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ai_model_manage.go 11 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. if err != nil {
  112. log.Info("get TrainJobListModel failed:", err)
  113. return "", 0, err
  114. }
  115. if len(modelDbResult) == 0 {
  116. return "", 0, errors.New("cannot create model, as model is empty.")
  117. }
  118. prefix := objectkey + "/"
  119. destKeyNamePrefix := Model_prefix + models.AttachmentRelativePath(modelUUID) + "/"
  120. size, err := storage.ObsCopyManyFile(setting.Bucket, prefix, setting.Bucket, destKeyNamePrefix)
  121. dataActualPath := setting.Bucket + "/" + destKeyNamePrefix
  122. return dataActualPath, size, nil
  123. }
  124. func DeleteModel(ctx *context.Context) {
  125. log.Info("delete model start.")
  126. id := ctx.Query("ID")
  127. err := DeleteModelByID(id)
  128. if err != nil {
  129. ctx.JSON(500, err.Error())
  130. } else {
  131. ctx.JSON(200, map[string]string{
  132. "result_code": "0",
  133. })
  134. }
  135. }
  136. func DeleteModelByID(id string) error {
  137. log.Info("delete model start. id=" + id)
  138. model, err := models.QueryModelById(id)
  139. if err == nil {
  140. log.Info("bucket=" + setting.Bucket + " path=" + model.Path)
  141. if strings.HasPrefix(model.Path, setting.Bucket+"/"+Model_prefix) {
  142. err := storage.ObsRemoveObject(setting.Bucket, model.Path[len(setting.Bucket)+1:])
  143. if err != nil {
  144. log.Info("Failed to delete model. id=" + id)
  145. return err
  146. }
  147. }
  148. err = models.DeleteModelById(id)
  149. if err == nil { //find a model to change new
  150. if model.New == MODEL_LATEST {
  151. aimodels := models.QueryModelByName(model.Name, model.RepoId)
  152. if len(aimodels) > 0 {
  153. //udpate status and version count
  154. models.ModifyModelNewProperty(aimodels[0].ID, MODEL_LATEST, len(aimodels))
  155. }
  156. }
  157. }
  158. }
  159. return err
  160. }
  161. func QueryModelByParameters(repoId int64, page int) ([]*models.AiModelManage, int64, error) {
  162. return models.QueryModel(&models.AiModelQueryOptions{
  163. ListOptions: models.ListOptions{
  164. Page: page,
  165. PageSize: setting.UI.IssuePagingNum,
  166. },
  167. RepoID: repoId,
  168. Type: -1,
  169. New: MODEL_LATEST,
  170. })
  171. }
  172. func DownloadMultiModelFile(ctx *context.Context) {
  173. log.Info("DownloadMultiModelFile start.")
  174. id := ctx.Query("ID")
  175. log.Info("id=" + id)
  176. task, err := models.QueryModelById(id)
  177. if err != nil {
  178. log.Error("no such model!", err.Error())
  179. ctx.ServerError("no such model:", err)
  180. return
  181. }
  182. path := Model_prefix + models.AttachmentRelativePath(id) + "/"
  183. allFile, err := storage.GetAllObjectByBucketAndPrefix(setting.Bucket, path)
  184. if err == nil {
  185. //count++
  186. models.ModifyModelDownloadCount(id)
  187. returnFileName := task.Name + "_" + task.Version + ".zip"
  188. ctx.Resp.Header().Set("Content-Disposition", "attachment; filename="+returnFileName)
  189. ctx.Resp.Header().Set("Content-Type", "application/octet-stream")
  190. w := zip.NewWriter(ctx.Resp)
  191. defer w.Close()
  192. for _, oneFile := range allFile {
  193. if oneFile.IsDir {
  194. log.Info("zip dir name:" + oneFile.FileName)
  195. } else {
  196. log.Info("zip file name:" + oneFile.FileName)
  197. fDest, err := w.Create(oneFile.FileName)
  198. if err != nil {
  199. log.Info("create zip entry error, download file failed: %s\n", err.Error())
  200. ctx.ServerError("download file failed:", err)
  201. return
  202. }
  203. body, err := storage.ObsDownloadAFile(setting.Bucket, path+oneFile.FileName)
  204. if err != nil {
  205. log.Info("download file failed: %s\n", err.Error())
  206. ctx.ServerError("download file failed:", err)
  207. return
  208. } else {
  209. defer body.Close()
  210. p := make([]byte, 1024)
  211. var readErr error
  212. var readCount int
  213. // 读取对象内容
  214. for {
  215. readCount, readErr = body.Read(p)
  216. if readCount > 0 {
  217. fDest.Write(p[:readCount])
  218. }
  219. if readErr != nil {
  220. break
  221. }
  222. }
  223. }
  224. }
  225. }
  226. } else {
  227. log.Info("error,msg=" + err.Error())
  228. ctx.ServerError("no file to download.", err)
  229. }
  230. }
  231. func QueryTrainJobList(ctx *context.Context) {
  232. log.Info("query train job list. start.")
  233. repoId := ctx.Query("repoId")
  234. VersionListTasks, VersionListCount, err := models.CloudbrainsVersionList(&models.CloudbrainsOptions{
  235. ListOptions: models.ListOptions{
  236. Page: -1,
  237. PageSize: -1,
  238. },
  239. RepoID: repoId,
  240. Type: -1,
  241. JobType: "",
  242. JobID: "",
  243. })
  244. ctx.Json(200, VersionListTasks)
  245. }
  246. func DownloadSingleModelFile(ctx *context.Context) {
  247. log.Info("DownloadSingleModelFile start.")
  248. id := ctx.Params(":ID")
  249. parentDir := ctx.Query("parentDir")
  250. fileName := ctx.Query("fileName")
  251. path := Model_prefix + models.AttachmentRelativePath(id) + "/" + parentDir + fileName
  252. if setting.PROXYURL != "" {
  253. body, err := storage.ObsDownloadAFile(setting.Bucket, path)
  254. if err != nil {
  255. log.Info("download error.")
  256. } else {
  257. //count++
  258. models.ModifyModelDownloadCount(id)
  259. defer body.Close()
  260. ctx.Resp.Header().Set("Content-Disposition", "attachment; filename="+fileName)
  261. ctx.Resp.Header().Set("Content-Type", "application/octet-stream")
  262. p := make([]byte, 1024)
  263. var readErr error
  264. var readCount int
  265. // 读取对象内容
  266. for {
  267. readCount, readErr = body.Read(p)
  268. if readCount > 0 {
  269. ctx.Resp.Write(p[:readCount])
  270. //fmt.Printf("%s", p[:readCount])
  271. }
  272. if readErr != nil {
  273. break
  274. }
  275. }
  276. }
  277. } else {
  278. url, err := storage.GetObsCreateSignedUrlByBucketAndKey(setting.Bucket, path)
  279. if err != nil {
  280. log.Error("GetObsCreateSignedUrl failed: %v", err.Error(), ctx.Data["msgID"])
  281. ctx.ServerError("GetObsCreateSignedUrl", err)
  282. return
  283. }
  284. //count++
  285. models.ModifyModelDownloadCount(id)
  286. http.Redirect(ctx.Resp, ctx.Req.Request, url, http.StatusMovedPermanently)
  287. }
  288. }
  289. func ShowSingleModel(ctx *context.Context) {
  290. id := ctx.Params(":ID")
  291. parentDir := ctx.Query("parentDir")
  292. log.Info("Show single ModelInfo start.id=" + id)
  293. task, err := models.QueryModelById(id)
  294. if err != nil {
  295. log.Error("no such model!", err.Error())
  296. ctx.ServerError("no such model:", err)
  297. return
  298. }
  299. log.Info("bucket=" + setting.Bucket + " key=" + task.Path[len(setting.Bucket)+1:])
  300. models, err := storage.GetOneLevelAllObjectUnderDir(setting.Bucket, task.Path[len(setting.Bucket)+1:], parentDir)
  301. if err != nil {
  302. log.Info("get model list failed:", err)
  303. ctx.ServerError("GetObsListObject:", err)
  304. return
  305. } else {
  306. log.Info("get model file,size=" + fmt.Sprint(len(models)))
  307. }
  308. ctx.Data["Dirs"] = models
  309. ctx.Data["task"] = task
  310. ctx.Data["ID"] = id
  311. ctx.HTML(200, tplModelManageDownload)
  312. }
  313. func ShowOneVersionOtherModel(ctx *context.Context) {
  314. repoId := ctx.Repo.Repository.ID
  315. name := ctx.Query("name")
  316. aimodels := models.QueryModelByName(name, repoId)
  317. if len(aimodels) > 0 {
  318. ctx.JSON(200, aimodels[1:])
  319. } else {
  320. ctx.JSON(200, aimodels)
  321. }
  322. }
  323. func ShowModelPageInfo(ctx *context.Context) {
  324. log.Info("ShowModelInfo start.")
  325. page := ctx.QueryInt("page")
  326. if page <= 0 {
  327. page = 1
  328. }
  329. repoId := ctx.Repo.Repository.ID
  330. Type := -1
  331. modelResult, count, err := models.QueryModel(&models.AiModelQueryOptions{
  332. ListOptions: models.ListOptions{
  333. Page: page,
  334. PageSize: setting.UI.IssuePagingNum,
  335. },
  336. RepoID: repoId,
  337. Type: Type,
  338. New: MODEL_LATEST,
  339. })
  340. if err != nil {
  341. ctx.ServerError("Cloudbrain", err)
  342. return
  343. }
  344. pager := context.NewPagination(int(count), setting.UI.IssuePagingNum, page, 5)
  345. pager.SetDefaultParams(ctx)
  346. ctx.Data["Page"] = pager
  347. ctx.Data["PageIsCloudBrain"] = true
  348. ctx.Data["Tasks"] = modelResult
  349. ctx.HTML(200, tplModelManageIndex)
  350. }
  351. func ModifyModel(id string, description string) error {
  352. err := models.ModifyModelDescription(id, description)
  353. if err == nil {
  354. log.Info("modify success.")
  355. } else {
  356. log.Info("Failed to modify.id=" + id + " desc=" + description + " error:" + err.Error())
  357. }
  358. return err
  359. }
  360. func ModifyModelInfo(ctx *context.Context) {
  361. log.Info("delete model start.")
  362. id := ctx.Query("ID")
  363. description := ctx.Query("Description")
  364. err := ModifyModel(id, description)
  365. if err == nil {
  366. ctx.HTML(200, "success")
  367. } else {
  368. ctx.HTML(500, "Failed.")
  369. }
  370. }