Exemplo n.º 1
0
        /// <summary>
        /// 推論履歴コンテナを削除し、ステータスを変更する。
        /// </summary>
        /// <param name="inferenceHistory">対象学習履歴</param>
        /// <param name="status">変更後のステータス</param>
        /// <param name="force">他テナントに対する変更を許可するか</param>
        public async Task ExitAsync(InferenceHistory inferenceHistory, ContainerStatus status, bool force)
        {
            // コンテナの生存確認
            if (inferenceHistory.GetStatus().Exist())
            {
                var info = await clusterManagementLogic.GetContainerDetailsInfoAsync(inferenceHistory.Key, CurrentUserInfo.SelectedTenant.Name, force);

                // コンテナ削除の前に、DBの更新を先に実行
                await inferenceHistoryRepository.UpdateStatusAsync(inferenceHistory.Id, status, info.CreatedAt, DateTime.Now, force);

                // 実コンテナ削除の結果は確認せず、DBの更新を先に確定する(コンテナがいないなら、そのまま消しても問題ない想定)
                unitOfWork.Commit();

                if (info.Status.Exist())
                {
                    // 再確認してもまだ存在していたら、コンテナ削除
                    await clusterManagementLogic.DeleteContainerAsync(
                        ContainerType.Training, inferenceHistory.Key, CurrentUserInfo.SelectedTenant.Name, force);
                }
            }
            else
            {
                await inferenceHistoryRepository.UpdateStatusAsync(inferenceHistory.Id, status, force);

                // DBの更新を確定する
                unitOfWork.Commit();
            }
        }
        /// <summary>
        /// コンストラクタ
        /// </summary>
        /// <param name="history">推論履歴</param>
        public InferenceDetailsOutputModel(InferenceHistory history) : base(history)
        {
            Key      = history.Key;
            Options  = new List <KeyValuePair <string, string> >();
            GitModel = new GitCommitOutputModel()
            {
                GitId      = history.ModelGitId,
                Repository = history.ModelRepository,
                Owner      = history.ModelRepositoryOwner,
                Branch     = history.ModelBranch,
                CommitId   = history.ModelCommitId
            };
            ContainerImage = new ContainerImageOutputModel()
            {
                RegistryId   = history.ContainerRegistryId.Value,
                RegistryName = history.ContainerRegistry.Name,
                Image        = history.ContainerImage,
                Tag          = history.ContainerTag
            };
            CompletedAt = history.CompletedAt?.ToFormatedString();
            StartedAt   = history.StartedAt?.ToFormatedString();
            LogSummary  = history.LogSummary;

            if (history.ParentMaps != null && history.ParentMaps.Count > 0)
            {
                List <IndexOutputModel> parents = new List <IndexOutputModel>();
                foreach (InferenceHistoryParentMap parentMap in history.ParentMaps)
                {
                    parents.Add(new IndexOutputModel(parentMap.Parent));
                }
                Parents = parents;
            }
            if (history.ParentInferenceMaps != null && history.ParentInferenceMaps.Count > 0)
            {
                List <InferenceIndexOutputModel> parentInferences = new List <InferenceIndexOutputModel>();
                foreach (InferenceHistoryParentInferenceMap parentInferenceMap in history.ParentInferenceMaps)
                {
                    parentInferences.Add(new InferenceIndexOutputModel(parentInferenceMap.Parent));
                }
                ParentInferences = parentInferences;
            }

            Node = history.Node;

            EntryPoint = history.EntryPoint;

            Cpu       = history.Cpu;
            Memory    = history.Memory;
            Gpu       = history.Gpu;
            Partition = history.Partition;

            Zip          = history.Zip;
            LocalDataSet = history.LocalDataSet;

            foreach (var option in history.GetOptionDic())
            {
                Options.Add(new KeyValuePair <string, string>(option.Key, option.Value));
            }
        }
 public InferenceIndexOutputModel(InferenceHistory history) : base(history)
 {
     DataSet    = new DataSetApiModels.IndexOutputModel(history.DataSet);
     EntryPoint = history.EntryPoint;
     if (history.Parent != null)
     {
         ParentName = history.Parent.Name;
     }
 }
Exemplo n.º 4
0
 public InferenceSimpleOutputModel(InferenceHistory history) : base(history)
 {
     Id        = history.Id;
     DisplayId = history.DisplayId;
     Name      = history.Name;
     Memo      = history.Memo;
     Status    = history.GetStatus().ToString();
     FullName  = $"{Id}:{Name}";
     Favorite  = history.Favorite;
 }
Exemplo n.º 5
0
 /// <summary>
 /// コンストラクタ
 /// </summary>
 /// <param name="history">推論履歴</param>
 public InferenceIndexOutputModel(InferenceHistory history) : base(history)
 {
     DataSet    = new DataSetApiModels.IndexOutputModel(history.DataSet);
     EntryPoint = history.EntryPoint;
     if (history.ParentMaps != null && history.ParentMaps.Count > 0)
     {
         List <string> parentFullNameList = new List <string>();
         foreach (InferenceHistoryParentMap parentMap in history.ParentMaps)
         {
             parentFullNameList.Add($"{parentMap.Parent.Id}:{parentMap.Parent.Name}");
         }
         ParentFullNameList = parentFullNameList;
     }
 }
Exemplo n.º 6
0
        public InferenceDetailsOutputModel(InferenceHistory history) : base(history)
        {
            Key      = history.Key;
            Options  = new List <KeyValuePair <string, string> >();
            GitModel = new GitCommitOutputModel()
            {
                GitId      = history.ModelGitId,
                Repository = history.ModelRepository,
                Owner      = history.ModelRepositoryOwner,
                Branch     = history.ModelBranch,
                CommitId   = history.ModelCommitId
            };
            ContainerImage = new ContainerImageOutputModel()
            {
                RegistryId   = history.ContainerRegistryId.Value,
                RegistryName = history.ContainerRegistry.Name,
                Image        = history.ContainerImage,
                Tag          = history.ContainerTag
            };
            CompletedAt = history.CompletedAt?.ToFormatedString();
            StartedAt   = history.StartedAt?.ToFormatedString();
            LogSummary  = history.LogSummary;
            Parent      = history.Parent == null ? null : new SimpleOutputModel(history.Parent);
            Node        = history.Node;

            EntryPoint = history.EntryPoint;

            Cpu       = history.Cpu;
            Memory    = history.Memory;
            Gpu       = history.Gpu;
            Partition = history.Partition;

            Zip = history.Zip;

            foreach (var option in history.GetOptionDic())
            {
                Options.Add(new KeyValuePair <string, string>(option.Key, option.Value));
            }
        }
Exemplo n.º 7
0
        /// <summary>
        /// ノートブック履歴IDに親推論履歴IDを紐づける
        /// </summary>
        /// <param name="notebookHistory">ノートブック履歴</param>
        /// <param name="parentInference">親推論履歴</param>
        public NotebookHistoryParentInferenceMap AttachParentInferenceToNotebookAsync(NotebookHistory notebookHistory, InferenceHistory parentInference)
        {
            if (parentInference == null)
            {
                //指定がなければ何もしない
                return(null);
            }

            NotebookHistoryParentInferenceMap map = new NotebookHistoryParentInferenceMap()
            {
                NotebookHistoryId = notebookHistory.Id,
                ParentId          = parentInference.Id
            };

            AddModel(map);
            return(map);
        }
        /// <summary>
        /// 新規に画像認識の推論用コンテナを作成する。
        /// </summary>
        /// <param name="inferenceHistory">対象の推論履歴</param>
        /// <returns>作成したコンテナのステータス</returns>
        public async Task <Result <ContainerInfo, string> > RunInferenceContainerAsync(InferenceHistory inferenceHistory)
        {
            string token = await GetUserAccessTokenAsync();

            if (token == null)
            {
                //トークンがない場合、結果はnull
                return(Result <ContainerInfo, string> .CreateErrorResult("Access denied. Failed to get token to access the cluster management system."));
            }

            long gitId = inferenceHistory.ModelGitId == -1 ?
                         CurrentUserInfo.SelectedTenant.DefaultGitId.Value : inferenceHistory.ModelGitId.Value;

            var registryMap = registryLogic.GetCurrentRegistryMap(inferenceHistory.ContainerRegistryId.Value);
            var gitEndpoint = gitLogic.GetPullUrl(gitId, inferenceHistory.ModelRepository, inferenceHistory.ModelRepositoryOwner);

            if (gitEndpoint == null)
            {
                //Git情報は必須にしているので、無ければエラー
                return(Result <ContainerInfo, string> .CreateErrorResult("Git credential is not valid."));
            }

            var nodes = GetAccessibleNode();

            if (nodes == null || nodes.Count == 0)
            {
                //デプロイ可能なノードがゼロなら、エラー扱い
                return(Result <ContainerInfo, string> .CreateErrorResult("Access denied. There is no node this tenant can use."));
            }


            //コンテナを起動するために必要な設定値をインスタンス化
            var inputModel = new RunContainerInputModel()
            {
                ID              = inferenceHistory.Id,
                TenantName      = TenantName,
                LoginUser       = CurrentUserInfo.Alias, //アカウントはエイリアスから指定
                Name            = inferenceHistory.Key,
                ContainerImage  = registryMap.Registry.GetImagePath(inferenceHistory.ContainerImage, inferenceHistory.ContainerTag),
                ScriptType      = "inference",
                Cpu             = inferenceHistory.Cpu,
                Memory          = inferenceHistory.Memory,
                Gpu             = inferenceHistory.Gpu,
                KqiImage        = "kamonohashi/cli:" + versionLogic.GetVersion(),
                KqiToken        = loginLogic.GenerateToken().AccessToken,
                LogPath         = "/kqi/attach/inference_stdout_stderr_${INFERENCE_ID}.log",
                NfsVolumeMounts = new List <NfsVolumeMountModel>()
                {
                    // 結果保存するディレクトリ
                    new NfsVolumeMountModel()
                    {
                        Name       = "nfs-output",
                        MountPath  = "/kqi/output",
                        SubPath    = inferenceHistory.Id.ToString(),
                        Server     = CurrentUserInfo.SelectedTenant.Storage.NfsServer,
                        ServerPath = CurrentUserInfo.SelectedTenant.InferenceContainerOutputNfsPath,
                        ReadOnly   = false
                    },
                    // 添付ファイルを保存するディレクトリ
                    // 学習結果ディレクトリを学習完了時にzip圧縮して添付するために使用
                    new NfsVolumeMountModel()
                    {
                        Name       = "nfs-attach",
                        MountPath  = "/kqi/attach",
                        SubPath    = inferenceHistory.Id.ToString(),
                        Server     = CurrentUserInfo.SelectedTenant.Storage.NfsServer,
                        ServerPath = CurrentUserInfo.SelectedTenant.InferenceContainerAttachedNfsPath,
                        ReadOnly   = false
                    }
                },
                ContainerSharedPath = new Dictionary <string, string>()
                {
                    { "tmp", "/kqi/tmp/" },
                    { "input", "/kqi/input/" },
                    { "git", "/kqi/git/" }
                },
                EnvList = new Dictionary <string, string>()
                {
                    { "DATASET_ID", inferenceHistory.DataSetId.ToString() },
                    { "INFERENCE_ID", inferenceHistory.Id.ToString() },
                    { "PARENT_ID", inferenceHistory.ParentId?.ToString() },
                    { "MODEL_REPOSITORY", gitEndpoint.FullUrl },
                    { "MODEL_REPOSITORY_URL", gitEndpoint.Url },
                    { "MODEL_REPOSITORY_TOKEN", gitEndpoint.Token },
                    { "COMMIT_ID", inferenceHistory.ModelCommitId },
                    { "KQI_SERVER", containerOptions.WebServerUrl },
                    { "KQI_TOKEN", loginLogic.GenerateToken().AccessToken },
                    { "http_proxy", containerOptions.Proxy },
                    { "https_proxy", containerOptions.Proxy },
                    { "no_proxy", containerOptions.NoProxy },
                    { "HTTP_PROXY", containerOptions.Proxy },
                    { "HTTPS_PROXY", containerOptions.Proxy },
                    { "NO_PROXY", containerOptions.NoProxy },
                    { "COLUMNS", containerOptions.ShellColumns },
                    { "PYTHONUNBUFFERED", "true" }, // python実行時の標準出力・エラーのバッファリングをなくす
                    { "LC_ALL", "C.UTF-8" },        // python実行時のエラー回避
                    { "LANG", "C.UTF-8" }  // python実行時のエラー回避
                },
                EntryPoint = inferenceHistory.EntryPoint,

                PortMappings = new PortMappingModel[]
                {
                    new PortMappingModel()
                    {
                        Protocol = "TCP", Port = 22, TargetPort = 22, Name = "ssh"
                    },
                },
                ClusterManagerToken = token,
                RegistryTokenName   = registryMap.RegistryTokenKey,
                IsNodePort          = true
            };

            // 親を指定した場合は親の出力結果を/kqi/parentにマウント
            // 推論ジョブにおける親ジョブは学習ジョブとなるので、SubPathとServerPathの指定に注意
            if (inferenceHistory.ParentId != null)
            {
                inputModel.NfsVolumeMounts.Add(new NfsVolumeMountModel()
                {
                    Name       = "nfs-parent",
                    MountPath  = "/kqi/parent",
                    SubPath    = inferenceHistory.ParentId.ToString(),
                    Server     = CurrentUserInfo.SelectedTenant.Storage.NfsServer,
                    ServerPath = CurrentUserInfo.SelectedTenant.TrainingContainerOutputNfsPath,
                    ReadOnly   = true
                });
            }

            // ユーザの任意追加環境変数をマージする
            AddUserEnvToInputModel(inferenceHistory.OptionDic, inputModel);

            //使用できるノードを制約に追加
            inputModel.ConstraintList = new Dictionary <string, List <string> >()
            {
                { containerOptions.ContainerLabelHostName, nodes }
            };

            if (string.IsNullOrEmpty(inferenceHistory.Partition) == false)
            {
                // パーティション指定があれば追加
                inputModel.ConstraintList.Add(containerOptions.ContainerLabelPartition, new List <string> {
                    inferenceHistory.Partition
                });
            }

            var outModel = await clusterManagementService.RunContainerAsync(inputModel);

            if (outModel.IsSuccess == false)
            {
                return(Result <ContainerInfo, string> .CreateErrorResult(outModel.Error));
            }
            var port = outModel.Value.PortMappings.Find(p => p.Name == "ssh");

            return(Result <ContainerInfo, string> .CreateResult(new ContainerInfo()
            {
                Name = outModel.Value.Name,
                Status = outModel.Value.Status,
                Host = outModel.Value.Host,
                Port = port.NodePort,
                Configuration = outModel.Value.Configuration
            }));
        }
Exemplo n.º 9
0
        public async Task <IActionResult> Create([FromBody] CreateInputModel model, [FromServices] INodeRepository nodeRepository)
        {
            //データの入力チェック
            if (!ModelState.IsValid)
            {
                return(JsonBadRequest("Invalid inputs."));
            }
            //データの存在チェック
            var dataSet = await dataSetRepository.GetByIdAsync(model.DataSetId.Value);

            if (dataSet == null)
            {
                return(JsonNotFound($"DataSet ID {model.DataSetId} is not found."));
            }
            if (model.ParentId.HasValue)
            {
                var parent = await trainingHistoryRepository.GetByIdAsync(model.ParentId.Value);

                if (parent == null)
                {
                    return(JsonNotFound($"Training ID {model.ParentId.Value} is not found."));
                }
            }
            if (string.IsNullOrEmpty(model.Partition) == false)
            {
                bool existPartition = await nodeRepository.IsEnablePartitionAsync(model.Partition, true);

                if (existPartition == false)
                {
                    return(JsonNotFound($"There are no enable nodes with Partition {model.Partition}."));
                }
            }

            //同じ名前のコンテナは実行できないので、確認する
            var currentStatus = await clusterManagementLogic.GetContainerStatusAsync(model.Name, CurrentUserInfo.SelectedTenant.Name, false);

            if (currentStatus.Exist())
            {
                if (currentStatus.IsError())
                {
                    return(JsonConflict($"Failed to check cluster status. Please contact your server administrator."));
                }
                return(JsonConflict($"Container {model.Name} already exists: status {currentStatus}"));
            }

            long?  gitId    = model.GitModel.GitId ?? CurrentUserInfo.SelectedTenant.DefaultGit?.Id;
            string branch   = model.GitModel.Branch ?? "master";
            string commitId = model.GitModel.CommitId;

            //コミットIDが指定されていなければ、ブランチのHEADからコミットIDを取得する
            if (string.IsNullOrEmpty(commitId))
            {
                commitId = await gitLogic.GetCommitIdAsync(gitId.Value, model.GitModel.Repository, model.GitModel.Owner, branch);

                if (string.IsNullOrEmpty(commitId))
                {
                    //コミットIDが特定できなかったらエラー
                    return(JsonNotFound($"The branch {branch} for {gitId.Value}/{model.GitModel.Owner}/{model.GitModel.Repository} is not found."));
                }
            }

            //コンテナの実行前に、推論履歴を作成する(コンテナの実行に失敗した場合、そのステータスをユーザに表示するため)
            var inferenceHistory = new InferenceHistory()
            {
                Name                 = model.Name,
                DisplayId            = -1,
                ContainerRegistryId  = model.ContainerImage.RegistryId ?? CurrentUserInfo.SelectedTenant.DefaultRegistry?.Id,
                ContainerImage       = model.ContainerImage.Image,
                ContainerTag         = model.ContainerImage.Tag, //latestは運用上使用されていないハズなので、そのまま直接代入
                DataSetId            = model.DataSetId.Value,
                EntryPoint           = model.EntryPoint,
                ModelGitId           = gitId,
                ModelRepository      = model.GitModel.Repository,
                ModelRepositoryOwner = model.GitModel.Owner,
                ModelBranch          = branch,
                ModelCommitId        = commitId,
                OptionDic            = model.Options ?? new Dictionary <string, string>(), //オプションはnullの可能性があるので、その時は初期化
                ParentId             = model.ParentId,
                Memo                 = model.Memo,
                Cpu       = model.Cpu.Value,
                Memory    = model.Memory.Value,
                Gpu       = model.Gpu.Value,
                Partition = model.Partition,
                Status    = ContainerStatus.Running.Key
            };

            if (inferenceHistory.OptionDic.ContainsKey("")) //空文字は除外する
            {
                inferenceHistory.OptionDic.Remove("");
            }

            inferenceHistoryRepository.Add(inferenceHistory);
            if (dataSet.IsLocked == false)
            {
                dataSet.IsLocked = true;
            }
            unitOfWork.Commit();


            var result = await clusterManagementLogic.RunInferenceContainerAsync(inferenceHistory);

            if (result.IsSuccess == false)
            {
                //コンテナの起動に失敗した状態。エラーを出力して、保存した推論履歴も削除する。
                inferenceHistoryRepository.Delete(inferenceHistory);
                unitOfWork.Commit();

                return(JsonError(HttpStatusCode.ServiceUnavailable, "Failed to run training. The message bellow may be help to resolve: " + result.Error));
            }

            //結果に従い、推論結果を更新する。
            //実行には時間がかかりうるので、DBから最新の情報を取ってくる
            inferenceHistory = await inferenceHistoryRepository.GetByIdAsync(inferenceHistory.Id);

            inferenceHistory.Configuration = result.Value.Configuration;
            inferenceHistory.Status        = result.Value.Status.Key;
            unitOfWork.Commit();

            if (result.Value.Status.Succeed())
            {
                return(JsonCreated(new InferenceSimpleOutputModel(inferenceHistory)));
            }
            else
            {
                return(JsonError(HttpStatusCode.ServiceUnavailable, $"Failed to run training. Status={result.Value.Status.Name}. Please contact your server administrator."));
            }
        }
Exemplo n.º 10
0
        /// <summary>
        /// ステータスを更新して、出力モデルに変換する
        /// </summary>
        private async Task <InferenceIndexOutputModel> GetUpdatedIndexOutputModelAsync(InferenceHistory history)
        {
            var model = new InferenceIndexOutputModel(history);

            var status = history.GetStatus();

            if (status.Exist())
            {
                //推論がまだ進行中の場合、情報を更新する
                var newStatus = await clusterManagementLogic.GetContainerStatusAsync(history.Key, CurrentUserInfo.SelectedTenant.Name, false);

                if (status.Key != newStatus.Key)
                {
                    //更新があったので、変更処理
                    await inferenceHistoryRepository.UpdateStatusAsync(history.Id, newStatus, false);

                    unitOfWork.Commit();

                    model.Status = newStatus.Name;
                }
            }

            // storageへの出力値があれば取得し、modelに格納
            var outputFileName = "value.txt";   //値を読み込むファイル名
            var outputPath     = history.Id + "/" + outputFileName;
            var content        = await storageLogic.GetFileContentAsync(ResourceType.InferenceContainerOutputFiles, outputPath, outputFileName, true);

            if (content != null)
            {
                model.OutputValue = content;
            }
            return(model);
        }
Exemplo n.º 11
0
        public async Task <IActionResult> Create([FromBody] CreateInputModel model)
        {
            //データの入力チェック
            if (!ModelState.IsValid)
            {
                return(JsonBadRequest("Invalid inputs."));
            }
            //データの存在チェック
            var dataSet = await dataSetRepository.GetByIdAsync(model.DataSetId.Value);

            if (dataSet == null)
            {
                return(JsonNotFound($"DataSet ID {model.DataSetId} is not found."));
            }
            if (string.IsNullOrEmpty(model.Partition) == false)
            {
                bool existPartition = await nodeRepository.IsEnablePartitionAsync(model.Partition, true);

                if (existPartition == false)
                {
                    return(JsonNotFound($"There are no enable nodes with Partition {model.Partition}."));
                }
            }

            // 環境変数名のチェック
            if (model.Options != null && model.Options.Count > 0)
            {
                foreach (var env in model.Options)
                {
                    if (!string.IsNullOrEmpty(env.Key))
                    {
                        // フォーマットチェック
                        if (!Regex.IsMatch(env.Key, "^[-._a-zA-Z][-._a-zA-Z0-9]*$"))
                        {
                            return(JsonNotFound($"Invalid envName. Please match the format of '^[-._a-zA-Z][-._a-zA-Z0-9]*$'."));
                        }
                    }
                }
            }

            long?  gitId    = model.GitModel.GitId ?? CurrentUserInfo.SelectedTenant.DefaultGit?.Id;
            string branch   = model.GitModel.Branch ?? "master";
            string commitId = model.GitModel.CommitId;

            //コミットIDが指定されていなければ、ブランチのHEADからコミットIDを取得する
            if (string.IsNullOrEmpty(commitId))
            {
                commitId = await gitLogic.GetCommitIdAsync(gitId.Value, model.GitModel.Repository, model.GitModel.Owner, branch);

                if (string.IsNullOrEmpty(commitId))
                {
                    //コミットIDが特定できなかったらエラー
                    return(JsonNotFound($"The branch {branch} for {gitId.Value}/{model.GitModel.Owner}/{model.GitModel.Repository} is not found."));
                }
            }

            // 各リソースの超過チェック
            Tenant tenant       = tenantRepository.Get(CurrentUserInfo.SelectedTenant.Id);
            string errorMessage = clusterManagementLogic.CheckQuota(tenant, model.Cpu.Value, model.Memory.Value, model.Gpu.Value);

            if (errorMessage != null)
            {
                return(JsonBadRequest(errorMessage));
            }

            //コンテナの実行前に、推論履歴を作成する(コンテナの実行に失敗した場合、そのステータスをユーザに表示するため)
            var inferenceHistory = new InferenceHistory()
            {
                Name                 = model.Name,
                DisplayId            = -1,
                ContainerRegistryId  = model.ContainerImage.RegistryId ?? CurrentUserInfo.SelectedTenant.DefaultRegistry?.Id,
                ContainerImage       = model.ContainerImage.Image,
                ContainerTag         = model.ContainerImage.Tag, //latestは運用上使用されていないハズなので、そのまま直接代入
                DataSetId            = model.DataSetId.Value,
                EntryPoint           = model.EntryPoint,
                ModelGitId           = gitId,
                ModelRepository      = model.GitModel.Repository,
                ModelRepositoryOwner = model.GitModel.Owner,
                ModelBranch          = branch,
                ModelCommitId        = commitId,
                OptionDic            = model.Options ?? new Dictionary <string, string>(), //オプションはnullの可能性があるので、その時は初期化
                Memo                 = model.Memo,
                Cpu          = model.Cpu.Value,
                Memory       = model.Memory.Value,
                Gpu          = model.Gpu.Value,
                Partition    = model.Partition,
                Status       = ContainerStatus.Running.Key,
                Zip          = model.Zip,
                LocalDataSet = model.LocalDataSet,
            };

            if (inferenceHistory.OptionDic.ContainsKey("")) //空文字は除外する
            {
                inferenceHistory.OptionDic.Remove("");
            }
            // 親学習が指定されていれば存在チェック
            if (model.ParentIds != null)
            {
                var maps = new List <InferenceHistoryParentMap>();

                foreach (var parentId in model.ParentIds)
                {
                    var parent = await trainingHistoryRepository.GetByIdAsync(parentId);

                    if (parent == null)
                    {
                        return(JsonNotFound($"Training ID {parentId} is not found."));
                    }
                    // 推論履歴に親学習を紐づける
                    var map = inferenceHistoryRepository.AttachParentAsync(inferenceHistory, parent);
                    if (map != null)
                    {
                        maps.Add(map);
                    }
                }

                inferenceHistory.ParentMaps = maps;
            }


            // 親推論が指定されていれば存在チェック
            if (model.InferenceIds != null)
            {
                var maps = new List <InferenceHistoryParentInferenceMap>();

                foreach (var parentId in model.InferenceIds)
                {
                    var parentInference = await inferenceHistoryRepository.GetByIdAsync(parentId);

                    if (parentInference == null)
                    {
                        return(JsonNotFound($"Inference ID {parentId} is not found."));
                    }
                    // 推論履歴に親推論を紐づける
                    var map = inferenceHistoryRepository.AttachParentInferenceToInferenceAsync(inferenceHistory, parentInference);
                    if (map != null)
                    {
                        maps.Add(map);
                    }
                }
                inferenceHistory.ParentInferenceMaps = maps;
            }

            inferenceHistoryRepository.Add(inferenceHistory);
            if (dataSet.IsLocked == false)
            {
                dataSet.IsLocked = true;
            }
            unitOfWork.Commit();


            var result = await clusterManagementLogic.RunInferenceContainerAsync(inferenceHistory);

            if (result.IsSuccess == false)
            {
                //コンテナの起動に失敗した状態。エラーを出力して、保存した推論履歴も削除する。
                await dataSetLogic.ReleaseLockAsync(inferenceHistory.DataSetId);

                inferenceHistoryRepository.Delete(inferenceHistory);
                unitOfWork.Commit();

                return(JsonError(HttpStatusCode.ServiceUnavailable, "Failed to run training. The message bellow may be help to resolve: " + result.Error));
            }

            //結果に従い、推論結果を更新する。
            //実行には時間がかかりうるので、DBから最新の情報を取ってくる
            inferenceHistory = await inferenceHistoryRepository.GetByIdAsync(inferenceHistory.Id);

            inferenceHistory.Configuration = result.Value.Configuration;
            inferenceHistory.Status        = result.Value.Status.Key;
            unitOfWork.Commit();

            if (result.Value.Status.Succeed())
            {
                return(JsonCreated(new InferenceSimpleOutputModel(inferenceHistory)));
            }
            else
            {
                return(JsonError(HttpStatusCode.ServiceUnavailable, $"Failed to run training. Status={result.Value.Status.Name}. Please contact your server administrator."));
            }
        }