Created
October 10, 2017 08:48
-
-
Save simgt/e642989a2bae318523b556ccbc5b1e87 to your computer and use it in GitHub Desktop.
A python script to split an image dataset
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
#! /usr/bin/env python3 | |
import argparse | |
from pathlib import Path | |
from random import shuffle | |
import shutil | |
if __name__ == '__main__': | |
parser = argparse.ArgumentParser(description=""" | |
Split a dataset in two given a ratio. | |
""") | |
parser.add_argument('input', type=Path) | |
parser.add_argument('output', type=Path) | |
parser.add_argument('--ratio', type=float, default=0.66) | |
args = parser.parse_args() | |
for class_path in args.input.iterdir(): | |
samples = [p.relative_to(args.input) for p in class_path.iterdir()] | |
split = int(len(samples) * args.ratio) | |
shuffle(samples) | |
for name, dataset in [('train', samples[:split]), | |
('test', samples[split:])]: | |
output_path = args.output / name | |
for p in dataset: | |
q = output_path / p | |
q.parent.mkdir(parents=True, exist_ok=True) | |
shutil.copy(str(args.input / p), str(output_path / p)) |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment