codeevolinstruct_seeding_stackexchange_codegolf / config /codeevolinstruct_seeding_stackexchange_codegolf.yaml
| operators: | |
| - id: load_stackexchange_codegolf | |
| config: | |
| type: load_preexisting | |
| framework_name: stackexchange_code_golf_reorg_cache | |
| - id: evolution_prompt | |
| config: | |
| type: function | |
| require_all_responses: False | |
| function: data_strategies.EvolInstruct.utils.codeevol_prompts_for_evolving_instructions_no_input | |
| function_config: | |
| input_instruction_column: instruction | |
| output_prompt_column: instruction_evolution_prompt | |
| input_ids: | |
| - load_stackexchange_codegolf | |
| - id: sample_dataset | |
| config: | |
| type: function | |
| function: data_strategies.commons.uniform_sample_limited | |
| function_config: | |
| num_samples: 150 # 1.25% of 12000 target from stage 1 | |
| input_ids: | |
| - evolution_prompt | |
| - id: evolve_instruction | |
| input_ids: | |
| - sample_dataset | |
| config: | |
| type: completions | |
| map: chat | |
| map_config: | |
| user_message_column: instruction_evolution_prompt | |
| output_column: evolved_instruction | |
| model: gpt-4o-mini | |
| top_p: 0.95 | |
| - id: annotate_instruction | |
| input_ids: | |
| - evolve_instruction | |
| config: | |
| type: completions | |
| map: chat | |
| require_all_responses: False | |
| map_config: | |
| user_message_column: evolved_instruction | |
| output_column: completion | |
| model: gpt-4o-mini | |
| top_p: 0.95 | |
| - id: select_columns | |
| config: | |
| type: function | |
| function: data_strategies.commons.select_columns | |
| function_config: | |
| columns: | |
| - evolved_instruction | |
| - completion | |
| input_ids: | |
| - annotate_instruction | |
| - id: to_sharegpt | |
| config: | |
| type: function | |
| function: data_strategies.commons.convert_instruction_response_to_sharegpt | |
| function_config: | |
| input_instruction_column: evolved_instruction | |
| input_response_column: completion | |
| output_sharegpt_column: conversations | |
| input_ids: | |
| - select_columns |