTemplateName is empty")
  700. trainJobNewDataPrepare(ctx)
  701. ctx.RenderWithErr("保存作业参数时,作业参数名称不能为空", tplModelArtsTrainJobNew, &form)
  702. return
  703. }
  704. _, err := modelarts.CreateTrainJobConfig(models.CreateConfigParams{
  705. ConfigName: form.ParameterTemplateName,
  706. Description: form.PrameterDescription,
  707. DataUrl: dataPath,
  708. AppUrl: codeObsPath,
  709. BootFileUrl: codeObsPath + bootFile,
  710. TrainUrl: outputObsPath,
  711. Flavor: models.Flavor{
  712. Code: flavorCode,
  713. },
  714. WorkServerNum: workServerNumber,
  715. EngineID: int64(engineID),
  716. LogUrl: logObsPath,
  717. PoolID: poolID,
  718. Parameter: param,
  719. })
  720. if err != nil {
  721. log.Error("Failed to CreateTrainJobConfig: %v", err)
  722. trainJobErrorNewDataPrepare(ctx, form)
  723. ctx.RenderWithErr("保存作业参数失败:"+err.Error(), tplModelArtsTrainJobNew, &form)
  724. return
  725. }
  726. }
  727. req := &modelarts.GenerateTrainJobReq{
  728. JobName: jobName,
  729. DataUrl: dataPath,
  730. Description: description,
  731. CodeObsPath: codeObsPath,
  732. BootFileUrl: codeObsPath + bootFile,
  733. BootFile: bootFile,
  734. TrainUrl: outputObsPath,
  735. FlavorCode: flavorCode,
  736. WorkServerNumber: workServerNumber,
  737. EngineID: int64(engineID),
  738. LogUrl: logObsPath,
  739. PoolID: poolID,
  740. Uuid: uuid,
  741. Parameters: parameters.Parameter,
  742. CommitID: commitID,
  743. IsLatestVersion: isLatestVersion,
  744. BranchName: branch_name,
  745. Params: form.Params,
  746. FlavorName: FlavorName,
  747. EngineName: EngineName,
  748. VersionCount: VersionCount,
  749. TotalVersionCount: modelarts.TotalVersionCount,
  750. }
  751. //将params转换Parameters.Parameter,出错时返回给前端
  752. var Parameters modelarts.Parameters
  753. if err := json.Unmarshal([]byte(params), &Parameters); err != nil {
  754. ctx.ServerError("json.Unmarshal failed:", err)
  755. return
  756. }
  757. err = modelarts.GenerateTrainJob(ctx, req)
  758. if err != nil {
  759. log.Error("GenerateTrainJob failed:%v", err.Error())
  760. trainJobErrorNewDataPrepare(ctx, form)
  761. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobNew, &form)
  762. return
  763. }
  764. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
  765. }
  766. func TrainJobCreateVersion(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) {
  767. ctx.Data["PageIsTrainJob"] = true
  768. var jobID = ctx.Params(":jobid")
  769. count, err := models.GetCloudbrainTrainJobCountByUserID(ctx.User.ID)
  770. if err != nil {
  771. log.Error("GetCloudbrainTrainJobCountByUserID failed:%v", err, ctx.Data["MsgID"])
  772. versionErrorDataPrepare(ctx, form)
  773. ctx.RenderWithErr("system error", tplModelArtsTrainJobVersionNew, &form)
  774. return
  775. } else {
  776. if count >= 1 {
  777. log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
  778. versionErrorDataPrepare(ctx, form)
  779. ctx.RenderWithErr("you have already a running or waiting task, can not create more", tplModelArtsTrainJobVersionNew, &form)
  780. return
  781. }
  782. }
  783. latestTask, err := models.GetCloudbrainByJobIDAndIsLatestVersion(jobID, modelarts.IsLatestVersion)
  784. if err != nil {
  785. ctx.ServerError("GetCloudbrainByJobIDAndIsLatestVersion faild:", err)
  786. return
  787. }
  788. VersionOutputPath := modelarts.GetVersionOutputPathByTotalVersionCount(latestTask.TotalVersionCount + 1)
  789. jobName := form.JobName
  790. uuid := form.Attachment
  791. description := form.Description
  792. workServerNumber := form.WorkServerNumber
  793. engineID := form.EngineID
  794. bootFile := form.BootFile
  795. flavorCode := form.Flavor
  796. params := form.Params
  797. poolID := form.PoolID
  798. isSaveParam := form.IsSaveParam
  799. repo := ctx.Repo.Repository
  800. codeLocalPath := setting.JobPath + jobName + modelarts.CodePath
  801. codeObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.CodePath + VersionOutputPath + "/"
  802. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath + VersionOutputPath + "/"
  803. logObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.LogPath + VersionOutputPath + "/"
  804. dataPath := "/" + setting.Bucket + "/" + setting.BasePath + path.Join(uuid[0:1], uuid[1:2]) + "/" + uuid + uuid + "/"
  805. branch_name := form.BranchName
  806. PreVersionName := form.VersionName
  807. FlavorName := form.FlavorName
  808. EngineName := form.EngineName
  809. isLatestVersion := modelarts.IsLatestVersion
  810. //判断权限
  811. canNewJob, _ := canUserCreateTrainJobVersion(ctx, latestTask.UserID)
  812. if !canNewJob {
  813. ctx.RenderWithErr("user cann't new trainjob", tplModelArtsTrainJobVersionNew, &form)
  814. return
  815. }
  816. if err := paramCheckCreateTrainJob(form); err != nil {
  817. log.Error("paramCheckCreateTrainJob failed:(%v)", err)
  818. versionErrorDataPrepare(ctx, form)
  819. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  820. return
  821. }
  822. // attach, err := models.GetAttachmentByUUID(uuid)
  823. // if err != nil {
  824. // log.Error("GetAttachmentByUUID(%s) failed:%v", uuid, err.Error())
  825. // return
  826. // }
  827. //todo: del the codeLocalPath
  828. // _, err = ioutil.ReadDir(codeLocalPath)
  829. // if err == nil {
  830. // os.RemoveAll(codeLocalPath)
  831. // }
  832. os.RemoveAll(codeLocalPath)
  833. gitRepo, _ := git.OpenRepository(repo.RepoPath())
  834. commitID, _ := gitRepo.GetBranchCommitID(branch_name)
  835. if err := git.Clone(repo.RepoPath(), codeLocalPath, git.CloneRepoOptions{
  836. Branch: branch_name,
  837. }); err != nil {
  838. log.Error("创建任务失败,任务名称已存在!: %s (%v)", repo.FullName(), err)
  839. versionErrorDataPrepare(ctx, form)
  840. ctx.RenderWithErr("创建任务失败,任务名称已存在!", tplModelArtsTrainJobVersionNew, &form)
  841. return
  842. }
  843. //todo: upload code (send to file_server todo this work?)
  844. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.OutputPath + VersionOutputPath + "/"); err != nil {
  845. log.Error("Failed to obsMkdir_output: %s (%v)", repo.FullName(), err)
  846. versionErrorDataPrepare(ctx, form)
  847. ctx.RenderWithErr("Failed to obsMkdir_output", tplModelArtsTrainJobVersionNew, &form)
  848. return
  849. }
  850. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.LogPath + VersionOutputPath + "/"); err != nil {
  851. log.Error("Failed to obsMkdir_log: %s (%v)", repo.FullName(), err)
  852. versionErrorDataPrepare(ctx, form)
  853. ctx.RenderWithErr("Failed to obsMkdir_log", tplModelArtsTrainJobVersionNew, &form)
  854. return
  855. }
  856. parentDir := VersionOutputPath + "/"
  857. // parentDir := ""
  858. // if err := uploadCodeToObs(codeLocalPath, jobName, ""); err != nil {
  859. if err := uploadCodeToObs(codeLocalPath, jobName, parentDir); err != nil {
  860. log.Error("Failed to uploadCodeToObs: %s (%v)", repo.FullName(), err)
  861. versionErrorDataPrepare(ctx, form)
  862. ctx.RenderWithErr("Failed to uploadCodeToObs", tplModelArtsTrainJobVersionNew, &form)
  863. return
  864. }
  865. //todo: del local code?
  866. var parameters models.Parameters
  867. param := make([]models.Parameter, 0)
  868. param = append(param, models.Parameter{
  869. Label: modelarts.TrainUrl,
  870. Value: outputObsPath,
  871. }, models.Parameter{
  872. Label: modelarts.DataUrl,
  873. Value: dataPath,
  874. })
  875. if len(params) != 0 {
  876. err := json.Unmarshal([]byte(params), &parameters)
  877. if err != nil {
  878. log.Error("Failed to Unmarshal params: %s (%v)", params, err)
  879. versionErrorDataPrepare(ctx, form)
  880. ctx.RenderWithErr("运行参数错误", tplModelArtsTrainJobVersionNew, &form)
  881. return
  882. }
  883. for _, parameter := range parameters.Parameter {
  884. if parameter.Label != modelarts.TrainUrl && parameter.Label != modelarts.DataUrl {
  885. param = append(param, models.Parameter{
  886. Label: parameter.Label,
  887. Value: parameter.Value,
  888. })
  889. }
  890. }
  891. }
  892. //save param config
  893. if isSaveParam == "on" {
  894. if form.ParameterTemplateName == "" {
  895. log.Error("ParameterTemplateName is empty")
  896. versionErrorDataPrepare(ctx, form)
  897. ctx.RenderWithErr("保存作业参数时,作业参数名称不能为空", tplModelArtsTrainJobVersionNew, &form)
  898. return
  899. }
  900. _, err := modelarts.CreateTrainJobConfig(models.CreateConfigParams{
  901. ConfigName: form.ParameterTemplateName,
  902. Description: form.PrameterDescription,
  903. DataUrl: dataPath,
  904. AppUrl: codeObsPath,
  905. BootFileUrl: codeObsPath + bootFile,
  906. TrainUrl: outputObsPath,
  907. Flavor: models.Flavor{
  908. Code: flavorCode,
  909. },
  910. WorkServerNum: workServerNumber,
  911. EngineID: int64(engineID),
  912. LogUrl: logObsPath,
  913. PoolID: poolID,
  914. Parameter: parameters.Parameter,
  915. })
  916. if err != nil {
  917. log.Error("Failed to CreateTrainJobConfig: %v", err)
  918. versionErrorDataPrepare(ctx, form)
  919. ctx.RenderWithErr("保存作业参数失败:"+err.Error(), tplModelArtsTrainJobVersionNew, &form)
  920. return
  921. }
  922. }
  923. if err != nil {
  924. log.Error("getFlavorNameByEngineID(%s) failed:%v", engineID, err.Error())
  925. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  926. return
  927. }
  928. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, PreVersionName)
  929. if err != nil {
  930. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  931. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  932. return
  933. }
  934. req := &modelarts.GenerateTrainJobReq{
  935. JobName: task.JobName,
  936. DataUrl: dataPath,
  937. Description: description,
  938. CodeObsPath: codeObsPath,
  939. BootFileUrl: codeObsPath + bootFile,
  940. BootFile: bootFile,
  941. TrainUrl: outputObsPath,
  942. FlavorCode: flavorCode,
  943. WorkServerNumber: workServerNumber,
  944. IsLatestVersion: isLatestVersion,
  945. EngineID: int64(engineID),
  946. LogUrl: logObsPath,
  947. PoolID: poolID,
  948. Uuid: uuid,
  949. Params: form.Params,
  950. Parameters: parameters.Parameter,
  951. PreVersionId: task.VersionID,
  952. CommitID: commitID,
  953. BranchName: branch_name,
  954. FlavorName: FlavorName,
  955. EngineName: EngineName,
  956. PreVersionName: PreVersionName,
  957. TotalVersionCount: latestTask.TotalVersionCount + 1,
  958. }
  959. err = modelarts.GenerateTrainJobVersion(ctx, req, jobID)
  960. if err != nil {
  961. log.Error("GenerateTrainJob failed:%v", err.Error())
  962. versionErrorDataPrepare(ctx, form)
  963. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  964. return
  965. }
  966. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job/" + jobID)
  967. // ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  968. }
  969. // readDir reads the directory named by dirname and returns
  970. // a list of directory entries sorted by filename.
  971. func readDir(dirname string) ([]os.FileInfo, error) {
  972. f, err := os.Open(dirname)
  973. if err != nil {
  974. return nil, err
  975. }
  976. list, err := f.Readdir(100)
  977. f.Close()
  978. if err != nil {
  979. //todo: can not upload empty folder
  980. if err == io.EOF {
  981. return nil, nil
  982. }
  983. return nil, err
  984. }
  985. //sort.Slice(list, func(i, j int) bool { return list[i].Name() < list[j].Name() })
  986. return list, nil
  987. }
  988. func uploadCodeToObs(codePath, jobName, parentDir string) error {
  989. files, err := readDir(codePath)
  990. if err != nil {
  991. log.Error("readDir(%s) failed: %s", codePath, err.Error())
  992. return err
  993. }
  994. for _, file := range files {
  995. if file.IsDir() {
  996. input := &obs.PutObjectInput{}
  997. input.Bucket = setting.Bucket
  998. input.Key = parentDir + file.Name() + "/"
  999. _, err = storage.ObsCli.PutObject(input)
  1000. if err != nil {
  1001. log.Error("PutObject(%s) failed: %s", input.Key, err.Error())
  1002. return err
  1003. }
  1004. if err = uploadCodeToObs(codePath+file.Name()+"/", jobName, parentDir+file.Name()+"/"); err != nil {
  1005. log.Error("uploadCodeToObs(%s) failed: %s", file.Name(), err.Error())
  1006. return err
  1007. }
  1008. } else {
  1009. input := &obs.PutFileInput{}
  1010. input.Bucket = setting.Bucket
  1011. input.Key = setting.CodePathPrefix + jobName + "/code/" + parentDir + file.Name()
  1012. input.SourceFile = codePath + file.Name()
  1013. _, err = storage.ObsCli.PutFile(input)
  1014. if err != nil {
  1015. log.Error("PutFile(%s) failed: %s", input.SourceFile, err.Error())
  1016. return err
  1017. }
  1018. }
  1019. }
  1020. return nil
  1021. }
  1022. func obsMkdir(dir string) error {
  1023. input := &obs.PutObjectInput{}
  1024. input.Bucket = setting.Bucket
  1025. input.Key = dir
  1026. _, err := storage.ObsCli.PutObject(input)
  1027. if err != nil {
  1028. log.Error("PutObject(%s) failed: %s", input.Key, err.Error())
  1029. return err
  1030. }
  1031. return nil
  1032. }
  1033. func paramCheckCreateTrainJob(form auth.CreateModelArtsTrainJobForm) error {
  1034. if !strings.HasSuffix(form.BootFile, ".py") {
  1035. log.Error("the boot file(%s) must be a python file", form.BootFile)
  1036. return errors.New("启动文件必须是python文件")
  1037. }
  1038. if form.WorkServerNumber > 25 || form.WorkServerNumber < 1 {
  1039. log.Error("the WorkServerNumber(%d) must be in (1,25)", form.WorkServerNumber)
  1040. return errors.New("计算节点数必须在1-25之间")
  1041. }
  1042. return nil
  1043. }
  1044. func TrainJobShow(ctx *context.Context) {
  1045. ctx.Data["PageIsCloudBrain"] = true
  1046. var jobID = ctx.Params(":jobid")
  1047. repo := ctx.Repo.Repository
  1048. page := ctx.QueryInt("page")
  1049. if page <= 0 {
  1050. page = 1
  1051. }
  1052. VersionListTasks, VersionListCount, err := models.CloudbrainsVersionList(&models.CloudbrainsOptions{
  1053. ListOptions: models.ListOptions{
  1054. Page: page,
  1055. PageSize: setting.UI.IssuePagingNum,
  1056. },
  1057. RepoID: repo.ID,
  1058. Type: models.TypeCloudBrainTwo,
  1059. JobType: string(models.JobTypeTrain),
  1060. JobID: jobID,
  1061. })
  1062. if err != nil {
  1063. log.Error("GetVersionListTasks(%s) failed:%v", jobID, err.Error())
  1064. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1065. return
  1066. }
  1067. //设置权限
  1068. canNewJob, err := canUserCreateTrainJobVersion(ctx, VersionListTasks[0].UserID)
  1069. if err != nil {
  1070. ctx.ServerError("canNewJob failed", err)
  1071. return
  1072. }
  1073. ctx.Data["canNewJob"] = canNewJob
  1074. //将运行参数转化为epoch_size = 3, device_target = Ascend的格式
  1075. for i, _ := range VersionListTasks {
  1076. var parameters models.Parameters
  1077. err := json.Unmarshal([]byte(VersionListTasks[i].Parameters), &parameters)
  1078. if err != nil {
  1079. log.Error("Failed to Unmarshal Parameters: %s (%v)", VersionListTasks[i].Parameters, err)
  1080. trainJobNewDataPrepare(ctx)
  1081. return
  1082. }
  1083. if len(parameters.Parameter) > 0 {
  1084. paramTemp := ""
  1085. for _, Parameter := range parameters.Parameter {
  1086. param := Parameter.Label + " = " + Parameter.Value + "; "
  1087. paramTemp = paramTemp + param
  1088. }
  1089. VersionListTasks[i].Parameters = paramTemp[:len(paramTemp)-2]
  1090. } else {
  1091. VersionListTasks[i].Parameters = ""
  1092. }
  1093. }
  1094. pager := context.NewPagination(VersionListCount, setting.UI.IssuePagingNum, page, 5)
  1095. pager.SetDefaultParams(ctx)
  1096. ctx.Data["Page"] = pager
  1097. ctx.Data["jobID"] = jobID
  1098. ctx.Data["jobName"] = VersionListTasks[0].JobName
  1099. ctx.Data["version_list_task"] = VersionListTasks
  1100. ctx.Data["version_list_count"] = VersionListCount
  1101. ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1102. }
  1103. func TrainJobGetLog(ctx *context.Context) {
  1104. ctx.Data["PageIsTrainJob"] = true
  1105. var jobID = ctx.Params(":jobid")
  1106. var logFileName = ctx.Query("file_name")
  1107. var baseLine = ctx.Query("base_line")
  1108. var order = ctx.Query("order")
  1109. if order != modelarts.OrderDesc && order != modelarts.OrderAsc {
  1110. log.Error("order(%s) check failed", order)
  1111. ctx.HTML(http.StatusBadRequest, tplModelArtsTrainJobShow)
  1112. return
  1113. }
  1114. task, err := models.GetCloudbrainByJobID(jobID)
  1115. if err != nil {
  1116. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  1117. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1118. return
  1119. }
  1120. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), baseLine, logFileName, order, modelarts.Lines)
  1121. if err != nil {
  1122. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  1123. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1124. return
  1125. }
  1126. ctx.Data["log"] = result
  1127. //ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1128. }
  1129. func trainJobGetLog(jobID string) (*models.GetTrainJobLogFileNamesResult, *models.GetTrainJobLogResult, error) {
  1130. task, err := models.GetCloudbrainByJobID(jobID)
  1131. if err != nil {
  1132. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  1133. return nil, nil, err
  1134. }
  1135. resultLogFile, err := modelarts.GetTrainJobLogFileNames(jobID, strconv.FormatInt(task.VersionID, 10))
  1136. if err != nil {
  1137. log.Error("GetTrainJobLogFileNames(%s) failed:%v", jobID, err.Error())
  1138. return nil, nil, err
  1139. }
  1140. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), "", resultLogFile.LogFileList[0], modelarts.OrderDesc, modelarts.Lines)
  1141. if err != nil {
  1142. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  1143. return nil, nil, err
  1144. }
  1145. return resultLogFile, result, err
  1146. }
  1147. func TrainJobDel(ctx *context.Context) {
  1148. var jobID = ctx.Params(":jobid")
  1149. repo := ctx.Repo.Repository
  1150. VersionListTasks, _, err := models.CloudbrainsVersionList(&models.CloudbrainsOptions{
  1151. RepoID: repo.ID,
  1152. Type: models.TypeCloudBrainTwo,
  1153. JobType: string(models.JobTypeTrain),
  1154. JobID: jobID,
  1155. })
  1156. if err != nil {
  1157. ctx.ServerError("get VersionListTasks failed", err)
  1158. return
  1159. }
  1160. //删除modelarts上的任务记录
  1161. _, err = modelarts.DelTrainJob(jobID)
  1162. if err != nil {
  1163. log.Error("DelTrainJob(%s) failed:%v", jobID, err.Error())
  1164. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobIndex, nil)
  1165. return
  1166. }
  1167. //删除数据库Cloudbrain表的记录
  1168. for _, task := range VersionListTasks {
  1169. err = models.DeleteJob(&task.Cloudbrain)
  1170. if err != nil {
  1171. ctx.ServerError("DeleteJob failed", err)
  1172. return
  1173. }
  1174. }
  1175. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
  1176. }
  1177. func TrainJobStop(ctx *context.Context) {
  1178. var jobID = ctx.Params(":jobid")
  1179. task, err := models.GetCloudbrainByJobID(jobID)
  1180. if err != nil {
  1181. log.Error("GetCloudbrainByJobID(%s) failed:%v", task.JobName, err.Error())
  1182. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobIndex, nil)
  1183. return
  1184. }
  1185. _, err = modelarts.StopTrainJob(jobID, strconv.FormatInt(task.VersionID, 10))
  1186. if err != nil {
  1187. log.Error("StopTrainJob(%s) failed:%v", task.JobName, err.Error())
  1188. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobIndex, nil)
  1189. return
  1190. }
  1191. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
  1192. }
  1193. func canUserCreateTrainJob(uid int64) (bool, error) {
  1194. org, err := models.GetOrgByName(setting.AllowedOrg)
  1195. if err != nil {
  1196. log.Error("get allowed org failed: ", setting.AllowedOrg)
  1197. return false, err
  1198. }
  1199. return org.IsOrgMember(uid)
  1200. }
  1201. func canUserCreateTrainJobVersion(ctx *context.Context, userID int64) (bool, error) {
  1202. if ctx == nil || ctx.User == nil {
  1203. log.Error("user unlogin!")
  1204. return false, nil
  1205. }
  1206. if userID == ctx.User.ID || ctx.User.IsAdmin {
  1207. return true, nil
  1208. } else {
  1209. log.Error("Only user itself and admin can new trainjob!")
  1210. return false, nil
  1211. }
  1212. }
  1213. func TrainJobGetConfigList(ctx *context.Context) {
  1214. ctx.Data["PageIsTrainJob"] = true
  1215. var jobID = ctx.Params(":jobid")
  1216. var logFileName = ctx.Query("file_name")
  1217. var baseLine = ctx.Query("base_line")
  1218. var order = ctx.Query("order")
  1219. if order != modelarts.OrderDesc && order != modelarts.OrderAsc {
  1220. log.Error("order(%s) check failed", order)
  1221. ctx.HTML(http.StatusBadRequest, tplModelArtsTrainJobShow)
  1222. return
  1223. }
  1224. task, err := models.GetCloudbrainByJobID(jobID)
  1225. if err != nil {
  1226. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  1227. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1228. return
  1229. }
  1230. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), baseLine, logFileName, order, modelarts.Lines)
  1231. if err != nil {
  1232. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  1233. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1234. return
  1235. }
  1236. ctx.Data["log"] = result
  1237. //ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1238. }
  1239. func getConfigList(perPage, page int, sortBy, order, searchContent, configType string) (*models.GetConfigListResult, error) {
  1240. var result models.GetConfigListResult
  1241. list, err := modelarts.GetConfigList(perPage, page, sortBy, order, searchContent, configType)
  1242. if err != nil {
  1243. log.Error("GetConfigList failed:", err)
  1244. return &result, err
  1245. }
  1246. for _, config := range list.ParaConfigs {
  1247. paraConfig, err := modelarts.GetParaConfig(config.ConfigName, configType)
  1248. if err != nil {
  1249. log.Error("GetParaConfig failed:", err)
  1250. return &result, err
  1251. }
  1252. config.Result = paraConfig
  1253. }
  1254. return list, nil
  1255. }
  1256. func ModelDownload(ctx *context.Context) {
  1257. var (
  1258. err error
  1259. )
  1260. var jobID = ctx.Params(":jobid")
  1261. versionName := ctx.Query("version_name")
  1262. parentDir := ctx.Query("parent_dir")
  1263. fileName := ctx.Query("file_name")
  1264. log.Info("DownloadSingleModelFile start.")
  1265. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  1266. if err != nil {
  1267. log.Error("GetCloudbrainByJobID(%s) failed:%v", task.JobName, err.Error())
  1268. return
  1269. }
  1270. path := strings.TrimPrefix(path.Join(setting.TrainJobModelPath, task.JobName, setting.OutPutPath, versionName, parentDir, fileName), "/")
  1271. log.Info("Download path is:%s", path)
  1272. url, err := storage.GetObsCreateSignedUrlByBucketAndKey(setting.Bucket, path)
  1273. if err != nil {
  1274. log.Error("GetObsCreateSignedUrl failed: %v", err.Error(), ctx.Data["msgID"])
  1275. ctx.ServerError("GetObsCreateSignedUrl", err)
  1276. return
  1277. }
  1278. http.Redirect(ctx.Resp, ctx.Req.Request, url, http.StatusMovedPermanently)
  1279. }