operators:
  - id: load_numina
    config: 
      type: hf_source
      dataset: AI-MO/NuminaMath-CoT
      split: train
  - id: select_olympiad
    config:
      type: function
      function: data_strategies.commons.select_rows
      function_config:
        conditions:
          source: olympiads
    input_ids:
      - load_numina
  - id: sample_dataset
    config:
      type: function
      function: data_strategies.commons.uniform_sample_limited
      function_config:
        num_samples: 20 # 1.25% of 10000 target from stage 1
    input_ids:
      - select_olympiad
  - id: get_evolution_prompt
    config:
      type: function
      function: data_strategies.OpenMathInstruct.utils.create_new_prompt
      function_config:
        question_column: problem
    input_ids:
      - sample_dataset
  - id: generate_new_questions
    config:
      type: completions
      model: gpt-4o-mini
      map: chat
      map_config:
        user_message_column: prompt_for_new_question
        output_column: response
        output_column: new_question
      temperature: 0.7  
      batch: false
    input_ids: 
      - get_evolution_prompt