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import json
import argparse
import random
parser = argparse.ArgumentParser()
parser.add_argument("--dev", type=str, default="bai-scieval-dev.json", help="the file path where the few shot data is selected from")
parser.add_argument("--input", type=str, default="bai-scieval-test.json", help="the file path to add few shot data")
parser.add_argument("--shot", type=int, default=3, help="the number few shot data per sample used (<=5)")
args = parser.parse_args()
dev_data_file = args.dev
input_data_file = args.input
shot = args.shot
with open(dev_data_file, 'r') as reader:
dev_data = json.load(reader)
dev_collect = {}
for data in dev_data:
data_index = f"{data['task_name']}-{data['ability']}-{data['category']}-{data['prompt']}"
if data_index in dev_collect.keys():
dev_collect[data_index].append(data)
else:
dev_collect[data_index] = [data]
with open(input_data_file, 'r') as reader:
input_data = json.load(reader)
few_shot_data = []
for data in input_data:
data_index = f"{data['task_name']}-{data['ability']}-{data['category']}-{data['prompt']}"
few_shots = dev_collect[data_index]
few_shot = few_shots[:shot]
question = "Here are some examples:\n"
for shot_data in few_shot:
question += shot_data['question'] + " " + shot_data['answer'][0] + "\n"
question += "\nThen, the question is:\n"
question += data["question"] +" The answer is"
data["question"] = question
few_shot_data.append(data)
with open(input_data_file.replace(".json", f"-shot-{shot}.json"), 'w') as writer:
json.dump(few_shot_data, writer, indent=1)
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