ArthurAI RAG Experiments API

Endpoints for managing RAG experiments

Operations 7

GET /api/v1/tasks/{task_id}/rag_experiments List RAG experiments #
POST /api/v1/tasks/{task_id}/rag_experiments Create and run a RAG experiment #
GET /api/v1/rag_experiments/{experiment_id} Get RAG experiment details #
DELETE /api/v1/rag_experiments/{experiment_id} Delete RAG experiment #
GET /api/v1/rag_experiments/{experiment_id}/test_cases Get experiment test cases #
GET /api/v1/rag_experiments/{experiment_id}/rag_configs/{rag_config_key}/results Get RAG config results #
PATCH /api/v1/rag_experiments/{experiment_id}/notebook Attach notebook to RAG experiment #

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OpenAPI Specification

arthurai-rag-experiments-api-openapi.yml Raw ↑
openapi: 3.2.0
info:
  title: Arthur GenAI Engine RAG Experiments API
  version: 2.1.688
  description: Endpoints for managing RAG experiments
tags:
- name: RAG Experiments
  description: Endpoints for managing RAG experiments
paths:
  /api/v1/tasks/{task_id}/rag_experiments:
    get:
      tags:
      - RAG Experiments
      summary: List RAG experiments
      description: List all RAG experiments for a task with optional filtering and pagination
      operationId: list_rag_experiments_api_v1_tasks__task_id__rag_experiments_get
      security:
      - API Key: []
      parameters:
      - name: task_id
        in: path
        required: true
        schema:
          type: string
          format: uuid
          title: Task Id
      - name: search
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: Search text to filter experiments by name or description
          title: Search
        description: Search text to filter experiments by name or description
      - name: dataset_id
        in: query
        required: false
        schema:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          description: Filter experiments by dataset ID
          title: Dataset Id
        description: Filter experiments by dataset ID
      - name: sort
        in: query
        required: false
        schema:
          $ref: '#/components/schemas/PaginationSortMethod'
          description: Sort the results (asc/desc)
          default: desc
        description: Sort the results (asc/desc)
      - name: page_size
        in: query
        required: false
        schema:
          type: integer
          description: Page size. Default is 10. Must be greater than 0 and less than 5000.
          default: 10
          title: Page Size
        description: Page size. Default is 10. Must be greater than 0 and less than 5000.
      - name: page
        in: query
        required: false
        schema:
          type: integer
          description: Page number
          default: 0
          title: Page
        description: Page number
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/RagExperimentListResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    post:
      tags:
      - RAG Experiments
      summary: Create and run a RAG experiment
      description: Create a new RAG experiment and initiate execution
      operationId: create_rag_experiment_api_v1_tasks__task_id__rag_experiments_post
      security:
      - API Key: []
      parameters:
      - name: task_id
        in: path
        required: true
        schema:
          type: string
          format: uuid
          title: Task Id
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/CreateRagExperimentRequest'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/RagExperimentSummary'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/v1/rag_experiments/{experiment_id}:
    get:
      tags:
      - RAG Experiments
      summary: Get RAG experiment details
      description: Get detailed information about a specific RAG experiment including summary results
      operationId: get_rag_experiment_api_v1_rag_experiments__experiment_id__get
      security:
      - API Key: []
      parameters:
      - name: experiment_id
        in: path
        required: true
        schema:
          type: string
          title: Experiment ID
          description: The ID of the experiment to retrieve
        description: The ID of the experiment to retrieve
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/RagExperimentDetail'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    delete:
      tags:
      - RAG Experiments
      summary: Delete RAG experiment
      description: Delete a RAG experiment and all its associated data
      operationId: delete_rag_experiment_api_v1_rag_experiments__experiment_id__delete
      security:
      - API Key: []
      parameters:
      - name: experiment_id
        in: path
        required: true
        schema:
          type: string
          title: Experiment ID
          description: The ID of the experiment to delete
        description: The ID of the experiment to delete
      responses:
        '204':
          description: Experiment deleted successfully.
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/v1/rag_experiments/{experiment_id}/test_cases:
    get:
      tags:
      - RAG Experiments
      summary: Get experiment test cases
      description: Get paginated list of test case results for a RAG experiment
      operationId: get_rag_experiment_test_cases_api_v1_rag_experiments__experiment_id__test_cases_get
      security:
      - API Key: []
      parameters:
      - name: experiment_id
        in: path
        required: true
        schema:
          type: string
          title: Experiment ID
          description: The ID of the experiment
        description: The ID of the experiment
      - name: sort
        in: query
        required: false
        schema:
          $ref: '#/components/schemas/PaginationSortMethod'
          description: Sort the results (asc/desc)
          default: desc
        description: Sort the results (asc/desc)
      - name: page_size
        in: query
        required: false
        schema:
          type: integer
          description: Page size. Default is 10. Must be greater than 0 and less than 5000.
          default: 10
          title: Page Size
        description: Page size. Default is 10. Must be greater than 0 and less than 5000.
      - name: page
        in: query
        required: false
        schema:
          type: integer
          description: Page number
          default: 0
          title: Page
        description: Page number
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/RagTestCaseListResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/v1/rag_experiments/{experiment_id}/rag_configs/{rag_config_key}/results:
    get:
      tags:
      - RAG Experiments
      summary: Get RAG config results
      description: Get paginated list of results for a specific RAG configuration within an experiment (supports both saved and unsaved configs)
      operationId: get_rag_config_results_api_v1_rag_experiments__experiment_id__rag_configs__rag_config_key__results_get
      security:
      - API Key: []
      parameters:
      - name: experiment_id
        in: path
        required: true
        schema:
          type: string
          title: Experiment ID
          description: The ID of the experiment
        description: The ID of the experiment
      - name: rag_config_key
        in: path
        required: true
        schema:
          type: string
          title: RAG Config Key
          description: 'The RAG config key (format: ''saved:setting_config_id:version'' or ''unsaved:uuid''). URL-encode colons as %3A'
        description: 'The RAG config key (format: ''saved:setting_config_id:version'' or ''unsaved:uuid''). URL-encode colons as %3A'
      - name: sort
        in: query
        required: false
        schema:
          $ref: '#/components/schemas/PaginationSortMethod'
          description: Sort the results (asc/desc)
          default: desc
        description: Sort the results (asc/desc)
      - name: page_size
        in: query
        required: false
        schema:
          type: integer
          description: Page size. Default is 10. Must be greater than 0 and less than 5000.
          default: 10
          title: Page Size
        description: Page size. Default is 10. Must be greater than 0 and less than 5000.
      - name: page
        in: query
        required: false
        schema:
          type: integer
          description: Page number
          default: 0
          title: Page
        description: Page number
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/RagConfigResultListResponse'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /api/v1/rag_experiments/{experiment_id}/notebook:
    patch:
      tags:
      - RAG Experiments
      summary: Attach notebook to RAG experiment
      description: Attach a RAG notebook to an existing experiment
      operationId: attach_notebook_to_rag_experiment_api_v1_rag_experiments__experiment_id__notebook_patch
      security:
      - API Key: []
      parameters:
      - name: experiment_id
        in: path
        required: true
        schema:
          type: string
          description: ID of the experiment
          title: Experiment Id
        description: ID of the experiment
      - name: notebook_id
        in: query
        required: true
        schema:
          type: string
          description: ID of the notebook to attach
          title: Notebook Id
        description: ID of the notebook to attach
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/RagExperimentSummary'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    _MultiTargetVectorJoinEnum:
      type: integer
      enum:
      - 1
      - 2
      - 3
      - 4
      - 5
      title: _MultiTargetVectorJoinEnum
      description: Define how multi target vector searches should be combined.
    RagTestCaseListResponse:
      properties:
        page:
          type: integer
          title: Page
          description: Current page number (0-indexed)
        page_size:
          type: integer
          title: Page Size
          description: Number of items per page
        total_pages:
          type: integer
          title: Total Pages
          description: Total number of pages
        total_count:
          type: integer
          title: Total Count
          description: Total number of records
        data:
          items:
            $ref: '#/components/schemas/RagTestCase'
          type: array
          title: Data
          description: List of test cases
      type: object
      required:
      - page
      - page_size
      - total_pages
      - total_count
      - data
      title: RagTestCaseListResponse
      description: Paginated list of RAG test cases
    UnsavedRagConfigResponse:
      properties:
        type:
          type: string
          const: unsaved
          title: Type
          default: unsaved
        unsaved_id:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Unsaved Id
          description: Unique identifier for this unsaved RAG configuration (generated by backend if not provided)
        rag_provider_id:
          type: string
          format: uuid
          title: Rag Provider Id
          description: ID of the RAG provider to use for this search
        settings:
          anyOf:
          - $ref: '#/components/schemas/WeaviateHybridSearchSettingsConfigurationResponse'
          - $ref: '#/components/schemas/WeaviateVectorSimilarityTextSearchSettingsConfigurationResponse'
          - $ref: '#/components/schemas/WeaviateKeywordSearchSettingsConfigurationResponse'
          title: Settings
          description: RAG search settings configuration
        query_column:
          $ref: '#/components/schemas/DatasetColumnVariableSource'
          description: Dataset column to use as the RAG search query
      type: object
      required:
      - rag_provider_id
      - settings
      - query_column
      title: UnsavedRagConfigResponse
      description: Configuration for an unsaved RAG search setting (response version)
    RagExperimentDetail:
      properties:
        id:
          type: string
          title: Id
          description: Unique identifier for the experiment
        name:
          type: string
          title: Name
          description: Name of the experiment
        description:
          anyOf:
          - type: string
          - type: 'null'
          title: Description
          description: Description of the experiment
        created_at:
          type: string
          title: Created At
          description: ISO timestamp when experiment was created
        finished_at:
          anyOf:
          - type: string
          - type: 'null'
          title: Finished At
          description: ISO timestamp when experiment finished
        status:
          $ref: '#/components/schemas/ExperimentStatus'
          description: Current status of the experiment
        total_rows:
          type: integer
          title: Total Rows
          description: Total number of test rows in the experiment
        completed_rows:
          type: integer
          title: Completed Rows
          description: Number of test rows completed successfully
        failed_rows:
          type: integer
          title: Failed Rows
          description: Number of test rows that failed
        total_cost:
          anyOf:
          - type: string
          - type: 'null'
          title: Total Cost
          description: Total cost of running the experiment
        dataset_ref:
          $ref: '#/components/schemas/DatasetRef'
          description: Reference to the dataset used
        dataset_row_filter:
          anyOf:
          - items:
              $ref: '#/components/schemas/NewDatasetVersionRowColumnItemRequest'
            type: array
          - type: 'null'
          title: Dataset Row Filter
          description: Optional list of column name and value filters applied to dataset rows. Only rows matching ALL specified column name-value pairs (AND condition) were included in the experiment.
        notebook_id:
          anyOf:
          - type: string
          - type: 'null'
          title: Notebook Id
          description: Optional notebook ID this experiment is linked to
        eval_list:
          items:
            $ref: '#/components/schemas/EvalRef-Output'
          type: array
          title: Eval List
          description: List of evaluations being run
        rag_configs:
          items:
            oneOf:
            - $ref: '#/components/schemas/SavedRagConfig-Output'
            - $ref: '#/components/schemas/UnsavedRagConfigResponse'
            discriminator:
              propertyName: type
              mapping:
                saved: '#/components/schemas/SavedRagConfig-Output'
                unsaved: '#/components/schemas/UnsavedRagConfigResponse'
          type: array
          title: Rag Configs
          description: List of RAG configurations being tested
        summary_results:
          $ref: '#/components/schemas/RagSummaryResults'
          description: Summary of results across all test cases
      type: object
      required:
      - id
      - name
      - created_at
      - status
      - total_rows
      - completed_rows
      - failed_rows
      - dataset_ref
      - eval_list
      - rag_configs
      - summary_results
      title: RagExperimentDetail
      description: Detailed information about a RAG experiment
    RagExperimentSummary:
      properties:
        id:
          type: string
          title: Id
          description: Unique identifier for the experiment
        name:
          type: string
          title: Name
          description: Name of the experiment
        description:
          anyOf:
          - type: string
          - type: 'null'
          title: Description
          description: Description of the experiment
        created_at:
          type: string
          title: Created At
          description: ISO timestamp when experiment was created
        finished_at:
          anyOf:
          - type: string
          - type: 'null'
          title: Finished At
          description: ISO timestamp when experiment finished
        status:
          $ref: '#/components/schemas/ExperimentStatus'
          description: Current status of the experiment
        dataset_id:
          type: string
          format: uuid
          title: Dataset Id
          description: ID of the dataset used
        dataset_name:
          type: string
          title: Dataset Name
          description: Name of the dataset used
        dataset_version:
          type: integer
          title: Dataset Version
          description: Version of the dataset used
        total_rows:
          type: integer
          title: Total Rows
          description: Total number of test rows in the experiment
        completed_rows:
          type: integer
          title: Completed Rows
          description: Number of test rows completed successfully
        failed_rows:
          type: integer
          title: Failed Rows
          description: Number of test rows that failed
        total_cost:
          anyOf:
          - type: string
          - type: 'null'
          title: Total Cost
          description: Total cost of running the experiment
        rag_configs:
          items:
            oneOf:
            - $ref: '#/components/schemas/SavedRagConfig-Output'
            - $ref: '#/components/schemas/UnsavedRagConfigResponse'
            discriminator:
              propertyName: type
              mapping:
                saved: '#/components/schemas/SavedRagConfig-Output'
                unsaved: '#/components/schemas/UnsavedRagConfigResponse'
          type: array
          title: Rag Configs
          description: List of RAG configurations being tested
      type: object
      required:
      - id
      - name
      - created_at
      - status
      - dataset_id
      - dataset_name
      - dataset_version
      - total_rows
      - completed_rows
      - failed_rows
      - rag_configs
      title: RagExperimentSummary
      description: Summary of a RAG experiment
    CreateRagExperimentRequest:
      properties:
        name:
          type: string
          title: Name
          description: Name for the experiment
        description:
          anyOf:
          - type: string
          - type: 'null'
          title: Description
          description: Description of the experiment
        dataset_ref:
          $ref: '#/components/schemas/DatasetRefInput'
          description: Reference to the dataset to use
        eval_list:
          items:
            $ref: '#/components/schemas/EvalRef-Input'
          type: array
          title: Eval List
          description: List of evaluations to run
        dataset_row_filter:
          anyOf:
          - items:
              $ref: '#/components/schemas/NewDatasetVersionRowColumnItemRequest'
            type: array
          - type: 'null'
          title: Dataset Row Filter
          description: Optional list of column name and value filters. Only rows matching ALL specified column name-value pairs (AND condition) will be included in the experiment. If not specified, all rows from the dataset will be used.
        rag_configs:
          items:
            oneOf:
            - $ref: '#/components/schemas/SavedRagConfig-Input'
            - $ref: '#/components/schemas/UnsavedRagConfig'
            discriminator:
              propertyName: type
              mapping:
                saved: '#/components/schemas/SavedRagConfig-Input'
                unsaved: '#/components/schemas/UnsavedRagConfig'
          type: array
          title: Rag Configs
          description: List of RAG configurations to test. Each config specifies which dataset column to use as the query.
      type: object
      required:
      - name
      - dataset_ref
      - eval_list
      - rag_configs
      title: CreateRagExperimentRequest
      description: Request to create a new RAG experiment
    RagProviderQueryResponse:
      properties:
        response:
          $ref: '#/components/schemas/WeaviateQueryResults'
      type: object
      required:
      - response
      title: RagProviderQueryResponse
    HybridFusion:
      type: string
      enum:
      - FUSION_TYPE_RANKED
      - FUSION_TYPE_RELATIVE_SCORE
      title: HybridFusion
      description: Define how the query's hybrid fusion operation should be performed.
    ValidationError:
      properties:
        loc:
          items:
            anyOf:
            - type: string
            - type: integer
          type: array
          title: Location
        msg:
          type: string
          title: Message
        type:
          type: string
          title: Error Type
        input:
          title: Input
        ctx:
          type: object
          title: Context
      type: object
      required:
      - loc
      - msg
      - type
      title: ValidationError
    HTTPValidationError:
      properties:
        detail:
          items:
            $ref: '#/components/schemas/ValidationError'
          type: array
          title: Detail
      type: object
      title: HTTPValidationError
    WeaviateKeywordSearchSettingsConfigurationResponse:
      properties:
        collection_name:
          type: string
          title: Collection Name
          description: Name of the vector collection used for the search.
        limit:
          anyOf:
          - type: integer
          - type: 'null'
          title: Limit
          description: Maximum number of objects to return.
        include_vector:
          anyOf:
          - type: boolean
          - type: string
          - items:
              type: string
            type: array
          - type: 'null'
          title: Include Vector
          description: Boolean value whether to include vector embeddings in the response or can be used to specify the names of the vectors to include in the response if your collection uses named vectors. Will be included as a dictionary in the vector property in the response.
          default: false
        offset:
          anyOf:
          - type: integer
          - type: 'null'
          title: Offset
          description: Skips first N results in similarity response. Useful for pagination.
        auto_limit:
          anyOf:
          - type: integer
          - type: 'null'
          title: Auto Limit
          description: Automatically limit search results to groups of objects with similar distances, stopping after auto_limit number of significant jumps.
        return_metadata:
          anyOf:
          - items:
              type: string
              enum:
              - creation_time
              - last_update_time
              - distance
              - certainty
              - score
              - explain_score
              - is_consistent
              - query_profile
            type: array
          - $ref: '#/components/schemas/MetadataQuery'
          - type: 'null'
          title: Return Metadata
          description: Specify metadata fields to return.
        return_properties:
          anyOf:
          - items:
              type: string
            type: array
          - type: 'null'
          title: Return Properties
          description: Specify which properties to return for each object.
        rag_provider:
          type: string
          const: weaviate
          title: Rag Provider
          default: weaviate
        search_kind:
          type: string
          const: keyword_search
          title: Search Kind
          default: keyword_search
        minimum_match_or_operator:
          anyOf:
          - type: integer
          - type: 'null'
          title: Minimum Match Or Operator
          description: Minimum number of keywords that define a match. Objects returned will have to have at least this many matches.
        and_operator:
          anyOf:
          - type: boolean
          - type: 'null'
          title: And Operator
          description: Search returns objects that contain all tokens in the search string. Cannot be used with minimum_match_or_operator
      type: object
      required:
      - collection_name
      title: WeaviateKeywordSearchSettingsConfigurationResponse
    RagEvalResultSummaries:
      properties:
        rag_config_key:
          anyOf:
          - type: string
          - type: 'null'
          title: Rag Config Key
          description: 'RAG config key: ''saved:setting_config_id:version'' for saved, ''unsaved:uuid'' for unsaved'
        rag_config_type:
          anyOf:
          - type: string
          - type: 'null'
          title: Rag Config Type
          description: 'Type: ''saved'' or ''unsaved'''
        setting_configuration_id:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Setting Configuration Id
          description: ID of the RAG search setting configuration (for saved configs only)
        setting_configuration_version:
          anyOf:
          - type: integer
          - type: 'null'
          title: Setting Configuration Version
          description: Version of the RAG search setting configuration (for saved configs only)
        eval_results:
          items:
            $ref: '#/components/schemas/EvalResultSummary'
          type: array
          title: Eval Results
          description: Results for each evaluation run on this RAG configuration
      type: object
      required:
      - eval_results
      title: RagEvalResultSummaries
      description: Summary of evaluation results for a RAG configuration
    ExperimentStatus:
      type: string
      enum:
      - queued
      - running
      - failed
      - completed
      title: ExperimentStatus
      description: Status of an experiment
    UnsavedRagConfig:
      properties:
        type:
          type: string
          const: unsaved
          title: Type
          default: unsaved
        unsaved_id:
          anyOf:
          - type: string
            format: uuid
          - type: 'null'
          title: Unsaved Id
          description: Unique identifier for this unsaved RAG configuration (generated by backend if not provided)
        rag_provider_id:
          type: string
          format: uuid
          title: Rag Provider Id
          description: ID of the RAG provider to use for this search
        settings:
          anyOf:
          - $ref: '#/components/schemas/WeaviateHybridSearchSettingsConfigurationRequest'
          - $ref: '#/components/schemas/WeaviateKeywordSearchSettingsConfigurationRequest'
          - $ref: '#/components/schemas/WeaviateVectorSimilarityTextSearchSettingsConfigurationRequest'
          title: Settings
          description: RAG search settings configuration
        query_column:
          $ref: '#/components/schemas/DatasetColumnVariableSource'
          description: Dataset column to use as the RAG search query
      type: object
      required:
      - rag_provider_id
      - settings
      - query_column
      title: UnsavedRagConfig
      description: Configuration for an unsaved RAG search setting
    EvalResultSummary:
      properties:
        eval_name:
          type: string
          title: Eval Name
          description: Name of the evaluation
        eval_version:
          type: string
          title: Eval Version
          description: Version of the evaluation
        pass_count:
          type: integer
          title: Pass Count
          description: Number of test cases that passed
        total_count:
          type: integer
          title: Total Count
          description: Total number of test cases evaluated
      type: object
      required:
      - eval_name
      - eval_version
      - pass_count
      - total_count
      title: EvalResultSummary
      description: Results for a single eval
    WeaviateQueryResults:
      properties:
        rag_provider:
          type: string
          const: weaviate
          title: Rag Provider
          default: weaviate
        objects:
          items:
            $ref: '#/components/schemas/WeaviateQueryResult'
          type: array
          title: Objects
          description: List of search result objects
      type: object
      required:
      - objects
      title: WeaviateQueryResults
      description: Response from Weaviate similarity text search
    NewDatasetVersionRowColumnItemRequest:
      properties:
        column_name:
          type: string
          title: Column Name
          description: Name of column.
        column_value:
          type: string
          title: Column Value
          description: Value of column for the row.
      type: object
      required:
      - column_name
      - column_value
      title: NewDatasetVersionRowColumnItemRequest
      description: Represents a single column-value pair in a dataset row.
    EvalVariableMapping-Input:
      properties:
        variable_name:
          type: string
          title: Variable Name
          description: Name of the eval variable
        source:
          oneOf:
          - $ref: '#/components/schemas/DatasetColumnVariableSource'
          - $ref: '#/components/schemas/ExperimentOutputVariableSource'
          title: Source
          description: Source of the variable value
          discriminator:
            propertyName: type
            mapping:
              dataset_column: '#/components/schemas/DatasetColumnVariableSource'
              experiment_output: '#/components/schemas/ExperimentOutputVariableSource'
      type: object
      required:
      - variable_name
      - source
      title: EvalVariableMapping
      description: Mapping of an eval variable to its source (dataset column or experiment output)
    RagConfigResultListResponse:
      properties:
        page:
          type: integer
          title: Page
          description: Current page number (0-indexed)
        page_size:
          type: integer
          title: Page Size
          description: Number of items per page
        total_pages:
          type: integer
          title: Total Pages
          description: Total number of pages
        total_count:
          type: integer
          title: Total Count
          description: Total number of records
        data:
          items:
            $ref: '#/components/schemas/RagConfigResult'
          type: array
          title: Data
          description: List of results for the RAG configuration
      type: object
      required:
      - page
      - page_size
      - total_pages
      - total_count
      - data
      title: RagConfigResultListResponse
      description: Paginated list of results for a specific RAG configuration
    _MultiTargetVectorJoin:
      properties:
        combination:
          $ref: '#/components/schemas/_MultiTargetVectorJoinEnum'
        target_vectors:
          items:
            type: string
          type: array
          title: Target Vectors
        weights:
          anyOf:
          - additionalProperties:
              anyOf:
              - type: number
              - items:
                  type: number
                type: array
            type: object
          - type: 'null'
          title: Weights
      type: object
      required:
      - c

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