import yaml import json def load_yaml(file_path): with open(file_path, 'r') as stream: try: yaml_dict = yaml.safe_load(stream) return yaml_dict except yaml.YAMLError as exc: print(exc) return None def verify_response(response): if isinstance(response, str): response = response.strip() if response == "" or response is None: return False if "Response Error" in response: return False return True def build_query(sample, config, strategy): """Build the text query by combining the context, question and options. The token is still there""" context = sample['context'] question = sample['question'] example = "" res_dict = {} if sample['type'].lower() == 'multiple choice': options = sample['options'] start_chr = 'A' for option in options: example += f"{start_chr}: {option}\n" start_chr = chr(ord(start_chr) + 1) empty_prompt_sample_structure = config['multi_choice_format'] empty_prompt = empty_prompt_sample_structure.format(context=context, question=question, options=example) if strategy == 'CoT': res_dict['query'] = empty_prompt + config['Strategy_Instruction']['CoT'] elif strategy == 'TrainCoT': res_dict['query'] = "Question: " + empty_prompt + config['Strategy_Instruction']['TrainCoT'] else: res_dict['query'] = empty_prompt + config['Strategy_Instruction']['Directly'] res_dict['gt_content'] = options[ord(sample['answer'].upper()) - ord('A')] else: empty_prompt_sample_structure = config['open_ended_format'] empty_prompt = empty_prompt_sample_structure.format(context=context, question=question) if strategy == 'CoT': res_dict['query'] = empty_prompt + config['Strategy_Instruction']['CoT'] elif strategy == 'TrainCoT': res_dict['query'] = "Question: " + empty_prompt + config['Strategy_Instruction']['TrainCoT'] else: res_dict['query'] = empty_prompt + config['Strategy_Instruction']['Directly'] res_dict['gt_content'] = sample['answer'] # append existing key and value in data res_dict.update(sample) return res_dict