BigML WhizzML Scripting API
Automate ML workflows with WhizzML scripts and executions
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OpenAPI Specification
openapi: 3.2.0
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:
ListResponse:
type: object
properties:
meta:
type: object
properties:
limit:
type: integer
offset:
type: integer
total_count:
type: integer
previous:
type:
- string
- 'null'
next:
type:
- string
- 'null'
objects:
type: array
items:
$ref: '#/components/schemas/ResourceBase'
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
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
Execution:
allOf:
- $ref: '#/components/schemas/ResourceBase'
- type: object
properties:
script:
type: string
inputs:
type: array
items:
type: object
outputs:
type: array
items:
type: object
parameters:
resourceId:
name: resource_id
in: path
required: true
schema:
type: string
pattern: ^[a-f0-9]{24}$
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.
apiKey:
name: api_key
in: query
required: true
schema:
type: string
description: BigML API key.
offset:
name: offset
in: query
required: false
schema:
type: integer
default: 0
description: Index of the first resource to return.
username:
name: username
in: query
required: true
schema:
type: string
description: BigML username.
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