operators:
- id: seed_math_automath_1000000
  config:
    type: load_preexisting
    framework_name: seed_math_automath_1000000
- id: drop_columns_automath_1000000
  config:
    type: function
    function: data_strategies.commons.keep_only_columns
    function_config:
      columns_to_keep:    
        - instruction_seed
  input_ids:
  - seed_math_automath_1000000
- id: add_source_automath
  config:
    type: function
    function: data_strategies.commons.add_constant_columns
    function_config:
      source: "automath"
  input_ids:
  - drop_columns_automath_1000000
- id: filter_out_proofs_automath_1000000
  config: 
    type: function
    function: data_strategies.MultipleSamples.utils.filter_out_proofs
    function_config:
      problem_column: instruction_seed
  input_ids:
    - add_source_automath
- id: sample_dataset_automath
  config:
    type: function
    function: data_strategies.commons.uniform_sample_fixed
    function_config:
      num_samples: 4_000
  input_ids:
  - filter_out_proofs_automath_1000000

- id: seed_math_nvidia_math_exploit
  config:
    type: load_preexisting
    framework_name: seed_math_nvidia_math_exploit
- id: drop_columns_nvidia_math_exploit
  config:
    type: function
    function: data_strategies.commons.keep_only_columns
    function_config:
      columns_to_keep:    
        - instruction_seed
  input_ids:
  - seed_math_nvidia_math_exploit
- id: add_source_nvidia_math
  config:
    type: function
    function: data_strategies.commons.add_constant_columns
    function_config:
      source: "nvidia_math"
  input_ids:
  - drop_columns_nvidia_math_exploit
- id: filter_out_proofs_nvidia_math
  config: 
    type: function
    function: data_strategies.MultipleSamples.utils.filter_out_proofs
    function_config:
      problem_column: instruction_seed
  input_ids:
    - add_source_nvidia_math
- id: sample_dataset_nvidia_math
  config:
    type: function
    function: data_strategies.commons.uniform_sample_fixed
    function_config:
      num_samples: 4_000
  input_ids:
  - filter_out_proofs_nvidia_math


- id: seed_math_tiger_lab_math_exploit
  config:
    type: load_preexisting
    framework_name: seed_math_tiger_lab_math_exploit
- id: drop_columns_tiger_lab_math_exploit
  config:
    type: function
    function: data_strategies.commons.keep_only_columns
    function_config:
      columns_to_keep:    
        - instruction_seed
  input_ids:
  - seed_math_tiger_lab_math_exploit
- id: add_source_tiger_lab_math
  config:
    type: function
    function: data_strategies.commons.add_constant_columns
    function_config:
      source: "tiger_lab_math"
  input_ids:
  - drop_columns_tiger_lab_math_exploit
- id: filter_out_proofs_tiger_lab_math
  config: 
    type: function
    function: data_strategies.MultipleSamples.utils.filter_out_proofs
    function_config:
      problem_column: instruction_seed
  input_ids:
    - add_source_tiger_lab_math
- id: sample_dataset_tiger_lab_math
  config:
    type: function
    function: data_strategies.commons.uniform_sample_fixed
    function_config:
      num_samples: 4_000
  input_ids:
  - filter_out_proofs_tiger_lab_math

- id: seed_math_tiger_math_exploit
  config:
    type: load_preexisting
    framework_name: seed_math_tiger_math_exploit
- id: drop_columns_tiger_math_exploit
  config:
    type: function
    function: data_strategies.commons.keep_only_columns
    function_config:
      columns_to_keep:    
        - instruction_seed
  input_ids:
  - seed_math_tiger_math_exploit
- id: add_source_tiger_math
  config:
    type: function
    function: data_strategies.commons.add_constant_columns
    function_config:
      source: "tiger_math"
  input_ids:
  - drop_columns_tiger_math_exploit
- id: filter_out_proofs_tiger_math
  config: 
    type: function
    function: data_strategies.MultipleSamples.utils.filter_out_proofs
    function_config:
      problem_column: instruction_seed
  input_ids:
    - add_source_tiger_math
- id: sample_dataset_tiger_math
  config:
    type: function
    function: data_strategies.commons.uniform_sample_fixed
    function_config:
      num_samples: 4_000
  input_ids:
  - filter_out_proofs_tiger_math
- id: sample_dataset_all
  config:
    type: function
    function: data_strategies.commons.uniform_sample_fixed
    function_config:
      num_samples: 16_000
  input_ids:
    - sample_dataset_tiger_math
    - sample_dataset_automath
    - sample_dataset_nvidia_math
    - sample_dataset_tiger_lab_math

- id: rename_instruction
  config:
    type: function
    function: data_strategies.commons.force_rename_columns
    function_config:
      column_maps:
        instruction_seed: problem
  input_ids:
  - sample_dataset_all

- id: dedup_topics
  config:
    type: function
    function: data_strategies.commons.dedup_on_columns
    function_config:
      dedup_columns:
        - problem
  input_ids:
    - rename_instruction

- id: sample_dataset
  config:
    type: function
    function: data_strategies.commons.uniform_sample_fixed
    function_config:
      num_samples: 1
  input_ids:
    - dedup_topics
- id: add_row_ids
  config:
    type: function
    function: data_strategies.commons.add_row_ids
    function_config:
      column_name: id
  input_ids:
    - sample_dataset
- id: duplicate
  config:
    type: function
    function: data_strategies.TestTime.generator.duplicate_rows
    function_config:
      n_copies: 12
  input_ids:
    - add_row_ids
- id: annotate_r1_distill_70b
  config:
    type: completions
    map: deepseek_reasoner
    map_config:
      input_problem_column: problem
    model: deepseek-reasoner
    batch: False
    temperature: 1.0
    require_all_responses: false
    backend: openai
    backend_params:
      max_requests_per_minute: 2_500
      max_tokens_per_minute: 1_000_000_000
      api_key: sk-66c9461d203144cc8bda1d0e71e08799
      base_url: "https://api.deepseek.com/"
      invalid_finish_reasons: ['content_filter']
  input_ids:
    - duplicate
- id: convert_reasoning_trace_to_final
  config:
    type: function
    function: data_strategies.commons.convert_reasoning_trace_to_final
    function_config:
      reasoning_column: reasoning
      solution_column: deepseek_solution
      output_column: final_reasoning_trace
  input_ids:
  - annotate_r1_distill_70b
- id: merge_together
  config:
    type: function
    function: data_strategies.TestTime.generator.merge_duplicate_rows
    function_config:
      diff_columns: 
        - final_reasoning_trace
        - id
  input_ids:
    - convert_reasoning_trace_to_final