SageMaker / Client / list_compute_quotas

list_compute_quotas

SageMaker.Client.list_compute_quotas(**kwargs)

List the resource allocation definitions.

See also: AWS API Documentation

Request Syntax

response = client.list_compute_quotas(
    CreatedAfter=datetime(2015, 1, 1),
    CreatedBefore=datetime(2015, 1, 1),
    NameContains='string',
    Status='Creating'|'CreateFailed'|'CreateRollbackFailed'|'Created'|'Updating'|'UpdateFailed'|'UpdateRollbackFailed'|'Updated'|'Deleting'|'DeleteFailed'|'DeleteRollbackFailed'|'Deleted',
    ClusterArn='string',
    SortBy='Name'|'CreationTime'|'Status'|'ClusterArn',
    SortOrder='Ascending'|'Descending',
    NextToken='string',
    MaxResults=123
)
Parameters:

  • CreatedAfter (datetime) – Filter for after this creation time. The input for this parameter is a Unix timestamp. To convert a date and time into a Unix timestamp, see EpochConverter.

  • CreatedBefore (datetime) – Filter for before this creation time. The input for this parameter is a Unix timestamp. To convert a date and time into a Unix timestamp, see EpochConverter.

  • NameContains (string) – Filter for name containing this string.

  • Status (string) – Filter for status.

  • ClusterArn (string) – Filter for ARN of the cluster.

  • SortBy (string) – Filter for sorting the list by a given value. For example, sort by name, creation time, or status.

  • SortOrder (string) – The order of the list. By default, listed in Descending order according to by SortBy. To change the list order, you can specify SortOrder to be Ascending.

  • NextToken (string) – If the previous response was truncated, you will receive this token. Use it in your next request to receive the next set of results.

  • MaxResults (integer) – The maximum number of compute allocation definitions to list.

Return type:

dict

Returns:

Response Syntax

{
    'ComputeQuotaSummaries': [
        {
            'ComputeQuotaArn': 'string',
            'ComputeQuotaId': 'string',
            'Name': 'string',
            'ComputeQuotaVersion': 123,
            'Status': 'Creating'|'CreateFailed'|'CreateRollbackFailed'|'Created'|'Updating'|'UpdateFailed'|'UpdateRollbackFailed'|'Updated'|'Deleting'|'DeleteFailed'|'DeleteRollbackFailed'|'Deleted',
            'ClusterArn': 'string',
            'ComputeQuotaConfig': {
                'ComputeQuotaResources': [
                    {
                        'InstanceType': 'ml.p4d.24xlarge'|'ml.p4de.24xlarge'|'ml.p5.48xlarge'|'ml.p6e-gb200.36xlarge'|'ml.trn1.32xlarge'|'ml.trn1n.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.c5.large'|'ml.c5.xlarge'|'ml.c5.2xlarge'|'ml.c5.4xlarge'|'ml.c5.9xlarge'|'ml.c5.12xlarge'|'ml.c5.18xlarge'|'ml.c5.24xlarge'|'ml.c5n.large'|'ml.c5n.2xlarge'|'ml.c5n.4xlarge'|'ml.c5n.9xlarge'|'ml.c5n.18xlarge'|'ml.m5.large'|'ml.m5.xlarge'|'ml.m5.2xlarge'|'ml.m5.4xlarge'|'ml.m5.8xlarge'|'ml.m5.12xlarge'|'ml.m5.16xlarge'|'ml.m5.24xlarge'|'ml.t3.medium'|'ml.t3.large'|'ml.t3.xlarge'|'ml.t3.2xlarge'|'ml.g6.xlarge'|'ml.g6.2xlarge'|'ml.g6.4xlarge'|'ml.g6.8xlarge'|'ml.g6.16xlarge'|'ml.g6.12xlarge'|'ml.g6.24xlarge'|'ml.g6.48xlarge'|'ml.gr6.4xlarge'|'ml.gr6.8xlarge'|'ml.g6e.xlarge'|'ml.g6e.2xlarge'|'ml.g6e.4xlarge'|'ml.g6e.8xlarge'|'ml.g6e.16xlarge'|'ml.g6e.12xlarge'|'ml.g6e.24xlarge'|'ml.g6e.48xlarge'|'ml.p5e.48xlarge'|'ml.p5en.48xlarge'|'ml.p6-b200.48xlarge'|'ml.trn2.48xlarge'|'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.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.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.i3en.large'|'ml.i3en.xlarge'|'ml.i3en.2xlarge'|'ml.i3en.3xlarge'|'ml.i3en.6xlarge'|'ml.i3en.12xlarge'|'ml.i3en.24xlarge'|'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.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',
                        'Count': 123,
                        'Accelerators': 123,
                        'VCpu': ...,
                        'MemoryInGiB': ...
                    },
                ],
                'ResourceSharingConfig': {
                    'Strategy': 'Lend'|'DontLend'|'LendAndBorrow',
                    'BorrowLimit': 123
                },
                'PreemptTeamTasks': 'Never'|'LowerPriority'
            },
            'ComputeQuotaTarget': {
                'TeamName': 'string',
                'FairShareWeight': 123
            },
            'ActivationState': 'Enabled'|'Disabled',
            'CreationTime': datetime(2015, 1, 1),
            'LastModifiedTime': datetime(2015, 1, 1)
        },
    ],
    'NextToken': 'string'
}

Response Structure

  • (dict) –

    • ComputeQuotaSummaries (list) –

      Summaries of the compute allocation definitions.

      • (dict) –

        Summary of the compute allocation definition.

        • ComputeQuotaArn (string) –

          ARN of the compute allocation definition.

        • ComputeQuotaId (string) –

          ID of the compute allocation definition.

        • Name (string) –

          Name of the compute allocation definition.

        • ComputeQuotaVersion (integer) –

          Version of the compute allocation definition.

        • Status (string) –

          Status of the compute allocation definition.

        • ClusterArn (string) –

          ARN of the cluster.

        • ComputeQuotaConfig (dict) –

          Configuration of the compute allocation definition. This includes the resource sharing option, and the setting to preempt low priority tasks.

          • ComputeQuotaResources (list) –

            Allocate compute resources by instance types.

            • (dict) –

              Configuration of the resources used for the compute allocation definition.

              • InstanceType (string) –

                The instance type of the instance group for the cluster.

              • Count (integer) –

                The number of instances to add to the instance group of a SageMaker HyperPod cluster.

              • Accelerators (integer) –

                The number of accelerators to allocate. If you don’t specify a value for vCPU and MemoryInGiB, SageMaker AI automatically allocates ratio-based values for those parameters based on the number of accelerators you provide. For example, if you allocate 16 out of 32 total accelerators, SageMaker AI uses the ratio of 0.5 and allocates values to vCPU and MemoryInGiB.

              • VCpu (float) –

                The number of vCPU to allocate. If you specify a value only for vCPU, SageMaker AI automatically allocates ratio-based values for MemoryInGiB based on this vCPU parameter. For example, if you allocate 20 out of 40 total vCPU, SageMaker AI uses the ratio of 0.5 and allocates values to MemoryInGiB. Accelerators are set to 0.

              • MemoryInGiB (float) –

                The amount of memory in GiB to allocate. If you specify a value only for this parameter, SageMaker AI automatically allocates a ratio-based value for vCPU based on this memory that you provide. For example, if you allocate 200 out of 400 total memory in GiB, SageMaker AI uses the ratio of 0.5 and allocates values to vCPU. Accelerators are set to 0.

          • ResourceSharingConfig (dict) –

            Resource sharing configuration. This defines how an entity can lend and borrow idle compute with other entities within the cluster.

            • Strategy (string) –

              The strategy of how idle compute is shared within the cluster. The following are the options of strategies.

              • DontLend: entities do not lend idle compute.

              • Lend: entities can lend idle compute to entities that can borrow.

              • LendandBorrow: entities can lend idle compute and borrow idle compute from other entities.

              Default is LendandBorrow.

            • BorrowLimit (integer) –

              The limit on how much idle compute can be borrowed.The values can be 1 - 500 percent of idle compute that the team is allowed to borrow.

              Default is 50.

          • PreemptTeamTasks (string) –

            Allows workloads from within an entity to preempt same-team workloads. When set to LowerPriority, the entity’s lower priority tasks are preempted by their own higher priority tasks.

            Default is LowerPriority.

        • ComputeQuotaTarget (dict) –

          The target entity to allocate compute resources to.

          • TeamName (string) –

            Name of the team to allocate compute resources to.

          • FairShareWeight (integer) –

            Assigned entity fair-share weight. Idle compute will be shared across entities based on these assigned weights. This weight is only used when FairShare is enabled.

            A weight of 0 is the lowest priority and 100 is the highest. Weight 0 is the default.

        • ActivationState (string) –

          The state of the compute allocation being described. Use to enable or disable compute allocation.

          Default is Enabled.

        • CreationTime (datetime) –

          Creation time of the compute allocation definition.

        • LastModifiedTime (datetime) –

          Last modified time of the compute allocation definition.

    • NextToken (string) –

      If the previous response was truncated, you will receive this token. Use it in your next request to receive the next set of results.