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ai_model_manage.go 12 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. MODEL_LATEST = 1
  22. MODEL_NOT_LATEST = 0
  23. )
  24. func saveModelByParameters(jobId string, versionName string, name string, version string, label string, description string, userId int64) error {
  25. aiTask, err := models.GetCloudbrainByJobIDAndVersionName(jobId, versionName)
  26. //aiTask, err := models.GetCloudbrainByJobID(jobId)
  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.New == MODEL_LATEST {
  42. lastNewModelId = model.ID
  43. }
  44. }
  45. }
  46. cloudType = aiTask.Type
  47. //download model zip //train type
  48. if cloudType == models.TypeCloudBrainTwo {
  49. modelPath, modelSize, err = downloadModelFromCloudBrainTwo(id, aiTask.JobName, "")
  50. if err != nil {
  51. log.Info("download model from CloudBrainTwo faild." + err.Error())
  52. return err
  53. }
  54. }
  55. accuracy := make(map[string]string)
  56. accuracy["F1"] = ""
  57. accuracy["Recall"] = ""
  58. accuracy["Accuracy"] = ""
  59. accuracy["Precision"] = ""
  60. accuracyJson, _ := json.Marshal(accuracy)
  61. log.Info("accuracyJson=" + string(accuracyJson))
  62. aiTaskJson, _ := json.Marshal(aiTask)
  63. //taskConfigInfo,err := models.GetCloudbrainByJobIDAndVersionName(jobId,aiTask.VersionName)
  64. model := &models.AiModelManage{
  65. ID: id,
  66. Version: version,
  67. VersionCount: len(aimodels) + 1,
  68. Label: label,
  69. Name: name,
  70. Description: description,
  71. New: MODEL_LATEST,
  72. Type: cloudType,
  73. Path: modelPath,
  74. Size: modelSize,
  75. AttachmentId: aiTask.Uuid,
  76. RepoId: aiTask.RepoID,
  77. UserId: userId,
  78. CodeBranch: aiTask.BranchName,
  79. CodeCommitID: aiTask.CommitID,
  80. Engine: aiTask.EngineID,
  81. TrainTaskInfo: string(aiTaskJson),
  82. Accuracy: string(accuracyJson),
  83. }
  84. models.SaveModelToDb(model)
  85. if len(lastNewModelId) > 0 {
  86. //udpate status and version count
  87. models.ModifyModelNewProperty(lastNewModelId, MODEL_NOT_LATEST, 0)
  88. }
  89. log.Info("save model end.")
  90. return nil
  91. }
  92. func SaveModel(ctx *context.Context) {
  93. log.Info("save model start.")
  94. JobId := ctx.Query("JobId")
  95. VersionName := ctx.Query("VersionName")
  96. name := ctx.Query("Name")
  97. version := ctx.Query("Version")
  98. label := ctx.Query("Label")
  99. description := ctx.Query("Description")
  100. err := saveModelByParameters(JobId, VersionName, name, version, label, description, ctx.User.ID)
  101. if err != nil {
  102. log.Info("save model error." + err.Error())
  103. ctx.Error(500, fmt.Sprintf("save model error. %v", err))
  104. return
  105. }
  106. log.Info("save model end.")
  107. }
  108. func downloadModelFromCloudBrainTwo(modelUUID string, jobName string, parentDir string) (string, int64, error) {
  109. objectkey := strings.TrimPrefix(path.Join(setting.TrainJobModelPath, jobName, setting.OutPutPath, parentDir), "/")
  110. modelDbResult, err := storage.GetOneLevelAllObjectUnderDir(setting.Bucket, objectkey, "")
  111. log.Info("bucket=" + setting.Bucket + " objectkey=" + objectkey)
  112. if err != nil {
  113. log.Info("get TrainJobListModel failed:", err)
  114. return "", 0, err
  115. }
  116. if len(modelDbResult) == 0 {
  117. return "", 0, errors.New("cannot create model, as model is empty.")
  118. }
  119. prefix := objectkey + "/"
  120. destKeyNamePrefix := Model_prefix + models.AttachmentRelativePath(modelUUID) + "/"
  121. size, err := storage.ObsCopyManyFile(setting.Bucket, prefix, setting.Bucket, destKeyNamePrefix)
  122. dataActualPath := setting.Bucket + "/" + destKeyNamePrefix
  123. return dataActualPath, size, nil
  124. }
  125. func DeleteModel(ctx *context.Context) {
  126. log.Info("delete model start.")
  127. id := ctx.Query("ID")
  128. err := DeleteModelByID(id)
  129. if err != nil {
  130. ctx.JSON(500, err.Error())
  131. } else {
  132. ctx.JSON(200, map[string]string{
  133. "result_code": "0",
  134. })
  135. }
  136. }
  137. func DeleteModelByID(id string) error {
  138. log.Info("delete model start. id=" + id)
  139. model, err := models.QueryModelById(id)
  140. if err == nil {
  141. log.Info("bucket=" + setting.Bucket + " path=" + model.Path)
  142. if strings.HasPrefix(model.Path, setting.Bucket+"/"+Model_prefix) {
  143. err := storage.ObsRemoveObject(setting.Bucket, model.Path[len(setting.Bucket)+1:])
  144. if err != nil {
  145. log.Info("Failed to delete model. id=" + id)
  146. return err
  147. }
  148. }
  149. err = models.DeleteModelById(id)
  150. if err == nil { //find a model to change new
  151. if model.New == MODEL_LATEST {
  152. aimodels := models.QueryModelByName(model.Name, model.RepoId)
  153. if len(aimodels) > 0 {
  154. //udpate status and version count
  155. models.ModifyModelNewProperty(aimodels[0].ID, MODEL_LATEST, len(aimodels))
  156. }
  157. }
  158. }
  159. }
  160. return err
  161. }
  162. func QueryModelByParameters(repoId int64, page int) ([]*models.AiModelManage, int64, error) {
  163. return models.QueryModel(&models.AiModelQueryOptions{
  164. ListOptions: models.ListOptions{
  165. Page: page,
  166. PageSize: setting.UI.IssuePagingNum,
  167. },
  168. RepoID: repoId,
  169. Type: -1,
  170. New: MODEL_LATEST,
  171. })
  172. }
  173. func DownloadMultiModelFile(ctx *context.Context) {
  174. log.Info("DownloadMultiModelFile start.")
  175. id := ctx.Query("ID")
  176. log.Info("id=" + id)
  177. task, err := models.QueryModelById(id)
  178. if err != nil {
  179. log.Error("no such model!", err.Error())
  180. ctx.ServerError("no such model:", err)
  181. return
  182. }
  183. path := Model_prefix + models.AttachmentRelativePath(id) + "/"
  184. allFile, err := storage.GetAllObjectByBucketAndPrefix(setting.Bucket, path)
  185. if err == nil {
  186. //count++
  187. models.ModifyModelDownloadCount(id)
  188. returnFileName := task.Name + "_" + task.Version + ".zip"
  189. ctx.Resp.Header().Set("Content-Disposition", "attachment; filename="+returnFileName)
  190. ctx.Resp.Header().Set("Content-Type", "application/octet-stream")
  191. w := zip.NewWriter(ctx.Resp)
  192. defer w.Close()
  193. for _, oneFile := range allFile {
  194. if oneFile.IsDir {
  195. log.Info("zip dir name:" + oneFile.FileName)
  196. } else {
  197. log.Info("zip file name:" + oneFile.FileName)
  198. fDest, err := w.Create(oneFile.FileName)
  199. if err != nil {
  200. log.Info("create zip entry error, download file failed: %s\n", err.Error())
  201. ctx.ServerError("download file failed:", err)
  202. return
  203. }
  204. body, err := storage.ObsDownloadAFile(setting.Bucket, path+oneFile.FileName)
  205. if err != nil {
  206. log.Info("download file failed: %s\n", err.Error())
  207. ctx.ServerError("download file failed:", err)
  208. return
  209. } else {
  210. defer body.Close()
  211. p := make([]byte, 1024)
  212. var readErr error
  213. var readCount int
  214. // 读取对象内容
  215. for {
  216. readCount, readErr = body.Read(p)
  217. if readCount > 0 {
  218. fDest.Write(p[:readCount])
  219. }
  220. if readErr != nil {
  221. break
  222. }
  223. }
  224. }
  225. }
  226. }
  227. } else {
  228. log.Info("error,msg=" + err.Error())
  229. ctx.ServerError("no file to download.", err)
  230. }
  231. }
  232. func QueryTrainJobVersionList(ctx *context.Context) {
  233. log.Info("query train job version list. start.")
  234. JobID := ctx.Query("JobID")
  235. VersionListTasks, count, err := models.QueryModelTrainJobVersionList(JobID)
  236. log.Info("query return count=" + fmt.Sprint(count))
  237. if err != nil {
  238. ctx.ServerError("QueryTrainJobList:", err)
  239. } else {
  240. ctx.JSON(200, VersionListTasks)
  241. }
  242. }
  243. func QueryTrainJobList(ctx *context.Context) {
  244. log.Info("query train job list. start.")
  245. repoId := ctx.QueryInt64("repoId")
  246. VersionListTasks, count, err := models.QueryModelTrainJobList(repoId)
  247. log.Info("query return count=" + fmt.Sprint(count))
  248. if err != nil {
  249. ctx.ServerError("QueryTrainJobList:", err)
  250. } else {
  251. ctx.JSON(200, VersionListTasks)
  252. }
  253. }
  254. func DownloadSingleModelFile(ctx *context.Context) {
  255. log.Info("DownloadSingleModelFile start.")
  256. id := ctx.Params(":ID")
  257. parentDir := ctx.Query("parentDir")
  258. fileName := ctx.Query("fileName")
  259. path := Model_prefix + models.AttachmentRelativePath(id) + "/" + parentDir + fileName
  260. if setting.PROXYURL != "" {
  261. body, err := storage.ObsDownloadAFile(setting.Bucket, path)
  262. if err != nil {
  263. log.Info("download error.")
  264. } else {
  265. //count++
  266. models.ModifyModelDownloadCount(id)
  267. defer body.Close()
  268. ctx.Resp.Header().Set("Content-Disposition", "attachment; filename="+fileName)
  269. ctx.Resp.Header().Set("Content-Type", "application/octet-stream")
  270. p := make([]byte, 1024)
  271. var readErr error
  272. var readCount int
  273. // 读取对象内容
  274. for {
  275. readCount, readErr = body.Read(p)
  276. if readCount > 0 {
  277. ctx.Resp.Write(p[:readCount])
  278. //fmt.Printf("%s", p[:readCount])
  279. }
  280. if readErr != nil {
  281. break
  282. }
  283. }
  284. }
  285. } else {
  286. url, err := storage.GetObsCreateSignedUrlByBucketAndKey(setting.Bucket, path)
  287. if err != nil {
  288. log.Error("GetObsCreateSignedUrl failed: %v", err.Error(), ctx.Data["msgID"])
  289. ctx.ServerError("GetObsCreateSignedUrl", err)
  290. return
  291. }
  292. //count++
  293. models.ModifyModelDownloadCount(id)
  294. http.Redirect(ctx.Resp, ctx.Req.Request, url, http.StatusMovedPermanently)
  295. }
  296. }
  297. func ShowSingleModel(ctx *context.Context) {
  298. id := ctx.Params(":ID")
  299. parentDir := ctx.Query("parentDir")
  300. log.Info("Show single ModelInfo start.id=" + id)
  301. task, err := models.QueryModelById(id)
  302. if err != nil {
  303. log.Error("no such model!", err.Error())
  304. ctx.ServerError("no such model:", err)
  305. return
  306. }
  307. log.Info("bucket=" + setting.Bucket + " key=" + task.Path[len(setting.Bucket)+1:])
  308. models, err := storage.GetOneLevelAllObjectUnderDir(setting.Bucket, task.Path[len(setting.Bucket)+1:], parentDir)
  309. if err != nil {
  310. log.Info("get model list failed:", err)
  311. ctx.ServerError("GetObsListObject:", err)
  312. return
  313. } else {
  314. log.Info("get model file,size=" + fmt.Sprint(len(models)))
  315. }
  316. ctx.Data["Dirs"] = models
  317. ctx.Data["task"] = task
  318. ctx.Data["ID"] = id
  319. ctx.HTML(200, tplModelManageDownload)
  320. }
  321. func ShowOneVersionOtherModel(ctx *context.Context) {
  322. repoId := ctx.Repo.Repository.ID
  323. name := ctx.Query("name")
  324. aimodels := models.QueryModelByName(name, repoId)
  325. if len(aimodels) > 0 {
  326. ctx.JSON(200, aimodels[1:])
  327. } else {
  328. ctx.JSON(200, aimodels)
  329. }
  330. }
  331. func ShowModelTemplate(ctx *context.Context) {
  332. ctx.HTML(200, tplModelManageIndex)
  333. }
  334. func ShowModelPageInfo(ctx *context.Context) {
  335. log.Info("ShowModelInfo start.")
  336. page := ctx.QueryInt("page")
  337. if page <= 0 {
  338. page = 1
  339. }
  340. repoId := ctx.Repo.Repository.ID
  341. Type := -1
  342. modelResult, count, err := models.QueryModel(&models.AiModelQueryOptions{
  343. ListOptions: models.ListOptions{
  344. Page: page,
  345. PageSize: setting.UI.IssuePagingNum,
  346. },
  347. RepoID: repoId,
  348. Type: Type,
  349. New: MODEL_LATEST,
  350. })
  351. if err != nil {
  352. ctx.ServerError("Cloudbrain", err)
  353. return
  354. }
  355. mapInterface := make(map[string]interface{})
  356. mapInterface["data"] = modelResult
  357. mapInterface["count"] = count
  358. ctx.JSON(http.StatusOK, mapInterface)
  359. }
  360. func ModifyModel(id string, description string) error {
  361. err := models.ModifyModelDescription(id, description)
  362. if err == nil {
  363. log.Info("modify success.")
  364. } else {
  365. log.Info("Failed to modify.id=" + id + " desc=" + description + " error:" + err.Error())
  366. }
  367. return err
  368. }
  369. func ModifyModelInfo(ctx *context.Context) {
  370. log.Info("delete model start.")
  371. id := ctx.Query("ID")
  372. description := ctx.Query("Description")
  373. err := ModifyModel(id, description)
  374. if err == nil {
  375. ctx.HTML(200, "success")
  376. } else {
  377. ctx.HTML(500, "Failed.")
  378. }
  379. }