H2O.ai Model API

openapi: 3.2.0
info:
  title: MLOps Scoring REST Model API
  contact: {}
  version: 0.1.0
servers:
- url: https://{defaultHost}
  variables:
    defaultHost:
      default: www.example.com
tags:
- name: Model
paths:
  /model/id:
    get:
      summary: model_id_model_id_get
      description: Returns unique id of the model loaded in the server and used for scoring.
      operationId: model_id_model_id_get
      parameters: []
      responses:
        '200':
          description: Successful Response
          headers: {}
          content:
            text/plain:
              schema:
                type: string
        '401':
          description: Unauthorized
          headers: {}
          content:
            text/plain:
              schema:
                type: string
      deprecated: false
      tags:
      - Model
  /model/schema:
    get:
      summary: model_schema_model_schema_get
      description: Returns information about the model used for scoring, e.g., input schema.
      operationId: model_schema_model_schema_get
      parameters: []
      responses:
        '200':
          description: Successful Response
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Model'
        '401':
          description: Unauthorized
          headers: {}
          content:
            text/plain:
              schema:
                type: string
      deprecated: false
      tags:
      - Model
  /model/sample_request:
    get:
      summary: sample_request_model_sample_request_get
      description: Builds a sample scoring request that would pass all validations.
      operationId: sample_request_model_sample_request_get
      parameters: []
      responses:
        '200':
          description: Successful Response
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ScoreRequest'
        '401':
          description: Unauthorized
          headers: {}
          content:
            text/plain:
              schema:
                type: string
        '500':
          description: Internal Server Error
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '501':
          description: Not Implemented
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      deprecated: false
      tags:
      - Model
  /model/capabilities:
    get:
      summary: capabilities_model_capabilities_get
      description: Returns information about scorer's scoring capabilities.
      operationId: capabilities_model_capabilities_get
      parameters: []
      responses:
        '200':
          description: Successful Response
          headers: {}
          content:
            text/plain:
              schema:
                type: string
        '401':
          description: Unauthorized
          headers: {}
          content:
            text/plain:
              schema:
                type: string
        '501':
          description: Not Implemented
          headers: {}
          content:
            text/plain:
              schema:
                type: string
      deprecated: false
      tags:
      - Model
  /model/score:
    post:
      summary: score_rows_model_score_post
      description: Computes score of the rows sent in the body of the post request.
      operationId: score_rows_model_score_post
      parameters:
      - name: authorization
        in: header
        description: ''
        style: simple
        schema:
          type: string
      requestBody:
        description: ''
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/ScoreRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ScoreResponse'
        '400':
          description: failed because of bad request
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '401':
          description: Unauthorized
          headers: {}
          content:
            text/plain:
              schema:
                type: string
        '422':
          description: Validation Error
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '500':
          description: Internal Server Error
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '501':
          description: Not Implemented
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      deprecated: false
      tags:
      - Model
  /model/media-score:
    post:
      summary: score_media_model_media_score_post
      description: Computes score of provided media files. These can be any type of file, such as images or mp3.
      operationId: score_media_model_media_score_post
      parameters:
      - name: authorization
        in: header
        description: ''
        style: simple
        schema:
          type: string
      requestBody:
        content:
          multipart/form-data:
            encoding: {}
            schema:
              required:
              - scoreMediaRequest
              - files
              type: object
              properties:
                scoreMediaRequest:
                  type: string
                files:
                  type: array
                  items:
                    type: string
                    format: binary
                  description: ''
        required: false
      responses:
        '200':
          description: Successful Response
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ScoreResponse'
        '400':
          description: Invalid request content.
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '401':
          description: Unauthorized
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '501':
          description: Not Implemented
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      deprecated: false
      tags:
      - Model
  /model/contribution:
    post:
      summary: score_contributions_model_contribution_post
      description: Computes Shapley contributions for rows sent in the body of the post request.
      operationId: score_contributions_model_contribution_post
      parameters:
      - name: authorization
        in: header
        description: ''
        style: simple
        schema:
          type: string
      requestBody:
        description: ''
        content:
          application/json:
            schema:
              anyOf:
              - $ref: '#/components/schemas/ContributionsRequest'
              - $ref: '#/components/schemas/ScoreRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ContributionsResponse'
        '400':
          description: Invalid request content.
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '401':
          description: Unauthorized
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '422':
          description: Validation Error
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '500':
          description: Internal Server Error
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
        '501':
          description: Not Implemented
          headers: {}
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      deprecated: false
      tags:
      - Model
components:
  schemas:
    Model:
      title: Model
      required:
      - schema
      type: object
      properties:
        id:
          type: string
        name:
          type: string
        description:
          type: string
        properties:
          $ref: '#/components/schemas/ModelProperties'
        schema:
          $ref: '#/components/schemas/ModelSchema'
    ValidationError:
      title: ValidationError
      required:
      - loc
      - msg
      - type
      type: object
      properties:
        loc:
          type: array
          items:
            anyOf:
            - type: string
            - type: integer
              format: int32
          description: ''
        msg:
          type: string
        type:
          type: string
    ScoringType:
      title: ScoringType
      enum:
      - REGRESSION
      - CLASSIFICATION
      - BINOMIAL
      type: string
      description: Enumeration of the supported scoring types.
    ContributionsRequest:
      title: ContributionsRequest
      required:
      - requestShapleyValueType
      - fields
      - rows
      type: object
      properties:
        requestShapleyValueType:
          allOf:
          - $ref: '#/components/schemas/ShapleyType'
          - description: The string to say what type of Shap values are needed. `ORIGINAL` implies Shap values of original features are requested, `TRANSFORMED` implies that Shap values of transformed features are requested.
        fields:
          type: array
          items:
            type: string
          description: An array holding the names of fields in the order of appearance in the `rows` property. The length of `fields` has to match length of each row in `rows`. No duplicates are allowed.
        rows:
          type: array
          items:
            type: array
            items:
              type: string
          description: An array of rows consisting the actual input data for scoring, one scoring request per row.
    ModelProperties:
      title: ModelProperties
      type: object
      properties:
        scoringType:
          allOf:
          - $ref: '#/components/schemas/ScoringType'
          - description: Enumeration of the supported scoring types.
        scoringResponseLabels:
          type: array
          items:
            type: string
          description: ''
    ScoreResponse:
      title: ScoreResponse
      required:
      - score
      type: object
      properties:
        id:
          type: string
          description: A unique id of the model used for scoring.
        fields:
          type: array
          items:
            type: string
          description: An array holding the names of fields in the order of appearance, in the rows of the  `score` property. This field is not populated if requested by setting the `noFieldNamesInOutput` request field to `true`.
        score:
          type: array
          items:
            type: array
            items:
              type: string
          description: An array of rows consisting the actual scoring output. The order of rows corresponds to the order of the input request rows. Each row contains any copied input fields first (in the order of appearance in the input row). If the `idField` was specified and also listed in the `includeFieldsInOutput` but not provided in `fields`, a unique id will be generated and positioned right after all the other fields copied from the input. The scoring output follows.
        featureShapleyContributions:
          allOf:
          - $ref: '#/components/schemas/ContributionsResponse'
          - description: An object with features and shapley values that was requested by the client. It is currently available for transformed features of binomial, regression, and multinomial models of mojo2. This field will not be populated if the Shapley values are not available for a model.
        predictionIntervals:
          allOf:
          - $ref: '#/components/schemas/PredictionInterval'
          - description: Prediction interval consist of an array of interval bound names and rows of array of bounds per bound name. Setting `requestPredictionIntervals` to true will enable populating the field. The field will be empty or an error response returned if prediction intervals arenot returned or supported by the model.
    ShapleyType:
      title: ShapleyType
      enum:
      - ORIGINAL
      - TRANSFORMED
      - NONE
      type: string
      description: An enumeration.
    HTTPValidationError:
      title: HTTPValidationError
      type: object
      properties:
        detail:
          type: array
          items:
            $ref: '#/components/schemas/ValidationError'
          description: ''
    PredictionInterval:
      title: PredictionInterval
      required:
      - fields
      - rows
      type: object
      properties:
        fields:
          type: array
          items:
            type: string
          description: An array holding the names of fields in the order of appearance in the `rows` property. The length of `fields` has to match length of each row in `rows`. No duplicates are allowed.
        rows:
          type: array
          items:
            type: array
            items:
              type: string
          description: An array of rows consisting the actual input data for scoring, one scoring request per row.
    ContributionsResponse:
      title: ContributionsResponse
      required:
      - features
      - contributionGroups
      type: object
      properties:
        features:
          type: array
          items:
            type: string
          description: An array holding the names of fields in the order of appearance in the rows of the  `contributions` property.
        contributionGroups:
          type: array
          items:
            $ref: '#/components/schemas/ContributionGroup'
          description: An array of rows consisting of the shapley contributions output corresponding to an output group.
    ModelSchema:
      title: ModelSchema
      type: object
      properties:
        inputFields:
          type: array
          items:
            $ref: '#/components/schemas/DataField'
          description: ''
        outputFields:
          type: array
          items:
            $ref: '#/components/schemas/DataField'
          description: ''
    ContributionGroup:
      title: ContributionGroup
      required:
      - contributions
      type: object
      properties:
        output_group:
          type: string
          description: Name of the output group. It will be populated only for multinomial models. Shapley values are not supported for third party models yet, hence this field will not be populated.
        contributions:
          type: array
          items:
            type: array
            items:
              type: string
          description: n array of rows consisting of the shapley contributions output corresponding to columns in the fields
    DataField:
      title: DataField
      required:
      - name
      - dataType
      type: object
      properties:
        name:
          type: string
        dataType:
          allOf:
          - $ref: '#/components/schemas/DataType'
          - description: Enumeration of the supported input and output data types.
    ScoreRequest:
      title: ScoreRequest
      required:
      - fields
      - rows
      type: object
      properties:
        fields:
          type: array
          items:
            type: string
          description: An array holding the names of fields in the order of appearance in the `rows` property. The length of `fields` has to match length of each row in `rows`. No duplicates are allowed.
        rows:
          type: array
          items:
            type: array
            items:
              type: string
          description: An array of rows consisting the actual input data for scoring, one scoring request per row.
        noFieldNamesInOutput:
          type: boolean
          description: If set to `true`. The scorer will not fill response column names in the `fields` field. This is can be useful to maintain compatibility with older scorer versions or to save bandwidth.
          default: false
        requestPredictionIntervals:
          type: boolean
          description: If set to `true`, the scorer will try to fill field `predictionIntervals` in response if it is supported.
          default: false
        includeFieldsInOutput:
          type: array
          items:
            type: string
          description: An array holding the list of field names to be copied from the input request row to the corresponding scoring output. It is an error to specify a field name not present in the `fields` property, except when it is equal to the `idField` property. In the latter case, the row id would be generated and returned in the response. Note that the order of items in `includeFieldsInOutput` is ignored and the specified fields are returned in the order of appearance in the input request row.
          default: []
        idField:
          type: string
          description: Name of the field that holds a row id, e.g., a value that uniquely identifies each row of the request. The caller may specify a name of the field that is not present in fields. In which case, the scorer is allowed to generate a UUID to identify each row (e.g., for logging and monitoring purposes). To retrieve such a generated id as a part of the response, simply name it in the `includeFieldsInOutput`.
        requestShapleyValueType:
          allOf:
          - $ref: '#/components/schemas/ShapleyType'
          - description: The string to say what type of Shap values are needed. `ORIGINAL` implies Shap values of original features are requested, `TRANSFORMED` implies that Shap values of transformed features are requested.
    DataType:
      title: DataType
      enum:
      - Bool
      - Bytes
      - Int32
      - Int64
      - Float32
      - Float64
      - Str
      - Time64
      type: string
      description: Enumeration of the supported input and output data types.