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modelarts.go 16 kB

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  1. // Copyright 2016 The Gogs Authors. All rights reserved.
  2. // Copyright 2018 The Gitea Authors. All rights reserved.
  3. // Use of this source code is governed by a MIT-style
  4. // license that can be found in the LICENSE file.
  5. package repo
  6. import (
  7. "code.gitea.io/gitea/modules/grampus"
  8. "encoding/json"
  9. "net/http"
  10. "strconv"
  11. "strings"
  12. "code.gitea.io/gitea/models"
  13. "code.gitea.io/gitea/modules/cloudbrain"
  14. "code.gitea.io/gitea/modules/context"
  15. "code.gitea.io/gitea/modules/log"
  16. "code.gitea.io/gitea/modules/modelarts"
  17. "code.gitea.io/gitea/modules/storage"
  18. "code.gitea.io/gitea/modules/timeutil"
  19. routerRepo "code.gitea.io/gitea/routers/repo"
  20. )
  21. func GetModelArtsNotebook(ctx *context.APIContext) {
  22. var (
  23. err error
  24. )
  25. jobID := ctx.Params(":jobid")
  26. repoID := ctx.Repo.Repository.ID
  27. job, err := models.GetRepoCloudBrainByJobID(repoID, jobID)
  28. if err != nil {
  29. ctx.NotFound(err)
  30. return
  31. }
  32. result, err := modelarts.GetJob(jobID)
  33. if err != nil {
  34. ctx.NotFound(err)
  35. return
  36. }
  37. job.Status = result.Status
  38. err = models.UpdateJob(job)
  39. if err != nil {
  40. log.Error("UpdateJob failed:", err)
  41. }
  42. ctx.JSON(http.StatusOK, map[string]interface{}{
  43. "JobID": jobID,
  44. "JobStatus": result.Status,
  45. })
  46. }
  47. func GetModelArtsNotebook2(ctx *context.APIContext) {
  48. var (
  49. err error
  50. )
  51. ID := ctx.Params(":id")
  52. job, err := models.GetCloudbrainByID(ID)
  53. if err != nil {
  54. ctx.NotFound(err)
  55. return
  56. }
  57. result, err := modelarts.GetNotebook2(job.JobID)
  58. if err != nil {
  59. ctx.NotFound(err)
  60. return
  61. }
  62. if job.StartTime == 0 && result.Lease.UpdateTime > 0 {
  63. job.StartTime = timeutil.TimeStamp(result.Lease.UpdateTime / 1000)
  64. }
  65. job.Status = result.Status
  66. if job.EndTime == 0 && models.IsModelArtsDebugJobTerminal(job.Status) {
  67. job.EndTime = timeutil.TimeStampNow()
  68. }
  69. job.CorrectCreateUnix()
  70. job.ComputeAndSetDuration()
  71. err = models.UpdateJob(job)
  72. if err != nil {
  73. log.Error("UpdateJob failed:", err)
  74. }
  75. ctx.JSON(http.StatusOK, map[string]interface{}{
  76. "ID": ID,
  77. "JobName": job.JobName,
  78. "JobStatus": result.Status,
  79. })
  80. }
  81. func GetModelArtsTrainJob(ctx *context.APIContext) {
  82. var (
  83. err error
  84. )
  85. jobID := ctx.Params(":jobid")
  86. repoID := ctx.Repo.Repository.ID
  87. job, err := models.GetRepoCloudBrainByJobID(repoID, jobID)
  88. if err != nil {
  89. ctx.NotFound(err)
  90. return
  91. }
  92. result, err := modelarts.GetTrainJob(jobID, strconv.FormatInt(job.VersionID, 10))
  93. if err != nil {
  94. ctx.NotFound(err)
  95. return
  96. }
  97. job.Status = modelarts.TransTrainJobStatus(result.IntStatus)
  98. job.Duration = result.Duration
  99. job.TrainJobDuration = result.TrainJobDuration
  100. err = models.UpdateJob(job)
  101. if err != nil {
  102. log.Error("UpdateJob failed:", err)
  103. }
  104. ctx.JSON(http.StatusOK, map[string]interface{}{
  105. "JobID": jobID,
  106. "JobStatus": job.Status,
  107. "JobDuration": job.Duration,
  108. })
  109. }
  110. func GetModelArtsTrainJobVersion(ctx *context.APIContext) {
  111. var (
  112. err error
  113. aiCenterName string
  114. )
  115. jobID := ctx.Params(":jobid")
  116. versionName := ctx.Query("version_name")
  117. job, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  118. if err != nil {
  119. ctx.NotFound(err)
  120. return
  121. }
  122. if job.Type == models.TypeCloudBrainOne {
  123. jobResult, err := cloudbrain.GetJob(job.JobID)
  124. if err != nil {
  125. ctx.NotFound(err)
  126. log.Error("GetJob failed:", err)
  127. return
  128. }
  129. result, err := models.ConvertToJobResultPayload(jobResult.Payload)
  130. if err != nil {
  131. ctx.NotFound(err)
  132. log.Error("ConvertToJobResultPayload failed:", err)
  133. return
  134. }
  135. job.Status = result.JobStatus.State
  136. if result.JobStatus.State != string(models.JobWaiting) && result.JobStatus.State != string(models.JobFailed) {
  137. taskRoles := result.TaskRoles
  138. taskRes, _ := models.ConvertToTaskPod(taskRoles[cloudbrain.SubTaskName].(map[string]interface{}))
  139. job.ContainerIp = taskRes.TaskStatuses[0].ContainerIP
  140. job.ContainerID = taskRes.TaskStatuses[0].ContainerID
  141. job.Status = taskRes.TaskStatuses[0].State
  142. }
  143. if result.JobStatus.State != string(models.JobWaiting) {
  144. models.ParseAndSetDurationFromCloudBrainOne(result, job)
  145. err = models.UpdateJob(job)
  146. if err != nil {
  147. log.Error("UpdateJob failed:", err)
  148. }
  149. }
  150. } else if job.Type == models.TypeCloudBrainTwo {
  151. result, err := modelarts.GetTrainJob(jobID, strconv.FormatInt(job.VersionID, 10))
  152. if err != nil {
  153. ctx.NotFound(err)
  154. return
  155. }
  156. if job.StartTime == 0 && result.StartTime > 0 {
  157. job.StartTime = timeutil.TimeStamp(result.StartTime / 1000)
  158. }
  159. job.Status = modelarts.TransTrainJobStatus(result.IntStatus)
  160. job.Duration = result.Duration / 1000
  161. job.TrainJobDuration = models.ConvertDurationToStr(job.Duration)
  162. if job.EndTime == 0 && models.IsTrainJobTerminal(job.Status) && job.StartTime > 0 {
  163. job.EndTime = job.StartTime.Add(job.Duration)
  164. }
  165. job.CorrectCreateUnix()
  166. err = models.UpdateTrainJobVersion(job)
  167. if err != nil {
  168. log.Error("UpdateJob failed:", err)
  169. }
  170. } else if job.Type == models.TypeC2Net {
  171. result, err := grampus.GetJob(jobID)
  172. if err != nil {
  173. log.Error("GetJob(%s) failed:%v", job.JobName, err)
  174. ctx.NotFound(err)
  175. return
  176. }
  177. if job.StartTime == 0 && result.JobInfo.StartedAt > 0 {
  178. job.StartTime = timeutil.TimeStamp(result.JobInfo.StartedAt)
  179. }
  180. job.Status = grampus.TransTrainJobStatus(result.JobInfo.Status)
  181. job.Duration = result.JobInfo.RunSec
  182. job.TrainJobDuration = models.ConvertDurationToStr(job.Duration)
  183. if job.EndTime == 0 && models.IsTrainJobTerminal(job.Status) && job.StartTime > 0 {
  184. job.EndTime = job.StartTime.Add(job.Duration)
  185. }
  186. job.CorrectCreateUnix()
  187. if len(job.AiCenter) == 0 {
  188. if len(result.JobInfo.Tasks) > 0 {
  189. if len(result.JobInfo.Tasks[0].CenterID) > 0 && len(result.JobInfo.Tasks[0].CenterName) > 0 {
  190. job.AiCenter = result.JobInfo.Tasks[0].CenterID[0] + "+" + result.JobInfo.Tasks[0].CenterName[0]
  191. aiCenterName = result.JobInfo.Tasks[0].CenterName[0]
  192. }
  193. }
  194. } else {
  195. temp := strings.Split(job.AiCenter, "+")
  196. if len(temp) > 1 {
  197. aiCenterName = temp[1]
  198. }
  199. }
  200. err = models.UpdateTrainJobVersion(job)
  201. if err != nil {
  202. log.Error("UpdateJob failed:", err)
  203. }
  204. }
  205. ctx.JSON(http.StatusOK, map[string]interface{}{
  206. "JobID": jobID,
  207. "JobStatus": job.Status,
  208. "JobDuration": job.TrainJobDuration,
  209. "AiCenter": aiCenterName,
  210. })
  211. }
  212. func TrainJobGetLog(ctx *context.APIContext) {
  213. var (
  214. err error
  215. )
  216. var jobID = ctx.Params(":jobid")
  217. var versionName = ctx.Query("version_name")
  218. var baseLine = ctx.Query("base_line")
  219. var order = ctx.Query("order")
  220. var lines = ctx.Query("lines")
  221. lines_int, err := strconv.Atoi(lines)
  222. if err != nil {
  223. log.Error("change lines(%d) string to int failed", lines_int)
  224. }
  225. if order != modelarts.OrderDesc && order != modelarts.OrderAsc {
  226. log.Error("order(%s) check failed", order)
  227. ctx.JSON(http.StatusBadRequest, map[string]interface{}{
  228. "err_msg": "order check failed",
  229. })
  230. return
  231. }
  232. resultLogFile, result, err := trainJobGetLogContent(jobID, versionName, baseLine, order, lines_int)
  233. if err != nil {
  234. log.Error("trainJobGetLog(%s) failed:%v", jobID, err.Error())
  235. // ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  236. return
  237. }
  238. ctx.Data["log_file_name"] = resultLogFile.LogFileList[0]
  239. ctx.JSON(http.StatusOK, map[string]interface{}{
  240. "JobID": jobID,
  241. "LogFileName": resultLogFile.LogFileList[0],
  242. "StartLine": result.StartLine,
  243. "EndLine": result.EndLine,
  244. "Content": result.Content,
  245. "Lines": result.Lines,
  246. })
  247. }
  248. func trainJobGetLogContent(jobID string, versionName string, baseLine string, order string, lines int) (*models.GetTrainJobLogFileNamesResult, *models.GetTrainJobLogResult, error) {
  249. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  250. if err != nil {
  251. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  252. return nil, nil, err
  253. }
  254. resultLogFile, err := modelarts.GetTrainJobLogFileNames(jobID, strconv.FormatInt(task.VersionID, 10))
  255. if err != nil {
  256. log.Error("GetTrainJobLogFileNames(%s) failed:%v", jobID, err.Error())
  257. return nil, nil, err
  258. }
  259. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), baseLine, resultLogFile.LogFileList[0], order, lines)
  260. if err != nil {
  261. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  262. return nil, nil, err
  263. }
  264. return resultLogFile, result, err
  265. }
  266. func DelTrainJobVersion(ctx *context.APIContext) {
  267. var (
  268. err error
  269. )
  270. var jobID = ctx.Params(":jobid")
  271. var versionName = ctx.Query("version_name")
  272. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  273. if err != nil {
  274. log.Error("GetCloudbrainByJobID(%s) failed:%v", task.JobName, err.Error())
  275. ctx.NotFound(err)
  276. return
  277. }
  278. //删除modelarts上的记录
  279. _, err = modelarts.DelTrainJobVersion(jobID, strconv.FormatInt(task.VersionID, 10))
  280. if err != nil {
  281. log.Error("DelTrainJobVersion(%s) failed:%v", task.JobName, err.Error())
  282. ctx.NotFound(err)
  283. return
  284. }
  285. //删除数据库记录
  286. err = models.DeleteJob(task)
  287. if err != nil {
  288. ctx.ServerError("DeleteJob failed", err)
  289. ctx.NotFound(err)
  290. return
  291. }
  292. //获取删除后的版本数量
  293. var jobTypes []string
  294. jobTypes = append(jobTypes, string(models.JobTypeTrain))
  295. repo := ctx.Repo.Repository
  296. VersionTaskList, VersionListCount, err := models.CloudbrainsVersionList(&models.CloudbrainsOptions{
  297. RepoID: repo.ID,
  298. Type: models.TypeCloudBrainTwo,
  299. JobTypes: jobTypes,
  300. JobID: jobID,
  301. })
  302. if err != nil {
  303. ctx.ServerError("get VersionListCount failed", err)
  304. return
  305. }
  306. if VersionListCount > 0 {
  307. // 判断当前删掉的任务是否是最新版本,若是,将排序后的TotalVersionCount置为删掉的最新版本的TotalVersionCount,若不是,按时间排序后的版本列表的第一个版本设置为最新版本,TotalVersionCount不变
  308. if task.IsLatestVersion == modelarts.IsLatestVersion {
  309. err = models.SetVersionCountAndLatestVersion(jobID, VersionTaskList[0].Cloudbrain.VersionName, VersionListCount, modelarts.IsLatestVersion, task.TotalVersionCount)
  310. if err != nil {
  311. ctx.ServerError("UpdateJobVersionCount failed", err)
  312. return
  313. }
  314. } else {
  315. err = models.SetVersionCountAndLatestVersion(jobID, VersionTaskList[0].VersionName, VersionListCount, modelarts.IsLatestVersion, VersionTaskList[0].Cloudbrain.TotalVersionCount)
  316. if err != nil {
  317. ctx.ServerError("UpdateJobVersionCount failed", err)
  318. return
  319. }
  320. }
  321. } else { //已删除该任务下的所有版本
  322. routerRepo.DeleteJobStorage(task.JobName)
  323. }
  324. ctx.JSON(http.StatusOK, map[string]interface{}{
  325. "JobID": jobID,
  326. "VersionName": versionName,
  327. "StatusOK": 0,
  328. "VersionListCount": VersionListCount,
  329. })
  330. }
  331. func StopTrainJobVersion(ctx *context.APIContext) {
  332. var (
  333. err error
  334. )
  335. var jobID = ctx.Params(":jobid")
  336. var versionName = ctx.Query("version_name")
  337. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  338. if err != nil {
  339. log.Error("GetCloudbrainByJobID(%s) failed:%v", task.JobName, err.Error())
  340. return
  341. }
  342. _, err = modelarts.StopTrainJob(jobID, strconv.FormatInt(task.VersionID, 10))
  343. if err != nil {
  344. log.Error("StopTrainJob(%s) failed:%v", task.JobName, err.Error())
  345. return
  346. }
  347. ctx.JSON(http.StatusOK, map[string]interface{}{
  348. "JobID": jobID,
  349. "VersionName": versionName,
  350. "StatusOK": 0,
  351. })
  352. }
  353. func ModelList(ctx *context.APIContext) {
  354. var (
  355. err error
  356. )
  357. var jobID = ctx.Params(":jobid")
  358. var versionName = ctx.Query("version_name")
  359. parentDir := ctx.Query("parentDir")
  360. dirArray := strings.Split(parentDir, "/")
  361. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  362. if err != nil {
  363. log.Error("GetCloudbrainByJobID(%s) failed:%v", task.JobName, err.Error())
  364. return
  365. }
  366. var fileInfos []storage.FileInfo
  367. if task.ComputeResource == models.NPUResource {
  368. fileInfos, err = storage.GetObsListObject(task.JobName, "output/", parentDir, versionName)
  369. if err != nil {
  370. log.Info("get TrainJobListModel failed:", err)
  371. ctx.ServerError("GetObsListObject:", err)
  372. return
  373. }
  374. } else if task.ComputeResource == models.GPUResource {
  375. files, err := routerRepo.GetModelDirs(task.JobName, parentDir)
  376. if err != nil {
  377. log.Info("GetModelDirs failed:", err)
  378. ctx.ServerError("GetModelDirs:", err)
  379. return
  380. }
  381. err = json.Unmarshal([]byte(files), &fileInfos)
  382. if err != nil {
  383. log.Error("json.Unmarshal failed:%v", err.Error(), ctx.Data["msgID"])
  384. ctx.ServerError("json.Unmarshal failed:", err)
  385. return
  386. }
  387. }
  388. ctx.JSON(http.StatusOK, map[string]interface{}{
  389. "JobID": jobID,
  390. "VersionName": versionName,
  391. "StatusOK": 0,
  392. "Path": dirArray,
  393. "Dirs": fileInfos,
  394. "task": task,
  395. "PageIsCloudBrain": true,
  396. })
  397. }
  398. func GetModelArtsInferenceJob(ctx *context.APIContext) {
  399. var (
  400. err error
  401. )
  402. jobID := ctx.Params(":jobid")
  403. job, err := models.GetCloudbrainByJobID(jobID)
  404. if err != nil {
  405. ctx.NotFound(err)
  406. return
  407. }
  408. result, err := modelarts.GetTrainJob(jobID, strconv.FormatInt(job.VersionID, 10))
  409. if err != nil {
  410. ctx.NotFound(err)
  411. return
  412. }
  413. if job.StartTime == 0 && result.StartTime > 0 {
  414. job.StartTime = timeutil.TimeStamp(result.StartTime / 1000)
  415. }
  416. job.Status = modelarts.TransTrainJobStatus(result.IntStatus)
  417. job.Duration = result.Duration / 1000
  418. job.TrainJobDuration = models.ConvertDurationToStr(job.Duration)
  419. if job.EndTime == 0 && models.IsTrainJobTerminal(job.Status) && job.StartTime > 0 {
  420. job.EndTime = job.StartTime.Add(job.Duration)
  421. }
  422. job.CorrectCreateUnix()
  423. err = models.UpdateInferenceJob(job)
  424. if err != nil {
  425. log.Error("UpdateJob failed:", err)
  426. }
  427. ctx.JSON(http.StatusOK, map[string]interface{}{
  428. "JobID": jobID,
  429. "JobStatus": job.Status,
  430. "JobDuration": job.TrainJobDuration,
  431. })
  432. }
  433. func ResultList(ctx *context.APIContext) {
  434. var (
  435. err error
  436. )
  437. var jobID = ctx.Params(":jobid")
  438. var versionName = ctx.Query("version_name")
  439. parentDir := ctx.Query("parentDir")
  440. dirArray := strings.Split(parentDir, "/")
  441. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  442. if err != nil {
  443. log.Error("GetCloudbrainByJobID(%s) failed:%v", task.JobName, err.Error())
  444. return
  445. }
  446. models, err := storage.GetObsListObject(task.JobName, "result/", parentDir, versionName)
  447. if err != nil {
  448. log.Info("get TrainJobListModel failed:", err)
  449. ctx.ServerError("GetObsListObject:", err)
  450. return
  451. }
  452. ctx.JSON(http.StatusOK, map[string]interface{}{
  453. "JobID": jobID,
  454. "VersionName": versionName,
  455. "StatusOK": 0,
  456. "Path": dirArray,
  457. "Dirs": models,
  458. "task": task,
  459. "PageIsCloudBrain": true,
  460. })
  461. }
  462. func TrainJobGetMetricStatistic(ctx *context.APIContext) {
  463. var (
  464. err error
  465. )
  466. var jobID = ctx.Params(":jobid")
  467. var versionName = ctx.Query("version_name")
  468. result, err := trainJobGetMetricStatistic(jobID, versionName)
  469. if err != nil {
  470. log.Error("trainJobGetMetricStatistic(%s) failed:%v", jobID, err.Error())
  471. return
  472. }
  473. ctx.JSON(http.StatusOK, map[string]interface{}{
  474. "JobID": jobID,
  475. "Interval": result.Interval,
  476. "MetricsInfo": result.MetricsInfo,
  477. })
  478. }
  479. func trainJobGetMetricStatistic(jobID string, versionName string) (*models.GetTrainJobMetricStatisticResult, error) {
  480. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  481. if err != nil {
  482. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  483. return nil, err
  484. }
  485. resultLogFile, err := modelarts.GetTrainJobLogFileNames(jobID, strconv.FormatInt(task.VersionID, 10))
  486. if err != nil {
  487. log.Error("GetTrainJobLogFileNames(%s) failed:%v", jobID, err.Error())
  488. return nil, err
  489. }
  490. result, err := modelarts.GetTrainJobMetricStatistic(jobID, strconv.FormatInt(task.VersionID, 10), resultLogFile.LogFileList[0])
  491. if err != nil {
  492. log.Error("GetTrainJobMetricStatistic(%s) failed:%v", jobID, err.Error())
  493. return nil, err
  494. }
  495. return result, err
  496. }