| operators: | |
| - id: load_hf_python | |
| config: | |
| type: hf_source | |
| dataset: ise-uiuc/Magicoder-OSS-Instruct-75K | |
| split: train | |
| trust_remote_code: True | |
| - id: drop_columns | |
| config: | |
| type: function | |
| function: data_strategies.commons.remove_columns | |
| function_config: | |
| columns: | |
| - lang | |
| - raw_index | |
| - index | |
| - seed | |
| - openai_fingerprint | |
| input_ids: | |
| - load_hf_python | |
| - id: rename_task_column | |
| config: | |
| type: function | |
| function: data_strategies.commons.force_rename_columns | |
| function_config: | |
| column_maps: | |
| solution: response_seed | |
| problem: instruction_seed | |
| input_ids: | |
| - drop_columns | |
| - 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: | |
| - rename_task_column | |
| - id: classify | |
| config: | |
| type: fasttext | |
| num_cpus: 32 | |
| hf_repo_id: mlfoundations-dev/instruction_filtering_fast_text_code_pos_leetcode_taco_neg_reflection_octopack | |
| input_column: instruction_seed | |
| target_label: "__label__QA_doc" | |
| top_percentage_ranking: 10 | |
| input_ids: | |
| - sample_dataset | |
| - 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: "magicoder" | |
| input_ids: | |
| - keep_only |