SageMaker Boto 3 Docs 1.12.1 documentation

{ 'Results': [ { 'TrainingJob': { 'TrainingJobName': 'string', 'TrainingJobArn': 'string', 'TuningJobArn': 'string', 'LabelingJobArn': 'string', 'AutoMLJobArn': 'string', 'ModelArtifacts': { 'S3ModelArtifacts': 'string' }, 'TrainingJobStatus': 'InProgress'|'Completed'|'Failed'|'Stopping'|'Stopped', 'SecondaryStatus': 'Starting'|'LaunchingMLInstances'|'PreparingTrainingStack'|'Downloading'|'DownloadingTrainingImage'|'Training'|'Uploading'|'Stopping'|'Stopped'|'MaxRuntimeExceeded'|'Completed'|'Failed'|'Interrupted'|'MaxWaitTimeExceeded', 'FailureReason': 'string', 'HyperParameters': { 'string': 'string' }, 'AlgorithmSpecification': { 'TrainingImage': 'string', 'AlgorithmName': 'string', 'TrainingInputMode': 'Pipe'|'File', 'MetricDefinitions': [ { 'Name': 'string', 'Regex': 'string' }, ], 'EnableSageMakerMetricsTimeSeries': True|False }, 'RoleArn': 'string', 'InputDataConfig': [ { 'ChannelName': 'string', 'DataSource': { 'S3DataSource': { 'S3DataType': 'ManifestFile'|'S3Prefix'|'AugmentedManifestFile', 'S3Uri': 'string', 'S3DataDistributionType': 'FullyReplicated'|'ShardedByS3Key', 'AttributeNames': [ 'string', ] }, 'FileSystemDataSource': { 'FileSystemId': 'string', 'FileSystemAccessMode': 'rw'|'ro', 'FileSystemType': 'EFS'|'FSxLustre', 'DirectoryPath': 'string' } }, 'ContentType': 'string', 'CompressionType': 'None'|'Gzip', 'RecordWrapperType': 'None'|'RecordIO', 'InputMode': 'Pipe'|'File', 'ShuffleConfig': { 'Seed': 123 } }, ], 'OutputDataConfig': { 'KmsKeyId': 'string', 'S3OutputPath': 'string' }, 'ResourceConfig': { '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.c5.xlarge'|'ml.c5.2xlarge'|'ml.c5.4xlarge'|'ml.c5.9xlarge'|'ml.c5.18xlarge', 'InstanceCount': 123, 'VolumeSizeInGB': 123, 'VolumeKmsKeyId': 'string' }, 'VpcConfig': { 'SecurityGroupIds': [ 'string', ], 'Subnets': [ 'string', ] }, 'StoppingCondition': { 'MaxRuntimeInSeconds': 123, 'MaxWaitTimeInSeconds': 123 }, 'CreationTime': datetime(2015, 1, 1), 'TrainingStartTime': datetime(2015, 1, 1), 'TrainingEndTime': datetime(2015, 1, 1), 'LastModifiedTime': datetime(2015, 1, 1), 'SecondaryStatusTransitions': [ { 'Status': 'Starting'|'LaunchingMLInstances'|'PreparingTrainingStack'|'Downloading'|'DownloadingTrainingImage'|'Training'|'Uploading'|'Stopping'|'Stopped'|'MaxRuntimeExceeded'|'Completed'|'Failed'|'Interrupted'|'MaxWaitTimeExceeded', 'StartTime': datetime(2015, 1, 1), 'EndTime': datetime(2015, 1, 1), 'StatusMessage': 'string' }, ], 'FinalMetricDataList': [ { 'MetricName': 'string', 'Value': ..., 'Timestamp': datetime(2015, 1, 1) }, ], 'EnableNetworkIsolation': True|False, 'EnableInterContainerTrafficEncryption': True|False, 'EnableManagedSpotTraining': True|False, 'CheckpointConfig': { 'S3Uri': 'string', 'LocalPath': 'string' }, 'TrainingTimeInSeconds': 123, 'BillableTimeInSeconds': 123, 'DebugHookConfig': { 'LocalPath': 'string', 'S3OutputPath': 'string', 'HookParameters': { 'string': 'string' }, 'CollectionConfigurations': [ { 'CollectionName': 'string', 'CollectionParameters': { 'string': 'string' } }, ] }, 'ExperimentConfig': { 'ExperimentName': 'string', 'TrialName': 'string', 'TrialComponentDisplayName': 'string' }, 'DebugRuleConfigurations': [ { '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': { 'string': 'string' } }, ], 'TensorBoardOutputConfig': { 'LocalPath': 'string', 'S3OutputPath': 'string' }, 'DebugRuleEvaluationStatuses': [ { 'RuleConfigurationName': 'string', 'RuleEvaluationJobArn': 'string', 'RuleEvaluationStatus': 'InProgress'|'NoIssuesFound'|'IssuesFound'|'Error'|'Stopping'|'Stopped', 'StatusDetails': 'string', 'LastModifiedTime': datetime(2015, 1, 1) }, ], 'Tags': [ { 'Key': 'string', 'Value': 'string' }, ] }, 'Experiment': { 'ExperimentName': 'string', 'ExperimentArn': 'string', 'DisplayName': 'string', 'Source': { 'SourceArn': 'string', 'SourceType': 'string' }, 'Description': 'string', 'CreationTime': datetime(2015, 1, 1), 'CreatedBy': { 'UserProfileArn': 'string', 'UserProfileName': 'string', 'DomainId': 'string' }, 'LastModifiedTime': datetime(2015, 1, 1), 'LastModifiedBy': { 'UserProfileArn': 'string', 'UserProfileName': 'string', 'DomainId': 'string' }, 'Tags': [ { 'Key': 'string', 'Value': 'string' }, ] }, 'Trial': { 'TrialName': 'string', 'TrialArn': 'string', 'DisplayName': 'string', 'ExperimentName': 'string', 'Source': { 'SourceArn': 'string', 'SourceType': 'string' }, 'CreationTime': datetime(2015, 1, 1), 'CreatedBy': { 'UserProfileArn': 'string', 'UserProfileName': 'string', 'DomainId': 'string' }, 'LastModifiedTime': datetime(2015, 1, 1), 'LastModifiedBy': { 'UserProfileArn': 'string', 'UserProfileName': 'string', 'DomainId': 'string' }, 'Tags': [ { 'Key': 'string', 'Value': 'string' }, ], 'TrialComponentSummaries': [ { 'TrialComponentName': 'string', 'TrialComponentArn': 'string', 'TrialComponentSource': { 'SourceArn': 'string', 'SourceType': 'string' }, 'CreationTime': datetime(2015, 1, 1), 'CreatedBy': { 'UserProfileArn': 'string', 'UserProfileName': 'string', 'DomainId': 'string' } }, ] }, 'TrialComponent': { 'TrialComponentName': 'string', 'DisplayName': 'string', 'TrialComponentArn': 'string', 'Source': { 'SourceArn': 'string', 'SourceType': 'string' }, 'Status': { 'PrimaryStatus': 'InProgress'|'Completed'|'Failed', 'Message': 'string' }, 'StartTime': datetime(2015, 1, 1), 'EndTime': datetime(2015, 1, 1), 'CreationTime': datetime(2015, 1, 1), 'CreatedBy': { 'UserProfileArn': 'string', 'UserProfileName': 'string', 'DomainId': 'string' }, 'LastModifiedTime': datetime(2015, 1, 1), 'LastModifiedBy': { 'UserProfileArn': 'string', 'UserProfileName': 'string', 'DomainId': 'string' }, 'Parameters': { 'string': { 'StringValue': 'string', 'NumberValue': 123.0 } }, 'InputArtifacts': { 'string': { 'MediaType': 'string', 'Value': 'string' } }, 'OutputArtifacts': { 'string': { 'MediaType': 'string', 'Value': 'string' } }, 'Metrics': [ { 'MetricName': 'string', 'SourceArn': 'string', 'TimeStamp': datetime(2015, 1, 1), 'Max': 123.0, 'Min': 123.0, 'Last': 123.0, 'Count': 123, 'Avg': 123.0, 'StdDev': 123.0 }, ], 'SourceDetail': { 'SourceArn': 'string', 'TrainingJob': { 'TrainingJobName': 'string', 'TrainingJobArn': 'string', 'TuningJobArn': 'string', 'LabelingJobArn': 'string', 'AutoMLJobArn': 'string', 'ModelArtifacts': { 'S3ModelArtifacts': 'string' }, 'TrainingJobStatus': 'InProgress'|'Completed'|'Failed'|'Stopping'|'Stopped', 'SecondaryStatus': 'Starting'|'LaunchingMLInstances'|'PreparingTrainingStack'|'Downloading'|'DownloadingTrainingImage'|'Training'|'Uploading'|'Stopping'|'Stopped'|'MaxRuntimeExceeded'|'Completed'|'Failed'|'Interrupted'|'MaxWaitTimeExceeded', 'FailureReason': 'string', 'HyperParameters': { 'string': 'string' }, 'AlgorithmSpecification': { 'TrainingImage': 'string', 'AlgorithmName': 'string', 'TrainingInputMode': 'Pipe'|'File', 'MetricDefinitions': [ { 'Name': 'string', 'Regex': 'string' }, ], 'EnableSageMakerMetricsTimeSeries': True|False }, 'RoleArn': 'string', 'InputDataConfig': [ { 'ChannelName': 'string', 'DataSource': { 'S3DataSource': { 'S3DataType': 'ManifestFile'|'S3Prefix'|'AugmentedManifestFile', 'S3Uri': 'string', 'S3DataDistributionType': 'FullyReplicated'|'ShardedByS3Key', 'AttributeNames': [ 'string', ] }, 'FileSystemDataSource': { 'FileSystemId': 'string', 'FileSystemAccessMode': 'rw'|'ro', 'FileSystemType': 'EFS'|'FSxLustre', 'DirectoryPath': 'string' } }, 'ContentType': 'string', 'CompressionType': 'None'|'Gzip', 'RecordWrapperType': 'None'|'RecordIO', 'InputMode': 'Pipe'|'File', 'ShuffleConfig': { 'Seed': 123 } }, ], 'OutputDataConfig': { 'KmsKeyId': 'string', 'S3OutputPath': 'string' }, 'ResourceConfig': { '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.c5.xlarge'|'ml.c5.2xlarge'|'ml.c5.4xlarge'|'ml.c5.9xlarge'|'ml.c5.18xlarge', 'InstanceCount': 123, 'VolumeSizeInGB': 123, 'VolumeKmsKeyId': 'string' }, 'VpcConfig': { 'SecurityGroupIds': [ 'string', ], 'Subnets': [ 'string', ] }, 'StoppingCondition': { 'MaxRuntimeInSeconds': 123, 'MaxWaitTimeInSeconds': 123 }, 'CreationTime': datetime(2015, 1, 1), 'TrainingStartTime': datetime(2015, 1, 1), 'TrainingEndTime': datetime(2015, 1, 1), 'LastModifiedTime': datetime(2015, 1, 1), 'SecondaryStatusTransitions': [ { 'Status': 'Starting'|'LaunchingMLInstances'|'PreparingTrainingStack'|'Downloading'|'DownloadingTrainingImage'|'Training'|'Uploading'|'Stopping'|'Stopped'|'MaxRuntimeExceeded'|'Completed'|'Failed'|'Interrupted'|'MaxWaitTimeExceeded', 'StartTime': datetime(2015, 1, 1), 'EndTime': datetime(2015, 1, 1), 'StatusMessage': 'string' }, ], 'FinalMetricDataList': [ { 'MetricName': 'string', 'Value': ..., 'Timestamp': datetime(2015, 1, 1) }, ], 'EnableNetworkIsolation': True|False, 'EnableInterContainerTrafficEncryption': True|False, 'EnableManagedSpotTraining': True|False, 'CheckpointConfig': { 'S3Uri': 'string', 'LocalPath': 'string' }, 'TrainingTimeInSeconds': 123, 'BillableTimeInSeconds': 123, 'DebugHookConfig': { 'LocalPath': 'string', 'S3OutputPath': 'string', 'HookParameters': { 'string': 'string' }, 'CollectionConfigurations': [ { 'CollectionName': 'string', 'CollectionParameters': { 'string': 'string' } }, ] }, 'ExperimentConfig': { 'ExperimentName': 'string', 'TrialName': 'string', 'TrialComponentDisplayName': 'string' }, 'DebugRuleConfigurations': [ { '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': { 'string': 'string' } }, ], 'TensorBoardOutputConfig': { 'LocalPath': 'string', 'S3OutputPath': 'string' }, 'DebugRuleEvaluationStatuses': [ { 'RuleConfigurationName': 'string', 'RuleEvaluationJobArn': 'string', 'RuleEvaluationStatus': 'InProgress'|'NoIssuesFound'|'IssuesFound'|'Error'|'Stopping'|'Stopped', 'StatusDetails': 'string', 'LastModifiedTime': datetime(2015, 1, 1) }, ], 'Tags': [ { 'Key': 'string', 'Value': 'string' }, ] } }, 'Tags': [ { 'Key': 'string', 'Value': 'string' }, ], 'Parents': [ { 'TrialName': 'string', 'ExperimentName': 'string' }, ] } }, ], 'NextToken': 'string' } 

ncG1vNJzZmian6m8dHrAppizp56WxLR6wqikaK5hZLGwr9SmnKeskam2sLqOmqeiZ2FjfnN6kGipnp6Vp7Kvr8Roqp6qpp6wpr%2BOrJignZ2WuKa%2BjaGrpqQ%3D