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openapi.yaml
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openapi: 3.0.3
info:
title: ML Model Registry API
description: |
API for managing machine learning models, their versions, and deployments.
This API enables data scientists and ML engineers to:
- Register and track ML models
- Manage model versions
- Update deployment status
- View dashboard statistics
version: 1.0.0
contact:
name: ML Model Registry Team
email: support@example.com
license:
name: MIT
url: https://opensource.org/licenses/MIT
servers:
- url: http://localhost:8000/api/v1
description: Local development server
- url: https://ml-registry.example.com/api/v1
description: Production server
tags:
- name: models
description: ML model management operations
- name: versions
description: Model version management
- name: stats
description: Dashboard statistics
paths:
/models:
get:
tags:
- models
summary: List all models
description: Retrieve a paginated list of all registered ML models with optional filtering
operationId: listModels
parameters:
- name: skip
in: query
description: Number of records to skip for pagination
required: false
schema:
type: integer
default: 0
minimum: 0
- name: limit
in: query
description: Maximum number of records to return
required: false
schema:
type: integer
default: 20
minimum: 1
maximum: 100
- name: framework
in: query
description: Filter by ML framework
required: false
schema:
type: string
enum:
- sklearn
- tensorflow
- pytorch
- xgboost
- lightgbm
- onnx
- other
- name: status
in: query
description: Filter by deployment status
required: false
schema:
$ref: '#/components/schemas/DeploymentStatus'
- name: search
in: query
description: Search by model name or description
required: false
schema:
type: string
responses:
'200':
description: Successful response with list of models
content:
application/json:
schema:
$ref: '#/components/schemas/ModelListResponse'
'422':
description: Validation error
content:
application/json:
schema:
$ref: '#/components/schemas/ValidationError'
post:
tags:
- models
summary: Register a new model
description: Register a new ML model in the registry
operationId: createModel
requestBody:
required: true
content:
application/json:
schema:
$ref: '#/components/schemas/ModelCreate'
responses:
'201':
description: Model created successfully
content:
application/json:
schema:
$ref: '#/components/schemas/Model'
'400':
description: Invalid request body
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
'409':
description: Model with this name already exists
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
'422':
description: Validation error
content:
application/json:
schema:
$ref: '#/components/schemas/ValidationError'
/models/{model_id}:
get:
tags:
- models
summary: Get model by ID
description: Retrieve detailed information about a specific model
operationId: getModel
parameters:
- $ref: '#/components/parameters/ModelId'
responses:
'200':
description: Successful response with model details
content:
application/json:
schema:
$ref: '#/components/schemas/Model'
'404':
description: Model not found
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
put:
tags:
- models
summary: Update model
description: Update an existing model's information
operationId: updateModel
parameters:
- $ref: '#/components/parameters/ModelId'
requestBody:
required: true
content:
application/json:
schema:
$ref: '#/components/schemas/ModelUpdate'
responses:
'200':
description: Model updated successfully
content:
application/json:
schema:
$ref: '#/components/schemas/Model'
'404':
description: Model not found
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
'409':
description: Model with this name already exists
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
'422':
description: Validation error
content:
application/json:
schema:
$ref: '#/components/schemas/ValidationError'
delete:
tags:
- models
summary: Delete model
description: Delete a model and all its versions
operationId: deleteModel
parameters:
- $ref: '#/components/parameters/ModelId'
responses:
'204':
description: Model deleted successfully
'404':
description: Model not found
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
/models/{model_id}/versions:
get:
tags:
- versions
summary: List model versions
description: Get all versions of a specific model
operationId: listModelVersions
parameters:
- $ref: '#/components/parameters/ModelId'
responses:
'200':
description: Successful response with list of versions
content:
application/json:
schema:
type: array
items:
$ref: '#/components/schemas/ModelVersion'
'404':
description: Model not found
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
post:
tags:
- versions
summary: Create model version
description: Add a new version to an existing model
operationId: createModelVersion
parameters:
- $ref: '#/components/parameters/ModelId'
requestBody:
required: true
content:
application/json:
schema:
$ref: '#/components/schemas/ModelVersionCreate'
responses:
'201':
description: Version created successfully
content:
application/json:
schema:
$ref: '#/components/schemas/ModelVersion'
'404':
description: Model not found
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
'409':
description: Version already exists
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
'422':
description: Validation error
content:
application/json:
schema:
$ref: '#/components/schemas/ValidationError'
/models/{model_id}/deploy:
post:
tags:
- models
summary: Update deployment status
description: Change the deployment status of a model
operationId: deployModel
parameters:
- $ref: '#/components/parameters/ModelId'
requestBody:
required: true
content:
application/json:
schema:
$ref: '#/components/schemas/DeploymentRequest'
responses:
'200':
description: Deployment status updated
content:
application/json:
schema:
$ref: '#/components/schemas/Model'
'400':
description: Invalid status transition
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
'404':
description: Model not found
content:
application/json:
schema:
$ref: '#/components/schemas/Error'
/stats:
get:
tags:
- stats
summary: Get dashboard statistics
description: Retrieve aggregated statistics for the dashboard
operationId: getStats
responses:
'200':
description: Successful response with statistics
content:
application/json:
schema:
$ref: '#/components/schemas/DashboardStats'
/health:
get:
summary: Health check
description: Check if the API is running
operationId: healthCheck
responses:
'200':
description: API is healthy
content:
application/json:
schema:
type: object
properties:
status:
type: string
example: healthy
version:
type: string
example: 1.0.0
components:
parameters:
ModelId:
name: model_id
in: path
description: Unique identifier of the model
required: true
schema:
type: string
format: uuid
schemas:
DeploymentStatus:
type: string
enum:
- development
- staging
- production
- archived
description: Current deployment status of the model
Framework:
type: string
enum:
- sklearn
- tensorflow
- pytorch
- xgboost
- lightgbm
- onnx
- other
description: ML framework used to train the model
Metrics:
type: object
description: Model performance metrics
additionalProperties:
type: number
example:
accuracy: 0.95
f1_score: 0.93
precision: 0.94
recall: 0.92
ModelBase:
type: object
properties:
name:
type: string
description: Unique name for the model
minLength: 1
maxLength: 100
example: customer-churn-predictor
description:
type: string
description: Detailed description of the model
maxLength: 1000
example: Predicts customer churn probability based on usage patterns
framework:
$ref: '#/components/schemas/Framework'
tags:
type: array
items:
type: string
description: Tags for categorization
example:
- classification
- customer-analytics
ModelCreate:
allOf:
- $ref: '#/components/schemas/ModelBase'
- type: object
required:
- name
- framework
properties:
version:
type: string
description: Initial version (defaults to 1.0.0)
pattern: ^\d+\.\d+\.\d+$
default: "1.0.0"
example: "1.0.0"
metrics:
$ref: '#/components/schemas/Metrics'
author:
type: string
description: Name of the model author
example: Jane Smith
ModelUpdate:
type: object
properties:
name:
type: string
minLength: 1
maxLength: 100
description:
type: string
maxLength: 1000
tags:
type: array
items:
type: string
Model:
allOf:
- $ref: '#/components/schemas/ModelBase'
- type: object
required:
- id
- name
- framework
- status
- created_at
- updated_at
properties:
id:
type: string
format: uuid
description: Unique identifier
example: 123e4567-e89b-12d3-a456-426614174000
status:
$ref: '#/components/schemas/DeploymentStatus'
current_version:
type: string
description: Current active version
example: "1.2.0"
metrics:
$ref: '#/components/schemas/Metrics'
author:
type: string
example: Jane Smith
created_at:
type: string
format: date-time
description: Timestamp when the model was created
updated_at:
type: string
format: date-time
description: Timestamp when the model was last updated
ModelListResponse:
type: object
required:
- items
- total
- skip
- limit
properties:
items:
type: array
items:
$ref: '#/components/schemas/Model'
total:
type: integer
description: Total number of models
example: 42
skip:
type: integer
description: Number of records skipped
example: 0
limit:
type: integer
description: Maximum records returned
example: 20
ModelVersionCreate:
type: object
required:
- version
properties:
version:
type: string
description: Semantic version string
pattern: ^\d+\.\d+\.\d+$
example: "1.1.0"
metrics:
$ref: '#/components/schemas/Metrics'
changelog:
type: string
description: Description of changes in this version
example: Improved feature engineering, added regularization
ModelVersion:
type: object
required:
- id
- model_id
- version
- created_at
properties:
id:
type: string
format: uuid
model_id:
type: string
format: uuid
version:
type: string
example: "1.1.0"
metrics:
$ref: '#/components/schemas/Metrics'
changelog:
type: string
created_at:
type: string
format: date-time
DeploymentRequest:
type: object
required:
- status
properties:
status:
$ref: '#/components/schemas/DeploymentStatus'
DashboardStats:
type: object
required:
- total_models
- models_by_status
- models_by_framework
- recent_models
properties:
total_models:
type: integer
description: Total number of registered models
example: 42
models_by_status:
type: object
additionalProperties:
type: integer
example:
development: 15
staging: 10
production: 12
archived: 5
models_by_framework:
type: object
additionalProperties:
type: integer
example:
sklearn: 20
pytorch: 12
tensorflow: 8
xgboost: 2
recent_models:
type: array
items:
$ref: '#/components/schemas/Model'
description: 5 most recently updated models
Error:
type: object
required:
- detail
properties:
detail:
type: string
description: Error message
example: Model not found
ValidationError:
type: object
required:
- detail
properties:
detail:
type: array
items:
type: object
properties:
loc:
type: array
items:
oneOf:
- type: string
- type: integer
msg:
type: string
type:
type: string