Amazon SageMaker Sagemaker Compute Quota API
The Sagemaker Compute Quota API from Amazon SageMaker — 5 operation(s) for sagemaker compute quota.
The Sagemaker Compute Quota API from Amazon SageMaker — 5 operation(s) for sagemaker compute quota.
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openapi: 3.1.0
info:
title: Amazon SageMaker Service Compute Quota API
version: '2017-07-24'
description: Generated from AWS's published Smithy model for Amazon SageMaker Service. 5 operation(s).
contact:
name: Amazon Web Services
url: https://aws.amazon.com/contact-us/
license:
name: Apache 2.0
identifier: Apache-2.0
url: https://github.com/aws/api-models-aws/blob/main/LICENSE
servers:
- url: https://api.sagemaker.{region}.amazonaws.com
variables:
region:
default: us-east-1
security:
- sigv4: []
paths:
/#CreateComputeQuota:
post:
operationId: CreateComputeQuota
summary: Create Compute Quota
description: Create compute allocation definition. This defines how compute is allocated, shared, and borrowed for specified
entities. Specifically, how to lend and borrow idle compute and assign a fair-share weight to the specified entities.
responses:
'200':
description: Success
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/CreateComputeQuotaResponse'
'400':
description: ConflictException; ResourceLimitExceeded
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/ConflictException'
parameters:
- name: X-Amz-Target
in: header
required: true
schema:
type: string
enum:
- SageMaker.CreateComputeQuota
requestBody:
required: true
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/CreateComputeQuotaRequest'
tags:
- Compute Quota
/#DeleteComputeQuota:
post:
operationId: DeleteComputeQuota
summary: Delete Compute Quota
description: Deletes the compute allocation from the cluster.
responses:
'200':
description: Success
content:
application/x-amz-json-1.1:
schema:
type: string
'400':
description: ResourceNotFound
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/ResourceNotFound'
parameters:
- name: X-Amz-Target
in: header
required: true
schema:
type: string
enum:
- SageMaker.DeleteComputeQuota
requestBody:
required: true
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/DeleteComputeQuotaRequest'
tags:
- Compute Quota
/#DescribeComputeQuota:
post:
operationId: DescribeComputeQuota
summary: Describe Compute Quota
description: Description of the compute allocation definition.
responses:
'200':
description: Success
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/DescribeComputeQuotaResponse'
'400':
description: ResourceNotFound
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/ResourceNotFound'
parameters:
- name: X-Amz-Target
in: header
required: true
schema:
type: string
enum:
- SageMaker.DescribeComputeQuota
requestBody:
required: true
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/DescribeComputeQuotaRequest'
tags:
- Compute Quota
/#ListComputeQuotas:
post:
operationId: ListComputeQuotas
summary: List Compute Quotas
description: List the resource allocation definitions.
responses:
'200':
description: Success
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/ListComputeQuotasResponse'
parameters:
- name: X-Amz-Target
in: header
required: true
schema:
type: string
enum:
- SageMaker.ListComputeQuotas
requestBody:
required: true
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/ListComputeQuotasRequest'
tags:
- Compute Quota
/#UpdateComputeQuota:
post:
operationId: UpdateComputeQuota
summary: Update Compute Quota
description: Update the compute allocation definition.
responses:
'200':
description: Success
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/UpdateComputeQuotaResponse'
'400':
description: ConflictException; ResourceLimitExceeded; ResourceNotFound
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/ConflictException'
parameters:
- name: X-Amz-Target
in: header
required: true
schema:
type: string
enum:
- SageMaker.UpdateComputeQuota
requestBody:
required: true
content:
application/x-amz-json-1.1:
schema:
$ref: '#/components/schemas/UpdateComputeQuotaRequest'
tags:
- Compute Quota
components:
securitySchemes:
sigv4:
type: apiKey
in: header
name: Authorization
description: AWS Signature Version 4. The Authorization header carries an AWS4-HMAC-SHA256 signature over the canonical
request, with X-Amz-Date (and X-Amz-Security-Token for temporary credentials). Not a bearer token.
x-aws-sigv4:
signingName: sagemaker
schemas:
AcceleratorPartitionConfig:
type: object
properties:
Type:
type: string
enum:
- mig-1g.5gb
- mig-1g.10gb
- mig-1g.18gb
- mig-1g.20gb
- mig-1g.23gb
- mig-1g.35gb
- mig-1g.45gb
- mig-1g.47gb
- mig-2g.10gb
- mig-2g.20gb
- mig-2g.35gb
- mig-2g.45gb
- mig-2g.47gb
- mig-3g.20gb
- mig-3g.40gb
- mig-3g.71gb
- mig-3g.90gb
- mig-3g.93gb
- mig-4g.20gb
- mig-4g.40gb
- mig-4g.71gb
- mig-4g.90gb
- mig-4g.93gb
- mig-7g.40gb
- mig-7g.80gb
- mig-7g.141gb
- mig-7g.180gb
- mig-7g.186gb
description: The Multi-Instance GPU (MIG) profile type that defines the partition configuration. The profile specifies
the compute and memory allocation for each partition instance. The available profile types depend on the instance
type specified in the compute quota configuration.
Count:
type: integer
description: The number of accelerator partitions to allocate with the specified partition type. If you don't specify
a value for vCPU and MemoryInGiB, SageMaker AI automatically allocates ratio-based values for those parameters
based on the accelerator partition count you provide.
required:
- Type
- Count
ComputeQuotaConfig:
type: object
properties:
ComputeQuotaResources:
type: array
items:
$ref: '#/components/schemas/ComputeQuotaResourceConfig'
description: Allocate compute resources by instance types.
ResourceSharingConfig:
$ref: '#/components/schemas/ResourceSharingConfig'
PreemptTeamTasks:
type: string
enum:
- Never
- LowerPriority
description: 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.
ComputeQuotaResourceConfig:
type: object
properties:
InstanceType:
type: string
enum:
- ml.p4d.24xlarge
- ml.p4de.24xlarge
- ml.p5.48xlarge
- ml.p5.4xlarge
- 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.trn2.3xlarge
- 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
- ml.r5d.16xlarge
- ml.g7e.2xlarge
- ml.g7e.4xlarge
- ml.g7e.8xlarge
- ml.g7e.12xlarge
- ml.g7e.24xlarge
- ml.g7e.48xlarge
- ml.p6-b300.48xlarge
- ml.g4dn.xlarge
- ml.g4dn.2xlarge
- ml.g4dn.4xlarge
- ml.g4dn.8xlarge
- ml.g4dn.12xlarge
- ml.g4dn.16xlarge
- ml.c6g.medium
- ml.c6g.large
- ml.c6g.xlarge
- ml.c6g.2xlarge
- ml.c6g.4xlarge
- ml.c6g.8xlarge
- ml.c6g.12xlarge
- ml.c6g.16xlarge
- ml.c7g.medium
- ml.c7g.large
- ml.c7g.xlarge
- ml.c7g.2xlarge
- ml.c7g.4xlarge
- ml.c7g.8xlarge
- ml.c7g.12xlarge
- ml.c7g.16xlarge
- ml.c8g.medium
- ml.c8g.large
- ml.c8g.xlarge
- ml.c8g.2xlarge
- ml.c8g.4xlarge
- ml.c8g.8xlarge
- ml.c8g.12xlarge
- ml.c8g.16xlarge
- ml.c8g.24xlarge
- ml.c8g.48xlarge
- ml.c6a.large
- ml.c6a.xlarge
- ml.c6a.2xlarge
- ml.c6a.4xlarge
- ml.c6a.8xlarge
- ml.c6a.12xlarge
- ml.c6a.16xlarge
- ml.c6a.24xlarge
- ml.c6a.32xlarge
- ml.c6a.48xlarge
- ml.m6a.large
- ml.m6a.xlarge
- ml.m6a.2xlarge
- ml.m6a.4xlarge
- ml.m6a.8xlarge
- ml.m6a.12xlarge
- ml.m6a.16xlarge
- ml.m6a.24xlarge
- ml.m6a.32xlarge
- ml.m6a.48xlarge
- ml.m6g.medium
- ml.m6g.large
- ml.m6g.xlarge
- ml.m6g.2xlarge
- ml.m6g.4xlarge
- ml.m6g.8xlarge
- ml.m6g.12xlarge
- ml.m6g.16xlarge
- ml.m7g.medium
- ml.m7g.large
- ml.m7g.xlarge
- ml.m7g.2xlarge
- ml.m7g.4xlarge
- ml.m7g.8xlarge
- ml.m7g.12xlarge
- ml.m7g.16xlarge
- ml.m8g.medium
- ml.m8g.large
- ml.m8g.xlarge
- ml.m8g.2xlarge
- ml.m8g.4xlarge
- ml.m8g.8xlarge
- ml.m8g.12xlarge
- ml.m8g.16xlarge
- ml.m8g.24xlarge
- ml.m8g.48xlarge
- ml.g7.2xlarge
- ml.g7.4xlarge
- ml.g7.8xlarge
- ml.g7.12xlarge
- ml.g7.24xlarge
- ml.g7.48xlarge
- ml.c8a.16xlarge
- ml.m8a.16xlarge
description: The instance type of the instance group for the cluster.
Count:
type: integer
description: The number of instances to add to the instance group of a SageMaker HyperPod cluster.
Accelerators:
type: integer
description: 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:
type: number
description: 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:
type: number
description: 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.
AcceleratorPartition:
$ref: '#/components/schemas/AcceleratorPartitionConfig'
required:
- InstanceType
ComputeQuotaSummary:
type: object
properties:
ComputeQuotaArn:
type: string
description: ARN of the compute allocation definition.
ComputeQuotaId:
type: string
description: ID of the compute allocation definition.
Name:
type: string
description: Name of the compute allocation definition.
ComputeQuotaVersion:
type: integer
description: Version of the compute allocation definition.
Status:
type: string
enum:
- Creating
- CreateFailed
- CreateRollbackFailed
- Created
- Updating
- UpdateFailed
- UpdateRollbackFailed
- Updated
- Deleting
- DeleteFailed
- DeleteRollbackFailed
- Deleted
description: Status of the compute allocation definition.
ClusterArn:
type: string
description: ARN of the cluster.
ComputeQuotaConfig:
$ref: '#/components/schemas/ComputeQuotaConfig'
ComputeQuotaTarget:
$ref: '#/components/schemas/ComputeQuotaTarget'
ActivationState:
type: string
enum:
- Enabled
- Disabled
description: The state of the compute allocation being described. Use to enable or disable compute allocation. Default
is Enabled.
CreationTime:
type: string
format: date-time
description: Creation time of the compute allocation definition.
LastModifiedTime:
type: string
format: date-time
description: Last modified time of the compute allocation definition.
required:
- ComputeQuotaArn
- ComputeQuotaId
- Name
- Status
- ComputeQuotaTarget
- CreationTime
ComputeQuotaTarget:
type: object
properties:
TeamName:
type: string
description: Name of the team to allocate compute resources to.
FairShareWeight:
type: integer
description: 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.
required:
- TeamName
ConflictException:
type: object
properties:
Message:
type: string
CreateComputeQuotaRequest:
type: object
properties:
Name:
type: string
description: The name of the compute allocation definition. The name must be unique within the SageMaker AI HyperPod
cluster specified by ClusterArn. You can use the same name in other clusters within a Region or across Regions.
Description:
type: string
description: Description of the compute allocation definition.
ClusterArn:
type: string
description: ARN of the cluster.
ComputeQuotaConfig:
$ref: '#/components/schemas/ComputeQuotaConfig'
ComputeQuotaTarget:
$ref: '#/components/schemas/ComputeQuotaTarget'
ActivationState:
type: string
enum:
- Enabled
- Disabled
description: The state of the compute allocation being described. Use to enable or disable compute allocation. Default
is Enabled.
Tags:
type: array
items:
$ref: '#/components/schemas/Tag'
description: Tags of the compute allocation definition.
required:
- Name
- ClusterArn
- ComputeQuotaConfig
- ComputeQuotaTarget
CreateComputeQuotaResponse:
type: object
properties:
ComputeQuotaArn:
type: string
description: ARN of the compute allocation definition.
ComputeQuotaId:
type: string
description: ID of the compute allocation definition.
required:
- ComputeQuotaArn
- ComputeQuotaId
DeleteComputeQuotaRequest:
type: object
properties:
ComputeQuotaId:
type: string
description: ID of the compute allocation definition.
required:
- ComputeQuotaId
DescribeComputeQuotaRequest:
type: object
properties:
ComputeQuotaId:
type: string
description: ID of the compute allocation definition.
ComputeQuotaVersion:
type: integer
description: Version of the compute allocation definition.
required:
- ComputeQuotaId
DescribeComputeQuotaResponse:
type: object
properties:
ComputeQuotaArn:
type: string
description: ARN of the compute allocation definition.
ComputeQuotaId:
type: string
description: ID of the compute allocation definition.
Name:
type: string
description: Name of the compute allocation definition.
Description:
type: string
description: Description of the compute allocation definition.
ComputeQuotaVersion:
type: integer
description: Version of the compute allocation definition.
Status:
type: string
enum:
- Creating
- CreateFailed
- CreateRollbackFailed
- Created
- Updating
- UpdateFailed
- UpdateRollbackFailed
- Updated
- Deleting
- DeleteFailed
- DeleteRollbackFailed
- Deleted
description: Status of the compute allocation definition.
FailureReason:
type: string
description: Failure reason of the compute allocation definition.
ClusterArn:
type: string
description: ARN of the cluster.
ComputeQuotaConfig:
$ref: '#/components/schemas/ComputeQuotaConfig'
ComputeQuotaTarget:
$ref: '#/components/schemas/ComputeQuotaTarget'
ActivationState:
type: string
enum:
- Enabled
- Disabled
description: The state of the compute allocation being described. Use to enable or disable compute allocation. Default
is Enabled.
CreationTime:
type: string
format: date-time
description: Creation time of the compute allocation configuration.
CreatedBy:
$ref: '#/components/schemas/UserContext'
LastModifiedTime:
type: string
format: date-time
description: Last modified time of the compute allocation configuration.
LastModifiedBy:
$ref: '#/components/schemas/UserContext'
required:
- ComputeQuotaArn
- ComputeQuotaId
- Name
- ComputeQuotaVersion
- Status
- ComputeQuotaTarget
- CreationTime
IamIdentity:
type: object
properties:
Arn:
type: string
description: The Amazon Resource Name (ARN) of the IAM identity.
PrincipalId:
type: string
description: The ID of the principal that assumes the IAM identity.
SourceIdentity:
type: string
description: The person or application which assumes the IAM identity.
ListComputeQuotasRequest:
type: object
properties:
CreatedAfter:
type: string
format: date-time
description: 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:
type: string
format: date-time
description: 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:
type: string
description: Filter for name containing this string.
Status:
type: string
enum:
- Creating
- CreateFailed
- CreateRollbackFailed
- Created
- Updating
- UpdateFailed
- UpdateRollbackFailed
- Updated
- Deleting
- DeleteFailed
- DeleteRollbackFailed
- Deleted
description: Filter for status.
ClusterArn:
type: string
description: Filter for ARN of the cluster.
SortBy:
type: string
enum:
- Name
- CreationTime
- Status
- ClusterArn
description: Filter for sorting the list by a given value. For example, sort by name, creation time, or status.
SortOrder:
type: string
enum:
- Ascending
- Descending
description: 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:
type: string
description: 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:
type: integer
description: The maximum number of compute allocation definitions to list.
ListComputeQuotasResponse:
type: object
properties:
ComputeQuotaSummaries:
type: array
items:
$ref: '#/components/schemas/ComputeQuotaSummary'
description: Summaries of the compute allocation definitions.
NextToken:
type: string
description: If the previous response was truncated, you will receive this token. Use it in your next request to
receive the next set of results.
ResourceNotFound:
type: object
properties:
Message:
type: string
ResourceSharingConfig:
type: object
properties:
Strategy:
type: string
enum:
- Lend
- DontLend
- LendAndBorrow
description: '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:
type: integer
description: 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.
AbsoluteBorrowLimits:
type: array
items:
$ref: '#/components/schemas/ComputeQuotaResourceConfig'
description: The absolute limits on compute resources that can be borrowed from idle compute. When specified, these
limits define the maximum amount of specific resource types (such as accelerators, vCPU, or memory) that an entity
can borrow, regardless of the percentage-based BorrowLimit.
required:
- Strategy
Tag:
type: object
properties:
Key:
type: string
description: The tag key. Tag keys must be unique per resource.
Value:
type: string
description: The tag value.
required:
- Key
- Value
UpdateComputeQuotaRequest:
type: object
properties:
ComputeQuotaId:
type: string
description: ID of the compute allocation definition.
TargetVersion:
type: integer
description: Target version.
ComputeQuotaConfig:
$ref: '#/components/schemas/ComputeQuotaConfig'
ComputeQuotaTarget:
$ref: '#/components/schemas/ComputeQuotaTarget'
ActivationState:
type: string
enum:
- Enabled
- Disabled
description: The state of the compute allocation being described. Use to enable or disable compute allocation. Default
is Enabled.
Description:
type: string
description: Description of the compute allocation definition.
required:
- ComputeQuotaId
- TargetVersion
UpdateComputeQuotaResponse:
type: object
properties:
ComputeQuotaArn:
type: string
description: ARN of the compute allocation definition.
ComputeQuotaVersion:
type: integer
description: Version of the compute allocation definition.
required:
- ComputeQuotaArn
- ComputeQuotaVersion
UserContext:
type: object
properties:
UserProfileArn:
type: string
description: The Amazon Resource Name (ARN) of the user's profile.
UserProfileName:
type: string
description: The name of the user's profile.
DomainId:
type: string
description: The domain associated with the user.
IamIdentity:
$ref: '#/components/schemas/IamIdentity'
x-provenance:
method: harvested
publisher: Amazon Web Services
source: https://raw.githubusercontent.com/aws/api-models-aws/582e55931c45b944739742a2c1620b6026dd2d13/models/sagemaker/service/2017-07-24/sagemaker-2017-07-24.json
note: converted by smithy-to-openapi.py from AWS's Smithy model (roadmap#1001)