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e1_science_ms_phi_temp2

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e1_science_ms_phi_temp2
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operators:
- id: load_in_physics
  config:
    type: load_preexisting
    framework_name: load_in_science_stackexchange_physics
- id: annotate_gpt41_mini_physics
  config:
    type: completions
    map: chat
    map_config:
      user_message_column: instruction_seed
      output_column: gpt41_mini_response
    model: "gpt-4.1-mini"
    batch: False
    temperature: 1.0
    require_all_responses: False
    backend_params:
      max_requests_per_minute: 4_000
      invalid_finish_reasons: ['content_filter']
  input_ids:
    - load_in_physics
- id: get_length_physics
  config:
    type: function
    function: data_strategies.InstructionFiltering.gemini_length_filtering.utils.get_lengths
    function_config:
      input_column: gpt41_mini_response
      output_column: length
  input_ids:
  - annotate_gpt41_mini_physics
- id: select_to_be_used_physics
  config:
    type: function
    function: data_strategies._B2_Filtering.utils.filter_top_n
    function_config:
      n: 30_000
      score_column: length
  input_ids:
    - get_length_physics


- id: load_in_organic_chem_pdfs
  config:
    type: load_preexisting
    framework_name: load_in_science_organic_chem_pdfs
- id: annotate_gpt41_mini_organic_chem_pdfs
  config:
    type: completions
    map: chat
    map_config:
      user_message_column: instruction_seed
      output_column: gpt41_mini_response
    model: "gpt-4.1-mini"
    batch: False
    temperature: 1.0
    require_all_responses: False
    backend_params:
      max_requests_per_minute: 4_000
      invalid_finish_reasons: ['content_filter']
  input_ids:
    - load_in_organic_chem_pdfs
- id: get_length_organic_chem_pdfs
  config:
    type: function
    function: data_strategies.InstructionFiltering.gemini_length_filtering.utils.get_lengths
    function_config:
      input_column: gpt41_mini_response
      output_column: length
  input_ids:
  - annotate_gpt41_mini_organic_chem_pdfs


- id: select_to_be_used_organic_chem_pdfs
  config:
    type: function
    function: data_strategies._B2_Filtering.utils.filter_top_n
    function_config:
      n: 30_000
      score_column: length
  input_ids:
    - get_length_organic_chem_pdfs
- id: mix
  config:
    type: mix
  input_ids:
    - select_to_be_used_physics
    - select_to_be_used_organic_chem_pdfs