BigML WhizzML Scripting API

Automate ML workflows with WhizzML scripts and executions

OpenAPI Specification

bigml-whizzml-scripting-api-openapi.yml Raw ↑
openapi: 3.0.3
info:
  title: BigML REST Anomaly Detection WhizzML Scripting API
  description: 'The BigML REST API provides programmatic access to the full BigML machine learning platform. Create and manage sources, datasets, models, ensembles, clusters, anomaly detectors, topic models, time series forecasters, deepnets, linear and logistic regression models, PCA, and generate predictions — both individual and batch — over HTTPS using username and API key authentication.

    '
  version: 1.0.0
  contact:
    name: BigML Support
    url: https://support.bigml.com/
  license:
    name: Apache 2.0
    url: https://www.apache.org/licenses/LICENSE-2.0
  x-api-id: bigml:bigml-api
  x-provider: https://bigml.com/
servers:
- url: https://bigml.io/andromeda
  description: BigML production API (use username/api_key query params)
security:
- ApiKeyAuth: []
tags:
- name: WhizzML Scripting
  description: Automate ML workflows with WhizzML scripts and executions
paths:
  /script:
    get:
      summary: List Scripts
      operationId: listScripts
      tags:
      - WhizzML Scripting
      parameters:
      - $ref: '#/components/parameters/username'
      - $ref: '#/components/parameters/apiKey'
      - $ref: '#/components/parameters/limit'
      - $ref: '#/components/parameters/offset'
      responses:
        '200':
          description: List of scripts
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ListResponse'
    post:
      summary: Create a Script
      operationId: createScript
      tags:
      - WhizzML Scripting
      parameters:
      - $ref: '#/components/parameters/username'
      - $ref: '#/components/parameters/apiKey'
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: object
              required:
              - source_code
              properties:
                source_code:
                  type: string
                  description: WhizzML source code.
                name:
                  type: string
                inputs:
                  type: array
                  items:
                    type: object
                outputs:
                  type: array
                  items:
                    type: object
      responses:
        '201':
          description: Script created
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Script'
  /script/{resource_id}:
    parameters:
    - $ref: '#/components/parameters/resourceId'
    - $ref: '#/components/parameters/username'
    - $ref: '#/components/parameters/apiKey'
    get:
      summary: Get a Script
      operationId: getScript
      tags:
      - WhizzML Scripting
      responses:
        '200':
          description: Script details
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Script'
    put:
      summary: Update a Script
      operationId: updateScript
      tags:
      - WhizzML Scripting
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: object
      responses:
        '200':
          description: Script updated
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Script'
    delete:
      summary: Delete a Script
      operationId: deleteScript
      tags:
      - WhizzML Scripting
      responses:
        '204':
          description: Script deleted
  /execution:
    get:
      summary: List Executions
      operationId: listExecutions
      tags:
      - WhizzML Scripting
      parameters:
      - $ref: '#/components/parameters/username'
      - $ref: '#/components/parameters/apiKey'
      - $ref: '#/components/parameters/limit'
      - $ref: '#/components/parameters/offset'
      responses:
        '200':
          description: List of executions
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ListResponse'
    post:
      summary: Create an Execution
      operationId: createExecution
      tags:
      - WhizzML Scripting
      parameters:
      - $ref: '#/components/parameters/username'
      - $ref: '#/components/parameters/apiKey'
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: object
              required:
              - script
              properties:
                script:
                  type: string
                inputs:
                  type: array
                  items:
                    type: object
      responses:
        '201':
          description: Execution created
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Execution'
  /execution/{resource_id}:
    parameters:
    - $ref: '#/components/parameters/resourceId'
    - $ref: '#/components/parameters/username'
    - $ref: '#/components/parameters/apiKey'
    get:
      summary: Get an Execution
      operationId: getExecution
      tags:
      - WhizzML Scripting
      responses:
        '200':
          description: Execution details
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Execution'
    delete:
      summary: Delete an Execution
      operationId: deleteExecution
      tags:
      - WhizzML Scripting
      responses:
        '204':
          description: Execution deleted
components:
  schemas:
    ResourceStatus:
      type: object
      properties:
        code:
          type: integer
          description: HTTP-style status code (1=queued,2=started,3=waiting,4=processing,5=finished,0=unknown,-1=failed)
        message:
          type: string
        elapsed:
          type: number
          description: Processing time in milliseconds.
    Script:
      allOf:
      - $ref: '#/components/schemas/ResourceBase'
      - type: object
        properties:
          source_code:
            type: string
          inputs:
            type: array
            items:
              type: object
          outputs:
            type: array
            items:
              type: object
    Execution:
      allOf:
      - $ref: '#/components/schemas/ResourceBase'
      - type: object
        properties:
          script:
            type: string
          inputs:
            type: array
            items:
              type: object
          outputs:
            type: array
            items:
              type: object
    ResourceBase:
      type: object
      properties:
        resource:
          type: string
          description: Resource identifier (e.g., source/5f1a2b3c4d5e6f7890abcdef)
        created:
          type: string
          format: date-time
        updated:
          type: string
          format: date-time
        status:
          $ref: '#/components/schemas/ResourceStatus'
        name:
          type: string
        tags:
          type: array
          items:
            type: string
        private:
          type: boolean
    ListResponse:
      type: object
      properties:
        meta:
          type: object
          properties:
            limit:
              type: integer
            offset:
              type: integer
            total_count:
              type: integer
            previous:
              type: string
              nullable: true
            next:
              type: string
              nullable: true
        objects:
          type: array
          items:
            $ref: '#/components/schemas/ResourceBase'
  parameters:
    apiKey:
      name: api_key
      in: query
      required: true
      schema:
        type: string
      description: BigML API key.
    username:
      name: username
      in: query
      required: true
      schema:
        type: string
      description: BigML username.
    resourceId:
      name: resource_id
      in: path
      required: true
      schema:
        type: string
        pattern: ^[a-f0-9]{24}$
      description: The 24-character hexadecimal resource identifier.
    limit:
      name: limit
      in: query
      required: false
      schema:
        type: integer
        default: 20
        maximum: 1000
      description: Number of resources to return.
    offset:
      name: offset
      in: query
      required: false
      schema:
        type: integer
        default: 0
      description: Index of the first resource to return.
  securitySchemes:
    ApiKeyAuth:
      type: apiKey
      in: query
      name: username
      description: 'Authenticate with username and api_key as query parameters. Example: ?username=myuser&api_key=a1b2c3...

        '
x-tagGroups:
- name: Data Management
  tags:
  - Sources
  - Datasets
  - Projects
  - Data Connectors
- name: Supervised Learning
  tags:
  - Models
  - Ensembles
  - Supervised Learning
  - Evaluations
  - Predictions
- name: Unsupervised Learning
  tags:
  - Clustering
  - Anomaly Detection
  - Unsupervised Learning
  - Time Series
- name: Batch Operations
  tags:
  - Batch Operations
- name: Automation
  tags:
  - WhizzML Scripting