| operators: |
| - id: load_hf_python |
| config: |
| type: hf_source |
| dataset: bigcode/commitpackft |
| split: train |
| subset: python |
| trust_remote_code: True |
| - id: load_hf_c++ |
| config: |
| type: hf_source |
| dataset: bigcode/commitpackft |
| split: train |
| subset: c++ |
| trust_remote_code: True |
| - id: load_hf_java |
| config: |
| type: hf_source |
| dataset: bigcode/commitpackft |
| split: train |
| subset: java |
| trust_remote_code: True |
| - id: load_hf_c |
| config: |
| trust_remote_code: True |
| type: hf_source |
| dataset: bigcode/commitpackft |
| split: train |
| subset: c |
| - id: load_hf_c# |
| config: |
| trust_remote_code: True |
| type: hf_source |
| dataset: bigcode/commitpackft |
| split: train |
| subset: c# |
| - id: load_hf_css |
| config: |
| trust_remote_code: True |
| type: hf_source |
| dataset: bigcode/commitpackft |
| split: train |
| subset: css |
| - id: load_hf_javascript |
| config: |
| trust_remote_code: True |
| type: hf_source |
| dataset: bigcode/commitpackft |
| split: train |
| subset: javascript |
| - id: load_hf_ruby |
| config: |
| trust_remote_code: True |
| type: hf_source |
| dataset: bigcode/commitpackft |
| split: train |
| subset: ruby |
| - id: load_hf_shell |
| config: |
| trust_remote_code: True |
| type: hf_source |
| dataset: bigcode/commitpackft |
| split: train |
| subset: shell |
| - id: mix_operator |
| config: |
| type: mix |
| input_ids: |
| - load_hf_python |
| - load_hf_shell |
| - load_hf_c++ |
| - load_hf_java |
| - load_hf_c |
| - load_hf_c# |
| - load_hf_css |
| - load_hf_javascript |
| - load_hf_ruby |
| - id: sample_dataset |
| config: |
| type: function |
| function: data_strategies.commons.uniform_sample_limited |
| function_config: |
| num_samples: 50000 |
| input_ids: |
| - mix_operator |
| - id: generate_instructions |
| config: |
| type: completions |
| map: chat |
| map_config: |
| system_message: "You are a helpful assistant." |
| user_message: | |
| You are to generate a question or task for a language model based on the following instruction and code pairs. |
| |
| Instruction: {{message}} |
| Code: {{old_contents}} |
| |
| Include only the new question and task. Do not include anything like "Here is the instruction". Include |
| the code in your question and make the task sound like what a human would ask a language model. |
| output_column: instruction_seed |
| model: gpt-4o-mini |
| temperature: 1.0 |
| batch: True |
| input_ids: |
| - sample_dataset |
| - id: add_constant_column |
| config: |
| type: function |
| function: data_strategies.commons.add_constant_columns |
| function_config: |
| response_seed: "" |
| input_ids: |
| - generate_instructions |
| - 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: |
| - add_constant_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: |
| - rename_task_column |
| - 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 |
