post:
  tags:
    - Flow Services
  summary: Text completion - direct LLM generation
  description: |
    Direct text completion using LLM without retrieval augmentation.

    ## Text Completion Overview

    Pure LLM generation for:
    - General knowledge questions
    - Creative writing
    - Code generation
    - Analysis and reasoning
    - Any task not requiring specific document/graph context

    ## System vs Prompt

    - **system**: Sets LLM behavior, role, constraints
      - "You are a helpful assistant"
      - "You are an expert Python developer"
      - "Respond in JSON format"
    - **prompt**: The actual user request/question

    ## Streaming

    Enable `streaming: true` to receive tokens as generated:
    - Multiple messages with partial `response`
    - Final message with `end-of-stream: true`

    Without streaming, returns complete response in single message.

    ## Token Counting

    Response includes token usage:
    - `in-token`: Input tokens (system + prompt)
    - `out-token`: Generated tokens
    - Useful for cost tracking and optimization

    ## When to Use

    Use text-completion when:
    - No specific context needed (general knowledge)
    - System prompt provides sufficient context
    - Want direct control over prompting

    Use document-rag/graph-rag when:
    - Need to ground response in specific documents
    - Want to leverage knowledge graph relationships
    - Require citations or provenance

  operationId: textCompletionService
  security:
    - bearerAuth: []
  parameters:
    - name: flow
      in: path
      required: true
      schema:
        type: string
      description: Flow instance ID
      example: my-flow
  requestBody:
    required: true
    content:
      application/json:
        schema:
          $ref: '../../components/schemas/text-completion/TextCompletionRequest.yaml'
        examples:
          basicCompletion:
            summary: Basic text completion
            value:
              system: You are a helpful assistant that provides concise answers.
              prompt: Explain the concept of recursion in programming.
          codeGeneration:
            summary: Code generation with streaming
            value:
              system: You are an expert Python developer. Provide clean, well-documented code.
              prompt: Write a function to calculate the Fibonacci sequence using memoization.
              streaming: true
          jsonResponse:
            summary: Structured output request
            value:
              system: You are a JSON API. Respond only with valid JSON, no other text.
              prompt: |
                Extract key information from this text and return as JSON with fields:
                title, author, year, summary.

                Text: "The Theory of Everything by Stephen Hawking (2006) explores..."
  responses:
    '200':
      description: Successful response
      content:
        application/json:
          schema:
            $ref: '../../components/schemas/text-completion/TextCompletionResponse.yaml'
          examples:
            completeResponse:
              summary: Complete non-streaming response
              value:
                response: |
                  Recursion is a programming technique where a function calls itself
                  to solve a problem by breaking it down into smaller, similar subproblems.
                  Each recursive call works on a simpler version until reaching a base case.
                in-token: 45
                out-token: 128
                model: gpt-4
                end-of-stream: false
            streamingChunk:
              summary: Streaming response chunk
              value:
                response: "Recursion is a programming technique"
                end-of-stream: false
            streamingComplete:
              summary: Streaming complete with tokens
              value:
                response: ""
                in-token: 45
                out-token: 128
                model: gpt-4
                end-of-stream: true
    '401':
      $ref: '../../components/responses/Unauthorized.yaml'
    '500':
      $ref: '../../components/responses/Error.yaml'