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swagger.yaml
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openapi: 3.0.1
info:
title: Merlin
description:
API Guide for accessing Merlin's model management, deployment, and
serving functionalities
version: 0.14.0
servers:
- url: http://localhost:8080/v1
security:
- Bearer: []
tags:
- name: project
description:
Project Management API. Project is used to namespace model, secret,
and user access
- name: models
description: Model Management API. API to manage ML model in Merlin.
- name: version
description:
Model Version Management API. Model version represents the iteration
of an ML model
- name: endpoint
description:
Deployment Management API. Endpoint represent a deployment of a specific
model version
- name: version_image
description: The model version's Docker image management API.
- name: model_endpoints
description:
Serving Traffic Management API. API to manage traffic routing to a
running endpoint.
- name: secret
description:
Secret Management API. Secret is stored securely inside merlin and
can be used to run prediction job
- name: alert
description: Alert Management API.
- name: environment
description:
Environment is the infrastructure on which model deployments / batch
predictions are running
- name: prediction_jobs
description:
Batch prediction job API. Run a prediction as a batch job using model
in Merlin
- name: log
description: Log API for accessing log in the container running a model deployment
paths:
"/environments":
get:
tags:
- environment
summary: List available environment
description: Environment can be filtered by optional `name` parameter
parameters:
- name: name
in: query
schema:
type: string
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/Environment"
"/projects":
get:
tags:
- project
summary: List existing projects
description: Projects can be filtered by optional `name` parameter
parameters:
- name: name
in: query
schema:
type: string
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/Project"
post:
tags:
- project
summary: Create new project
requestBody:
description: Project object that has to be added
content:
"*/*":
schema:
"$ref": "#/components/schemas/Project"
required: true
responses:
"201":
description: Created
content:
"*/*":
schema:
"$ref": "#/components/schemas/Project"
"400":
description: Invalid request format
content: {}
"409":
description: Project with the same name already exists
content: {}
x-codegen-request-body-name: body
"/projects/{project_id}":
get:
tags:
- project
summary: Get project
parameters:
- name: project_id
in: path
description: project id of the project to be retrieved
required: true
schema:
type: integer
responses:
"200":
description: Ok
content:
"*/*":
schema:
"$ref": "#/components/schemas/Project"
"404":
description: Project Not Found
content: {}
put:
tags:
- project
summary: Update project
parameters:
- name: project_id
in: path
description: project id of the project to be updated
required: true
schema:
type: integer
requestBody:
description: Project object that has to be updated
content:
"*/*":
schema:
"$ref": "#/components/schemas/Project"
required: true
responses:
"200":
description: Ok
content:
"*/*":
schema:
"$ref": "#/components/schemas/Project"
"400":
description: Invalid request format
content: {}
x-codegen-request-body-name: body
"/projects/{project_id}/models/{model_id}":
get:
tags:
- models
summary: Get model
parameters:
- name: project_id
in: path
description: project id of the project to be retrieved
required: true
schema:
type: integer
- name: model_id
in: path
description: model id of the model to be retrieved
required: true
schema:
type: integer
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/Model"
"404":
description: Project/Model with given id not found
content: {}
delete:
tags:
- models
summary: Delete model
parameters:
- name: project_id
in: path
description: project id of the project to be deleted
required: true
schema:
type: integer
- name: model_id
in: path
description: model id of the model to be deleted
required: true
schema:
type: integer
responses:
"200":
description: OK
content:
"*/*":
schema:
type: integer
"400":
description:
There are other entity still using this model (model version
endpoint / model endpoint / prediction jobs)
content: {}
"404":
description: Project/Model with given id not found
content: {}
"500":
description: Deletion failed
content: {}
"/projects/{project_id}/models":
get:
tags:
- models
summary: List existing models
parameters:
- name: project_id
in: path
description: Filter list of models by specific `project_id`
required: true
schema:
type: integer
- name: name
in: query
description: Filter list of models by specific models `name`
schema:
type: string
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/Model"
"404":
description: Project with given `project_id` not found
content: {}
post:
tags:
- models
summary: Register a new models
parameters:
- name: project_id
in: path
description: Create new model in a specific `project_id`
required: true
schema:
type: integer
requestBody:
content:
"*/*":
schema:
"$ref": "#/components/schemas/Model"
required: false
responses:
"201":
description: Created
content:
"*/*":
schema:
"$ref": "#/components/schemas/Model"
"400":
description: Invalid request format
content: {}
"404":
description: Project with given `project_id` not found
content: {}
x-codegen-request-body-name: body
"/projects/{project_id}/jobs":
get:
deprecated: true
tags:
- prediction_jobs
summary: List all prediction jobs created using the model. This endpoint is deprecated. Please use the corresponding /jobs-by-page endpoint instead.
parameters:
- name: project_id
in: path
required: true
schema:
type: integer
- name: id
in: query
schema:
type: integer
- name: name
in: query
schema:
type: string
- name: model_id
in: query
schema:
type: integer
- name: version_id
in: query
schema:
type: integer
- name: status
in: query
schema:
type: string
- name: error
in: query
schema:
type: string
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/PredictionJob"
"404":
description: Project with given `project_id` not found
content: {}
"/projects/{project_id}/jobs-by-page":
get:
tags:
- prediction_jobs
summary: List all prediction jobs created using the model with pagination
parameters:
- name: project_id
in: path
required: true
schema:
type: integer
- name: page
in: query
schema:
type: integer
format: int32
- name: id
in: query
schema:
type: integer
- name: name
in: query
schema:
type: string
- name: search
description: Search job name for a partial match of the search text
in: query
schema:
type: string
- name: model_id
in: query
schema:
type: integer
- name: version_id
in: query
schema:
type: integer
- name: status
in: query
schema:
type: string
- name: error
in: query
schema:
type: string
- name: page_size
description: Number of items on each page. It defaults to 10.
in: query
schema:
type: integer
format: int32
responses:
"200":
description: OK
content:
"*/*":
schema:
"$ref": "#/components/schemas/ListJobsPaginatedResponse"
"404":
description: Page not found
content: {}
"/models/{model_id}/versions":
get:
tags:
- version
summary: List versions of the models
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: limit
in: query
schema:
type: integer
- name: cursor
in: query
schema:
type: string
- name: search
in: query
description: |
Search query to filter the model versions. These searches are currently supported:
- Search by "mlflow_run_id" e.g. `?search=cfca7716b45f4b149479630a98332a13`
- Search by "environment_name" e.g `?search=environment_name:myenv`
- Search by "labels" e.g. `?search=labels:app IN (nginx,postgres), country in (SG)`
- Search by "environment_name" and "labels" e.g.
`?search=environment_name:myenv labels:app IN (nginx,postgres), country in (SG)`
schema:
type: string
responses:
"200":
description: OK
headers:
Next-Cursor:
description: Pointer to used for next page request
schema:
type: string
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/Version"
"404":
description: Model with given `model_id` not found
content: {}
post:
tags:
- version
summary: Log a new version of the models
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
requestBody:
content:
"*/*":
schema:
"$ref": "#/components/schemas/Version"
required: false
responses:
"201":
description: Created
content:
"*/*":
schema:
"$ref": "#/components/schemas/Version"
x-codegen-request-body-name: body
"/models/{model_id}/versions/{version_id}":
get:
tags:
- version
summary: Get version by ID from model
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
responses:
"200":
description: OK
content:
"*/*":
schema:
"$ref": "#/components/schemas/Version"
"404":
description: Model with given `model_id` not found
content: {}
delete:
tags:
- version
summary: Delete version by ID from model
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
responses:
"200":
description: OK
content:
"*/*":
schema:
type: integer
"400":
description:
There are other entity still using this model (model version
endpoint / prediction jobs)
content: {}
"404":
description: Model with given `model_id` not found
content: {}
"500":
description: Deletion failed
content: {}
patch:
tags:
- version
summary: "Patch the version "
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
requestBody:
content:
"*/*":
schema:
"$ref": "#/components/schemas/Version"
required: false
responses:
"200":
description: OK
content: {}
"400":
description: Invalid request format
content: {}
"404":
description: Version with given `version_id` not found
content: {}
x-codegen-request-body-name: body
"/models/{model_id}/versions/{version_id}/endpoint":
get:
tags:
- endpoint
summary: List all endpoint of a model version
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/VersionEndpoint"
"404":
description: Version with given `version_id` not found
content: {}
post:
tags:
- endpoint
summary: Deploy specific version of the models
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
requestBody:
content:
"*/*":
schema:
"$ref": "#/components/schemas/VersionEndpoint"
required: false
responses:
"201":
description: Created
content:
"*/*":
schema:
"$ref": "#/components/schemas/VersionEndpoint"
"404":
description: Version with given `version_id` not found
content: {}
x-codegen-request-body-name: body
"/models/{model_id}/versions/{version_id}/image":
get:
tags:
- version_image
summary: Get the Docker image for given model version
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
responses:
"200":
description: OK
content:
"*/*":
schema:
"$ref": "#/components/schemas/VersionImage"
"400":
description: Invalid model type
content: {}
"404":
description: Model or Model Version not found
content: {}
"500":
description: Internal server error when getting image
content: {}
put:
tags:
- version_image
summary: Build the Docker image for given model version
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
requestBody:
content:
"*/*":
schema:
"$ref": "#/components/schemas/BuildImageOptions"
required: false
responses:
"202":
description: Accepted
"400":
description: Invalid model type
content: {}
"404":
description: Model or Model Version not found
content: {}
x-codegen-request-body-name: body
"/models/{model_id}/versions/{version_id}/endpoint/{endpoint_id}":
get:
tags:
- endpoint
summary: Get version endpoint resource
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
- name: endpoint_id
in: path
required: true
schema:
type: string
responses:
"200":
description: OK
content:
"*/*":
schema:
"$ref": "#/components/schemas/VersionEndpoint"
"404":
description: Version endpoint with given `endpoint_id` not found
content: {}
put:
tags:
- endpoint
summary: Modify version endpoint, this API will redeploy the associated deployment
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
- name: endpoint_id
in: path
required: true
schema:
type: string
requestBody:
content:
"*/*":
schema:
"$ref": "#/components/schemas/VersionEndpoint"
required: false
responses:
"200":
description: OK
content:
"*/*":
schema:
"$ref": "#/components/schemas/VersionEndpoint"
"404":
description: Version endpoint with given `endpoint_id` not found
content: {}
x-codegen-request-body-name: body
delete:
tags:
- endpoint
summary: Undeploy the specified model version deployment
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
- name: endpoint_id
in: path
required: true
schema:
type: string
responses:
"200":
description: OK
content: {}
"404":
description: Version endpoint with given `endpoint_id` not found
content: {}
"/models/{model_id}/versions/{version_id}/endpoint/{endpoint_id}/containers":
get:
tags:
- endpoint
summary: Get all container belong to a version endpoint
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: version_id
in: path
required: true
schema:
type: integer
- name: endpoint_id
in: path
required: true
schema:
type: string
responses:
"200":
description: OK
content:
"*/*":
schema:
"$ref": "#/components/schemas/Container"
"404":
description: Version endpoint with given `endpoint_id` not found
content: {}
"/projects/{project_id}/model_endpoints":
get:
tags:
- model_endpoints
summary: List existing model endpoints for all models in particular project
parameters:
- name: project_id
in: path
description: Filter list of model endpoints by specific `project_id`
required: true
schema:
type: integer
- name: region
in: query
description: Filter list of model endpoints by specific environment's `region`
schema:
type: string
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/ModelEndpoint"
"/models/{model_id}/endpoints":
get:
tags:
- model_endpoints
summary: List model endpoint
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/ModelEndpoint"
post:
tags:
- model_endpoints
summary: Create a model endpoint
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
requestBody:
description: Model endpoint object that has to be added
content:
"*/*":
schema:
"$ref": "#/components/schemas/ModelEndpoint"
required: true
responses:
"201":
description: Created
content:
"*/*":
schema:
"$ref": "#/components/schemas/ModelEndpoint"
x-codegen-request-body-name: body
"/models/{model_id}/endpoints/{model_endpoint_id}":
get:
tags:
- model_endpoints
summary: Get a model endpoint
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: model_endpoint_id
in: path
required: true
schema:
type: integer
responses:
"200":
description: OK
content:
"*/*":
schema:
"$ref": "#/components/schemas/ModelEndpoint"
put:
tags:
- model_endpoints
summary: Update model endpoint data. Mainly used to update its rule.
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: model_endpoint_id
in: path
required: true
schema:
type: integer
requestBody:
content:
"*/*":
schema:
"$ref": "#/components/schemas/ModelEndpoint"
required: false
responses:
"200":
description: OK
content:
"*/*":
schema:
"$ref": "#/components/schemas/ModelEndpoint"
x-codegen-request-body-name: body
delete:
tags:
- model_endpoints
summary: Stop serving traffic to the model endpoint, then delete it.
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
- name: model_endpoint_id
in: path
required: true
schema:
type: integer
responses:
"200":
description: OK
content: {}
"/alerts/teams":
get:
tags:
- models
- alert
summary: Lists teams for alert notification channel.
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
type: string
"/models/{model_id}/alerts":
get:
tags:
- models
- alert
summary: Lists alerts for given model.
parameters:
- name: model_id
in: path
required: true
schema:
type: integer
responses:
"200":
description: OK
content:
"*/*":
schema:
type: array
items:
"$ref": "#/components/schemas/ModelEndpointAlert"
"/models/{model_id}/endpoints/{model_endpoint_id}/alert":
get:
tags:
- models
- alert
summary: Gets alert for given model endpoint.
parameters:
- name: model_id
in: path
required: true
schema:
type: integer