Refuel

Refuel Projects API

The Projects API from Refuel — 6 operation(s) for projects.

GitHub OpenAPI

Operations 11

GET /projects Get Projects #
POST /projects Create Project #
GET /projects/{project_id} Get Project #
DELETE /projects/{project_id} Delete Project #
POST /projects/{project_id}/datasets Ingest Dataset V2 #
GET /projects/{project_id}/tasks Get Tasks #
POST /projects/{project_id}/tasks Create Task #
GET /projects/{project_id}/applications Get Applications #
POST /projects/{project_id}/applications Create Application #
GET /projects/{project_id}/finetuned_models Get Finetuned Models For Project Task #
POST /projects/{project_id}/finetuned_models Finetune Model For Task #

Documentation

📖
APIReference
https://cloud-api.refuel.ai/docs
📖
Documentation
https://docs.refuel.ai
📖
GettingStarted
https://docs.refuel.ai/quickstart

Specifications

⚙
OpenAPI
https://raw.githubusercontent.com/api-evangelist/refuel-ai/refs/heads/main/openapi/refuel-ai-projects-api-openapi.yml

Other Resources

🔗
OpenAPIOriginal
https://raw.githubusercontent.com/api-evangelist/refuel-ai/refs/heads/main/openapi/_original/refuel-ai-cloud-api-openapi.json
🔗
DataModel
https://raw.githubusercontent.com/api-evangelist/refuel-ai/refs/heads/main/data-model/refuel-ai-data-model.yml
🔗
ErrorCatalog
https://raw.githubusercontent.com/api-evangelist/refuel-ai/refs/heads/main/errors/refuel-ai-problem-types.yml
🔗
Conventions
https://raw.githubusercontent.com/api-evangelist/refuel-ai/refs/heads/main/conventions/refuel-ai-conventions.yml

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OpenAPI Specification

refuel-ai-projects-api-openapi.yml Raw ↑ 
openapi: 3.2.0
info:
  title: Fast Projects API
  version: 0.1.0
tags:
- name: Projects
paths:
  /projects:
    get:
      summary: Get Projects
      operationId: get_projects_projects_get
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResponseModel_List_'
      security:
      - HTTPBearer: []
      tags:
      - Projects
    post:
      summary: Create Project
      operationId: create_project_projects_post
      parameters:
      - required: true
        schema:
          type: string
          title: Project Name
        name: project_name
        in: query
      - required: true
        schema:
          type: string
          title: Description
        name: description
        in: query
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResponseModel_List_'
        '409':
          description: Conflict Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPError'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
  /projects/{project_id}:
    get:
      summary: Get Project
      operationId: get_project_projects__project_id__get
      parameters:
      - required: true
        schema:
          type: string
          title: Project Id
        name: project_id
        in: path
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResponseModel'
        '404':
          description: Not Found Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPError'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
    delete:
      summary: Delete Project
      operationId: delete_project_projects__project_id__delete
      parameters:
      - required: true
        schema:
          type: string
          title: Project Id
        name: project_id
        in: path
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResponseModel_ChangeResourceResponse_'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
  /projects/{project_id}/datasets:
    post:
      summary: Ingest Dataset V2
      description: 'Ingests a dataset into the platform. We support the following ingestion methods:

        1. Upload a CSV from local disk

        2. Provide an accessible URI to a CSV file'
      operationId: ingest_dataset_v2_projects__project_id__datasets_post
      parameters:
      - required: true
        schema:
          type: string
          title: Project Id
        name: project_id
        in: path
      requestBody:
        content:
          multipart/form-data:
            schema:
              $ref: '#/components/schemas/Body_ingest_dataset_v2_projects__project_id__datasets_post'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResponseModel'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
  /projects/{project_id}/tasks:
    get:
      summary: Get Tasks
      description: 'Get tasks for a specific project.


        Args:

        ----

        project_id: ID of the project

        token: Authentication token containing team info


        Returns:

        -------

        ResponseModel: List of tasks for the project


        Raises:

        ------

        HTTPException: If project not found or unauthorized'
      operationId: get_tasks_projects__project_id__tasks_get
      parameters:
      - required: true
        schema:
          type: string
          title: Project Id
        name: project_id
        in: path
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResponseModel_List_'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
    post:
      summary: Create Task
      description: 'Create a new task in the specified project.


        Args:

        ----

        project_id: ID of the project to create task in

        task_name: Name of the new task

        task_settings: Dictionary of task configuration settings

        ref_task_id: Optional ID of reference task to copy settings from

        token: Access token for authentication


        Returns:

        -------

        ResponseModel containing the created task details


        Raises:

        ------

        HTTPException: If task creation fails or validation errors occur'
      operationId: create_task_projects__project_id__tasks_post
      parameters:
      - required: true
        schema:
          type: string
          title: Project Id
        name: project_id
        in: path
      - required: true
        schema:
          type: string
          title: Task Name
        name: task_name
        in: query
      - required: false
        schema:
          type: string
          title: Ref Task Id
        name: ref_task_id
        in: query
      requestBody:
        content:
          application/json:
            schema:
              type: object
              title: Task Settings
              default: {}
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResponseModel'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
  /projects/{project_id}/applications:
    get:
      summary: Get Applications
      operationId: get_applications_projects__project_id__applications_get
      parameters:
      - required: true
        schema:
          type: string
          title: Project Id
        name: project_id
        in: path
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResponseModel_List_'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
    post:
      summary: Create Application
      operationId: create_application_projects__project_id__applications_post
      parameters:
      - required: true
        schema:
          type: string
          title: Project Id
        name: project_id
        in: path
      - required: true
        schema:
          type: string
          title: Task Id
        name: task_id
        in: query
      - required: false
        schema:
          type: string
          title: Application Name
        name: application_name
        in: query
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResponseModel'
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
  /projects/{project_id}/finetuned_models:
    get:
      summary: Get Finetuned Models For Project Task
      description: Gets all finetuned models for a project.
      operationId: get_finetuned_models_for_project_task_projects__project_id__finetuned_models_get
      parameters:
      - required: true
        schema:
          type: string
          title: Project Id
        name: project_id
        in: path
      - required: false
        schema:
          type: string
          title: Task Id
        name: task_id
        in: query
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
    post:
      summary: Finetune Model For Task
      description: 'Triggers finetuning on the given data.

        Training data needs the following data per row:

        - task input columns

        - task instructions

        - label'
      operationId: finetune_model_for_task_projects__project_id__finetuned_models_post
      requestBody:
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/TrainModelRequest'
        required: true
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
      security:
      - HTTPBearer: []
      tags:
      - Projects
components:
  schemas:
    ValidationError:
      properties:
        loc:
          items:
            anyOf:
            - type: string
            - type: integer
          type: array
          title: Location
        msg:
          type: string
          title: Message
        type:
          type: string
          title: Error Type
      type: object
      required:
      - loc
      - msg
      - type
      title: ValidationError
    HTTPValidationError:
      properties:
        detail:
          items:
            $ref: '#/components/schemas/ValidationError'
          type: array
          title: Detail
      type: object
      title: HTTPValidationError
    HTTPError:
      properties:
        detail:
          type: string
          title: Detail
      type: object
      required:
      - detail
      title: HTTPError
      example:
        detail: HTTPException raised.
    DatasetSource:
      type: string
      enum:
      - databricks
      - file
      - s3
      - snowflake
      - uri
      title: DatasetSource
      description: An enumeration.
    ResponseModel_ChangeResourceResponse_:
      properties:
        success:
          type: boolean
          title: Success
          default: true
        error_msg:
          type: string
          title: Error Msg
        data:
          $ref: '#/components/schemas/ChangeResourceResponse'
        count:
          type: integer
          title: Count
      type: object
      title: ResponseModel[ChangeResourceResponse]
    Body_ingest_dataset_v2_projects__project_id__datasets_post:
      properties:
        file:
          type: string
          format: binary
          title: File
        name:
          type: string
          title: Name
        integration_id:
          type: string
          title: Integration Id
        redact_pii:
          type: boolean
          title: Redact Pii
          default: false
        source_path:
          type: string
          title: Source Path
        schema:
          type: string
          title: Schema
        source:
          allOf:
          - $ref: '#/components/schemas/DatasetSource'
          default: file
      type: object
      required:
      - name
      title: Body_ingest_dataset_v2_projects__project_id__datasets_post
    ChangeResourceResponse:
      properties:
        success:
          type: boolean
          title: Success
        error:
          type: string
          title: Error
          default: ''
      type: object
      required:
      - success
      title: ChangeResourceResponse
    TrainModelRequest:
      properties:
        project_id:
          type: string
          title: Project Id
        task_id:
          type: string
          title: Task Id
        base_model:
          $ref: '#/components/schemas/TrainableBaseModels'
        max_training_rows:
          type: integer
          title: Max Training Rows
        lora:
          type: boolean
          title: Lora
          default: true
        augmented_finetuning_model:
          type: string
          title: Augmented Finetuning Model
        hyperparameters:
          type: object
          title: Hyperparameters
          default:
            num_epochs: 1
            learning_rate_multiplier: 20
        datasets:
          items: {}
          type: array
          title: Datasets
        comparison_model:
          type: string
          title: Comparison Model
          default: gpt-4o
      type: object
      required:
      - project_id
      - task_id
      - base_model
      title: TrainModelRequest
    ResponseModel:
      properties:
        success:
          type: boolean
          title: Success
          default: true
        error_msg:
          type: string
          title: Error Msg
        data:
          title: Data
        count:
          type: integer
          title: Count
      type: object
      title: ResponseModel
    TrainableBaseModels:
      type: string
      enum:
      - refuel-llm-2-large
      - refuel-llm-2-small
      - refuel-llm-2-mini
      title: TrainableBaseModels
      description: An enumeration.
    ResponseModel_List_:
      properties:
        success:
          type: boolean
          title: Success
          default: true
        error_msg:
          type: string
          title: Error Msg
        data:
          items: {}
          type: array
          title: Data
        count:
          type: integer
          title: Count
      type: object
      title: ResponseModel[List]
  securitySchemes:
    HTTPBearer:
      type: http
      scheme: bearer