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sagemaker_search

Finds Amazon SageMaker resources that match a search query

Description

Finds Amazon SageMaker resources that match a search query. Matching resources are returned as a list of SearchRecord objects in the response. You can sort the search results by any resource property in a ascending or descending order.

You can query against the following value types: numeric, text, Boolean, and timestamp.

Usage

sagemaker_search(Resource, SearchExpression, SortBy, SortOrder,
  NextToken, MaxResults)

Arguments

Resource

[required] The name of the Amazon SageMaker resource to search for.
SearchExpression

A Boolean conditional statement. Resources must satisfy this condition to be included in search results. You must provide at least one subexpression, filter, or nested filter. The maximum number of recursive SubExpressions, NestedFilters, and Filters that can be included in a SearchExpression object is 50.
SortBy

The name of the resource property used to sort the SearchResults. The default is LastModifiedTime.
SortOrder

How SearchResults are ordered. Valid values are Ascending or Descending. The default is Descending.
NextToken

If more than MaxResults resources match the specified SearchExpression, the response includes a NextToken. The NextToken can be passed to the next SearchRequest to continue retrieving results.
MaxResults

The maximum number of results to return.

Value

A list with the following syntax:

list(
  Results = list(
    list(
      TrainingJob = list(
        TrainingJobName = "string",
        TrainingJobArn = "string",
        TuningJobArn = "string",
        LabelingJobArn = "string",
        AutoMLJobArn = "string",
        ModelArtifacts = list(
          S3ModelArtifacts = "string"
        ),
        TrainingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
        SecondaryStatus = "Starting"|"LaunchingMLInstances"|"PreparingTrainingStack"|"Downloading"|"DownloadingTrainingImage"|"Training"|"Uploading"|"Stopping"|"Stopped"|"MaxRuntimeExceeded"|"Completed"|"Failed"|"Interrupted"|"MaxWaitTimeExceeded"|"Updating",
        FailureReason = "string",
        HyperParameters = list(
          "string"
        ),
        AlgorithmSpecification = list(
          TrainingImage = "string",
          AlgorithmName = "string",
          TrainingInputMode = "Pipe"|"File",
          MetricDefinitions = list(
            list(
              Name = "string",
              Regex = "string"
            )
          ),
          EnableSageMakerMetricsTimeSeries = TRUE|FALSE
        ),
        RoleArn = "string",
        InputDataConfig = list(
          list(
            ChannelName = "string",
            DataSource = list(
              S3DataSource = list(
                S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                S3Uri = "string",
                S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                AttributeNames = list(
                  "string"
                )
              ),
              FileSystemDataSource = list(
                FileSystemId = "string",
                FileSystemAccessMode = "rw"|"ro",
                FileSystemType = "EFS"|"FSxLustre",
                DirectoryPath = "string"
              )
            ),
            ContentType = "string",
            CompressionType = "None"|"Gzip",
            RecordWrapperType = "None"|"RecordIO",
            InputMode = "Pipe"|"File",
            ShuffleConfig = list(
              Seed = 123
            )
          )
        ),
        OutputDataConfig = list(
          KmsKeyId = "string",
          S3OutputPath = "string"
        ),
        ResourceConfig = list(
          InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge",
          InstanceCount = 123,
          VolumeSizeInGB = 123,
          VolumeKmsKeyId = "string"
        ),
        VpcConfig = list(
          SecurityGroupIds = list(
            "string"
          ),
          Subnets = list(
            "string"
          )
        ),
        StoppingCondition = list(
          MaxRuntimeInSeconds = 123,
          MaxWaitTimeInSeconds = 123
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        TrainingStartTime = as.POSIXct(
          "2015-01-01"
        ),
        TrainingEndTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        SecondaryStatusTransitions = list(
          list(
            Status = "Starting"|"LaunchingMLInstances"|"PreparingTrainingStack"|"Downloading"|"DownloadingTrainingImage"|"Training"|"Uploading"|"Stopping"|"Stopped"|"MaxRuntimeExceeded"|"Completed"|"Failed"|"Interrupted"|"MaxWaitTimeExceeded"|"Updating",
            StartTime = as.POSIXct(
              "2015-01-01"
            ),
            EndTime = as.POSIXct(
              "2015-01-01"
            ),
            StatusMessage = "string"
          )
        ),
        FinalMetricDataList = list(
          list(
            MetricName = "string",
            Value = 123.0,
            Timestamp = as.POSIXct(
              "2015-01-01"
            )
          )
        ),
        EnableNetworkIsolation = TRUE|FALSE,
        EnableInterContainerTrafficEncryption = TRUE|FALSE,
        EnableManagedSpotTraining = TRUE|FALSE,
        CheckpointConfig = list(
          S3Uri = "string",
          LocalPath = "string"
        ),
        TrainingTimeInSeconds = 123,
        BillableTimeInSeconds = 123,
        DebugHookConfig = list(
          LocalPath = "string",
          S3OutputPath = "string",
          HookParameters = list(
            "string"
          ),
          CollectionConfigurations = list(
            list(
              CollectionName = "string",
              CollectionParameters = list(
                "string"
              )
            )
          )
        ),
        ExperimentConfig = list(
          ExperimentName = "string",
          TrialName = "string",
          TrialComponentDisplayName = "string"
        ),
        DebugRuleConfigurations = list(
          list(
            RuleConfigurationName = "string",
            LocalPath = "string",
            S3OutputPath = "string",
            RuleEvaluatorImage = "string",
            InstanceType = "ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
            VolumeSizeInGB = 123,
            RuleParameters = list(
              "string"
            )
          )
        ),
        TensorBoardOutputConfig = list(
          LocalPath = "string",
          S3OutputPath = "string"
        ),
        DebugRuleEvaluationStatuses = list(
          list(
            RuleConfigurationName = "string",
            RuleEvaluationJobArn = "string",
            RuleEvaluationStatus = "InProgress"|"NoIssuesFound"|"IssuesFound"|"Error"|"Stopping"|"Stopped",
            StatusDetails = "string",
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            )
          )
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      Experiment = list(
        ExperimentName = "string",
        ExperimentArn = "string",
        DisplayName = "string",
        Source = list(
          SourceArn = "string",
          SourceType = "string"
        ),
        Description = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      Trial = list(
        TrialName = "string",
        TrialArn = "string",
        DisplayName = "string",
        ExperimentName = "string",
        Source = list(
          SourceArn = "string",
          SourceType = "string"
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        MetadataProperties = list(
          CommitId = "string",
          Repository = "string",
          GeneratedBy = "string",
          ProjectId = "string"
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        ),
        TrialComponentSummaries = list(
          list(
            TrialComponentName = "string",
            TrialComponentArn = "string",
            TrialComponentSource = list(
              SourceArn = "string",
              SourceType = "string"
            ),
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            CreatedBy = list(
              UserProfileArn = "string",
              UserProfileName = "string",
              DomainId = "string"
            )
          )
        )
      ),
      TrialComponent = list(
        TrialComponentName = "string",
        DisplayName = "string",
        TrialComponentArn = "string",
        Source = list(
          SourceArn = "string",
          SourceType = "string"
        ),
        Status = list(
          PrimaryStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
          Message = "string"
        ),
        StartTime = as.POSIXct(
          "2015-01-01"
        ),
        EndTime = as.POSIXct(
          "2015-01-01"
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        Parameters = list(
          list(
            StringValue = "string",
            NumberValue = 123.0
          )
        ),
        InputArtifacts = list(
          list(
            MediaType = "string",
            Value = "string"
          )
        ),
        OutputArtifacts = list(
          list(
            MediaType = "string",
            Value = "string"
          )
        ),
        Metrics = list(
          list(
            MetricName = "string",
            SourceArn = "string",
            TimeStamp = as.POSIXct(
              "2015-01-01"
            ),
            Max = 123.0,
            Min = 123.0,
            Last = 123.0,
            Count = 123,
            Avg = 123.0,
            StdDev = 123.0
          )
        ),
        MetadataProperties = list(
          CommitId = "string",
          Repository = "string",
          GeneratedBy = "string",
          ProjectId = "string"
        ),
        SourceDetail = list(
          SourceArn = "string",
          TrainingJob = list(
            TrainingJobName = "string",
            TrainingJobArn = "string",
            TuningJobArn = "string",
            LabelingJobArn = "string",
            AutoMLJobArn = "string",
            ModelArtifacts = list(
              S3ModelArtifacts = "string"
            ),
            TrainingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
            SecondaryStatus = "Starting"|"LaunchingMLInstances"|"PreparingTrainingStack"|"Downloading"|"DownloadingTrainingImage"|"Training"|"Uploading"|"Stopping"|"Stopped"|"MaxRuntimeExceeded"|"Completed"|"Failed"|"Interrupted"|"MaxWaitTimeExceeded"|"Updating",
            FailureReason = "string",
            HyperParameters = list(
              "string"
            ),
            AlgorithmSpecification = list(
              TrainingImage = "string",
              AlgorithmName = "string",
              TrainingInputMode = "Pipe"|"File",
              MetricDefinitions = list(
                list(
                  Name = "string",
                  Regex = "string"
                )
              ),
              EnableSageMakerMetricsTimeSeries = TRUE|FALSE
            ),
            RoleArn = "string",
            InputDataConfig = list(
              list(
                ChannelName = "string",
                DataSource = list(
                  S3DataSource = list(
                    S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                    S3Uri = "string",
                    S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                    AttributeNames = list(
                      "string"
                    )
                  ),
                  FileSystemDataSource = list(
                    FileSystemId = "string",
                    FileSystemAccessMode = "rw"|"ro",
                    FileSystemType = "EFS"|"FSxLustre",
                    DirectoryPath = "string"
                  )
                ),
                ContentType = "string",
                CompressionType = "None"|"Gzip",
                RecordWrapperType = "None"|"RecordIO",
                InputMode = "Pipe"|"File",
                ShuffleConfig = list(
                  Seed = 123
                )
              )
            ),
            OutputDataConfig = list(
              KmsKeyId = "string",
              S3OutputPath = "string"
            ),
            ResourceConfig = list(
              InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.p3dn.24xlarge"|"ml.p4d.24xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5n.xlarge"|"ml.c5n.2xlarge"|"ml.c5n.4xlarge"|"ml.c5n.9xlarge"|"ml.c5n.18xlarge",
              InstanceCount = 123,
              VolumeSizeInGB = 123,
              VolumeKmsKeyId = "string"
            ),
            VpcConfig = list(
              SecurityGroupIds = list(
                "string"
              ),
              Subnets = list(
                "string"
              )
            ),
            StoppingCondition = list(
              MaxRuntimeInSeconds = 123,
              MaxWaitTimeInSeconds = 123
            ),
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            TrainingStartTime = as.POSIXct(
              "2015-01-01"
            ),
            TrainingEndTime = as.POSIXct(
              "2015-01-01"
            ),
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            ),
            SecondaryStatusTransitions = list(
              list(
                Status = "Starting"|"LaunchingMLInstances"|"PreparingTrainingStack"|"Downloading"|"DownloadingTrainingImage"|"Training"|"Uploading"|"Stopping"|"Stopped"|"MaxRuntimeExceeded"|"Completed"|"Failed"|"Interrupted"|"MaxWaitTimeExceeded"|"Updating",
                StartTime = as.POSIXct(
                  "2015-01-01"
                ),
                EndTime = as.POSIXct(
                  "2015-01-01"
                ),
                StatusMessage = "string"
              )
            ),
            FinalMetricDataList = list(
              list(
                MetricName = "string",
                Value = 123.0,
                Timestamp = as.POSIXct(
                  "2015-01-01"
                )
              )
            ),
            EnableNetworkIsolation = TRUE|FALSE,
            EnableInterContainerTrafficEncryption = TRUE|FALSE,
            EnableManagedSpotTraining = TRUE|FALSE,
            CheckpointConfig = list(
              S3Uri = "string",
              LocalPath = "string"
            ),
            TrainingTimeInSeconds = 123,
            BillableTimeInSeconds = 123,
            DebugHookConfig = list(
              LocalPath = "string",
              S3OutputPath = "string",
              HookParameters = list(
                "string"
              ),
              CollectionConfigurations = list(
                list(
                  CollectionName = "string",
                  CollectionParameters = list(
                    "string"
                  )
                )
              )
            ),
            ExperimentConfig = list(
              ExperimentName = "string",
              TrialName = "string",
              TrialComponentDisplayName = "string"
            ),
            DebugRuleConfigurations = list(
              list(
                RuleConfigurationName = "string",
                LocalPath = "string",
                S3OutputPath = "string",
                RuleEvaluatorImage = "string",
                InstanceType = "ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
                VolumeSizeInGB = 123,
                RuleParameters = list(
                  "string"
                )
              )
            ),
            TensorBoardOutputConfig = list(
              LocalPath = "string",
              S3OutputPath = "string"
            ),
            DebugRuleEvaluationStatuses = list(
              list(
                RuleConfigurationName = "string",
                RuleEvaluationJobArn = "string",
                RuleEvaluationStatus = "InProgress"|"NoIssuesFound"|"IssuesFound"|"Error"|"Stopping"|"Stopped",
                StatusDetails = "string",
                LastModifiedTime = as.POSIXct(
                  "2015-01-01"
                )
              )
            ),
            Tags = list(
              list(
                Key = "string",
                Value = "string"
              )
            )
          ),
          ProcessingJob = list(
            ProcessingInputs = list(
              list(
                InputName = "string",
                AppManaged = TRUE|FALSE,
                S3Input = list(
                  S3Uri = "string",
                  LocalPath = "string",
                  S3DataType = "ManifestFile"|"S3Prefix",
                  S3InputMode = "Pipe"|"File",
                  S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                  S3CompressionType = "None"|"Gzip"
                ),
                DatasetDefinition = list(
                  AthenaDatasetDefinition = list(
                    Catalog = "string",
                    Database = "string",
                    QueryString = "string",
                    WorkGroup = "string",
                    OutputS3Uri = "string",
                    KmsKeyId = "string",
                    OutputFormat = "PARQUET"|"ORC"|"AVRO"|"JSON"|"TEXTFILE",
                    OutputCompression = "GZIP"|"SNAPPY"|"ZLIB"
                  ),
                  RedshiftDatasetDefinition = list(
                    ClusterId = "string",
                    Database = "string",
                    DbUser = "string",
                    QueryString = "string",
                    ClusterRoleArn = "string",
                    OutputS3Uri = "string",
                    KmsKeyId = "string",
                    OutputFormat = "PARQUET"|"CSV",
                    OutputCompression = "None"|"GZIP"|"BZIP2"|"ZSTD"|"SNAPPY"
                  ),
                  LocalPath = "string",
                  DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                  InputMode = "Pipe"|"File"
                )
              )
            ),
            ProcessingOutputConfig = list(
              Outputs = list(
                list(
                  OutputName = "string",
                  S3Output = list(
                    S3Uri = "string",
                    LocalPath = "string",
                    S3UploadMode = "Continuous"|"EndOfJob"
                  ),
                  FeatureStoreOutput = list(
                    FeatureGroupName = "string"
                  ),
                  AppManaged = TRUE|FALSE
                )
              ),
              KmsKeyId = "string"
            ),
            ProcessingJobName = "string",
            ProcessingResources = list(
              ClusterConfig = list(
                InstanceCount = 123,
                InstanceType = "ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
                VolumeSizeInGB = 123,
                VolumeKmsKeyId = "string"
              )
            ),
            StoppingCondition = list(
              MaxRuntimeInSeconds = 123
            ),
            AppSpecification = list(
              ImageUri = "string",
              ContainerEntrypoint = list(
                "string"
              ),
              ContainerArguments = list(
                "string"
              )
            ),
            Environment = list(
              "string"
            ),
            NetworkConfig = list(
              EnableInterContainerTrafficEncryption = TRUE|FALSE,
              EnableNetworkIsolation = TRUE|FALSE,
              VpcConfig = list(
                SecurityGroupIds = list(
                  "string"
                ),
                Subnets = list(
                  "string"
                )
              )
            ),
            RoleArn = "string",
            ExperimentConfig = list(
              ExperimentName = "string",
              TrialName = "string",
              TrialComponentDisplayName = "string"
            ),
            ProcessingJobArn = "string",
            ProcessingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
            ExitMessage = "string",
            FailureReason = "string",
            ProcessingEndTime = as.POSIXct(
              "2015-01-01"
            ),
            ProcessingStartTime = as.POSIXct(
              "2015-01-01"
            ),
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            ),
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            MonitoringScheduleArn = "string",
            AutoMLJobArn = "string",
            TrainingJobArn = "string",
            Tags = list(
              list(
                Key = "string",
                Value = "string"
              )
            )
          ),
          TransformJob = list(
            TransformJobName = "string",
            TransformJobArn = "string",
            TransformJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
            FailureReason = "string",
            ModelName = "string",
            MaxConcurrentTransforms = 123,
            ModelClientConfig = list(
              InvocationsTimeoutInSeconds = 123,
              InvocationsMaxRetries = 123
            ),
            MaxPayloadInMB = 123,
            BatchStrategy = "MultiRecord"|"SingleRecord",
            Environment = list(
              "string"
            ),
            TransformInput = list(
              DataSource = list(
                S3DataSource = list(
                  S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                  S3Uri = "string"
                )
              ),
              ContentType = "string",
              CompressionType = "None"|"Gzip",
              SplitType = "None"|"Line"|"RecordIO"|"TFRecord"
            ),
            TransformOutput = list(
              S3OutputPath = "string",
              Accept = "string",
              AssembleWith = "None"|"Line",
              KmsKeyId = "string"
            ),
            TransformResources = list(
              InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge",
              InstanceCount = 123,
              VolumeKmsKeyId = "string"
            ),
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            TransformStartTime = as.POSIXct(
              "2015-01-01"
            ),
            TransformEndTime = as.POSIXct(
              "2015-01-01"
            ),
            LabelingJobArn = "string",
            AutoMLJobArn = "string",
            DataProcessing = list(
              InputFilter = "string",
              OutputFilter = "string",
              JoinSource = "Input"|"None"
            ),
            ExperimentConfig = list(
              ExperimentName = "string",
              TrialName = "string",
              TrialComponentDisplayName = "string"
            ),
            Tags = list(
              list(
                Key = "string",
                Value = "string"
              )
            )
          )
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        ),
        Parents = list(
          list(
            TrialName = "string",
            ExperimentName = "string"
          )
        )
      ),
      Endpoint = list(
        EndpointName = "string",
        EndpointArn = "string",
        EndpointConfigName = "string",
        ProductionVariants = list(
          list(
            VariantName = "string",
            DeployedImages = list(
              list(
                SpecifiedImage = "string",
                ResolvedImage = "string",
                ResolutionTime = as.POSIXct(
                  "2015-01-01"
                )
              )
            ),
            CurrentWeight = 123.0,
            DesiredWeight = 123.0,
            CurrentInstanceCount = 123,
            DesiredInstanceCount = 123
          )
        ),
        DataCaptureConfig = list(
          EnableCapture = TRUE|FALSE,
          CaptureStatus = "Started"|"Stopped",
          CurrentSamplingPercentage = 123,
          DestinationS3Uri = "string",
          KmsKeyId = "string"
        ),
        EndpointStatus = "OutOfService"|"Creating"|"Updating"|"SystemUpdating"|"RollingBack"|"InService"|"Deleting"|"Failed",
        FailureReason = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        MonitoringSchedules = list(
          list(
            MonitoringScheduleArn = "string",
            MonitoringScheduleName = "string",
            MonitoringScheduleStatus = "Pending"|"Failed"|"Scheduled"|"Stopped",
            MonitoringType = "DataQuality"|"ModelQuality"|"ModelBias"|"ModelExplainability",
            FailureReason = "string",
            CreationTime = as.POSIXct(
              "2015-01-01"
            ),
            LastModifiedTime = as.POSIXct(
              "2015-01-01"
            ),
            MonitoringScheduleConfig = list(
              ScheduleConfig = list(
                ScheduleExpression = "string"
              ),
              MonitoringJobDefinition = list(
                BaselineConfig = list(
                  BaseliningJobName = "string",
                  ConstraintsResource = list(
                    S3Uri = "string"
                  ),
                  StatisticsResource = list(
                    S3Uri = "string"
                  )
                ),
                MonitoringInputs = list(
                  list(
                    EndpointInput = list(
                      EndpointName = "string",
                      LocalPath = "string",
                      S3InputMode = "Pipe"|"File",
                      S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
                      FeaturesAttribute = "string",
                      InferenceAttribute = "string",
                      ProbabilityAttribute = "string",
                      ProbabilityThresholdAttribute = 123.0,
                      StartTimeOffset = "string",
                      EndTimeOffset = "string"
                    )
                  )
                ),
                MonitoringOutputConfig = list(
                  MonitoringOutputs = list(
                    list(
                      S3Output = list(
                        S3Uri = "string",
                        LocalPath = "string",
                        S3UploadMode = "Continuous"|"EndOfJob"
                      )
                    )
                  ),
                  KmsKeyId = "string"
                ),
                MonitoringResources = list(
                  ClusterConfig = list(
                    InstanceCount = 123,
                    InstanceType = "ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
                    VolumeSizeInGB = 123,
                    VolumeKmsKeyId = "string"
                  )
                ),
                MonitoringAppSpecification = list(
                  ImageUri = "string",
                  ContainerEntrypoint = list(
                    "string"
                  ),
                  ContainerArguments = list(
                    "string"
                  ),
                  RecordPreprocessorSourceUri = "string",
                  PostAnalyticsProcessorSourceUri = "string"
                ),
                StoppingCondition = list(
                  MaxRuntimeInSeconds = 123
                ),
                Environment = list(
                  "string"
                ),
                NetworkConfig = list(
                  EnableInterContainerTrafficEncryption = TRUE|FALSE,
                  EnableNetworkIsolation = TRUE|FALSE,
                  VpcConfig = list(
                    SecurityGroupIds = list(
                      "string"
                    ),
                    Subnets = list(
                      "string"
                    )
                  )
                ),
                RoleArn = "string"
              ),
              MonitoringJobDefinitionName = "string",
              MonitoringType = "DataQuality"|"ModelQuality"|"ModelBias"|"ModelExplainability"
            ),
            EndpointName = "string",
            LastMonitoringExecutionSummary = list(
              MonitoringScheduleName = "string",
              ScheduledTime = as.POSIXct(
                "2015-01-01"
              ),
              CreationTime = as.POSIXct(
                "2015-01-01"
              ),
              LastModifiedTime = as.POSIXct(
                "2015-01-01"
              ),
              MonitoringExecutionStatus = "Pending"|"Completed"|"CompletedWithViolations"|"InProgress"|"Failed"|"Stopping"|"Stopped",
              ProcessingJobArn = "string",
              EndpointName = "string",
              FailureReason = "string",
              MonitoringJobDefinitionName = "string",
              MonitoringType = "DataQuality"|"ModelQuality"|"ModelBias"|"ModelExplainability"
            ),
            Tags = list(
              list(
                Key = "string",
                Value = "string"
              )
            )
          )
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      ModelPackage = list(
        ModelPackageName = "string",
        ModelPackageGroupName = "string",
        ModelPackageVersion = 123,
        ModelPackageArn = "string",
        ModelPackageDescription = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        InferenceSpecification = list(
          Containers = list(
            list(
              ContainerHostname = "string",
              Image = "string",
              ImageDigest = "string",
              ModelDataUrl = "string",
              ProductId = "string"
            )
          ),
          SupportedTransformInstanceTypes = list(
            "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"
          ),
          SupportedRealtimeInferenceInstanceTypes = list(
            "ml.t2.medium"|"ml.t2.large"|"ml.t2.xlarge"|"ml.t2.2xlarge"|"ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge"|"ml.m5d.large"|"ml.m5d.xlarge"|"ml.m5d.2xlarge"|"ml.m5d.4xlarge"|"ml.m5d.12xlarge"|"ml.m5d.24xlarge"|"ml.c4.large"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.large"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.c5d.large"|"ml.c5d.xlarge"|"ml.c5d.2xlarge"|"ml.c5d.4xlarge"|"ml.c5d.9xlarge"|"ml.c5d.18xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.12xlarge"|"ml.r5.24xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.12xlarge"|"ml.r5d.24xlarge"|"ml.inf1.xlarge"|"ml.inf1.2xlarge"|"ml.inf1.6xlarge"|"ml.inf1.24xlarge"
          ),
          SupportedContentTypes = list(
            "string"
          ),
          SupportedResponseMIMETypes = list(
            "string"
          )
        ),
        SourceAlgorithmSpecification = list(
          SourceAlgorithms = list(
            list(
              ModelDataUrl = "string",
              AlgorithmName = "string"
            )
          )
        ),
        ValidationSpecification = list(
          ValidationRole = "string",
          ValidationProfiles = list(
            list(
              ProfileName = "string",
              TransformJobDefinition = list(
                MaxConcurrentTransforms = 123,
                MaxPayloadInMB = 123,
                BatchStrategy = "MultiRecord"|"SingleRecord",
                Environment = list(
                  "string"
                ),
                TransformInput = list(
                  DataSource = list(
                    S3DataSource = list(
                      S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
                      S3Uri = "string"
                    )
                  ),
                  ContentType = "string",
                  CompressionType = "None"|"Gzip",
                  SplitType = "None"|"Line"|"RecordIO"|"TFRecord"
                ),
                TransformOutput = list(
                  S3OutputPath = "string",
                  Accept = "string",
                  AssembleWith = "None"|"Line",
                  KmsKeyId = "string"
                ),
                TransformResources = list(
                  InstanceType = "ml.m4.xlarge"|"ml.m4.2xlarge"|"ml.m4.4xlarge"|"ml.m4.10xlarge"|"ml.m4.16xlarge"|"ml.c4.xlarge"|"ml.c4.2xlarge"|"ml.c4.4xlarge"|"ml.c4.8xlarge"|"ml.p2.xlarge"|"ml.p2.8xlarge"|"ml.p2.16xlarge"|"ml.p3.2xlarge"|"ml.p3.8xlarge"|"ml.p3.16xlarge"|"ml.c5.xlarge"|"ml.c5.2xlarge"|"ml.c5.4xlarge"|"ml.c5.9xlarge"|"ml.c5.18xlarge"|"ml.m5.large"|"ml.m5.xlarge"|"ml.m5.2xlarge"|"ml.m5.4xlarge"|"ml.m5.12xlarge"|"ml.m5.24xlarge",
                  InstanceCount = 123,
                  VolumeKmsKeyId = "string"
                )
              )
            )
          )
        ),
        ModelPackageStatus = "Pending"|"InProgress"|"Completed"|"Failed"|"Deleting",
        ModelPackageStatusDetails = list(
          ValidationStatuses = list(
            list(
              Name = "string",
              Status = "NotStarted"|"InProgress"|"Completed"|"Failed",
              FailureReason = "string"
            )
          ),
          ImageScanStatuses = list(
            list(
              Name = "string",
              Status = "NotStarted"|"InProgress"|"Completed"|"Failed",
              FailureReason = "string"
            )
          )
        ),
        CertifyForMarketplace = TRUE|FALSE,
        ModelApprovalStatus = "Approved"|"Rejected"|"PendingManualApproval",
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        MetadataProperties = list(
          CommitId = "string",
          Repository = "string",
          GeneratedBy = "string",
          ProjectId = "string"
        ),
        ModelMetrics = list(
          ModelQuality = list(
            Statistics = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            Constraints = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          ),
          ModelDataQuality = list(
            Statistics = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            ),
            Constraints = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          ),
          Bias = list(
            Report = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          ),
          Explainability = list(
            Report = list(
              ContentType = "string",
              ContentDigest = "string",
              S3Uri = "string"
            )
          )
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        ApprovalDescription = "string",
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      ModelPackageGroup = list(
        ModelPackageGroupName = "string",
        ModelPackageGroupArn = "string",
        ModelPackageGroupDescription = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        ModelPackageGroupStatus = "Pending"|"InProgress"|"Completed"|"Failed"|"Deleting"|"DeleteFailed",
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      Pipeline = list(
        PipelineArn = "string",
        PipelineName = "string",
        PipelineDisplayName = "string",
        PipelineDescription = "string",
        RoleArn = "string",
        PipelineStatus = "Active",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        LastRunTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      ),
      PipelineExecution = list(
        PipelineArn = "string",
        PipelineExecutionArn = "string",
        PipelineExecutionDisplayName = "string",
        PipelineExecutionStatus = "Executing"|"Stopping"|"Stopped"|"Failed"|"Succeeded",
        PipelineExecutionDescription = "string",
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        LastModifiedTime = as.POSIXct(
          "2015-01-01"
        ),
        CreatedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        LastModifiedBy = list(
          UserProfileArn = "string",
          UserProfileName = "string",
          DomainId = "string"
        ),
        PipelineParameters = list(
          list(
            Name = "string",
            Value = "string"
          )
        )
      ),
      FeatureGroup = list(
        FeatureGroupArn = "string",
        FeatureGroupName = "string",
        RecordIdentifierFeatureName = "string",
        EventTimeFeatureName = "string",
        FeatureDefinitions = list(
          list(
            FeatureName = "string",
            FeatureType = "Integral"|"Fractional"|"String"
          )
        ),
        CreationTime = as.POSIXct(
          "2015-01-01"
        ),
        OnlineStoreConfig = list(
          SecurityConfig = list(
            KmsKeyId = "string"
          ),
          EnableOnlineStore = TRUE|FALSE
        ),
        OfflineStoreConfig = list(
          S3StorageConfig = list(
            S3Uri = "string",
            KmsKeyId = "string"
          ),
          DisableGlueTableCreation = TRUE|FALSE,
          DataCatalogConfig = list(
            TableName = "string",
            Catalog = "string",
            Database = "string"
          )
        ),
        RoleArn = "string",
        FeatureGroupStatus = "Creating"|"Created"|"CreateFailed"|"Deleting"|"DeleteFailed",
        OfflineStoreStatus = list(
          Status = "Active"|"Blocked"|"Disabled",
          BlockedReason = "string"
        ),
        FailureReason = "string",
        Description = "string",
        Tags = list(
          list(
            Key = "string",
            Value = "string"
          )
        )
      )
    )
  ),
  NextToken = "string"
)

Request syntax

svc$search(
  Resource = "TrainingJob"|"Experiment"|"ExperimentTrial"|"ExperimentTrialComponent"|"Endpoint"|"ModelPackage"|"ModelPackageGroup"|"Pipeline"|"PipelineExecution"|"FeatureGroup",
  SearchExpression = list(
    Filters = list(
      list(
        Name = "string",
        Operator = "Equals"|"NotEquals"|"GreaterThan"|"GreaterThanOrEqualTo"|"LessThan"|"LessThanOrEqualTo"|"Contains"|"Exists"|"NotExists"|"In",
        Value = "string"
      )
    ),
    NestedFilters = list(
      list(
        NestedPropertyName = "string",
        Filters = list(
          list(
            Name = "string",
            Operator = "Equals"|"NotEquals"|"GreaterThan"|"GreaterThanOrEqualTo"|"LessThan"|"LessThanOrEqualTo"|"Contains"|"Exists"|"NotExists"|"In",
            Value = "string"
          )
        )
      )
    ),
    SubExpressions = list(
      list()
    ),
    Operator = "And"|"Or"
  ),
  SortBy = "string",
  SortOrder = "Ascending"|"Descending",
  NextToken = "string",
  MaxResults = 123
)
paws.machine.learning

Amazon Web Services Machine Learning Services

v0.1.11
Apache License (>= 2.0)
Authors
David Kretch [aut, cre], Adam Banker [aut], Amazon.com, Inc. [cph]
Initial release

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