Amazon SageMaker

Amazon SageMaker Endpoints API

Operations for managing SageMaker endpoints.

GitHub OpenAPI

Operations 4

POST /#CreateEndpoint Amazon SageMaker Create an Endpoint #
POST /#DescribeEndpoint Amazon SageMaker Describe an Endpoint #
POST /#ListEndpoints Amazon SageMaker List Endpoints #
POST /#CreateEndpointConfig Amazon SageMaker Create an Endpoint Configuration #

Documentation

📖
Documentation
https://docs.aws.amazon.com/sagemaker/latest/APIReference/Welcome.html

Specifications

⚙
OpenAPI
https://raw.githubusercontent.com/api-evangelist/amazon-sagemaker/refs/heads/main/openapi/amazon-sagemaker-endpoints-api-openapi.yml

Code Examples

💻
CodeExamples
https://github.com/aws/amazon-sagemaker-examples

Schemas & Data

📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/amazon-sagemaker/refs/heads/main/json-schema/amazon-sagemaker-notebook-instance-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/amazon-sagemaker/refs/heads/main/json-schema/amazon-sagemaker-training-job-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/amazon-sagemaker/refs/heads/main/json-schema/amazon-sagemaker-model-schema.json
📊
JSONSchema
https://raw.githubusercontent.com/api-evangelist/amazon-sagemaker/refs/heads/main/json-schema/amazon-sagemaker-endpoint-schema.json

Other Resources

🔗
SDKs
https://pypi.org/project/sagemaker/
🔗
GraphQL
https://raw.githubusercontent.com/api-evangelist/amazon-sagemaker/refs/heads/main/graphql/amazon-sagemaker-graphql.md

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OpenAPI Specification

amazon-sagemaker-endpoints-api-openapi.yml Raw ↑ 
openapi: 3.2.0
info:
  title: Amazon SageMaker Endpoints API
  description: Amazon SageMaker is a fully managed machine learning platform that enables developers and data scientists to build, train, and deploy machine learning models at scale. This API provides programmatic access to SageMaker resources including notebook instances, training jobs, models, and endpoints.
  version: 2017-07-24
  contact:
    name: Amazon Web Services
    url: https://aws.amazon.com/sagemaker/
  license:
    name: Apache 2.0
    url: https://www.apache.org/licenses/LICENSE-2.0
servers:
- url: https://api.sagemaker.{region}.amazonaws.com
  variables:
    region:
      default: us-east-1
      description: The AWS region.
tags:
- name: Endpoints
  description: Operations for managing SageMaker endpoints.
paths:
  /#CreateEndpoint:
    post:
      operationId: CreateEndpoint
      summary: Amazon SageMaker Create an Endpoint
      description: Creates an endpoint using the endpoint configuration specified in the request. SageMaker uses the endpoint to provision resources and deploy models.
      tags:
      - Endpoints
      parameters:
      - $ref: '#/components/parameters/XAmzTarget'
      requestBody:
        required: true
        content:
          application/x-amz-json-1.1:
            schema:
              type: object
              required:
              - EndpointName
              - EndpointConfigName
              properties:
                EndpointName:
                  type: string
                EndpointConfigName:
                  type: string
                Tags:
                  type: array
                  items:
                    $ref: '#/components/schemas/Tag'
      responses:
        '200':
          description: Successful response.
          content:
            application/json:
              schema:
                type: object
                properties:
                  EndpointArn:
                    type: string
              examples:
                CreateEndpoint200Example:
                  summary: Default CreateEndpoint 200 response
                  x-microcks-default: true
                  value:
                    Status: Success
                    RequestId: abc12345-def6-7890-ghij-klmnopqrstuv
                    RoleArn: arn:aws:iam::123456789012:role/SageMakerRole
      x-microcks-operation:
        delay: 0
        dispatcher: FALLBACK
  /#DescribeEndpoint:
    post:
      operationId: DescribeEndpoint
      summary: Amazon SageMaker Describe an Endpoint
      description: Returns the description of an endpoint.
      tags:
      - Endpoints
      parameters:
      - $ref: '#/components/parameters/XAmzTarget'
      requestBody:
        required: true
        content:
          application/x-amz-json-1.1:
            schema:
              type: object
              required:
              - EndpointName
              properties:
                EndpointName:
                  type: string
      responses:
        '200':
          description: Successful response.
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Endpoint'
              examples:
                DescribeEndpoint200Example:
                  summary: Default DescribeEndpoint 200 response
                  x-microcks-default: true
                  value:
                    Status: Success
                    RequestId: abc12345-def6-7890-ghij-klmnopqrstuv
                    RoleArn: arn:aws:iam::123456789012:role/SageMakerRole
      x-microcks-operation:
        delay: 0
        dispatcher: FALLBACK
  /#ListEndpoints:
    post:
      operationId: ListEndpoints
      summary: Amazon SageMaker List Endpoints
      description: Lists endpoints.
      tags:
      - Endpoints
      parameters:
      - $ref: '#/components/parameters/XAmzTarget'
      requestBody:
        required: true
        content:
          application/x-amz-json-1.1:
            schema:
              type: object
              properties:
                MaxResults:
                  type: integer
                NextToken:
                  type: string
                SortBy:
                  type: string
                  enum:
                  - Name
                  - CreationTime
                  - Status
                SortOrder:
                  type: string
                  enum:
                  - Ascending
                  - Descending
                StatusEquals:
                  type: string
                  enum:
                  - OutOfService
                  - Creating
                  - Updating
                  - SystemUpdating
                  - RollingBack
                  - InService
                  - Deleting
                  - Failed
      responses:
        '200':
          description: Successful response.
          content:
            application/json:
              schema:
                type: object
                properties:
                  Endpoints:
                    type: array
                    items:
                      $ref: '#/components/schemas/Endpoint'
                  NextToken:
                    type: string
              examples:
                ListEndpoints200Example:
                  summary: Default ListEndpoints 200 response
                  x-microcks-default: true
                  value:
                    Status: Success
                    RequestId: abc12345-def6-7890-ghij-klmnopqrstuv
                    RoleArn: arn:aws:iam::123456789012:role/SageMakerRole
      x-microcks-operation:
        delay: 0
        dispatcher: FALLBACK
  /#CreateEndpointConfig:
    post:
      operationId: CreateEndpointConfig
      summary: Amazon SageMaker Create an Endpoint Configuration
      description: Creates an endpoint configuration that SageMaker hosting services uses to deploy models. The configuration identifies the ML compute instances and the model variants to deploy.
      tags:
      - Endpoints
      parameters:
      - $ref: '#/components/parameters/XAmzTarget'
      requestBody:
        required: true
        content:
          application/x-amz-json-1.1:
            schema:
              type: object
              required:
              - EndpointConfigName
              - ProductionVariants
              properties:
                EndpointConfigName:
                  type: string
                ProductionVariants:
                  type: array
                  items:
                    type: object
                    required:
                    - VariantName
                    - ModelName
                    - InitialInstanceCount
                    - InstanceType
                    properties:
                      VariantName:
                        type: string
                      ModelName:
                        type: string
                      InitialInstanceCount:
                        type: integer
                      InstanceType:
                        type: string
                      InitialVariantWeight:
                        type: number
                Tags:
                  type: array
                  items:
                    $ref: '#/components/schemas/Tag'
      responses:
        '200':
          description: Successful response.
          content:
            application/json:
              schema:
                type: object
                properties:
                  EndpointConfigArn:
                    type: string
              examples:
                CreateEndpointConfig200Example:
                  summary: Default CreateEndpointConfig 200 response
                  x-microcks-default: true
                  value:
                    Status: Success
                    RequestId: abc12345-def6-7890-ghij-klmnopqrstuv
                    RoleArn: arn:aws:iam::123456789012:role/SageMakerRole
      x-microcks-operation:
        delay: 0
        dispatcher: FALLBACK
components:
  schemas:
    Tag:
      type: object
      properties:
        Key:
          type: string
        Value:
          type: string
    Endpoint:
      type: object
      properties:
        EndpointName:
          type: string
          description: The name of the endpoint.
        EndpointArn:
          type: string
          description: The Amazon Resource Name (ARN) of the endpoint.
        EndpointConfigName:
          type: string
          description: The name of the endpoint configuration.
        EndpointStatus:
          type: string
          description: The status of the endpoint.
          enum:
          - OutOfService
          - Creating
          - Updating
          - SystemUpdating
          - RollingBack
          - InService
          - Deleting
          - Failed
        ProductionVariants:
          type: array
          items:
            type: object
            properties:
              VariantName:
                type: string
              DeployedImages:
                type: array
                items:
                  type: object
                  properties:
                    SpecifiedImage:
                      type: string
                    ResolvedImage:
                      type: string
              CurrentWeight:
                type: number
              DesiredWeight:
                type: number
              CurrentInstanceCount:
                type: integer
              DesiredInstanceCount:
                type: integer
          description: An array of production variants.
        CreationTime:
          type: string
          format: date-time
          description: A timestamp indicating when the endpoint was created.
        LastModifiedTime:
          type: string
          format: date-time
          description: A timestamp indicating when the endpoint was last modified.
        FailureReason:
          type: string
          description: If the status is Failed, the reason it failed.
  parameters:
    XAmzTarget:
      name: X-Amz-Target
      in: header
      required: true
      schema:
        type: string
        example: SageMaker.CreateNotebookInstance
      description: The target action for the request, in the format SageMaker.<operation>.