University of Amsterdam

University of Amsterdam Fine Tuning API

The fine-tuning API from University of Amsterdam — 6 operation(s) for fine-tuning.

Documentation GitHub OpenAPI

Business capability

Artificial Intelligence Management BC-610.60

Operations 8

POST /fine_tuning/jobs ✨ (Enterprise) Create Fine-Tuning Job #

GET /fine_tuning/jobs ✨ (Enterprise) List Fine-Tuning Jobs #

POST /v1/fine_tuning/jobs ✨ (Enterprise) Create Fine-Tuning Job #

GET /v1/fine_tuning/jobs ✨ (Enterprise) List Fine-Tuning Jobs #

GET /fine_tuning/jobs/{fine_tuning_job_id} ✨ (Enterprise) Retrieve Fine-Tuning Job #

GET /v1/fine_tuning/jobs/{fine_tuning_job_id} ✨ (Enterprise) Retrieve Fine-Tuning Job #

POST /fine_tuning/jobs/{fine_tuning_job_id}/cancel ✨ (Enterprise) Cancel Fine-Tuning Jobs #

POST /v1/fine_tuning/jobs/{fine_tuning_job_id}/cancel ✨ (Enterprise) Cancel Fine-Tuning Jobs #

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OpenAPI Specification

openapi: 3.2.0
info:
  title: LiteLLM Fine Tuning API
  description: 'Enterprise Edition


    Proxy Server to call 100+ LLMs in the OpenAI format. **Customize Swagger Docs**


    👉 ```LiteLLM Admin Panel on /ui```. Create, Edit Keys with SSO. Having issues? Try ```Fallback Login```


    💸 ```LiteLLM Model Cost Map```.


    🔎 ```LiteLLM Model Hub```. See available models on the proxy. **Docs**'
  version: 1.95.0
tags:
- name: Fine Tuning
paths:
  /fine_tuning/jobs:
    post:
      tags:
      - Fine Tuning
      summary: ✨ (Enterprise) Create Fine-Tuning Job
      description: 'Creates a fine-tuning job which begins the process of creating a new model from a given dataset.

        This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs


        Supports Identical Params as: https://platform.openai.com/docs/api-reference/fine-tuning/create


        Example Curl:

        ```

        curl http://localhost:4000/v1/fine_tuning/jobs -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d ''{

        "model": "gpt-3.5-turbo",

        "training_file": "file-abc123",

        "hyperparameters": {

        "n_epochs": 4

        }

        }''

        ```'
      operationId: create_fine_tuning_job_fine_tuning_jobs_post
      security:
      - APIKeyHeader: []
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/LiteLLMFineTuningJobCreate'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    get:
      tags:
      - Fine Tuning
      summary: ✨ (Enterprise) List Fine-Tuning Jobs
      description: 'Lists fine-tuning jobs for the organization.

        This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs


        Supported Query Params:

        - `custom_llm_provider`: Name of the LiteLLM provider

        - `after`: Identifier for the last job from the previous pagination request.

        - `limit`: Number of fine-tuning jobs to retrieve (default is 20).'
      operationId: list_fine_tuning_jobs_fine_tuning_jobs_get
      security:
      - APIKeyHeader: []
      parameters:
      - name: custom_llm_provider
        in: query
        required: false
        schema:
          anyOf:
          - enum:
            - openai
            - azure
            type: string
          - type: 'null'
          title: Custom Llm Provider
      - name: target_model_names
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: 'Comma separated list of model names to filter by. Example: ''gpt-4o,gpt-4o-mini'''
          title: Target Model Names
        description: 'Comma separated list of model names to filter by. Example: ''gpt-4o,gpt-4o-mini'''
      - name: after
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: After
      - name: limit
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          title: Limit
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/fine_tuning/jobs:
    post:
      tags:
      - Fine Tuning
      summary: ✨ (Enterprise) Create Fine-Tuning Job
      description: 'Creates a fine-tuning job which begins the process of creating a new model from a given dataset.

        This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs


        Supports Identical Params as: https://platform.openai.com/docs/api-reference/fine-tuning/create


        Example Curl:

        ```

        curl http://localhost:4000/v1/fine_tuning/jobs -H "Content-Type: application/json" -H "Authorization: Bearer sk-1234" -d ''{

        "model": "gpt-3.5-turbo",

        "training_file": "file-abc123",

        "hyperparameters": {

        "n_epochs": 4

        }

        }''

        ```'
      operationId: create_fine_tuning_job_v1_fine_tuning_jobs_post
      security:
      - APIKeyHeader: []
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/LiteLLMFineTuningJobCreate'
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
    get:
      tags:
      - Fine Tuning
      summary: ✨ (Enterprise) List Fine-Tuning Jobs
      description: 'Lists fine-tuning jobs for the organization.

        This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs


        Supported Query Params:

        - `custom_llm_provider`: Name of the LiteLLM provider

        - `after`: Identifier for the last job from the previous pagination request.

        - `limit`: Number of fine-tuning jobs to retrieve (default is 20).'
      operationId: list_fine_tuning_jobs_v1_fine_tuning_jobs_get
      security:
      - APIKeyHeader: []
      parameters:
      - name: custom_llm_provider
        in: query
        required: false
        schema:
          anyOf:
          - enum:
            - openai
            - azure
            type: string
          - type: 'null'
          title: Custom Llm Provider
      - name: target_model_names
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          description: 'Comma separated list of model names to filter by. Example: ''gpt-4o,gpt-4o-mini'''
          title: Target Model Names
        description: 'Comma separated list of model names to filter by. Example: ''gpt-4o,gpt-4o-mini'''
      - name: after
        in: query
        required: false
        schema:
          anyOf:
          - type: string
          - type: 'null'
          title: After
      - name: limit
        in: query
        required: false
        schema:
          anyOf:
          - type: integer
          - type: 'null'
          title: Limit
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /fine_tuning/jobs/{fine_tuning_job_id}:
    get:
      tags:
      - Fine Tuning
      summary: ✨ (Enterprise) Retrieve Fine-Tuning Job
      description: 'Retrieves a fine-tuning job.

        This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id}


        Supported Query Params:

        - `custom_llm_provider`: Name of the LiteLLM provider

        - `fine_tuning_job_id`: The ID of the fine-tuning job to retrieve.'
      operationId: retrieve_fine_tuning_job_fine_tuning_jobs__fine_tuning_job_id__get
      security:
      - APIKeyHeader: []
      parameters:
      - name: fine_tuning_job_id
        in: path
        required: true
        schema:
          type: string
          title: Fine Tuning Job Id
      - name: custom_llm_provider
        in: query
        required: false
        schema:
          anyOf:
          - enum:
            - openai
            - azure
            type: string
          - type: 'null'
          title: Custom Llm Provider
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/fine_tuning/jobs/{fine_tuning_job_id}:
    get:
      tags:
      - Fine Tuning
      summary: ✨ (Enterprise) Retrieve Fine-Tuning Job
      description: 'Retrieves a fine-tuning job.

        This is the equivalent of GET https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id}


        Supported Query Params:

        - `custom_llm_provider`: Name of the LiteLLM provider

        - `fine_tuning_job_id`: The ID of the fine-tuning job to retrieve.'
      operationId: retrieve_fine_tuning_job_v1_fine_tuning_jobs__fine_tuning_job_id__get
      security:
      - APIKeyHeader: []
      parameters:
      - name: fine_tuning_job_id
        in: path
        required: true
        schema:
          type: string
          title: Fine Tuning Job Id
      - name: custom_llm_provider
        in: query
        required: false
        schema:
          anyOf:
          - enum:
            - openai
            - azure
            type: string
          - type: 'null'
          title: Custom Llm Provider
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /fine_tuning/jobs/{fine_tuning_job_id}/cancel:
    post:
      tags:
      - Fine Tuning
      summary: ✨ (Enterprise) Cancel Fine-Tuning Jobs
      description: 'Cancel a fine-tuning job.


        This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id}/cancel


        Supported Query Params:

        - `custom_llm_provider`: Name of the LiteLLM provider

        - `fine_tuning_job_id`: The ID of the fine-tuning job to cancel.'
      operationId: cancel_fine_tuning_job_fine_tuning_jobs__fine_tuning_job_id__cancel_post
      security:
      - APIKeyHeader: []
      parameters:
      - name: fine_tuning_job_id
        in: path
        required: true
        schema:
          type: string
          title: Fine Tuning Job Id
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
  /v1/fine_tuning/jobs/{fine_tuning_job_id}/cancel:
    post:
      tags:
      - Fine Tuning
      summary: ✨ (Enterprise) Cancel Fine-Tuning Jobs
      description: 'Cancel a fine-tuning job.


        This is the equivalent of POST https://api.openai.com/v1/fine_tuning/jobs/{fine_tuning_job_id}/cancel


        Supported Query Params:

        - `custom_llm_provider`: Name of the LiteLLM provider

        - `fine_tuning_job_id`: The ID of the fine-tuning job to cancel.'
      operationId: cancel_fine_tuning_job_v1_fine_tuning_jobs__fine_tuning_job_id__cancel_post
      security:
      - APIKeyHeader: []
      parameters:
      - name: fine_tuning_job_id
        in: path
        required: true
        schema:
          type: string
          title: Fine Tuning Job Id
      responses:
        '200':
          description: Successful Response
          content:
            application/json:
              schema: {}
        '422':
          description: Validation Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/HTTPValidationError'
components:
  schemas:
    HTTPValidationError:
      properties:
        detail:
          items:
            $ref: '#/components/schemas/ValidationError'
          type: array
          title: Detail
      type: object
      title: HTTPValidationError
    LiteLLMFineTuningJobCreate:
      properties:
        model:
          type: string
          title: Model
        training_file:
          type: string
          title: Training File
        hyperparameters:
          anyOf:
          - $ref: '#/components/schemas/Hyperparameters'
          - type: 'null'
        suffix:
          anyOf:
          - type: string
          - type: 'null'
          title: Suffix
        validation_file:
          anyOf:
          - type: string
          - type: 'null'
          title: Validation File
        integrations:
          anyOf:
          - items:
              type: string
            type: array
          - type: 'null'
          title: Integrations
        seed:
          anyOf:
          - type: integer
          - type: 'null'
          title: Seed
        custom_llm_provider:
          anyOf:
          - type: string
            enum:
            - openai
            - azure
            - vertex_ai
          - type: 'null'
          title: Custom Llm Provider
      additionalProperties: true
      type: object
      required:
      - model
      - training_file
      title: LiteLLMFineTuningJobCreate
    Hyperparameters:
      properties:
        batch_size:
          anyOf:
          - type: string
          - type: integer
          - type: 'null'
          title: Batch Size
        learning_rate_multiplier:
          anyOf:
          - type: string
          - type: number
          - type: 'null'
          title: Learning Rate Multiplier
        n_epochs:
          anyOf:
          - type: string
          - type: integer
          - type: 'null'
          title: N Epochs
      additionalProperties: true
      type: object
      title: Hyperparameters
    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
  securitySchemes:
    APIKeyHeader:
      type: apiKey
      description: Bearer token
      in: header
      name: x-litellm-api-key