You can not select more than 25 topics Topics must start with a chinese character,a letter or number, can include dashes ('-') and can be up to 35 characters long.

modelarts.go 43 kB

4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
3 years ago
4 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
3 years ago
3 years ago
3 years ago
3 years ago
4 years ago
3 years ago
4 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
3 years ago
4 years ago
4 years ago
3 years ago
3 years ago
3 years ago
4 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
3 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
3 years ago
3 years ago
3 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
3 years ago
3 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
3 years ago
3 years ago
3 years ago
3 years ago
4 years ago
3 years ago
3 years ago
3 years ago
3 years ago
4 years ago
3 years ago
4 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
3 years ago
4 years ago
3 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
3 years ago
4 years ago
3 years ago
3 years ago
4 years ago
3 years ago
4 years ago
4 years ago
3 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
4 years ago
3 years ago
4 years ago
3 years ago
123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474475476477478479480481482483484485486487488489490491492493494495496497498499500501502503504505506507508509510511512513514515516517518519520521522523524525526527528529530531532533534535536537538539540541542543544545546547548549550551552553554555556557558559560561562563564565566567568569570571572573574575576577578579580581582583584585586587588589590591592593594595596597598599600601602603604605606607608609610611612613614615616617618619620621622623624625626627628629630631632633634635636637638639640641642643644645646647648649650651652653654655656657658659660661662663664665666667668669670671672673674675676677678679680681682683684685686687688689690691692693694695696697698699700701702703704705706707708709710711712713714715716717718719720721722723724725726727728729730731732733734735736737738739740741742743744745746747748749750751752753754755756757758759760761762763764765766767768769770771772773774775776777778779780781782783784785786787788789790791792793794795796797798799800801802803804805806807808809810811812813814815816817818819820821822823824825826827828829830831832833834835836837838839840841842843844845846847848849850851852853854855856857858859860861862863864865866867868869870871872873874875876877878879880881882883884885886887888889890891892893894895896897898899900901902903904905906907908909910911912913914915916917918919920921922923924925926927928929930931932933934935936937938939940941942943944945946947948949950951952953954955956957958959960961962963964965966967968969970971972973974975976977978979980981982983984985986987988989990991992993994995996997998999100010011002100310041005100610071008100910101011101210131014101510161017101810191020102110221023102410251026102710281029103010311032103310341035103610371038103910401041104210431044104510461047104810491050105110521053105410551056105710581059106010611062106310641065106610671068106910701071107210731074107510761077107810791080108110821083108410851086108710881089109010911092109310941095109610971098109911001101110211031104110511061107110811091110111111121113111411151116111711181119112011211122112311241125112611271128112911301131113211331134113511361137113811391140114111421143114411451146114711481149115011511152115311541155115611571158115911601161116211631164116511661167116811691170117111721173117411751176117711781179118011811182118311841185118611871188118911901191119211931194119511961197119811991200120112021203120412051206120712081209121012111212121312141215121612171218121912201221122212231224122512261227122812291230123112321233123412351236123712381239124012411242124312441245124612471248124912501251125212531254125512561257125812591260126112621263126412651266126712681269127012711272127312741275127612771278127912801281128212831284128512861287128812891290129112921293129412951296129712981299130013011302130313041305130613071308130913101311131213131314131513161317131813191320132113221323132413251326132713281329133013311332133313341335133613371338133913401341134213431344134513461347134813491350135113521353135413551356135713581359136013611362136313641365136613671368136913701371137213731374137513761377137813791380
  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.Params(":version-name")
  409. var versionName = ctx.Query("version_name")
  410. // canNewJob, err := canUserCreateTrainJobVersion(ctx, jobID)
  411. // if err != nil {
  412. // ctx.ServerError("get can info failed", err)
  413. // return err
  414. // }
  415. // ctx.Data["canNewJob"] = canNewJob
  416. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  417. if err != nil {
  418. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  419. return err
  420. }
  421. t := time.Now()
  422. var jobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  423. ctx.Data["job_name"] = task.JobName
  424. attachs, err := models.GetModelArtsUserAttachments(ctx.User.ID)
  425. if err != nil {
  426. ctx.ServerError("GetAllUserAttachments failed:", err)
  427. return err
  428. }
  429. ctx.Data["attachments"] = attachs
  430. var resourcePools modelarts.ResourcePool
  431. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  432. ctx.ServerError("json.Unmarshal failed:", err)
  433. return err
  434. }
  435. ctx.Data["resource_pools"] = resourcePools.Info
  436. var engines modelarts.Engine
  437. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  438. ctx.ServerError("json.Unmarshal failed:", err)
  439. return err
  440. }
  441. ctx.Data["engines"] = engines.Info
  442. var versionInfos modelarts.VersionInfo
  443. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  444. ctx.ServerError("json.Unmarshal failed:", err)
  445. return err
  446. }
  447. ctx.Data["engine_versions"] = versionInfos.Version
  448. var flavorInfos modelarts.Flavor
  449. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  450. ctx.ServerError("json.Unmarshal failed:", err)
  451. return err
  452. }
  453. ctx.Data["flavor_infos"] = flavorInfos.Info
  454. var Parameters modelarts.Parameters
  455. if err = json.Unmarshal([]byte(task.Parameters), &Parameters); err != nil {
  456. ctx.ServerError("json.Unmarshal failed:", err)
  457. return err
  458. }
  459. ctx.Data["params"] = Parameters.Parameter
  460. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath
  461. ctx.Data["train_url"] = outputObsPath
  462. Branches, err := ctx.Repo.GitRepo.GetBranches()
  463. if err != nil {
  464. ctx.ServerError("GetBranches error:", err)
  465. return err
  466. }
  467. ctx.Data["branch"] = Branches
  468. ctx.Data["branch_name"] = task.BranchName
  469. ctx.Data["description"] = task.Description
  470. ctx.Data["boot_file"] = task.BootFile
  471. ctx.Data["dataset_name"] = task.DatasetName
  472. ctx.Data["work_server_number"] = task.WorkServerNumber
  473. ctx.Data["flavor_name"] = task.FlavorName
  474. ctx.Data["engine_name"] = task.EngineName
  475. ctx.Data["uuid"] = task.Uuid
  476. ctx.Data["flavor_code"] = task.FlavorCode
  477. ctx.Data["engine_id"] = task.EngineID
  478. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  479. if err != nil {
  480. ctx.ServerError("getConfigList failed:", err)
  481. return err
  482. }
  483. ctx.Data["config_list"] = configList.ParaConfigs
  484. return nil
  485. }
  486. func VersionErrorDataPrepare(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) error {
  487. ctx.Data["PageIsCloudBrain"] = true
  488. var jobID = ctx.Params(":jobid")
  489. // var versionName = ctx.Params(":version-name")
  490. var versionName = ctx.Query("version_name")
  491. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  492. if err != nil {
  493. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  494. return err
  495. }
  496. t := time.Now()
  497. var jobName = cutString(ctx.User.Name, 5) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
  498. ctx.Data["job_name"] = task.JobName
  499. attachs, err := models.GetModelArtsUserAttachments(ctx.User.ID)
  500. if err != nil {
  501. ctx.ServerError("GetAllUserAttachments failed:", err)
  502. return err
  503. }
  504. ctx.Data["attachments"] = attachs
  505. var resourcePools modelarts.ResourcePool
  506. if err = json.Unmarshal([]byte(setting.ResourcePools), &resourcePools); err != nil {
  507. ctx.ServerError("json.Unmarshal failed:", err)
  508. return err
  509. }
  510. ctx.Data["resource_pools"] = resourcePools.Info
  511. var engines modelarts.Engine
  512. if err = json.Unmarshal([]byte(setting.Engines), &engines); err != nil {
  513. ctx.ServerError("json.Unmarshal failed:", err)
  514. return err
  515. }
  516. ctx.Data["engines"] = engines.Info
  517. var versionInfos modelarts.VersionInfo
  518. if err = json.Unmarshal([]byte(setting.EngineVersions), &versionInfos); err != nil {
  519. ctx.ServerError("json.Unmarshal failed:", err)
  520. return err
  521. }
  522. ctx.Data["engine_versions"] = versionInfos.Version
  523. var flavorInfos modelarts.Flavor
  524. if err = json.Unmarshal([]byte(setting.TrainJobFLAVORINFOS), &flavorInfos); err != nil {
  525. ctx.ServerError("json.Unmarshal failed:", err)
  526. return err
  527. }
  528. ctx.Data["flavor_infos"] = flavorInfos.Info
  529. var Parameters modelarts.Parameters
  530. if err = json.Unmarshal([]byte(form.Params), &Parameters); err != nil {
  531. ctx.ServerError("json.Unmarshal failed:", err)
  532. return err
  533. }
  534. ctx.Data["params"] = Parameters.Parameter
  535. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath
  536. ctx.Data["train_url"] = outputObsPath
  537. Branches, err := ctx.Repo.GitRepo.GetBranches()
  538. if err != nil {
  539. ctx.ServerError("GetBranches error:", err)
  540. return err
  541. }
  542. ctx.Data["branches"] = Branches
  543. ctx.Data["description"] = form.Description
  544. ctx.Data["dataset_name"] = task.DatasetName
  545. ctx.Data["work_server_number"] = form.WorkServerNumber
  546. ctx.Data["flavor_name"] = form.FlavorName
  547. ctx.Data["engine_name"] = form.EngineName
  548. ctx.Data["flavor_code"] = task.FlavorCode
  549. ctx.Data["engine_id"] = task.EngineID
  550. ctx.Data["bootFile"] = form.BootFile
  551. ctx.Data["uuid"] = form.Attachment
  552. ctx.Data["branch_name"] = form.BranchName
  553. configList, err := getConfigList(modelarts.PerPage, 1, modelarts.SortByCreateTime, "desc", "", modelarts.ConfigTypeCustom)
  554. if err != nil {
  555. ctx.ServerError("getConfigList failed:", err)
  556. return err
  557. }
  558. ctx.Data["config_list"] = configList.ParaConfigs
  559. return nil
  560. }
  561. func TrainJobCreate(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) {
  562. ctx.Data["PageIsTrainJob"] = true
  563. VersionOutputPath := modelarts.GetVersionOutputPathByTotalVersionCount(modelarts.TotalVersionCount)
  564. jobName := form.JobName
  565. uuid := form.Attachment
  566. description := form.Description
  567. workServerNumber := form.WorkServerNumber
  568. engineID := form.EngineID
  569. bootFile := form.BootFile
  570. flavorCode := form.Flavor
  571. params := form.Params
  572. poolID := form.PoolID
  573. isSaveParam := form.IsSaveParam
  574. repo := ctx.Repo.Repository
  575. codeLocalPath := setting.JobPath + jobName + modelarts.CodePath
  576. codeObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.CodePath
  577. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath + VersionOutputPath + "/"
  578. logObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.LogPath + VersionOutputPath + "/"
  579. dataPath := "/" + setting.Bucket + "/" + setting.BasePath + path.Join(uuid[0:1], uuid[1:2]) + "/" + uuid + uuid + "/"
  580. branch_name := form.BranchName
  581. isLatestVersion := modelarts.IsLatestVersion
  582. FlavorName := form.FlavorName
  583. VersionCount := modelarts.VersionCount
  584. EngineName := form.EngineName
  585. if err := paramCheckCreateTrainJob(form); err != nil {
  586. log.Error("paramCheckCreateTrainJob failed:(%v)", err)
  587. ErrorNewDataPrepare(ctx, form)
  588. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobNew, &form)
  589. return
  590. }
  591. attach, err := models.GetAttachmentByUUID(uuid)
  592. if err != nil {
  593. log.Error("GetAttachmentByUUID(%s) failed:%v", uuid, err.Error())
  594. return
  595. }
  596. //todo: del the codeLocalPath
  597. _, err = ioutil.ReadDir(codeLocalPath)
  598. if err == nil {
  599. os.RemoveAll(codeLocalPath)
  600. }
  601. gitRepo, _ := git.OpenRepository(repo.RepoPath())
  602. commitID, _ := gitRepo.GetBranchCommitID(branch_name)
  603. if err := git.Clone(repo.RepoPath(), codeLocalPath, git.CloneRepoOptions{
  604. Branch: branch_name,
  605. }); err != nil {
  606. log.Error("创建任务失败,服务器超时!: %s (%v)", repo.FullName(), err)
  607. trainJobNewDataPrepare(ctx)
  608. ctx.RenderWithErr("创建任务失败,服务器超时!", tplModelArtsTrainJobNew, &form)
  609. return
  610. }
  611. //todo: upload code (send to file_server todo this work?)
  612. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.OutputPath + VersionOutputPath + "/"); err != nil {
  613. log.Error("Failed to obsMkdir_output: %s (%v)", repo.FullName(), err)
  614. trainJobNewDataPrepare(ctx)
  615. ctx.RenderWithErr("Failed to obsMkdir_output", tplModelArtsTrainJobNew, &form)
  616. return
  617. }
  618. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.LogPath + VersionOutputPath + "/"); err != nil {
  619. log.Error("Failed to obsMkdir_log: %s (%v)", repo.FullName(), err)
  620. trainJobNewDataPrepare(ctx)
  621. ctx.RenderWithErr("Failed to obsMkdir_log", tplModelArtsTrainJobNew, &form)
  622. return
  623. }
  624. // parentDir := VersionOutputPath + "/"
  625. if err := uploadCodeToObs(codeLocalPath, jobName, ""); err != nil {
  626. // if err := uploadCodeToObs(codeLocalPath, jobName, parentDir); err != nil {
  627. log.Error("Failed to uploadCodeToObs: %s (%v)", repo.FullName(), err)
  628. trainJobNewDataPrepare(ctx)
  629. ctx.RenderWithErr("Failed to uploadCodeToObs", tplModelArtsTrainJobNew, &form)
  630. return
  631. }
  632. //todo: del local code?
  633. var parameters models.Parameters
  634. param := make([]models.Parameter, 0)
  635. param = append(param, models.Parameter{
  636. Label: modelarts.TrainUrl,
  637. Value: outputObsPath,
  638. }, models.Parameter{
  639. Label: modelarts.DataUrl,
  640. Value: dataPath,
  641. })
  642. if len(params) != 0 {
  643. err := json.Unmarshal([]byte(params), &parameters)
  644. if err != nil {
  645. log.Error("Failed to Unmarshal params: %s (%v)", params, err)
  646. trainJobNewDataPrepare(ctx)
  647. ctx.RenderWithErr("运行参数错误", tplModelArtsTrainJobNew, &form)
  648. return
  649. }
  650. for _, parameter := range parameters.Parameter {
  651. if parameter.Label != modelarts.TrainUrl && parameter.Label != modelarts.DataUrl {
  652. param = append(param, models.Parameter{
  653. Label: parameter.Label,
  654. Value: parameter.Value,
  655. })
  656. }
  657. }
  658. }
  659. //save param config
  660. if isSaveParam == "on" {
  661. if form.ParameterTemplateName == "" {
  662. log.Error("ParameterTemplateName is empty")
  663. trainJobNewDataPrepare(ctx)
  664. ctx.RenderWithErr("保存作业参数时,作业参数名称不能为空", tplModelArtsTrainJobNew, &form)
  665. return
  666. }
  667. _, err := modelarts.CreateTrainJobConfig(models.CreateConfigParams{
  668. ConfigName: form.ParameterTemplateName,
  669. Description: form.PrameterDescription,
  670. DataUrl: dataPath,
  671. AppUrl: codeObsPath,
  672. BootFileUrl: codeObsPath + bootFile,
  673. TrainUrl: outputObsPath,
  674. Flavor: models.Flavor{
  675. Code: flavorCode,
  676. },
  677. WorkServerNum: workServerNumber,
  678. EngineID: int64(engineID),
  679. LogUrl: logObsPath,
  680. PoolID: poolID,
  681. Parameter: param,
  682. })
  683. if err != nil {
  684. log.Error("Failed to CreateTrainJobConfig: %v", err)
  685. trainJobNewDataPrepare(ctx)
  686. ctx.RenderWithErr("保存作业参数失败:"+err.Error(), tplModelArtsTrainJobNew, &form)
  687. return
  688. }
  689. }
  690. req := &modelarts.GenerateTrainJobReq{
  691. JobName: jobName,
  692. DataUrl: dataPath,
  693. Description: description,
  694. CodeObsPath: codeObsPath,
  695. BootFileUrl: codeObsPath + bootFile,
  696. BootFile: bootFile,
  697. TrainUrl: outputObsPath,
  698. FlavorCode: flavorCode,
  699. WorkServerNumber: workServerNumber,
  700. EngineID: int64(engineID),
  701. LogUrl: logObsPath,
  702. PoolID: poolID,
  703. Uuid: uuid,
  704. Parameters: parameters.Parameter,
  705. CommitID: commitID,
  706. IsLatestVersion: isLatestVersion,
  707. BranchName: branch_name,
  708. Params: form.Params,
  709. FlavorName: FlavorName,
  710. EngineName: EngineName,
  711. VersionCount: VersionCount,
  712. TotalVersionCount: modelarts.TotalVersionCount,
  713. }
  714. //将params转换Parameters.Parameter,出错时返回给前端
  715. var Parameters modelarts.Parameters
  716. if err := json.Unmarshal([]byte(params), &Parameters); err != nil {
  717. ctx.ServerError("json.Unmarshal failed:", err)
  718. return
  719. }
  720. err = modelarts.GenerateTrainJob(ctx, req)
  721. if err != nil {
  722. log.Error("GenerateTrainJob failed:%v", err.Error())
  723. trainJobNewDataPrepare(ctx)
  724. ctx.Data["bootFile"] = form.BootFile
  725. ctx.Data["uuid"] = form.Attachment
  726. ctx.Data["datasetName"] = attach.Name
  727. ctx.Data["params"] = Parameters.Parameter
  728. ctx.Data["branch_name"] = branch_name
  729. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobNew, &form)
  730. return
  731. }
  732. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
  733. }
  734. func TrainJobCreateVersion(ctx *context.Context, form auth.CreateModelArtsTrainJobForm) {
  735. ctx.Data["PageIsTrainJob"] = true
  736. var jobID = ctx.Params(":jobid")
  737. latestTask, err := models.GetCloudbrainByJobIDAndIsLatestVersion(jobID, modelarts.IsLatestVersion)
  738. if err != nil {
  739. ctx.ServerError("GetCloudbrainByJobIDAndIsLatestVersion faild:", err)
  740. return
  741. }
  742. VersionOutputPath := modelarts.GetVersionOutputPathByTotalVersionCount(latestTask.TotalVersionCount + 1)
  743. jobName := form.JobName
  744. uuid := form.Attachment
  745. description := form.Description
  746. workServerNumber := form.WorkServerNumber
  747. engineID := form.EngineID
  748. bootFile := form.BootFile
  749. flavorCode := form.Flavor
  750. params := form.Params
  751. poolID := form.PoolID
  752. isSaveParam := form.IsSaveParam
  753. repo := ctx.Repo.Repository
  754. codeLocalPath := setting.JobPath + jobName + modelarts.CodePath
  755. codeObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.CodePath + VersionOutputPath + "/"
  756. outputObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.OutputPath + VersionOutputPath + "/"
  757. logObsPath := "/" + setting.Bucket + modelarts.JobPath + jobName + modelarts.LogPath + VersionOutputPath + "/"
  758. dataPath := "/" + setting.Bucket + "/" + setting.BasePath + path.Join(uuid[0:1], uuid[1:2]) + "/" + uuid + uuid + "/"
  759. branch_name := form.BranchName
  760. PreVersionName := form.VersionName
  761. FlavorName := form.FlavorName
  762. EngineName := form.EngineName
  763. isLatestVersion := modelarts.IsLatestVersion
  764. if err := paramCheckCreateTrainJob(form); err != nil {
  765. log.Error("paramCheckCreateTrainJob failed:(%v)", err)
  766. VersionErrorDataPrepare(ctx, form)
  767. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  768. return
  769. }
  770. // attach, err := models.GetAttachmentByUUID(uuid)
  771. // if err != nil {
  772. // log.Error("GetAttachmentByUUID(%s) failed:%v", uuid, err.Error())
  773. // return
  774. // }
  775. //todo: del the codeLocalPath
  776. _, err = ioutil.ReadDir(codeLocalPath)
  777. if err == nil {
  778. os.RemoveAll(codeLocalPath)
  779. }
  780. gitRepo, _ := git.OpenRepository(repo.RepoPath())
  781. commitID, _ := gitRepo.GetBranchCommitID(branch_name)
  782. if err := git.Clone(repo.RepoPath(), codeLocalPath, git.CloneRepoOptions{
  783. Branch: branch_name,
  784. }); err != nil {
  785. log.Error("创建任务失败,任务名称已存在!: %s (%v)", repo.FullName(), err)
  786. VersionErrorDataPrepare(ctx, form)
  787. ctx.RenderWithErr("创建任务失败,任务名称已存在!", tplModelArtsTrainJobVersionNew, &form)
  788. return
  789. }
  790. //todo: upload code (send to file_server todo this work?)
  791. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.OutputPath + VersionOutputPath + "/"); err != nil {
  792. log.Error("Failed to obsMkdir_output: %s (%v)", repo.FullName(), err)
  793. VersionErrorDataPrepare(ctx, form)
  794. ctx.RenderWithErr("Failed to obsMkdir_output", tplModelArtsTrainJobVersionNew, &form)
  795. return
  796. }
  797. if err := obsMkdir(setting.CodePathPrefix + jobName + modelarts.LogPath + VersionOutputPath + "/"); err != nil {
  798. log.Error("Failed to obsMkdir_log: %s (%v)", repo.FullName(), err)
  799. VersionErrorDataPrepare(ctx, form)
  800. ctx.RenderWithErr("Failed to obsMkdir_log", tplModelArtsTrainJobVersionNew, &form)
  801. return
  802. }
  803. parentDir := VersionOutputPath + "/"
  804. // if err := uploadCodeToObs(codeLocalPath, jobName, ""); err != nil {
  805. if err := uploadCodeToObs(codeLocalPath, jobName, parentDir); err != nil {
  806. log.Error("Failed to uploadCodeToObs: %s (%v)", repo.FullName(), err)
  807. VersionErrorDataPrepare(ctx, form)
  808. ctx.RenderWithErr("Failed to uploadCodeToObs", tplModelArtsTrainJobVersionNew, &form)
  809. return
  810. }
  811. //todo: del local code?
  812. var parameters models.Parameters
  813. param := make([]models.Parameter, 0)
  814. param = append(param, models.Parameter{
  815. Label: modelarts.TrainUrl,
  816. Value: outputObsPath,
  817. }, models.Parameter{
  818. Label: modelarts.DataUrl,
  819. Value: dataPath,
  820. })
  821. if len(params) != 0 {
  822. err := json.Unmarshal([]byte(params), &parameters)
  823. if err != nil {
  824. log.Error("Failed to Unmarshal params: %s (%v)", params, err)
  825. VersionErrorDataPrepare(ctx, form)
  826. ctx.RenderWithErr("运行参数错误", tplModelArtsTrainJobVersionNew, &form)
  827. return
  828. }
  829. for _, parameter := range parameters.Parameter {
  830. if parameter.Label != modelarts.TrainUrl && parameter.Label != modelarts.DataUrl {
  831. param = append(param, models.Parameter{
  832. Label: parameter.Label,
  833. Value: parameter.Value,
  834. })
  835. }
  836. }
  837. }
  838. //save param config
  839. if isSaveParam == "on" {
  840. if form.ParameterTemplateName == "" {
  841. log.Error("ParameterTemplateName is empty")
  842. VersionErrorDataPrepare(ctx, form)
  843. ctx.RenderWithErr("保存作业参数时,作业参数名称不能为空", tplModelArtsTrainJobVersionNew, &form)
  844. return
  845. }
  846. _, err := modelarts.CreateTrainJobConfig(models.CreateConfigParams{
  847. ConfigName: form.ParameterTemplateName,
  848. Description: form.PrameterDescription,
  849. DataUrl: dataPath,
  850. AppUrl: codeObsPath,
  851. BootFileUrl: codeObsPath + bootFile,
  852. TrainUrl: outputObsPath,
  853. Flavor: models.Flavor{
  854. Code: flavorCode,
  855. },
  856. WorkServerNum: workServerNumber,
  857. EngineID: int64(engineID),
  858. LogUrl: logObsPath,
  859. PoolID: poolID,
  860. Parameter: parameters.Parameter,
  861. })
  862. if err != nil {
  863. log.Error("Failed to CreateTrainJobConfig: %v", err)
  864. VersionErrorDataPrepare(ctx, form)
  865. ctx.RenderWithErr("保存作业参数失败:"+err.Error(), tplModelArtsTrainJobVersionNew, &form)
  866. return
  867. }
  868. }
  869. if err != nil {
  870. log.Error("getFlavorNameByEngineID(%s) failed:%v", engineID, err.Error())
  871. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  872. return
  873. }
  874. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, PreVersionName)
  875. if err != nil {
  876. log.Error("GetCloudbrainByJobIDAndVersionName(%s) failed:%v", jobID, err.Error())
  877. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  878. return
  879. }
  880. req := &modelarts.GenerateTrainJobReq{
  881. JobName: task.JobName,
  882. DataUrl: dataPath,
  883. Description: description,
  884. CodeObsPath: codeObsPath,
  885. BootFileUrl: codeObsPath + bootFile,
  886. BootFile: bootFile,
  887. TrainUrl: outputObsPath,
  888. FlavorCode: flavorCode,
  889. WorkServerNumber: workServerNumber,
  890. IsLatestVersion: isLatestVersion,
  891. EngineID: int64(engineID),
  892. LogUrl: logObsPath,
  893. PoolID: poolID,
  894. Uuid: uuid,
  895. Params: form.Params,
  896. Parameters: parameters.Parameter,
  897. PreVersionId: task.VersionID,
  898. CommitID: commitID,
  899. BranchName: branch_name,
  900. FlavorName: FlavorName,
  901. EngineName: EngineName,
  902. PreVersionName: PreVersionName,
  903. TotalVersionCount: latestTask.TotalVersionCount + 1,
  904. }
  905. err = modelarts.GenerateTrainJobVersion(ctx, req, jobID)
  906. if err != nil {
  907. log.Error("GenerateTrainJob failed:%v", err.Error())
  908. VersionErrorDataPrepare(ctx, form)
  909. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobVersionNew, &form)
  910. return
  911. }
  912. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job/" + jobID)
  913. // ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  914. }
  915. // readDir reads the directory named by dirname and returns
  916. // a list of directory entries sorted by filename.
  917. func readDir(dirname string) ([]os.FileInfo, error) {
  918. f, err := os.Open(dirname)
  919. if err != nil {
  920. return nil, err
  921. }
  922. list, err := f.Readdir(100)
  923. f.Close()
  924. if err != nil {
  925. //todo: can not upload empty folder
  926. if err == io.EOF {
  927. return nil, nil
  928. }
  929. return nil, err
  930. }
  931. //sort.Slice(list, func(i, j int) bool { return list[i].Name() < list[j].Name() })
  932. return list, nil
  933. }
  934. func uploadCodeToObs(codePath, jobName, parentDir string) error {
  935. files, err := readDir(codePath)
  936. if err != nil {
  937. log.Error("readDir(%s) failed: %s", codePath, err.Error())
  938. return err
  939. }
  940. for _, file := range files {
  941. if file.IsDir() {
  942. input := &obs.PutObjectInput{}
  943. input.Bucket = setting.Bucket
  944. input.Key = parentDir + file.Name() + "/"
  945. _, err = storage.ObsCli.PutObject(input)
  946. if err != nil {
  947. log.Error("PutObject(%s) failed: %s", input.Key, err.Error())
  948. return err
  949. }
  950. if err = uploadCodeToObs(codePath+file.Name()+"/", jobName, parentDir+file.Name()+"/"); err != nil {
  951. log.Error("uploadCodeToObs(%s) failed: %s", file.Name(), err.Error())
  952. return err
  953. }
  954. } else {
  955. input := &obs.PutFileInput{}
  956. input.Bucket = setting.Bucket
  957. input.Key = setting.CodePathPrefix + jobName + "/code/" + parentDir + file.Name()
  958. input.SourceFile = codePath + file.Name()
  959. _, err = storage.ObsCli.PutFile(input)
  960. if err != nil {
  961. log.Error("PutFile(%s) failed: %s", input.SourceFile, err.Error())
  962. return err
  963. }
  964. }
  965. }
  966. return nil
  967. }
  968. func obsMkdir(dir string) error {
  969. input := &obs.PutObjectInput{}
  970. input.Bucket = setting.Bucket
  971. input.Key = dir
  972. _, err := storage.ObsCli.PutObject(input)
  973. if err != nil {
  974. log.Error("PutObject(%s) failed: %s", input.Key, err.Error())
  975. return err
  976. }
  977. return nil
  978. }
  979. func paramCheckCreateTrainJob(form auth.CreateModelArtsTrainJobForm) error {
  980. if !strings.HasSuffix(form.BootFile, ".py") {
  981. log.Error("the boot file(%s) must be a python file", form.BootFile)
  982. return errors.New("启动文件必须是python文件")
  983. }
  984. if form.WorkServerNumber > 25 || form.WorkServerNumber < 1 {
  985. log.Error("the WorkServerNumber(%d) must be in (1,25)", form.WorkServerNumber)
  986. return errors.New("计算节点数必须在1-25之间")
  987. }
  988. return nil
  989. }
  990. func TrainJobShow(ctx *context.Context) {
  991. ctx.Data["PageIsCloudBrain"] = true
  992. var jobID = ctx.Params(":jobid")
  993. repo := ctx.Repo.Repository
  994. page := ctx.QueryInt("page")
  995. if page <= 0 {
  996. page = 1
  997. }
  998. VersionListTasks, VersionListCount, err := models.CloudbrainsVersionList(&models.CloudbrainsOptions{
  999. ListOptions: models.ListOptions{
  1000. Page: page,
  1001. PageSize: setting.UI.IssuePagingNum,
  1002. },
  1003. RepoID: repo.ID,
  1004. Type: models.TypeCloudBrainTwo,
  1005. JobType: string(models.JobTypeTrain),
  1006. JobID: jobID,
  1007. })
  1008. if err != nil {
  1009. log.Error("GetVersionListTasks(%s) failed:%v", jobID, err.Error())
  1010. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1011. return
  1012. }
  1013. //将运行参数转化为epoch_size = 3, device_target = Ascend的格式
  1014. for i, _ := range VersionListTasks {
  1015. var parameters models.Parameters
  1016. err := json.Unmarshal([]byte(VersionListTasks[i].Parameters), &parameters)
  1017. if err != nil {
  1018. log.Error("Failed to Unmarshal Parameters: %s (%v)", VersionListTasks[i].Parameters, err)
  1019. trainJobNewDataPrepare(ctx)
  1020. return
  1021. }
  1022. if len(parameters.Parameter) > 0 {
  1023. paramTemp := ""
  1024. for _, Parameter := range parameters.Parameter {
  1025. param := Parameter.Label + " = " + Parameter.Value + ", "
  1026. paramTemp = paramTemp + param
  1027. }
  1028. VersionListTasks[i].Parameters = paramTemp[:len(paramTemp)-2]
  1029. } else {
  1030. VersionListTasks[i].Parameters = ""
  1031. }
  1032. }
  1033. pager := context.NewPagination(VersionListCount, setting.UI.IssuePagingNum, page, 5)
  1034. pager.SetDefaultParams(ctx)
  1035. ctx.Data["Page"] = pager
  1036. ctx.Data["jobID"] = jobID
  1037. ctx.Data["jobName"] = VersionListTasks[0].JobName
  1038. ctx.Data["version_list_task"] = VersionListTasks
  1039. ctx.Data["version_list_count"] = VersionListCount
  1040. ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1041. }
  1042. func TrainJobGetLog(ctx *context.Context) {
  1043. ctx.Data["PageIsTrainJob"] = true
  1044. var jobID = ctx.Params(":jobid")
  1045. var logFileName = ctx.Query("file_name")
  1046. var baseLine = ctx.Query("base_line")
  1047. var order = ctx.Query("order")
  1048. if order != modelarts.OrderDesc && order != modelarts.OrderAsc {
  1049. log.Error("order(%s) check failed", order)
  1050. ctx.HTML(http.StatusBadRequest, tplModelArtsTrainJobShow)
  1051. return
  1052. }
  1053. task, err := models.GetCloudbrainByJobID(jobID)
  1054. if err != nil {
  1055. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  1056. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1057. return
  1058. }
  1059. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), baseLine, logFileName, order, modelarts.Lines)
  1060. if err != nil {
  1061. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  1062. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1063. return
  1064. }
  1065. ctx.Data["log"] = result
  1066. //ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1067. }
  1068. func trainJobGetLog(jobID string) (*models.GetTrainJobLogFileNamesResult, *models.GetTrainJobLogResult, error) {
  1069. task, err := models.GetCloudbrainByJobID(jobID)
  1070. if err != nil {
  1071. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  1072. return nil, nil, err
  1073. }
  1074. resultLogFile, err := modelarts.GetTrainJobLogFileNames(jobID, strconv.FormatInt(task.VersionID, 10))
  1075. if err != nil {
  1076. log.Error("GetTrainJobLogFileNames(%s) failed:%v", jobID, err.Error())
  1077. return nil, nil, err
  1078. }
  1079. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), "", resultLogFile.LogFileList[0], modelarts.OrderDesc, modelarts.Lines)
  1080. if err != nil {
  1081. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  1082. return nil, nil, err
  1083. }
  1084. return resultLogFile, result, err
  1085. }
  1086. func TrainJobDel(ctx *context.Context) {
  1087. var jobID = ctx.Params(":jobid")
  1088. repo := ctx.Repo.Repository
  1089. VersionListTasks, _, err := models.CloudbrainsVersionList(&models.CloudbrainsOptions{
  1090. RepoID: repo.ID,
  1091. Type: models.TypeCloudBrainTwo,
  1092. JobType: string(models.JobTypeTrain),
  1093. JobID: jobID,
  1094. })
  1095. if err != nil {
  1096. ctx.ServerError("get VersionListTasks failed", err)
  1097. return
  1098. }
  1099. //删除modelarts上的任务记录
  1100. _, err = modelarts.DelTrainJob(jobID)
  1101. if err != nil {
  1102. log.Error("DelTrainJob(%s) failed:%v", jobID, err.Error())
  1103. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobIndex, nil)
  1104. return
  1105. }
  1106. //删除数据库Cloudbrain表的记录
  1107. for _, task := range VersionListTasks {
  1108. err = models.DeleteJob(&task.Cloudbrain)
  1109. if err != nil {
  1110. ctx.ServerError("DeleteJob failed", err)
  1111. return
  1112. }
  1113. }
  1114. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
  1115. }
  1116. func TrainJobStop(ctx *context.Context) {
  1117. var jobID = ctx.Params(":jobid")
  1118. task, err := models.GetCloudbrainByJobID(jobID)
  1119. if err != nil {
  1120. log.Error("GetCloudbrainByJobID(%s) failed:%v", task.JobName, err.Error())
  1121. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobIndex, nil)
  1122. return
  1123. }
  1124. _, err = modelarts.StopTrainJob(jobID, strconv.FormatInt(task.VersionID, 10))
  1125. if err != nil {
  1126. log.Error("StopTrainJob(%s) failed:%v", task.JobName, err.Error())
  1127. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobIndex, nil)
  1128. return
  1129. }
  1130. ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
  1131. }
  1132. func canUserCreateTrainJob(uid int64) (bool, error) {
  1133. org, err := models.GetOrgByName(setting.AllowedOrg)
  1134. if err != nil {
  1135. log.Error("get allowed org failed: ", setting.AllowedOrg)
  1136. return false, err
  1137. }
  1138. return org.IsOrgMember(uid)
  1139. }
  1140. func canUserCreateTrainJobVersion(ctx *context.Context, jobID string) (bool, error) {
  1141. var versionName = "V0001"
  1142. task, err := models.GetCloudbrainByJobIDAndVersionName(jobID, versionName)
  1143. if err != nil {
  1144. return false, err
  1145. }
  1146. if ctx.User.ID == task.User.ID {
  1147. return true, nil
  1148. }
  1149. return false, err
  1150. }
  1151. func TrainJobGetConfigList(ctx *context.Context) {
  1152. ctx.Data["PageIsTrainJob"] = true
  1153. var jobID = ctx.Params(":jobid")
  1154. var logFileName = ctx.Query("file_name")
  1155. var baseLine = ctx.Query("base_line")
  1156. var order = ctx.Query("order")
  1157. if order != modelarts.OrderDesc && order != modelarts.OrderAsc {
  1158. log.Error("order(%s) check failed", order)
  1159. ctx.HTML(http.StatusBadRequest, tplModelArtsTrainJobShow)
  1160. return
  1161. }
  1162. task, err := models.GetCloudbrainByJobID(jobID)
  1163. if err != nil {
  1164. log.Error("GetCloudbrainByJobID(%s) failed:%v", jobID, err.Error())
  1165. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1166. return
  1167. }
  1168. result, err := modelarts.GetTrainJobLog(jobID, strconv.FormatInt(task.VersionID, 10), baseLine, logFileName, order, modelarts.Lines)
  1169. if err != nil {
  1170. log.Error("GetTrainJobLog(%s) failed:%v", jobID, err.Error())
  1171. ctx.RenderWithErr(err.Error(), tplModelArtsTrainJobShow, nil)
  1172. return
  1173. }
  1174. ctx.Data["log"] = result
  1175. //ctx.HTML(http.StatusOK, tplModelArtsTrainJobShow)
  1176. }
  1177. func getConfigList(perPage, page int, sortBy, order, searchContent, configType string) (*models.GetConfigListResult, error) {
  1178. var result models.GetConfigListResult
  1179. list, err := modelarts.GetConfigList(perPage, page, sortBy, order, searchContent, configType)
  1180. if err != nil {
  1181. log.Error("GetConfigList failed:", err)
  1182. return &result, err
  1183. }
  1184. for _, config := range list.ParaConfigs {
  1185. paraConfig, err := modelarts.GetParaConfig(config.ConfigName, configType)
  1186. if err != nil {
  1187. log.Error("GetParaConfig failed:", err)
  1188. return &result, err
  1189. }
  1190. config.Result = paraConfig
  1191. }
  1192. return list, nil
  1193. }