Datasets:
License:
| import os | |
| cur_dir = os.path.dirname(os.path.realpath(__file__)) | |
| # mkdir jsonl | |
| jsonl_dir = os.path.join(cur_dir, 'jsonl') | |
| if not os.path.exists(jsonl_dir): | |
| os.makedirs(jsonl_dir) | |
| # list files in jsonl-all directory | |
| jsonl_all_dir = os.path.join(cur_dir, 'jsonl-all') | |
| file_sizes = {} | |
| for file in os.listdir(jsonl_all_dir): | |
| file_path = os.path.join(jsonl_all_dir, file) | |
| file_size = os.path.getsize(file_path) | |
| file_sizes[file] = file_size | |
| # sort files by size (keep dictionary) | |
| sorted_files = sorted(file_sizes.items(), key=lambda x: x[1], reverse=True) | |
| def widen_variance(file_sizes, reduction_factor): | |
| sorted_files = sorted(file_sizes.items(), key=lambda x: x[1], reverse=True) | |
| print(sorted_files) | |
| for i, (file, size) in enumerate(sorted_files): | |
| if i == 0: | |
| continue | |
| sorted_files[i] = (file, round(size * (reduction_factor / (i/10)))) | |
| return sorted_files | |
| # increase the file size distribution | |
| targeted_file_sizes = widen_variance(file_sizes, 0.00005) | |
| print("Sorted files by size:") | |
| for file, size in sorted_files: | |
| print(f"{file}: {size}") | |
| print("Targeted file sizes:") | |
| for file, size in targeted_file_sizes: | |
| print(f"{file}: {size}") | |
| # targeted to dict | |
| targeted_file_sizes = dict(targeted_file_sizes) | |
| for file in targeted_file_sizes: | |
| size = targeted_file_sizes[file] | |
| file_path = os.path.join(jsonl_all_dir, file) | |
| file_path_target = os.path.join(jsonl_dir, file) | |
| os.system(f"head -c {size} {file_path} > {file_path_target}") | |
| print(f"Created {file_path_target} with size {size} bytes") | |
| with open(file_path_target, 'rb+') as file: # Open the file in read-write binary mode | |
| file.seek(0, 2) # Move to the end of the file | |
| file_size = file.tell() # Get the total file size | |
| for i in range(file_size - 1, -1, -1): # Start from the last byte and move backwards | |
| file.seek(i) # Move the cursor to the ith position from the start | |
| if file.read(1) == b'\n': # If a newline character is found | |
| file.truncate(i + 1) # Truncate the file from this point | |
| break # Exit the loop after truncating | |
| print("Done!") |