| operators: | |
| - id: load_hf_package | |
| config: | |
| type: hf_source | |
| dataset: OpenCoder-LLM/opc-sft-stage2 | |
| split: train | |
| subset: educational_instruct | |
| trust_remote_code: True | |
| - id: drop_columns | |
| config: | |
| type: function | |
| function: data_strategies.commons.keep_only_columns | |
| function_config: | |
| columns_to_keep: | |
| - instruction | |
| - output | |
| - testcase | |
| input_ids: | |
| - load_hf_package | |
| - id: rename_task_column | |
| config: | |
| type: function | |
| function: data_strategies.commons.force_rename_columns | |
| function_config: | |
| column_maps: | |
| output: response_seed | |
| instruction: instruction_seed | |
| input_ids: | |
| - drop_columns | |
| - 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 |