| operators: | |
| - id: load_hf_python | |
| config: | |
| type: hf_source | |
| dataset: SenseLLM/ReflectionSeq-GPT | |
| split: train | |
| trust_remote_code: True | |
| - id: clean_up | |
| config: | |
| type: function | |
| function: data_strategies.SeedCodeData.utils.reflection_map | |
| input_ids: | |
| - load_hf_python | |
| - id: rename_task_column | |
| config: | |
| type: function | |
| function: data_strategies.commons.keep_only_columns | |
| function_config: | |
| columns_to_keep: | |
| - response_seed | |
| - instruction_seed | |
| input_ids: | |
| - clean_up | |
| - id: sample_dataset | |
| config: | |
| type: function | |
| function: data_strategies.commons.uniform_sample_limited | |
| function_config: | |
| num_samples: 50000 # 1.25% of 10000 target from stage 1 | |
| input_ids: | |
| - rename_task_column | |
| - id: annotate | |
| config: | |
| type: completions | |
| map: chat | |
| map_config: | |
| system_message: "You are a helpful assistant." | |
| user_message_column: instruction_seed | |
| output_column: response | |
| model: gpt-4o-mini | |
| temperature: 1.0 | |
| batch: True | |
| input_ids: | |
| - sample_dataset | |
| - 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: response | |
| output_sharegpt_column: conversations | |
| input_ids: | |
| - annotate |