| operators: | |
| - id: load_preexisting | |
| config: | |
| type: load_preexisting | |
| framework_name: d1_code_load_in_phi | |
| - id: drop_columns | |
| config: | |
| type: function | |
| function: data_strategies.commons.remove_columns | |
| function_config: | |
| columns: | |
| - conversations | |
| input_ids: | |
| - load_preexisting | |
| - id: get_question_answer_string | |
| config: | |
| type: function | |
| function: data_strategies.QuestionAnswerFiltering.utils.get_combined_question_answer_string | |
| function_config: | |
| answer_column: final_reasoning_trace | |
| question_column: instruction_seed | |
| output_column: question_answer_string | |
| input_ids: | |
| - drop_columns | |
| - id: classify_fasttext | |
| config: | |
| type: fasttext | |
| num_cpus: 32 | |
| hf_repo_id: mlfoundations-dev/instruction_filtering_pos_codeforces_neg_codeforces_gpt | |
| input_column: question_answer_string | |
| target_label: "__label__QA_doc" | |
| just_add_scores: True | |
| input_ids: | |
| - get_question_answer_string | |
| - id: select_to_be_used | |
| config: | |
| type: function | |
| function: data_strategies._B2_Filtering.utils.filter_top_n | |
| function_config: | |
| n: 31_600 | |
| score_column: _fasttext_score | |
| input_ids: | |
| - classify_fasttext | |
| - 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: final_reasoning_trace | |
| output_sharegpt_column: conversations | |
| input_ids: | |
| - select_to_be_used | |
| - id: final_sample | |
| config: | |
| type: function | |
| function: data_strategies.commons.uniform_sample_fixed | |
| function_config: | |
| num_samples: 31_600 | |
| input_ids: | |
| - convert_to_sharegpt |