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modelarts.go 44 kB

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