""" Take in a YAML, and output all other splits with this YAML """ import argparse import os import re import datasets import requests import yaml from tqdm import tqdm from lm_eval import utils def parse_args(): parser = argparse.ArgumentParser() parser.add_argument("--base_yaml_path", required=True) parser.add_argument("--save_prefix_path", default="zeroshot") parser.add_argument("--cot", default=False) parser.add_argument("--fewshot", default=False) parser.add_argument("--task_prefix", default="") return parser.parse_args() if __name__ == "__main__": args = parse_args() # get filename of base_yaml so we can `"include": ` it in our other YAMLs. base_yaml_name = os.path.split(args.base_yaml_path)[-1] with open(args.base_yaml_path, encoding="utf-8") as f: base_yaml = yaml.full_load(f) base_doc_to_text = "Q: {{input}}\nA:" answer_regex = re.compile("(?<=answer is )(.*)(?=.)") dataset_path = "lukaemon/bbh" for task in tqdm(datasets.get_dataset_infos(dataset_path).keys()): resp = requests.get( f"https://raw.githubusercontent.com/suzgunmirac/BIG-Bench-Hard/main/cot-prompts/{task}.txt" ).content.decode("utf-8") prompt = resp.split("\n-----\n")[-1] description, *few_shot = prompt.split("\n\n") prefix_doc_to_text = "" if args.fewshot: if args.cot: prefix_doc_to_text = "\n\n".join(few_shot) + "\n\n" else: for shot in few_shot: try: answer = answer_regex.search(shot)[0] except Exception: print("task", task) print(shot) example = shot.split("Let's think step by step.")[0] prefix_doc_to_text += f"{example}{answer}\n\n" doc_to_text = prefix_doc_to_text + base_doc_to_text if args.cot: doc_to_text = doc_to_text + " Let's think step by step.\n" yaml_dict = { "include": base_yaml_name, "task": f"bbh_{args.task_prefix}_{task}", "dataset_name": task, "description": description + "\n\n", "doc_to_text": doc_to_text, } file_save_path = args.save_prefix_path + f"/{task}.yaml" utils.eval_logger.info(f"Saving yaml for subset {task} to {file_save_path}") with open(file_save_path, "w", encoding="utf-8") as yaml_file: yaml.dump( yaml_dict, yaml_file, width=float("inf"), allow_unicode=True, default_style='"', )