operators:
  - id: load_stackexchange_codegolf
    config:
      type: load_preexisting
      framework_name: stackexchange_code_golf_reorg_cache
  - id: evolution_prompt
    config:
      type: function
      require_all_responses: False
      function: data_strategies.EvolInstruct.utils.prompts_for_evolving_instructions_no_input
      function_config:
        input_instruction_column: instruction
        output_prompt_column: instruction_evolution_prompt
    input_ids:
      - load_stackexchange_codegolf
  - id: sample_dataset
    config:
      type: function
      function: data_strategies.commons.uniform_sample_limited
      function_config:
        num_samples: 150  # 1.25% of 12000 target from stage 1
    input_ids:
      - evolution_prompt
  - id: evolve_instruction
    input_ids:
      - sample_dataset
    config:
      type: completions
      map: chat
      map_config:
        user_message_column: instruction_evolution_prompt
        output_column: evolved_instruction
      model: gpt-4o-mini
      top_p: 0.95
      batch: False

  - id: annotate_instruction
    input_ids:
      - evolve_instruction
    config:
      type: completions
      map: chat
      require_all_responses: False
      map_config:
        user_message_column: evolved_instruction
        output_column: completion
      model: gpt-4o-mini
      top_p: 0.95
      batch: False

  - id: select_columns
    config:
      type: function
      function: data_strategies.commons.select_columns
      function_config:
        columns:
          - evolved_instruction
          - completion
    input_ids:
      - annotate_instruction
  
  - id: to_sharegpt
    config:
      type: function
      function: data_strategies.commons.convert_instruction_response_to_sharegpt
      function_config:
        input_instruction_column: evolved_instruction
        input_response_column: completion
        output_sharegpt_column: conversations
    input_ids:
      - select_columns