Together APIs — Fine-tuning

naftiko: 1.0.0-alpha2
info:
  label: Together APIs — Fine-tuning
  description: 'Together APIs — Fine-tuning. 12 operations. Lead operation: Create job. Self-contained Naftiko capability
    covering one Together Ai business surface.'
  tags:
  - Together Ai
  - Fine-tuning
  created: '2026-05-19'
  modified: '2026-05-19'
binds:
- namespace: env
  keys:
    TOGETHER_AI_API_KEY: TOGETHER_AI_API_KEY
capability:
  consumes:
  - type: http
    namespace: together-ai-fine-tuning
    baseUri: https://api.together.ai/v1
    description: Together APIs — Fine-tuning business capability. Self-contained, no shared references.
    resources:
    - name: fine-tunes
      path: /fine-tunes
      operations:
      - name: post
        method: POST
        description: Create job
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
      - name: get
        method: GET
        description: List all jobs
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: fine-tunes-estimate-price
      path: /fine-tunes/estimate-price
      operations:
      - name: post
        method: POST
        description: Estimate price
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: true
    - name: fine-tunes-models-limits
      path: /fine-tunes/models/limits
      operations:
      - name: get
        method: GET
        description: Get model limits
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: model_name
          in: query
          type: string
          required: true
    - name: fine-tunes-models-supported
      path: /fine-tunes/models/supported
      operations:
      - name: get
        method: GET
        description: List supported models
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
    - name: fine-tunes-id
      path: /fine-tunes/{id}
      operations:
      - name: get
        method: GET
        description: List job
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: path
          type: string
          required: true
      - name: delete
        method: DELETE
        description: Delete a fine-tune job
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: path
          type: string
          required: true
        - name: force
          in: query
          type: boolean
    - name: fine-tunes-id-cancel
      path: /fine-tunes/{id}/cancel
      operations:
      - name: post
        method: POST
        description: Cancel job
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: path
          type: string
          required: true
    - name: fine-tunes-id-checkpoints
      path: /fine-tunes/{id}/checkpoints
      operations:
      - name: get
        method: GET
        description: List checkpoints
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: path
          type: string
          required: true
    - name: fine-tunes-id-events
      path: /fine-tunes/{id}/events
      operations:
      - name: get
        method: GET
        description: List job events
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: path
          type: string
          required: true
    - name: fine-tunes-id-metrics
      path: /fine-tunes/{id}/metrics
      operations:
      - name: get
        method: GET
        description: Get metrics
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: id
          in: path
          type: string
          required: true
        - name: body
          in: body
          type: object
          description: Request body (JSON).
          required: false
    - name: finetune-download
      path: /finetune/download
      operations:
      - name: get
        method: GET
        description: Download model
        outputRawFormat: json
        outputParameters:
        - name: result
          type: object
          value: $.
        inputParameters:
        - name: ft_id
          in: query
          type: string
          required: true
        - name: checkpoint_step
          in: query
          type: integer
        - name: checkpoint
          in: query
          type: string
    authentication:
      type: bearer
      token: '{{env.TOGETHER_AI_API_KEY}}'
  exposes:
  - type: rest
    namespace: together-ai-fine-tuning-rest
    port: 8080
    description: REST adapter for Together APIs — Fine-tuning. One Spectral-compliant resource per consumed operation, prefixed
      with /v1.
    resources:
    - path: /v1/fine-tunes
      name: fine-tunes
      description: REST surface for fine-tunes.
      operations:
      - method: POST
        name: post
        description: Create job
        call: together-ai-fine-tuning.post
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
      - method: GET
        name: get
        description: List all jobs
        call: together-ai-fine-tuning.get
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/fine-tunes/estimate-price
      name: fine-tunes-estimate-price
      description: REST surface for fine-tunes-estimate-price.
      operations:
      - method: POST
        name: post
        description: Estimate price
        call: together-ai-fine-tuning.post
        with:
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/fine-tunes/models/limits
      name: fine-tunes-models-limits
      description: REST surface for fine-tunes-models-limits.
      operations:
      - method: GET
        name: get
        description: Get model limits
        call: together-ai-fine-tuning.get
        with:
          model_name: rest.model_name
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/fine-tunes/models/supported
      name: fine-tunes-models-supported
      description: REST surface for fine-tunes-models-supported.
      operations:
      - method: GET
        name: get
        description: List supported models
        call: together-ai-fine-tuning.get
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/fine-tunes/{id}
      name: fine-tunes-id
      description: REST surface for fine-tunes-id.
      operations:
      - method: GET
        name: get
        description: List job
        call: together-ai-fine-tuning.get
        with:
          id: rest.id
        outputParameters:
        - type: object
          mapping: $.
      - method: DELETE
        name: delete
        description: Delete a fine-tune job
        call: together-ai-fine-tuning.delete
        with:
          id: rest.id
          force: rest.force
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/fine-tunes/{id}/cancel
      name: fine-tunes-id-cancel
      description: REST surface for fine-tunes-id-cancel.
      operations:
      - method: POST
        name: post
        description: Cancel job
        call: together-ai-fine-tuning.post
        with:
          id: rest.id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/fine-tunes/{id}/checkpoints
      name: fine-tunes-id-checkpoints
      description: REST surface for fine-tunes-id-checkpoints.
      operations:
      - method: GET
        name: get
        description: List checkpoints
        call: together-ai-fine-tuning.get
        with:
          id: rest.id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/fine-tunes/{id}/events
      name: fine-tunes-id-events
      description: REST surface for fine-tunes-id-events.
      operations:
      - method: GET
        name: get
        description: List job events
        call: together-ai-fine-tuning.get
        with:
          id: rest.id
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/fine-tunes/{id}/metrics
      name: fine-tunes-id-metrics
      description: REST surface for fine-tunes-id-metrics.
      operations:
      - method: GET
        name: get
        description: Get metrics
        call: together-ai-fine-tuning.get
        with:
          id: rest.id
          body: rest.body
        outputParameters:
        - type: object
          mapping: $.
    - path: /v1/finetune/download
      name: finetune-download
      description: REST surface for finetune-download.
      operations:
      - method: GET
        name: get
        description: Download model
        call: together-ai-fine-tuning.get
        with:
          ft_id: rest.ft_id
          checkpoint_step: rest.checkpoint_step
          checkpoint: rest.checkpoint
        outputParameters:
        - type: object
          mapping: $.
  - type: mcp
    namespace: together-ai-fine-tuning-mcp
    port: 9090
    transport: http
    description: MCP adapter for Together APIs — Fine-tuning. One tool per consumed operation, routed inline through this
      capability's consumes block.
    tools:
    - name: create-job
      description: Create job
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-fine-tuning.post
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: list-all-jobs
      description: List all jobs
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-fine-tuning.get
      outputParameters:
      - type: object
        mapping: $.
    - name: estimate-price
      description: Estimate price
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-fine-tuning.post
      with:
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: get-model-limits
      description: Get model limits
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-fine-tuning.get
      with:
        model_name: tools.model_name
      outputParameters:
      - type: object
        mapping: $.
    - name: list-supported-models
      description: List supported models
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-fine-tuning.get
      outputParameters:
      - type: object
        mapping: $.
    - name: list-job
      description: List job
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-fine-tuning.get
      with:
        id: tools.id
      outputParameters:
      - type: object
        mapping: $.
    - name: delete-fine-tune-job
      description: Delete a fine-tune job
      hints:
        readOnly: false
        destructive: true
        idempotent: true
      call: together-ai-fine-tuning.delete
      with:
        id: tools.id
        force: tools.force
      outputParameters:
      - type: object
        mapping: $.
    - name: cancel-job
      description: Cancel job
      hints:
        readOnly: false
        destructive: false
        idempotent: false
      call: together-ai-fine-tuning.post
      with:
        id: tools.id
      outputParameters:
      - type: object
        mapping: $.
    - name: list-checkpoints
      description: List checkpoints
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-fine-tuning.get
      with:
        id: tools.id
      outputParameters:
      - type: object
        mapping: $.
    - name: list-job-events
      description: List job events
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-fine-tuning.get
      with:
        id: tools.id
      outputParameters:
      - type: object
        mapping: $.
    - name: get-metrics
      description: Get metrics
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-fine-tuning.get
      with:
        id: tools.id
        body: tools.body
      outputParameters:
      - type: object
        mapping: $.
    - name: download-model
      description: Download model
      hints:
        readOnly: true
        destructive: false
        idempotent: true
      call: together-ai-fine-tuning.get
      with:
        ft_id: tools.ft_id
        checkpoint_step: tools.checkpoint_step
        checkpoint: tools.checkpoint
      outputParameters:
      - type: object
        mapping: $.