Search
sagemaker_search | R Documentation |
Finds SageMaker resources that match a search query¶
Description¶
Finds 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.
The Search API may provide access to otherwise restricted data. See Amazon SageMaker API Permissions: Actions, Permissions, and Resources Reference for more information.
Usage¶
sagemaker_search(Resource, SearchExpression, SortBy, SortOrder,
NextToken, MaxResults, CrossAccountFilterOption, VisibilityConditions)
Arguments¶
Resource
[required] The name of the 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
, andFilters
that can be included in aSearchExpression
object is 50.SortBy
The name of the resource property used to sort the
SearchResults
. The default isLastModifiedTime
.SortOrder
How
SearchResults
are ordered. Valid values areAscending
orDescending
. The default isDescending
.NextToken
If more than
MaxResults
resources match the specifiedSearchExpression
, the response includes aNextToken
. TheNextToken
can be passed to the nextSearchRequest
to continue retrieving results.MaxResults
The maximum number of results to return.
CrossAccountFilterOption
A cross account filter option. When the value is
"CrossAccount"
the search results will only include resources made discoverable to you from other accounts. When the value is"SameAccount"
ornull
the search results will only include resources from your account. Default isnull
. For more information on searching for resources made discoverable to your account, see Search discoverable resources in the SageMaker Developer Guide. The maximum number ofResourceCatalog
s viewable is 1000.VisibilityConditions
Limits the results of your search request to the resources that you can access.
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"|"Restarting"|"Pending",
FailureReason = "string",
HyperParameters = list(
"string"
),
AlgorithmSpecification = list(
TrainingImage = "string",
AlgorithmName = "string",
TrainingInputMode = "Pipe"|"File"|"FastFile",
MetricDefinitions = list(
list(
Name = "string",
Regex = "string"
)
),
EnableSageMakerMetricsTimeSeries = TRUE|FALSE,
ContainerEntrypoint = list(
"string"
),
ContainerArguments = list(
"string"
),
TrainingImageConfig = list(
TrainingRepositoryAccessMode = "Platform"|"Vpc",
TrainingRepositoryAuthConfig = list(
TrainingRepositoryCredentialsProviderArn = "string"
)
)
),
RoleArn = "string",
InputDataConfig = list(
list(
ChannelName = "string",
DataSource = list(
S3DataSource = list(
S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
S3Uri = "string",
S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
AttributeNames = list(
"string"
),
InstanceGroupNames = 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"|"FastFile",
ShuffleConfig = list(
Seed = 123
)
)
),
OutputDataConfig = list(
KmsKeyId = "string",
S3OutputPath = "string",
CompressionType = "GZIP"|"NONE"
),
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
VolumeSizeInGB = 123,
VolumeKmsKeyId = "string",
KeepAlivePeriodInSeconds = 123,
InstanceGroups = list(
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
InstanceGroupName = "string"
)
)
),
VpcConfig = list(
SecurityGroupIds = list(
"string"
),
Subnets = list(
"string"
)
),
StoppingCondition = list(
MaxRuntimeInSeconds = 123,
MaxWaitTimeInSeconds = 123,
MaxPendingTimeInSeconds = 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"|"Restarting"|"Pending",
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",
RunName = "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"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.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"
)
)
),
ProfilerConfig = list(
S3OutputPath = "string",
ProfilingIntervalInMilliseconds = 123,
ProfilingParameters = list(
"string"
),
DisableProfiler = TRUE|FALSE
),
Environment = list(
"string"
),
RetryStrategy = list(
MaximumRetryAttempts = 123
),
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",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
LastModifiedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "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",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
LastModifiedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "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",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "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",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
LastModifiedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "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"|"Restarting"|"Pending",
FailureReason = "string",
HyperParameters = list(
"string"
),
AlgorithmSpecification = list(
TrainingImage = "string",
AlgorithmName = "string",
TrainingInputMode = "Pipe"|"File"|"FastFile",
MetricDefinitions = list(
list(
Name = "string",
Regex = "string"
)
),
EnableSageMakerMetricsTimeSeries = TRUE|FALSE,
ContainerEntrypoint = list(
"string"
),
ContainerArguments = list(
"string"
),
TrainingImageConfig = list(
TrainingRepositoryAccessMode = "Platform"|"Vpc",
TrainingRepositoryAuthConfig = list(
TrainingRepositoryCredentialsProviderArn = "string"
)
)
),
RoleArn = "string",
InputDataConfig = list(
list(
ChannelName = "string",
DataSource = list(
S3DataSource = list(
S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
S3Uri = "string",
S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
AttributeNames = list(
"string"
),
InstanceGroupNames = 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"|"FastFile",
ShuffleConfig = list(
Seed = 123
)
)
),
OutputDataConfig = list(
KmsKeyId = "string",
S3OutputPath = "string",
CompressionType = "GZIP"|"NONE"
),
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
VolumeSizeInGB = 123,
VolumeKmsKeyId = "string",
KeepAlivePeriodInSeconds = 123,
InstanceGroups = list(
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
InstanceGroupName = "string"
)
)
),
VpcConfig = list(
SecurityGroupIds = list(
"string"
),
Subnets = list(
"string"
)
),
StoppingCondition = list(
MaxRuntimeInSeconds = 123,
MaxWaitTimeInSeconds = 123,
MaxPendingTimeInSeconds = 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"|"Restarting"|"Pending",
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",
RunName = "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"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.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"
)
)
),
ProfilerConfig = list(
S3OutputPath = "string",
ProfilingIntervalInMilliseconds = 123,
ProfilingParameters = list(
"string"
),
DisableProfiler = TRUE|FALSE
),
Environment = list(
"string"
),
RetryStrategy = list(
MaximumRetryAttempts = 123
),
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"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.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",
RunName = "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"
),
DataCaptureConfig = list(
DestinationS3Uri = "string",
KmsKeyId = "string",
GenerateInferenceId = TRUE|FALSE
),
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"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge",
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",
RunName = "string"
),
Tags = list(
list(
Key = "string",
Value = "string"
)
)
)
),
LineageGroupArn = "string",
Tags = list(
list(
Key = "string",
Value = "string"
)
),
Parents = list(
list(
TrialName = "string",
ExperimentName = "string"
)
),
RunName = "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,
VariantStatus = list(
list(
Status = "Creating"|"Updating"|"Deleting"|"ActivatingTraffic"|"Baking",
StatusMessage = "string",
StartTime = as.POSIXct(
"2015-01-01"
)
)
),
CurrentServerlessConfig = list(
MemorySizeInMB = 123,
MaxConcurrency = 123,
ProvisionedConcurrency = 123
),
DesiredServerlessConfig = list(
MemorySizeInMB = 123,
MaxConcurrency = 123,
ProvisionedConcurrency = 123
),
ManagedInstanceScaling = list(
Status = "ENABLED"|"DISABLED",
MinInstanceCount = 123,
MaxInstanceCount = 123
),
RoutingConfig = list(
RoutingStrategy = "LEAST_OUTSTANDING_REQUESTS"|"RANDOM"
)
)
),
DataCaptureConfig = list(
EnableCapture = TRUE|FALSE,
CaptureStatus = "Started"|"Stopped",
CurrentSamplingPercentage = 123,
DestinationS3Uri = "string",
KmsKeyId = "string"
),
EndpointStatus = "OutOfService"|"Creating"|"Updating"|"SystemUpdating"|"RollingBack"|"InService"|"Deleting"|"Failed"|"UpdateRollbackFailed",
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",
DataAnalysisStartTime = "string",
DataAnalysisEndTime = "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",
ExcludeFeaturesAttribute = "string"
),
BatchTransformInput = list(
DataCapturedDestinationS3Uri = "string",
DatasetFormat = list(
Csv = list(
Header = TRUE|FALSE
),
Json = list(
Line = TRUE|FALSE
),
Parquet = list()
),
LocalPath = "string",
S3InputMode = "Pipe"|"File",
S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
FeaturesAttribute = "string",
InferenceAttribute = "string",
ProbabilityAttribute = "string",
ProbabilityThresholdAttribute = 123.0,
StartTimeOffset = "string",
EndTimeOffset = "string",
ExcludeFeaturesAttribute = "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"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.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"
)
),
ShadowProductionVariants = 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,
VariantStatus = list(
list(
Status = "Creating"|"Updating"|"Deleting"|"ActivatingTraffic"|"Baking",
StatusMessage = "string",
StartTime = as.POSIXct(
"2015-01-01"
)
)
),
CurrentServerlessConfig = list(
MemorySizeInMB = 123,
MaxConcurrency = 123,
ProvisionedConcurrency = 123
),
DesiredServerlessConfig = list(
MemorySizeInMB = 123,
MaxConcurrency = 123,
ProvisionedConcurrency = 123
),
ManagedInstanceScaling = list(
Status = "ENABLED"|"DISABLED",
MinInstanceCount = 123,
MaxInstanceCount = 123
),
RoutingConfig = list(
RoutingStrategy = "LEAST_OUTSTANDING_REQUESTS"|"RANDOM"
)
)
)
),
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",
ModelDataSource = list(
S3DataSource = list(
S3Uri = "string",
S3DataType = "S3Prefix"|"S3Object",
CompressionType = "None"|"Gzip",
ModelAccessConfig = list(
AcceptEula = TRUE|FALSE
),
HubAccessConfig = list(
HubContentArn = "string"
)
)
),
ProductId = "string",
Environment = list(
"string"
),
ModelInput = list(
DataInputConfig = "string"
),
Framework = "string",
FrameworkVersion = "string",
NearestModelName = "string",
AdditionalS3DataSource = list(
S3DataType = "S3Object"|"S3Prefix",
S3Uri = "string",
CompressionType = "None"|"Gzip"
)
)
),
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"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"
),
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"|"ml.dl1.24xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.12xlarge"|"ml.g6.16xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.p4d.24xlarge"|"ml.c7g.large"|"ml.c7g.xlarge"|"ml.c7g.2xlarge"|"ml.c7g.4xlarge"|"ml.c7g.8xlarge"|"ml.c7g.12xlarge"|"ml.c7g.16xlarge"|"ml.m6g.large"|"ml.m6g.xlarge"|"ml.m6g.2xlarge"|"ml.m6g.4xlarge"|"ml.m6g.8xlarge"|"ml.m6g.12xlarge"|"ml.m6g.16xlarge"|"ml.m6gd.large"|"ml.m6gd.xlarge"|"ml.m6gd.2xlarge"|"ml.m6gd.4xlarge"|"ml.m6gd.8xlarge"|"ml.m6gd.12xlarge"|"ml.m6gd.16xlarge"|"ml.c6g.large"|"ml.c6g.xlarge"|"ml.c6g.2xlarge"|"ml.c6g.4xlarge"|"ml.c6g.8xlarge"|"ml.c6g.12xlarge"|"ml.c6g.16xlarge"|"ml.c6gd.large"|"ml.c6gd.xlarge"|"ml.c6gd.2xlarge"|"ml.c6gd.4xlarge"|"ml.c6gd.8xlarge"|"ml.c6gd.12xlarge"|"ml.c6gd.16xlarge"|"ml.c6gn.large"|"ml.c6gn.xlarge"|"ml.c6gn.2xlarge"|"ml.c6gn.4xlarge"|"ml.c6gn.8xlarge"|"ml.c6gn.12xlarge"|"ml.c6gn.16xlarge"|"ml.r6g.large"|"ml.r6g.xlarge"|"ml.r6g.2xlarge"|"ml.r6g.4xlarge"|"ml.r6g.8xlarge"|"ml.r6g.12xlarge"|"ml.r6g.16xlarge"|"ml.r6gd.large"|"ml.r6gd.xlarge"|"ml.r6gd.2xlarge"|"ml.r6gd.4xlarge"|"ml.r6gd.8xlarge"|"ml.r6gd.12xlarge"|"ml.r6gd.16xlarge"|"ml.p4de.24xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.inf2.xlarge"|"ml.inf2.8xlarge"|"ml.inf2.24xlarge"|"ml.inf2.48xlarge"|"ml.p5.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"
),
SupportedContentTypes = list(
"string"
),
SupportedResponseMIMETypes = list(
"string"
)
),
SourceAlgorithmSpecification = list(
SourceAlgorithms = list(
list(
ModelDataUrl = "string",
ModelDataSource = list(
S3DataSource = list(
S3Uri = "string",
S3DataType = "S3Prefix"|"S3Object",
CompressionType = "None"|"Gzip",
ModelAccessConfig = list(
AcceptEula = TRUE|FALSE
),
HubAccessConfig = list(
HubContentArn = "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"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge",
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",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "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"
),
PreTrainingReport = list(
ContentType = "string",
ContentDigest = "string",
S3Uri = "string"
),
PostTrainingReport = 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",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
ApprovalDescription = "string",
Domain = "string",
Task = "string",
SamplePayloadUrl = "string",
AdditionalInferenceSpecifications = list(
list(
Name = "string",
Description = "string",
Containers = list(
list(
ContainerHostname = "string",
Image = "string",
ImageDigest = "string",
ModelDataUrl = "string",
ModelDataSource = list(
S3DataSource = list(
S3Uri = "string",
S3DataType = "S3Prefix"|"S3Object",
CompressionType = "None"|"Gzip",
ModelAccessConfig = list(
AcceptEula = TRUE|FALSE
),
HubAccessConfig = list(
HubContentArn = "string"
)
)
),
ProductId = "string",
Environment = list(
"string"
),
ModelInput = list(
DataInputConfig = "string"
),
Framework = "string",
FrameworkVersion = "string",
NearestModelName = "string",
AdditionalS3DataSource = list(
S3DataType = "S3Object"|"S3Prefix",
S3Uri = "string",
CompressionType = "None"|"Gzip"
)
)
),
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"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"
),
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"|"ml.dl1.24xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.12xlarge"|"ml.g6.16xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.p4d.24xlarge"|"ml.c7g.large"|"ml.c7g.xlarge"|"ml.c7g.2xlarge"|"ml.c7g.4xlarge"|"ml.c7g.8xlarge"|"ml.c7g.12xlarge"|"ml.c7g.16xlarge"|"ml.m6g.large"|"ml.m6g.xlarge"|"ml.m6g.2xlarge"|"ml.m6g.4xlarge"|"ml.m6g.8xlarge"|"ml.m6g.12xlarge"|"ml.m6g.16xlarge"|"ml.m6gd.large"|"ml.m6gd.xlarge"|"ml.m6gd.2xlarge"|"ml.m6gd.4xlarge"|"ml.m6gd.8xlarge"|"ml.m6gd.12xlarge"|"ml.m6gd.16xlarge"|"ml.c6g.large"|"ml.c6g.xlarge"|"ml.c6g.2xlarge"|"ml.c6g.4xlarge"|"ml.c6g.8xlarge"|"ml.c6g.12xlarge"|"ml.c6g.16xlarge"|"ml.c6gd.large"|"ml.c6gd.xlarge"|"ml.c6gd.2xlarge"|"ml.c6gd.4xlarge"|"ml.c6gd.8xlarge"|"ml.c6gd.12xlarge"|"ml.c6gd.16xlarge"|"ml.c6gn.large"|"ml.c6gn.xlarge"|"ml.c6gn.2xlarge"|"ml.c6gn.4xlarge"|"ml.c6gn.8xlarge"|"ml.c6gn.12xlarge"|"ml.c6gn.16xlarge"|"ml.r6g.large"|"ml.r6g.xlarge"|"ml.r6g.2xlarge"|"ml.r6g.4xlarge"|"ml.r6g.8xlarge"|"ml.r6g.12xlarge"|"ml.r6g.16xlarge"|"ml.r6gd.large"|"ml.r6gd.xlarge"|"ml.r6gd.2xlarge"|"ml.r6gd.4xlarge"|"ml.r6gd.8xlarge"|"ml.r6gd.12xlarge"|"ml.r6gd.16xlarge"|"ml.p4de.24xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.inf2.xlarge"|"ml.inf2.8xlarge"|"ml.inf2.24xlarge"|"ml.inf2.48xlarge"|"ml.p5.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"
),
SupportedContentTypes = list(
"string"
),
SupportedResponseMIMETypes = list(
"string"
)
)
),
SourceUri = "string",
SecurityConfig = list(
KmsKeyId = "string"
),
ModelCard = list(
ModelCardContent = "string",
ModelCardStatus = "Draft"|"PendingReview"|"Approved"|"Archived"
),
Tags = list(
list(
Key = "string",
Value = "string"
)
),
CustomerMetadataProperties = list(
"string"
),
DriftCheckBaselines = list(
Bias = list(
ConfigFile = list(
ContentType = "string",
ContentDigest = "string",
S3Uri = "string"
),
PreTrainingConstraints = list(
ContentType = "string",
ContentDigest = "string",
S3Uri = "string"
),
PostTrainingConstraints = list(
ContentType = "string",
ContentDigest = "string",
S3Uri = "string"
)
),
Explainability = list(
Constraints = list(
ContentType = "string",
ContentDigest = "string",
S3Uri = "string"
),
ConfigFile = list(
ContentType = "string",
ContentDigest = "string",
S3Uri = "string"
)
),
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"
)
)
),
SkipModelValidation = "All"|"None"
),
ModelPackageGroup = list(
ModelPackageGroupName = "string",
ModelPackageGroupArn = "string",
ModelPackageGroupDescription = "string",
CreationTime = as.POSIXct(
"2015-01-01"
),
CreatedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "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"|"Deleting",
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",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
LastModifiedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
ParallelismConfiguration = list(
MaxParallelExecutionSteps = 123
),
Tags = list(
list(
Key = "string",
Value = "string"
)
)
),
PipelineExecution = list(
PipelineArn = "string",
PipelineExecutionArn = "string",
PipelineExecutionDisplayName = "string",
PipelineExecutionStatus = "Executing"|"Stopping"|"Stopped"|"Failed"|"Succeeded",
PipelineExecutionDescription = "string",
PipelineExperimentConfig = list(
ExperimentName = "string",
TrialName = "string"
),
FailureReason = "string",
CreationTime = as.POSIXct(
"2015-01-01"
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
CreatedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
LastModifiedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
ParallelismConfiguration = list(
MaxParallelExecutionSteps = 123
),
SelectiveExecutionConfig = list(
SourcePipelineExecutionArn = "string",
SelectedSteps = list(
list(
StepName = "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",
CollectionType = "List"|"Set"|"Vector",
CollectionConfig = list(
VectorConfig = list(
Dimension = 123
)
)
)
),
CreationTime = as.POSIXct(
"2015-01-01"
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
OnlineStoreConfig = list(
SecurityConfig = list(
KmsKeyId = "string"
),
EnableOnlineStore = TRUE|FALSE,
TtlDuration = list(
Unit = "Seconds"|"Minutes"|"Hours"|"Days"|"Weeks",
Value = 123
),
StorageType = "Standard"|"InMemory"
),
OfflineStoreConfig = list(
S3StorageConfig = list(
S3Uri = "string",
KmsKeyId = "string",
ResolvedOutputS3Uri = "string"
),
DisableGlueTableCreation = TRUE|FALSE,
DataCatalogConfig = list(
TableName = "string",
Catalog = "string",
Database = "string"
),
TableFormat = "Default"|"Glue"|"Iceberg"
),
RoleArn = "string",
FeatureGroupStatus = "Creating"|"Created"|"CreateFailed"|"Deleting"|"DeleteFailed",
OfflineStoreStatus = list(
Status = "Active"|"Blocked"|"Disabled",
BlockedReason = "string"
),
LastUpdateStatus = list(
Status = "Successful"|"Failed"|"InProgress",
FailureReason = "string"
),
FailureReason = "string",
Description = "string",
Tags = list(
list(
Key = "string",
Value = "string"
)
)
),
FeatureMetadata = list(
FeatureGroupArn = "string",
FeatureGroupName = "string",
FeatureName = "string",
FeatureType = "Integral"|"Fractional"|"String",
CreationTime = as.POSIXct(
"2015-01-01"
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
Description = "string",
Parameters = list(
list(
Key = "string",
Value = "string"
)
)
),
Project = list(
ProjectArn = "string",
ProjectName = "string",
ProjectId = "string",
ProjectDescription = "string",
ServiceCatalogProvisioningDetails = list(
ProductId = "string",
ProvisioningArtifactId = "string",
PathId = "string",
ProvisioningParameters = list(
list(
Key = "string",
Value = "string"
)
)
),
ServiceCatalogProvisionedProductDetails = list(
ProvisionedProductId = "string",
ProvisionedProductStatusMessage = "string"
),
ProjectStatus = "Pending"|"CreateInProgress"|"CreateCompleted"|"CreateFailed"|"DeleteInProgress"|"DeleteFailed"|"DeleteCompleted"|"UpdateInProgress"|"UpdateCompleted"|"UpdateFailed",
CreatedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
CreationTime = as.POSIXct(
"2015-01-01"
),
Tags = list(
list(
Key = "string",
Value = "string"
)
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
LastModifiedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
)
),
HyperParameterTuningJob = list(
HyperParameterTuningJobName = "string",
HyperParameterTuningJobArn = "string",
HyperParameterTuningJobConfig = list(
Strategy = "Bayesian"|"Random"|"Hyperband"|"Grid",
StrategyConfig = list(
HyperbandStrategyConfig = list(
MinResource = 123,
MaxResource = 123
)
),
HyperParameterTuningJobObjective = list(
Type = "Maximize"|"Minimize",
MetricName = "string"
),
ResourceLimits = list(
MaxNumberOfTrainingJobs = 123,
MaxParallelTrainingJobs = 123,
MaxRuntimeInSeconds = 123
),
ParameterRanges = list(
IntegerParameterRanges = list(
list(
Name = "string",
MinValue = "string",
MaxValue = "string",
ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
)
),
ContinuousParameterRanges = list(
list(
Name = "string",
MinValue = "string",
MaxValue = "string",
ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
)
),
CategoricalParameterRanges = list(
list(
Name = "string",
Values = list(
"string"
)
)
),
AutoParameters = list(
list(
Name = "string",
ValueHint = "string"
)
)
),
TrainingJobEarlyStoppingType = "Off"|"Auto",
TuningJobCompletionCriteria = list(
TargetObjectiveMetricValue = 123.0,
BestObjectiveNotImproving = list(
MaxNumberOfTrainingJobsNotImproving = 123
),
ConvergenceDetected = list(
CompleteOnConvergence = "Disabled"|"Enabled"
)
),
RandomSeed = 123
),
TrainingJobDefinition = list(
DefinitionName = "string",
TuningObjective = list(
Type = "Maximize"|"Minimize",
MetricName = "string"
),
HyperParameterRanges = list(
IntegerParameterRanges = list(
list(
Name = "string",
MinValue = "string",
MaxValue = "string",
ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
)
),
ContinuousParameterRanges = list(
list(
Name = "string",
MinValue = "string",
MaxValue = "string",
ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
)
),
CategoricalParameterRanges = list(
list(
Name = "string",
Values = list(
"string"
)
)
),
AutoParameters = list(
list(
Name = "string",
ValueHint = "string"
)
)
),
StaticHyperParameters = list(
"string"
),
AlgorithmSpecification = list(
TrainingImage = "string",
TrainingInputMode = "Pipe"|"File"|"FastFile",
AlgorithmName = "string",
MetricDefinitions = list(
list(
Name = "string",
Regex = "string"
)
)
),
RoleArn = "string",
InputDataConfig = list(
list(
ChannelName = "string",
DataSource = list(
S3DataSource = list(
S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
S3Uri = "string",
S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
AttributeNames = list(
"string"
),
InstanceGroupNames = 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"|"FastFile",
ShuffleConfig = list(
Seed = 123
)
)
),
VpcConfig = list(
SecurityGroupIds = list(
"string"
),
Subnets = list(
"string"
)
),
OutputDataConfig = list(
KmsKeyId = "string",
S3OutputPath = "string",
CompressionType = "GZIP"|"NONE"
),
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
VolumeSizeInGB = 123,
VolumeKmsKeyId = "string",
KeepAlivePeriodInSeconds = 123,
InstanceGroups = list(
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
InstanceGroupName = "string"
)
)
),
HyperParameterTuningResourceConfig = 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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
VolumeSizeInGB = 123,
VolumeKmsKeyId = "string",
AllocationStrategy = "Prioritized",
InstanceConfigs = list(
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
VolumeSizeInGB = 123
)
)
),
StoppingCondition = list(
MaxRuntimeInSeconds = 123,
MaxWaitTimeInSeconds = 123,
MaxPendingTimeInSeconds = 123
),
EnableNetworkIsolation = TRUE|FALSE,
EnableInterContainerTrafficEncryption = TRUE|FALSE,
EnableManagedSpotTraining = TRUE|FALSE,
CheckpointConfig = list(
S3Uri = "string",
LocalPath = "string"
),
RetryStrategy = list(
MaximumRetryAttempts = 123
),
Environment = list(
"string"
)
),
TrainingJobDefinitions = list(
list(
DefinitionName = "string",
TuningObjective = list(
Type = "Maximize"|"Minimize",
MetricName = "string"
),
HyperParameterRanges = list(
IntegerParameterRanges = list(
list(
Name = "string",
MinValue = "string",
MaxValue = "string",
ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
)
),
ContinuousParameterRanges = list(
list(
Name = "string",
MinValue = "string",
MaxValue = "string",
ScalingType = "Auto"|"Linear"|"Logarithmic"|"ReverseLogarithmic"
)
),
CategoricalParameterRanges = list(
list(
Name = "string",
Values = list(
"string"
)
)
),
AutoParameters = list(
list(
Name = "string",
ValueHint = "string"
)
)
),
StaticHyperParameters = list(
"string"
),
AlgorithmSpecification = list(
TrainingImage = "string",
TrainingInputMode = "Pipe"|"File"|"FastFile",
AlgorithmName = "string",
MetricDefinitions = list(
list(
Name = "string",
Regex = "string"
)
)
),
RoleArn = "string",
InputDataConfig = list(
list(
ChannelName = "string",
DataSource = list(
S3DataSource = list(
S3DataType = "ManifestFile"|"S3Prefix"|"AugmentedManifestFile",
S3Uri = "string",
S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
AttributeNames = list(
"string"
),
InstanceGroupNames = 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"|"FastFile",
ShuffleConfig = list(
Seed = 123
)
)
),
VpcConfig = list(
SecurityGroupIds = list(
"string"
),
Subnets = list(
"string"
)
),
OutputDataConfig = list(
KmsKeyId = "string",
S3OutputPath = "string",
CompressionType = "GZIP"|"NONE"
),
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
VolumeSizeInGB = 123,
VolumeKmsKeyId = "string",
KeepAlivePeriodInSeconds = 123,
InstanceGroups = list(
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
InstanceGroupName = "string"
)
)
),
HyperParameterTuningResourceConfig = 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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
VolumeSizeInGB = 123,
VolumeKmsKeyId = "string",
AllocationStrategy = "Prioritized",
InstanceConfigs = list(
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.p4de.24xlarge"|"ml.p5.48xlarge"|"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"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.8xlarge"|"ml.c6i.4xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.24xlarge"|"ml.t3.medium"|"ml.t3.large"|"ml.t3.xlarge"|"ml.t3.2xlarge"|"ml.r5.large"|"ml.r5.xlarge"|"ml.r5.2xlarge"|"ml.r5.4xlarge"|"ml.r5.8xlarge"|"ml.r5.12xlarge"|"ml.r5.16xlarge"|"ml.r5.24xlarge",
InstanceCount = 123,
VolumeSizeInGB = 123
)
)
),
StoppingCondition = list(
MaxRuntimeInSeconds = 123,
MaxWaitTimeInSeconds = 123,
MaxPendingTimeInSeconds = 123
),
EnableNetworkIsolation = TRUE|FALSE,
EnableInterContainerTrafficEncryption = TRUE|FALSE,
EnableManagedSpotTraining = TRUE|FALSE,
CheckpointConfig = list(
S3Uri = "string",
LocalPath = "string"
),
RetryStrategy = list(
MaximumRetryAttempts = 123
),
Environment = list(
"string"
)
)
),
HyperParameterTuningJobStatus = "Completed"|"InProgress"|"Failed"|"Stopped"|"Stopping"|"Deleting"|"DeleteFailed",
CreationTime = as.POSIXct(
"2015-01-01"
),
HyperParameterTuningEndTime = as.POSIXct(
"2015-01-01"
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
TrainingJobStatusCounters = list(
Completed = 123,
InProgress = 123,
RetryableError = 123,
NonRetryableError = 123,
Stopped = 123
),
ObjectiveStatusCounters = list(
Succeeded = 123,
Pending = 123,
Failed = 123
),
BestTrainingJob = list(
TrainingJobDefinitionName = "string",
TrainingJobName = "string",
TrainingJobArn = "string",
TuningJobName = "string",
CreationTime = as.POSIXct(
"2015-01-01"
),
TrainingStartTime = as.POSIXct(
"2015-01-01"
),
TrainingEndTime = as.POSIXct(
"2015-01-01"
),
TrainingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
TunedHyperParameters = list(
"string"
),
FailureReason = "string",
FinalHyperParameterTuningJobObjectiveMetric = list(
Type = "Maximize"|"Minimize",
MetricName = "string",
Value = 123.0
),
ObjectiveStatus = "Succeeded"|"Pending"|"Failed"
),
OverallBestTrainingJob = list(
TrainingJobDefinitionName = "string",
TrainingJobName = "string",
TrainingJobArn = "string",
TuningJobName = "string",
CreationTime = as.POSIXct(
"2015-01-01"
),
TrainingStartTime = as.POSIXct(
"2015-01-01"
),
TrainingEndTime = as.POSIXct(
"2015-01-01"
),
TrainingJobStatus = "InProgress"|"Completed"|"Failed"|"Stopping"|"Stopped",
TunedHyperParameters = list(
"string"
),
FailureReason = "string",
FinalHyperParameterTuningJobObjectiveMetric = list(
Type = "Maximize"|"Minimize",
MetricName = "string",
Value = 123.0
),
ObjectiveStatus = "Succeeded"|"Pending"|"Failed"
),
WarmStartConfig = list(
ParentHyperParameterTuningJobs = list(
list(
HyperParameterTuningJobName = "string"
)
),
WarmStartType = "IdenticalDataAndAlgorithm"|"TransferLearning"
),
FailureReason = "string",
TuningJobCompletionDetails = list(
NumberOfTrainingJobsObjectiveNotImproving = 123,
ConvergenceDetectedTime = as.POSIXct(
"2015-01-01"
)
),
ConsumedResources = list(
RuntimeInSeconds = 123
),
Tags = list(
list(
Key = "string",
Value = "string"
)
)
),
ModelCard = list(
ModelCardArn = "string",
ModelCardName = "string",
ModelCardVersion = 123,
Content = "string",
ModelCardStatus = "Draft"|"PendingReview"|"Approved"|"Archived",
SecurityConfig = list(
KmsKeyId = "string"
),
CreationTime = as.POSIXct(
"2015-01-01"
),
CreatedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
LastModifiedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
Tags = list(
list(
Key = "string",
Value = "string"
)
),
ModelId = "string",
RiskRating = "string",
ModelPackageGroupName = "string"
),
Model = list(
Model = list(
ModelName = "string",
PrimaryContainer = list(
ContainerHostname = "string",
Image = "string",
ImageConfig = list(
RepositoryAccessMode = "Platform"|"Vpc",
RepositoryAuthConfig = list(
RepositoryCredentialsProviderArn = "string"
)
),
Mode = "SingleModel"|"MultiModel",
ModelDataUrl = "string",
ModelDataSource = list(
S3DataSource = list(
S3Uri = "string",
S3DataType = "S3Prefix"|"S3Object",
CompressionType = "None"|"Gzip",
ModelAccessConfig = list(
AcceptEula = TRUE|FALSE
),
HubAccessConfig = list(
HubContentArn = "string"
)
)
),
AdditionalModelDataSources = list(
list(
ChannelName = "string",
S3DataSource = list(
S3Uri = "string",
S3DataType = "S3Prefix"|"S3Object",
CompressionType = "None"|"Gzip",
ModelAccessConfig = list(
AcceptEula = TRUE|FALSE
),
HubAccessConfig = list(
HubContentArn = "string"
)
)
)
),
Environment = list(
"string"
),
ModelPackageName = "string",
InferenceSpecificationName = "string",
MultiModelConfig = list(
ModelCacheSetting = "Enabled"|"Disabled"
)
),
Containers = list(
list(
ContainerHostname = "string",
Image = "string",
ImageConfig = list(
RepositoryAccessMode = "Platform"|"Vpc",
RepositoryAuthConfig = list(
RepositoryCredentialsProviderArn = "string"
)
),
Mode = "SingleModel"|"MultiModel",
ModelDataUrl = "string",
ModelDataSource = list(
S3DataSource = list(
S3Uri = "string",
S3DataType = "S3Prefix"|"S3Object",
CompressionType = "None"|"Gzip",
ModelAccessConfig = list(
AcceptEula = TRUE|FALSE
),
HubAccessConfig = list(
HubContentArn = "string"
)
)
),
AdditionalModelDataSources = list(
list(
ChannelName = "string",
S3DataSource = list(
S3Uri = "string",
S3DataType = "S3Prefix"|"S3Object",
CompressionType = "None"|"Gzip",
ModelAccessConfig = list(
AcceptEula = TRUE|FALSE
),
HubAccessConfig = list(
HubContentArn = "string"
)
)
)
),
Environment = list(
"string"
),
ModelPackageName = "string",
InferenceSpecificationName = "string",
MultiModelConfig = list(
ModelCacheSetting = "Enabled"|"Disabled"
)
)
),
InferenceExecutionConfig = list(
Mode = "Serial"|"Direct"
),
ExecutionRoleArn = "string",
VpcConfig = list(
SecurityGroupIds = list(
"string"
),
Subnets = list(
"string"
)
),
CreationTime = as.POSIXct(
"2015-01-01"
),
ModelArn = "string",
EnableNetworkIsolation = TRUE|FALSE,
Tags = list(
list(
Key = "string",
Value = "string"
)
),
DeploymentRecommendation = list(
RecommendationStatus = "IN_PROGRESS"|"COMPLETED"|"FAILED"|"NOT_APPLICABLE",
RealTimeInferenceRecommendations = list(
list(
RecommendationId = "string",
InstanceType = "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"|"ml.dl1.24xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.g6.xlarge"|"ml.g6.2xlarge"|"ml.g6.4xlarge"|"ml.g6.8xlarge"|"ml.g6.12xlarge"|"ml.g6.16xlarge"|"ml.g6.24xlarge"|"ml.g6.48xlarge"|"ml.p4d.24xlarge"|"ml.c7g.large"|"ml.c7g.xlarge"|"ml.c7g.2xlarge"|"ml.c7g.4xlarge"|"ml.c7g.8xlarge"|"ml.c7g.12xlarge"|"ml.c7g.16xlarge"|"ml.m6g.large"|"ml.m6g.xlarge"|"ml.m6g.2xlarge"|"ml.m6g.4xlarge"|"ml.m6g.8xlarge"|"ml.m6g.12xlarge"|"ml.m6g.16xlarge"|"ml.m6gd.large"|"ml.m6gd.xlarge"|"ml.m6gd.2xlarge"|"ml.m6gd.4xlarge"|"ml.m6gd.8xlarge"|"ml.m6gd.12xlarge"|"ml.m6gd.16xlarge"|"ml.c6g.large"|"ml.c6g.xlarge"|"ml.c6g.2xlarge"|"ml.c6g.4xlarge"|"ml.c6g.8xlarge"|"ml.c6g.12xlarge"|"ml.c6g.16xlarge"|"ml.c6gd.large"|"ml.c6gd.xlarge"|"ml.c6gd.2xlarge"|"ml.c6gd.4xlarge"|"ml.c6gd.8xlarge"|"ml.c6gd.12xlarge"|"ml.c6gd.16xlarge"|"ml.c6gn.large"|"ml.c6gn.xlarge"|"ml.c6gn.2xlarge"|"ml.c6gn.4xlarge"|"ml.c6gn.8xlarge"|"ml.c6gn.12xlarge"|"ml.c6gn.16xlarge"|"ml.r6g.large"|"ml.r6g.xlarge"|"ml.r6g.2xlarge"|"ml.r6g.4xlarge"|"ml.r6g.8xlarge"|"ml.r6g.12xlarge"|"ml.r6g.16xlarge"|"ml.r6gd.large"|"ml.r6gd.xlarge"|"ml.r6gd.2xlarge"|"ml.r6gd.4xlarge"|"ml.r6gd.8xlarge"|"ml.r6gd.12xlarge"|"ml.r6gd.16xlarge"|"ml.p4de.24xlarge"|"ml.trn1.2xlarge"|"ml.trn1.32xlarge"|"ml.trn1n.32xlarge"|"ml.inf2.xlarge"|"ml.inf2.8xlarge"|"ml.inf2.24xlarge"|"ml.inf2.48xlarge"|"ml.p5.48xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge",
Environment = list(
"string"
)
)
)
)
),
Endpoints = list(
list(
EndpointName = "string",
EndpointArn = "string",
CreationTime = as.POSIXct(
"2015-01-01"
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
EndpointStatus = "OutOfService"|"Creating"|"Updating"|"SystemUpdating"|"RollingBack"|"InService"|"Deleting"|"Failed"|"UpdateRollbackFailed"
)
),
LastBatchTransformJob = 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"
),
DataCaptureConfig = list(
DestinationS3Uri = "string",
KmsKeyId = "string",
GenerateInferenceId = TRUE|FALSE
),
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"|"ml.m6i.large"|"ml.m6i.xlarge"|"ml.m6i.2xlarge"|"ml.m6i.4xlarge"|"ml.m6i.8xlarge"|"ml.m6i.12xlarge"|"ml.m6i.16xlarge"|"ml.m6i.24xlarge"|"ml.m6i.32xlarge"|"ml.c6i.large"|"ml.c6i.xlarge"|"ml.c6i.2xlarge"|"ml.c6i.4xlarge"|"ml.c6i.8xlarge"|"ml.c6i.12xlarge"|"ml.c6i.16xlarge"|"ml.c6i.24xlarge"|"ml.c6i.32xlarge"|"ml.r6i.large"|"ml.r6i.xlarge"|"ml.r6i.2xlarge"|"ml.r6i.4xlarge"|"ml.r6i.8xlarge"|"ml.r6i.12xlarge"|"ml.r6i.16xlarge"|"ml.r6i.24xlarge"|"ml.r6i.32xlarge"|"ml.m7i.large"|"ml.m7i.xlarge"|"ml.m7i.2xlarge"|"ml.m7i.4xlarge"|"ml.m7i.8xlarge"|"ml.m7i.12xlarge"|"ml.m7i.16xlarge"|"ml.m7i.24xlarge"|"ml.m7i.48xlarge"|"ml.c7i.large"|"ml.c7i.xlarge"|"ml.c7i.2xlarge"|"ml.c7i.4xlarge"|"ml.c7i.8xlarge"|"ml.c7i.12xlarge"|"ml.c7i.16xlarge"|"ml.c7i.24xlarge"|"ml.c7i.48xlarge"|"ml.r7i.large"|"ml.r7i.xlarge"|"ml.r7i.2xlarge"|"ml.r7i.4xlarge"|"ml.r7i.8xlarge"|"ml.r7i.12xlarge"|"ml.r7i.16xlarge"|"ml.r7i.24xlarge"|"ml.r7i.48xlarge"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.12xlarge"|"ml.g5.16xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge",
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",
RunName = "string"
),
Tags = list(
list(
Key = "string",
Value = "string"
)
)
),
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",
DataAnalysisStartTime = "string",
DataAnalysisEndTime = "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",
ExcludeFeaturesAttribute = "string"
),
BatchTransformInput = list(
DataCapturedDestinationS3Uri = "string",
DatasetFormat = list(
Csv = list(
Header = TRUE|FALSE
),
Json = list(
Line = TRUE|FALSE
),
Parquet = list()
),
LocalPath = "string",
S3InputMode = "Pipe"|"File",
S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
FeaturesAttribute = "string",
InferenceAttribute = "string",
ProbabilityAttribute = "string",
ProbabilityThresholdAttribute = 123.0,
StartTimeOffset = "string",
EndTimeOffset = "string",
ExcludeFeaturesAttribute = "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"|"ml.g4dn.xlarge"|"ml.g4dn.2xlarge"|"ml.g4dn.4xlarge"|"ml.g4dn.8xlarge"|"ml.g4dn.12xlarge"|"ml.g4dn.16xlarge"|"ml.g5.xlarge"|"ml.g5.2xlarge"|"ml.g5.4xlarge"|"ml.g5.8xlarge"|"ml.g5.16xlarge"|"ml.g5.12xlarge"|"ml.g5.24xlarge"|"ml.g5.48xlarge"|"ml.r5d.large"|"ml.r5d.xlarge"|"ml.r5d.2xlarge"|"ml.r5d.4xlarge"|"ml.r5d.8xlarge"|"ml.r5d.12xlarge"|"ml.r5d.16xlarge"|"ml.r5d.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",
MonitoringAlertSummaries = list(
list(
MonitoringAlertName = "string",
CreationTime = as.POSIXct(
"2015-01-01"
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
AlertStatus = "InAlert"|"OK",
DatapointsToAlert = 123,
EvaluationPeriod = 123,
Actions = list(
ModelDashboardIndicator = list(
Enabled = TRUE|FALSE
)
)
)
),
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"
),
BatchTransformInput = list(
DataCapturedDestinationS3Uri = "string",
DatasetFormat = list(
Csv = list(
Header = TRUE|FALSE
),
Json = list(
Line = TRUE|FALSE
),
Parquet = list()
),
LocalPath = "string",
S3InputMode = "Pipe"|"File",
S3DataDistributionType = "FullyReplicated"|"ShardedByS3Key",
FeaturesAttribute = "string",
InferenceAttribute = "string",
ProbabilityAttribute = "string",
ProbabilityThresholdAttribute = 123.0,
StartTimeOffset = "string",
EndTimeOffset = "string",
ExcludeFeaturesAttribute = "string"
)
)
),
ModelCard = list(
ModelCardArn = "string",
ModelCardName = "string",
ModelCardVersion = 123,
ModelCardStatus = "Draft"|"PendingReview"|"Approved"|"Archived",
SecurityConfig = list(
KmsKeyId = "string"
),
CreationTime = as.POSIXct(
"2015-01-01"
),
CreatedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
LastModifiedTime = as.POSIXct(
"2015-01-01"
),
LastModifiedBy = list(
UserProfileArn = "string",
UserProfileName = "string",
DomainId = "string",
IamIdentity = list(
Arn = "string",
PrincipalId = "string",
SourceIdentity = "string"
)
),
Tags = list(
list(
Key = "string",
Value = "string"
)
),
ModelId = "string",
RiskRating = "string"
)
)
)
),
NextToken = "string"
)
Request syntax¶
svc$search(
Resource = "TrainingJob"|"Experiment"|"ExperimentTrial"|"ExperimentTrialComponent"|"Endpoint"|"Model"|"ModelPackage"|"ModelPackageGroup"|"Pipeline"|"PipelineExecution"|"FeatureGroup"|"FeatureMetadata"|"Image"|"ImageVersion"|"Project"|"HyperParameterTuningJob"|"ModelCard",
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,
CrossAccountFilterOption = "SameAccount"|"CrossAccount",
VisibilityConditions = list(
list(
Key = "string",
Value = "string"
)
)
)