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ai_model_manage.go 15 kB

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  1. package repo
  2. import (
  3. "archive/zip"
  4. "encoding/json"
  5. "errors"
  6. "fmt"
  7. "net/http"
  8. "path"
  9. "strings"
  10. "code.gitea.io/gitea/models"
  11. "code.gitea.io/gitea/modules/context"
  12. "code.gitea.io/gitea/modules/log"
  13. "code.gitea.io/gitea/modules/setting"
  14. "code.gitea.io/gitea/modules/storage"
  15. uuid "github.com/satori/go.uuid"
  16. )
  17. const (
  18. Model_prefix = "aimodels/"
  19. tplModelManageIndex = "repo/modelmanage/index"
  20. tplModelManageDownload = "repo/modelmanage/download"
  21. tplModelInfo = "repo/modelmanage/showinfo"
  22. MODEL_LATEST = 1
  23. MODEL_NOT_LATEST = 0
  24. )
  25. func saveModelByParameters(jobId string, versionName string, name string, version string, label string, description string, ctx *context.Context) error {
  26. aiTask, err := models.GetCloudbrainByJobIDAndVersionName(jobId, versionName)
  27. if err != nil {
  28. log.Info("query task error." + err.Error())
  29. return err
  30. }
  31. uuid := uuid.NewV4()
  32. id := uuid.String()
  33. modelPath := id
  34. var lastNewModelId string
  35. var modelSize int64
  36. cloudType := models.TypeCloudBrainTwo
  37. log.Info("find task name:" + aiTask.JobName)
  38. aimodels := models.QueryModelByName(name, aiTask.RepoID)
  39. if len(aimodels) > 0 {
  40. for _, model := range aimodels {
  41. if model.Version == version {
  42. return errors.New(ctx.Tr("repo.model.manage.create_error"))
  43. }
  44. if model.New == MODEL_LATEST {
  45. lastNewModelId = model.ID
  46. }
  47. }
  48. }
  49. cloudType = aiTask.Type
  50. //download model zip //train type
  51. if cloudType == models.TypeCloudBrainTwo {
  52. modelPath, modelSize, err = downloadModelFromCloudBrainTwo(id, aiTask.JobName, "", aiTask.TrainUrl)
  53. if err != nil {
  54. log.Info("download model from CloudBrainTwo faild." + err.Error())
  55. return err
  56. }
  57. }
  58. accuracy := make(map[string]string)
  59. accuracy["F1"] = ""
  60. accuracy["Recall"] = ""
  61. accuracy["Accuracy"] = ""
  62. accuracy["Precision"] = ""
  63. accuracyJson, _ := json.Marshal(accuracy)
  64. log.Info("accuracyJson=" + string(accuracyJson))
  65. aiTaskJson, _ := json.Marshal(aiTask)
  66. model := &models.AiModelManage{
  67. ID: id,
  68. Version: version,
  69. VersionCount: len(aimodels) + 1,
  70. Label: label,
  71. Name: name,
  72. Description: description,
  73. New: MODEL_LATEST,
  74. Type: cloudType,
  75. Path: modelPath,
  76. Size: modelSize,
  77. AttachmentId: aiTask.Uuid,
  78. RepoId: aiTask.RepoID,
  79. UserId: ctx.User.ID,
  80. UserRelAvatarLink: ctx.User.RelAvatarLink(),
  81. CodeBranch: aiTask.BranchName,
  82. CodeCommitID: aiTask.CommitID,
  83. Engine: aiTask.EngineID,
  84. TrainTaskInfo: string(aiTaskJson),
  85. Accuracy: string(accuracyJson),
  86. }
  87. err = models.SaveModelToDb(model)
  88. if err != nil {
  89. return err
  90. }
  91. if len(lastNewModelId) > 0 {
  92. //udpate status and version count
  93. models.ModifyModelNewProperty(lastNewModelId, MODEL_NOT_LATEST, 0)
  94. }
  95. log.Info("save model end.")
  96. return nil
  97. }
  98. func SaveModel(ctx *context.Context) {
  99. log.Info("save model start.")
  100. JobId := ctx.Query("JobId")
  101. VersionName := ctx.Query("VersionName")
  102. name := ctx.Query("Name")
  103. version := ctx.Query("Version")
  104. label := ctx.Query("Label")
  105. description := ctx.Query("Description")
  106. if !ctx.Repo.CanWrite(models.UnitTypeModelManage) {
  107. ctx.ServerError("No right.", errors.New(ctx.Tr("repo.model_noright")))
  108. return
  109. }
  110. if JobId == "" || VersionName == "" {
  111. ctx.Error(500, fmt.Sprintf("JobId or VersionName is null."))
  112. return
  113. }
  114. if name == "" || version == "" {
  115. ctx.Error(500, fmt.Sprintf("name or version is null."))
  116. return
  117. }
  118. err := saveModelByParameters(JobId, VersionName, name, version, label, description, ctx)
  119. if err != nil {
  120. log.Info("save model error." + err.Error())
  121. ctx.Error(500, fmt.Sprintf("save model error. %v", err))
  122. return
  123. }
  124. log.Info("save model end.")
  125. }
  126. func downloadModelFromCloudBrainTwo(modelUUID string, jobName string, parentDir string, trainUrl string) (string, int64, error) {
  127. objectkey := strings.TrimPrefix(path.Join(setting.TrainJobModelPath, jobName, setting.OutPutPath, parentDir), "/")
  128. if trainUrl != "" {
  129. objectkey = strings.Trim(trainUrl[len(setting.Bucket)+1:], "/")
  130. }
  131. modelDbResult, err := storage.GetOneLevelAllObjectUnderDir(setting.Bucket, objectkey, "")
  132. log.Info("bucket=" + setting.Bucket + " objectkey=" + objectkey)
  133. if err != nil {
  134. log.Info("get TrainJobListModel failed:", err)
  135. return "", 0, err
  136. }
  137. if len(modelDbResult) == 0 {
  138. return "", 0, errors.New("cannot create model, as model is empty.")
  139. }
  140. prefix := objectkey + "/"
  141. destKeyNamePrefix := Model_prefix + models.AttachmentRelativePath(modelUUID) + "/"
  142. size, err := storage.ObsCopyManyFile(setting.Bucket, prefix, setting.Bucket, destKeyNamePrefix)
  143. dataActualPath := setting.Bucket + "/" + destKeyNamePrefix
  144. return dataActualPath, size, nil
  145. }
  146. func DeleteModel(ctx *context.Context) {
  147. log.Info("delete model start.")
  148. id := ctx.Query("ID")
  149. err := deleteModelByID(ctx, id)
  150. if err != nil {
  151. ctx.JSON(500, err.Error())
  152. } else {
  153. ctx.JSON(200, map[string]string{
  154. "result_code": "0",
  155. })
  156. }
  157. }
  158. func isCanDeleteOrDownload(ctx *context.Context, model *models.AiModelManage) bool {
  159. if ctx.User.IsAdmin || ctx.User.ID == model.UserId {
  160. return true
  161. }
  162. if ctx.Repo.IsOwner() {
  163. return true
  164. }
  165. return false
  166. }
  167. func deleteModelByID(ctx *context.Context, id string) error {
  168. log.Info("delete model start. id=" + id)
  169. model, err := models.QueryModelById(id)
  170. if !isCanDeleteOrDownload(ctx, model) {
  171. return errors.New(ctx.Tr("repo.model_noright"))
  172. }
  173. if err == nil {
  174. log.Info("bucket=" + setting.Bucket + " path=" + model.Path)
  175. if strings.HasPrefix(model.Path, setting.Bucket+"/"+Model_prefix) {
  176. err := storage.ObsRemoveObject(setting.Bucket, model.Path[len(setting.Bucket)+1:])
  177. if err != nil {
  178. log.Info("Failed to delete model. id=" + id)
  179. return err
  180. }
  181. }
  182. err = models.DeleteModelById(id)
  183. if err == nil { //find a model to change new
  184. aimodels := models.QueryModelByName(model.Name, model.RepoId)
  185. if model.New == MODEL_LATEST {
  186. if len(aimodels) > 0 {
  187. //udpate status and version count
  188. models.ModifyModelNewProperty(aimodels[0].ID, MODEL_LATEST, len(aimodels))
  189. }
  190. } else {
  191. for _, tmpModel := range aimodels {
  192. if tmpModel.New == MODEL_LATEST {
  193. models.ModifyModelNewProperty(tmpModel.ID, MODEL_LATEST, len(aimodels))
  194. break
  195. }
  196. }
  197. }
  198. }
  199. }
  200. return err
  201. }
  202. func QueryModelByParameters(repoId int64, page int) ([]*models.AiModelManage, int64, error) {
  203. return models.QueryModel(&models.AiModelQueryOptions{
  204. ListOptions: models.ListOptions{
  205. Page: page,
  206. PageSize: setting.UI.IssuePagingNum,
  207. },
  208. RepoID: repoId,
  209. Type: -1,
  210. New: MODEL_LATEST,
  211. })
  212. }
  213. func DownloadMultiModelFile(ctx *context.Context) {
  214. log.Info("DownloadMultiModelFile start.")
  215. id := ctx.Query("ID")
  216. log.Info("id=" + id)
  217. task, err := models.QueryModelById(id)
  218. if err != nil {
  219. log.Error("no such model!", err.Error())
  220. ctx.ServerError("no such model:", err)
  221. return
  222. }
  223. if !isCanDeleteOrDownload(ctx, task) {
  224. ctx.ServerError("no right.", errors.New(ctx.Tr("repo.model_noright")))
  225. return
  226. }
  227. path := Model_prefix + models.AttachmentRelativePath(id) + "/"
  228. allFile, err := storage.GetAllObjectByBucketAndPrefix(setting.Bucket, path)
  229. if err == nil {
  230. //count++
  231. models.ModifyModelDownloadCount(id)
  232. returnFileName := task.Name + "_" + task.Version + ".zip"
  233. ctx.Resp.Header().Set("Content-Disposition", "attachment; filename="+returnFileName)
  234. ctx.Resp.Header().Set("Content-Type", "application/octet-stream")
  235. w := zip.NewWriter(ctx.Resp)
  236. defer w.Close()
  237. for _, oneFile := range allFile {
  238. if oneFile.IsDir {
  239. log.Info("zip dir name:" + oneFile.FileName)
  240. } else {
  241. log.Info("zip file name:" + oneFile.FileName)
  242. fDest, err := w.Create(oneFile.FileName)
  243. if err != nil {
  244. log.Info("create zip entry error, download file failed: %s\n", err.Error())
  245. ctx.ServerError("download file failed:", err)
  246. return
  247. }
  248. body, err := storage.ObsDownloadAFile(setting.Bucket, path+oneFile.FileName)
  249. if err != nil {
  250. log.Info("download file failed: %s\n", err.Error())
  251. ctx.ServerError("download file failed:", err)
  252. return
  253. } else {
  254. defer body.Close()
  255. p := make([]byte, 1024)
  256. var readErr error
  257. var readCount int
  258. // 读取对象内容
  259. for {
  260. readCount, readErr = body.Read(p)
  261. if readCount > 0 {
  262. fDest.Write(p[:readCount])
  263. }
  264. if readErr != nil {
  265. break
  266. }
  267. }
  268. }
  269. }
  270. }
  271. } else {
  272. log.Info("error,msg=" + err.Error())
  273. ctx.ServerError("no file to download.", err)
  274. }
  275. }
  276. func QueryTrainJobVersionList(ctx *context.Context) {
  277. log.Info("query train job version list. start.")
  278. JobID := ctx.Query("JobID")
  279. VersionListTasks, count, err := models.QueryModelTrainJobVersionList(JobID)
  280. log.Info("query return count=" + fmt.Sprint(count))
  281. if err != nil {
  282. ctx.ServerError("QueryTrainJobList:", err)
  283. } else {
  284. ctx.JSON(200, VersionListTasks)
  285. }
  286. }
  287. func QueryTrainJobList(ctx *context.Context) {
  288. log.Info("query train job list. start.")
  289. repoId := ctx.QueryInt64("repoId")
  290. VersionListTasks, count, err := models.QueryModelTrainJobList(repoId)
  291. log.Info("query return count=" + fmt.Sprint(count))
  292. if err != nil {
  293. ctx.ServerError("QueryTrainJobList:", err)
  294. } else {
  295. ctx.JSON(200, VersionListTasks)
  296. }
  297. }
  298. func DownloadSingleModelFile(ctx *context.Context) {
  299. log.Info("DownloadSingleModelFile start.")
  300. id := ctx.Params(":ID")
  301. parentDir := ctx.Query("parentDir")
  302. fileName := ctx.Query("fileName")
  303. path := Model_prefix + models.AttachmentRelativePath(id) + "/" + parentDir + fileName
  304. if setting.PROXYURL != "" {
  305. body, err := storage.ObsDownloadAFile(setting.Bucket, path)
  306. if err != nil {
  307. log.Info("download error.")
  308. } else {
  309. //count++
  310. models.ModifyModelDownloadCount(id)
  311. defer body.Close()
  312. ctx.Resp.Header().Set("Content-Disposition", "attachment; filename="+fileName)
  313. ctx.Resp.Header().Set("Content-Type", "application/octet-stream")
  314. p := make([]byte, 1024)
  315. var readErr error
  316. var readCount int
  317. // 读取对象内容
  318. for {
  319. readCount, readErr = body.Read(p)
  320. if readCount > 0 {
  321. ctx.Resp.Write(p[:readCount])
  322. //fmt.Printf("%s", p[:readCount])
  323. }
  324. if readErr != nil {
  325. break
  326. }
  327. }
  328. }
  329. } else {
  330. url, err := storage.GetObsCreateSignedUrlByBucketAndKey(setting.Bucket, path)
  331. if err != nil {
  332. log.Error("GetObsCreateSignedUrl failed: %v", err.Error(), ctx.Data["msgID"])
  333. ctx.ServerError("GetObsCreateSignedUrl", err)
  334. return
  335. }
  336. //count++
  337. models.ModifyModelDownloadCount(id)
  338. http.Redirect(ctx.Resp, ctx.Req.Request, url, http.StatusMovedPermanently)
  339. }
  340. }
  341. func ShowModelInfo(ctx *context.Context) {
  342. ctx.Data["ID"] = ctx.Query("ID")
  343. ctx.Data["name"] = ctx.Query("name")
  344. ctx.Data["isModelManage"] = true
  345. ctx.HTML(200, tplModelInfo)
  346. }
  347. func ShowSingleModel(ctx *context.Context) {
  348. name := ctx.Query("name")
  349. log.Info("Show single ModelInfo start.name=" + name)
  350. models := models.QueryModelByName(name, ctx.Repo.Repository.ID)
  351. ctx.JSON(http.StatusOK, models)
  352. }
  353. func queryUserName(intSlice []int64) map[int64]string {
  354. keys := make(map[int64]string)
  355. uniqueElements := []int64{}
  356. for _, entry := range intSlice {
  357. if _, value := keys[entry]; !value {
  358. keys[entry] = ""
  359. uniqueElements = append(uniqueElements, entry)
  360. }
  361. }
  362. userNames, err := models.GetUserNamesByIDs(uniqueElements)
  363. if err == nil {
  364. for i, userName := range userNames {
  365. keys[uniqueElements[i]] = userName
  366. }
  367. }
  368. return keys
  369. }
  370. func ShowOneVersionOtherModel(ctx *context.Context) {
  371. repoId := ctx.Repo.Repository.ID
  372. name := ctx.Query("name")
  373. aimodels := models.QueryModelByName(name, repoId)
  374. userIds := make([]int64, len(aimodels))
  375. for i, model := range aimodels {
  376. log.Info("model=" + model.Name)
  377. log.Info("model.UserId=" + fmt.Sprint(model.UserId))
  378. model.IsCanOper = isOper(ctx, model.UserId)
  379. userIds[i] = model.UserId
  380. }
  381. userNameMap := queryUserName(userIds)
  382. for _, model := range aimodels {
  383. model.UserName = userNameMap[model.UserId]
  384. }
  385. if len(aimodels) > 0 {
  386. ctx.JSON(200, aimodels[1:])
  387. } else {
  388. ctx.JSON(200, aimodels)
  389. }
  390. }
  391. func ShowModelTemplate(ctx *context.Context) {
  392. ctx.Data["isModelManage"] = true
  393. ctx.HTML(200, tplModelManageIndex)
  394. }
  395. func isQueryRight(ctx *context.Context) bool {
  396. if ctx.Repo.Repository.IsPrivate {
  397. if ctx.Repo.CanRead(models.UnitTypeModelManage) || ctx.User.IsAdmin || ctx.Repo.IsAdmin() || ctx.Repo.IsOwner() {
  398. return true
  399. }
  400. return false
  401. } else {
  402. return true
  403. }
  404. }
  405. func isOper(ctx *context.Context, modelUserId int64) bool {
  406. if ctx.User == nil {
  407. return false
  408. }
  409. if ctx.User.IsAdmin || ctx.Repo.IsOwner() || ctx.User.ID == modelUserId {
  410. return true
  411. }
  412. return false
  413. }
  414. func ShowModelPageInfo(ctx *context.Context) {
  415. log.Info("ShowModelInfo start.")
  416. if !isQueryRight(ctx) {
  417. ctx.ServerError("no right.", errors.New(ctx.Tr("repo.model_noright")))
  418. return
  419. }
  420. page := ctx.QueryInt("page")
  421. if page <= 0 {
  422. page = 1
  423. }
  424. repoId := ctx.Repo.Repository.ID
  425. Type := -1
  426. modelResult, count, err := models.QueryModel(&models.AiModelQueryOptions{
  427. ListOptions: models.ListOptions{
  428. Page: page,
  429. PageSize: setting.UI.IssuePagingNum,
  430. },
  431. RepoID: repoId,
  432. Type: Type,
  433. New: MODEL_LATEST,
  434. })
  435. if err != nil {
  436. ctx.ServerError("Cloudbrain", err)
  437. return
  438. }
  439. userIds := make([]int64, len(modelResult))
  440. for i, model := range modelResult {
  441. log.Info("model=" + model.Name)
  442. log.Info("model.UserId=" + fmt.Sprint(model.UserId))
  443. model.IsCanOper = isOper(ctx, model.UserId)
  444. userIds[i] = model.UserId
  445. }
  446. userNameMap := queryUserName(userIds)
  447. for _, model := range modelResult {
  448. model.UserName = userNameMap[model.UserId]
  449. }
  450. mapInterface := make(map[string]interface{})
  451. mapInterface["data"] = modelResult
  452. mapInterface["count"] = count
  453. ctx.JSON(http.StatusOK, mapInterface)
  454. }
  455. func ModifyModel(id string, description string) error {
  456. err := models.ModifyModelDescription(id, description)
  457. if err == nil {
  458. log.Info("modify success.")
  459. } else {
  460. log.Info("Failed to modify.id=" + id + " desc=" + description + " error:" + err.Error())
  461. }
  462. return err
  463. }
  464. func ModifyModelInfo(ctx *context.Context) {
  465. log.Info("modify model start.")
  466. id := ctx.Query("ID")
  467. description := ctx.Query("Description")
  468. task, err := models.QueryModelById(id)
  469. if err != nil {
  470. log.Error("no such model!", err.Error())
  471. ctx.ServerError("no such model:", err)
  472. return
  473. }
  474. if !isCanDeleteOrDownload(ctx, task) {
  475. ctx.ServerError("no right.", errors.New(ctx.Tr("repo.model_noright")))
  476. return
  477. }
  478. err = ModifyModel(id, description)
  479. if err != nil {
  480. log.Info("modify error," + err.Error())
  481. ctx.ServerError("error.", err)
  482. } else {
  483. ctx.JSON(200, "success")
  484. }
  485. }