| operators: | |
| - id: load_math | |
| config: | |
| type: hf_source | |
| dataset: mathmadness/MathCoder | |
| split: train | |
| trust_remote_code: True | |
| - id: sample_dataset | |
| config: | |
| type: function | |
| function: data_strategies.commons.uniform_sample_limited | |
| function_config: | |
| num_samples: 1_000_000 # 1.25% of 10000 target from stage 1 | |
| input_ids: | |
| - load_math | |
| - id: clean_up | |
| config: | |
| type: function | |
| function: data_strategies.SeedMathData.utils.mathcoder_map | |
| input_ids: | |
| - sample_dataset | |
| - id: classify | |
| config: | |
| type: fasttext | |
| num_cpus: 32 | |
| hf_repo_id: mlfoundations-dev/instruction_filtering_fast_text_math_pos_numina_neg_bad_seed_math | |
| input_column: instruction_seed | |
| target_label: "__label__QA_doc" | |
| top_percentage_ranking: 10 | |
| input_ids: | |
| - clean_up | |
| - id: keep_only | |
| config: | |
| type: function | |
| function: data_strategies.commons.keep_only_columns | |
| function_config: | |
| columns_to_keep: | |
| - instruction_seed | |
| input_ids: | |
| - classify | |
| - id: _add_source | |
| config: | |
| type: function | |
| function: data_strategies.commons.add_constant_columns | |
| function_config: | |
| source: "mathcoder" | |
| input_ids: | |
| - keep_only |