BigML Anomaly Detection API

openapi: 3.0.3
info:
  title: BigML REST Anomaly Detection 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: Anomaly Detection
  description: Detect anomalies in datasets using Isolation Forest
paths:
  /anomaly:
    get:
      summary: List Anomaly Detectors
      operationId: listAnomalies
      tags:
      - Anomaly Detection
      parameters:
      - $ref: '#/components/parameters/username'
      - $ref: '#/components/parameters/apiKey'
      - $ref: '#/components/parameters/limit'
      - $ref: '#/components/parameters/offset'
      responses:
        '200':
          description: List of anomaly detectors
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ListResponse'
    post:
      summary: Create an Anomaly Detector
      operationId: createAnomaly
      tags:
      - Anomaly Detection
      parameters:
      - $ref: '#/components/parameters/username'
      - $ref: '#/components/parameters/apiKey'
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: object
              required:
              - dataset
              properties:
                dataset:
                  type: string
                top_anomalies:
                  type: integer
                  description: Number of top anomalies to identify.
      responses:
        '201':
          description: Anomaly detector created
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Anomaly'
  /anomaly/{resource_id}:
    parameters:
    - $ref: '#/components/parameters/resourceId'
    - $ref: '#/components/parameters/username'
    - $ref: '#/components/parameters/apiKey'
    get:
      summary: Get an Anomaly Detector
      operationId: getAnomaly
      tags:
      - Anomaly Detection
      responses:
        '200':
          description: Anomaly detector details
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Anomaly'
    put:
      summary: Update an Anomaly Detector
      operationId: updateAnomaly
      tags:
      - Anomaly Detection
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: object
      responses:
        '200':
          description: Anomaly updated
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Anomaly'
    delete:
      summary: Delete an Anomaly Detector
      operationId: deleteAnomaly
      tags:
      - Anomaly Detection
      responses:
        '204':
          description: Anomaly deleted
  /anomalyscore:
    post:
      summary: Create an Anomaly Score
      operationId: createAnomalyScore
      tags:
      - Anomaly Detection
      parameters:
      - $ref: '#/components/parameters/username'
      - $ref: '#/components/parameters/apiKey'
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: object
              required:
              - anomaly
              - input_data
              properties:
                anomaly:
                  type: string
                input_data:
                  type: object
      responses:
        '201':
          description: Anomaly score created
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AnomalyScore'
  /anomalyscore/{resource_id}:
    parameters:
    - $ref: '#/components/parameters/resourceId'
    - $ref: '#/components/parameters/username'
    - $ref: '#/components/parameters/apiKey'
    get:
      summary: Get an Anomaly Score
      operationId: getAnomalyScore
      tags:
      - Anomaly Detection
      responses:
        '200':
          description: Anomaly score details
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/AnomalyScore'
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.
    Anomaly:
      allOf:
      - $ref: '#/components/schemas/ResourceBase'
      - type: object
        properties:
          dataset:
            type: string
          top_anomalies:
            type: integer
    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'
    AnomalyScore:
      allOf:
      - $ref: '#/components/schemas/ResourceBase'
      - type: object
        properties:
          anomaly:
            type: string
          input_data:
            type: object
          score:
            type: number
  parameters:
    apiKey:
      name: api_key
      in: query
      required: true
      schema:
        type: string
      description: BigML API key.
    username:
      name: username
      in: query
      required: true
      schema:
        type: string
      description: BigML username.
    resourceId:
      name: resource_id
      in: path
      required: true
      schema:
        type: string
        pattern: ^[a-f0-9]{24}$
      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