| operators: |
| - id: load_preexisting |
| config: |
| type: hf_source |
| dataset: mlfoundations-dev/c2_code_nod_16s_test |
| split: train |
| - id: drop_columns |
| config: |
| type: function |
| function: data_strategies.commons.remove_columns |
| function_config: |
| columns: |
| - conversations |
| input_ids: |
| - load_preexisting |
| - id: extract_math_answer |
| config: |
| type: function |
| function: data_strategies.MultipleSamples.utils.extract_with_math_verify_safe |
| function_config: |
| input_column: final_reasoning_trace |
| output_column: final_reasoning_trace_extracted_answer |
| input_ids: |
| - drop_columns |
| - id: merge_together |
| config: |
| type: function |
| function: data_strategies.TestTime.generator.merge_duplicate_rows |
| function_config: |
| id_column: ms_id |
| diff_columns: |
| - final_reasoning_trace |
| - deepseek_solution |
| - reasoning |
| - final_reasoning_trace_extracted_answer |
| input_ids: |
| - extract_math_answer |
| - id: consensus_verification |
| config: |
| type: function |
| function: data_strategies.MultipleSamples.utils.majority_consensus |
| function_config: |
| response_column: final_reasoning_trace |
| verified_response_column: verified_final_reasoning_trace |
| extracted_answer_column: final_reasoning_trace_extracted_answer |
| input_ids: |
| - merge_together |
| - id: convert_to_sharegpt |
| config: |
| type: function |
| function: data_strategies.commons.convert_instruction_response_to_sharegpt |
| function_config: |
| input_instruction_column: instruction_seed |
| input_response_column: verified_final_reasoning_trace |
| output_sharegpt_column: conversations |
| input_ids: |
| - consensus_verification |
| - id: final_sample |
| config: |
| type: function |
| function: data_strategies.commons.uniform_sample_fixed |
| function_config: |
| num_samples: 31_600 |
| input_ids: |
| - convert_to_sharegpt |
