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mistk-api.yaml
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mistk-api.yaml
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swagger: '2.0'
info:
version: 1.0.0
title: Model Integration Software ToolKit
basePath: /v1/mistk
schemes:
- http
consumes:
- application/json
produces:
- application/json
paths:
##########################
# Model Plugin Endpoints #
##########################
/initialize:
post:
operationId: initializeModel
x-swagger-router-controller: mistk.model.service
summary: Initialize the model
description: Instructs the model instance to initialize.
tags: [Model Instance Endpoint]
parameters:
- in: body
name: initializationParameters
description: >
Initialization parameters for the model including the objectives, properties, and hparams.
Objectives are a list of objectives for this model instance from the following options
{train, predict, stream_predict, generate, transfer_learning}.
Properties are a dictionary of properties for this model instance.
Hparams are a dictionary of hyperparameters for this model instance.
required: true
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ModelInstanceInitParams"
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/loadData:
post:
operationId: loadData
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Loads data for the model
description: Loads data onto a staging area for use by the model
parameters:
- in: body
name: datasets
description: >
A dictionary mapping objectives to MistkDataset objects.
Dictionary keys must be one of the following {train, test, generate}
required: true
schema:
type: object
additionalProperties:
schema:
$ref: '#/definitions/MistkDataset'
example:
train:
object_info:
name: 'image_training_dataset'
kind: 'MistkDataset'
modality: 'image'
format: 'image'
test:
object_info:
name: 'image_testing_dataset'
kind: 'MistkDataset'
modality: 'image'
format: 'image'
generate:
object_info:
name: 'image_generation_dataset'
kind: 'MistkDataset'
modality: 'text'
format: 'raw'
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/buildModel:
post:
operationId: buildModel
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Build the model
description: Instructs the container to construct the model
parameters:
- in: query
name: modelPath
description: >
The absolute path to the directory where the model's checkpoint/snapshot
file can be found.
required: false
type: string
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/train:
post:
operationId: train
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Train the model
description: Trains the model with the training dataset previously loaded
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/saveModel:
post:
operationId: saveModel
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Save the model snapshot
description: >
Instructs the container to serialize the model to the specified path
parameters:
- in: query
name: modelPath
required: true
type: string
description: >
A path pointing to the directory where the model is to be saved.
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/predict:
post:
operationId: predict
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Perform predictions with the model
description: Perform predictions with the test dataset previously loaded
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/streamPredict:
post:
operationId: streamPredict
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Perform streaming predictions with the model
description: Perform predictions with the test dataset previously loaded
parameters:
- in: body
name: dataMap
required: true
description: Dictionary of IDs to b64 encoded data
schema:
type: object
additionalProperties:
type: string
- name: details
in: query
description: >
Boolean flag to indicate whether prediction details (markdown) should be included
in predictions dictionary.
required: false
type: boolean
default: "False"
responses:
'200':
description: Dictionary of IDs to predictions
schema:
type: object
additionalProperties: true
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/updateStreamProperties:
post:
operationId: updateStreamProperties
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Updates streaming properties with the model
description: Update streaming properties
parameters:
- in: body
name: props
required: true
description: Dictionary of metadata properties to be used by the model
schema:
type: object
additionalProperties: true
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/savePredictions:
post:
operationId: savePredictions
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Save the predictions made by the model
description: >
Instructs the container to save the predictions to the specified path
parameters:
- in: query
name: dataPath
required: true
type: string
description: >
A path pointing to the directory where the
predictions are to be saved.
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/generate:
post:
operationId: generate
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Perform generations with the model
description: Perform generations with the model
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/saveGenerations:
post:
operationId: saveGenerations
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Save the generations made by the model
description: >
Instructs the container to save the generations to the specified path
parameters:
- in: query
name: dataPath
required: true
type: string
description: >
A path pointing to the directory where the
generations are to be saved.
responses:
'200':
description: Returns 200 if the task was successfully submitted.
'400':
description: Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/pause:
post:
operationId: pause
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Pause the model
description: >
Instructs the container to pause the current training or
prediction activity
responses:
'200':
description: >
Returns 200 if the task was successfully submitted.
'400':
description: >
Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/resumeTraining:
post:
operationId: resumeTraining
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Resume training on a paused model
description: >
Resumes the training activity
responses:
'200':
description: >
Returns 200 if the task was successfully submitted.
'400':
description: >
Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/resumePredict:
post:
operationId: resumePredict
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
summary: Resume predicitons on a paused model
description: >
Resumes the training activity
responses:
'200':
description: >
Returns 200 if the task was successfully submitted.
'400':
description: >
Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/status:
get:
summary: Get the status of the model
description: Retrieves the current status of the model
x-swagger-router-controller: mistk.model.service
tags: [Model Instance Endpoint]
operationId: getStatus
parameters:
- name: watch
description: >
Watch for changes to the described resources and return them as a
stream of add, update, and remove notifications.
Specify resourceVersion.
required: false
in: query
type: boolean
default: "False"
- name: resourceVersion
description: >
When specified with a watch call, shows changes that occur after
that particular version of a resource. Defaults to changes from the
beginning of history.
required: false
in: query
type: integer
responses:
'200':
description: Returns the status
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ModelInstanceStatus"
/shutdown:
post:
operationId: terminate
x-swagger-router-controller: mistk.model.service
summary: Shut down the model
description: Shuts down the model
tags: [Model Instance Endpoint]
responses:
'200':
description: >
Returns 200 if the task was successfully submitted.
'400':
description: >
Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
/reset:
post:
operationId: reset
x-swagger-router-controller: mistk.model.service
summary: Resets the model
description: Resets the model
tags: [Model Instance Endpoint]
responses:
'200':
description: >
Returns 200 if the task was successfully submitted.
'400':
description: >
Returns 400 if there is a task running when called.
schema:
$ref: "../smlcore/sml-api.yaml#/definitions/ServiceError"
'500':
description: General server runtime exception
/apiVersion:
get:
operationId: getApiVersion
x-swagger-router-controller: mistk.model.service
summary: Returns the version of the MISTK API
description: Returns the version of the MISTK API
tags: [Model Instance Endpoint]
responses:
'200':
description: >
The MISTK API Version.
schema:
type: string
'500':
description: General server runtime exception
definitions:
MistkDataset:
allOf:
- $ref: '../smlcore/sml-api.yaml#/definitions/Dataset'
- type: object
properties:
dataPath:
type: string
example:
objectInfo:
name: 'example_dataset'
kind: 'MistkDataset'
dataPath: '/tmp'
modality: 'image'
format: 'image'
MistkMetric:
allOf:
- $ref: '../smlcore/sml-api.yaml#/definitions/Metric'
MistkMetricList:
description: A list of Metrics.
type: object
properties:
items:
type: array
items:
$ref: '#/definitions/MistkMetric'
continueToken:
type: string
MistkDataRecord:
allOf:
- $ref: '../smlcore/sml-api.yaml#/definitions/DataRecord'
MistkWatchEvent:
allOf:
- $ref: '../smlcore/sml-api.yaml#/definitions/WatchEvent'