integrate_data.py

train_path = ['/fs-computility/niuyazhe/lixueyan/meme/dataset-meme-rewardmodel/boringmeme_align_multihead',
            '/fs-computility/niuyazhe/lixueyan/meme/dataset-meme-rewardmodel/boringmeme_cross_multihead',
            '/fs-computility/niuyazhe/lixueyan/meme/dataset-meme-rewardmodel/irrelevantmeme_align_multihead',
            '/fs-computility/niuyazhe/lixueyan/meme/dataset-meme-rewardmodel/irrelevantmeme_cross_multihead',
            '/fs-computility/niuyazhe/lixueyan/meme/dataset-meme-rewardmodel/lowperformancememe_align_multihead',
            '/fs-computility/niuyazhe/lixueyan/meme/dataset-meme-rewardmodel/lowperformancememe_cross_multihead',
            '/fs-computility/niuyazhe/lixueyan/meme/dataset-meme-rewardmodel/text_replaced_align_multihead',
            '/fs-computility/niuyazhe/lixueyan/meme/dataset-meme-rewardmodel/text_replaced_cross_multihead',
            ]

# open all the train_path, find the jsonl file end with train.jsonl, and put the dataset name into a jsonl called allmeme_multihead

import os
import json

train_data_path = {}
test_data_path = {}

for path in train_path:
    for file in os.listdir(path):
        if file.endswith('train.jsonl'):
            # read the jsonl
            with open(os.path.join(path, file), 'r') as f:
                for line in f:
                    data = json.loads(line)
                    key = list(data.keys())[0]
                    train_data_path[key] = data[key]

        if file.endswith('test.jsonl'):
            # read the jsonl
            with open(os.path.join(path, file), 'r') as f:
                for line in f:
                    data = json.loads(line)
                    key = list(data.keys())[0]
                    test_data_path[key] = data[key]


# write the train_data_path into a jsonl file
with open('allmeme_multihead/allmeme_multihead_train.jsonl', 'w') as f:
    f.write(json.dumps(train_data_path) + '\n')

# write the test_data_path into a jsonl file
with open('allmeme_multihead/allmeme_multihead_test.jsonl', 'w') as f:
    f.write(json.dumps(test_data_path) + '\n')