Multithread image preprocessor

This commit is contained in:
City
2023-07-31 01:26:02 +02:00
parent 78bf8fe0bc
commit 6be38a66bf
+32 -3
View File
@@ -2,20 +2,49 @@ import os
import hashlib
from tqdm import tqdm
from PIL import Image
from queue import Queue
from threading import Thread
# target resolution [latent res * 8]
resolution = 768
# threads used for resizing
threads = 4
# source folder with images
folder = "raw"
if not os.path.isdir("images"):
os.mkdir("images")
for i in tqdm(os.listdir("raw")):
src = os.path.join("raw", i)
def process(fname):
global folder
global resolution
src = os.path.join(folder, fname)
md5 = hashlib.md5(open(src,'rb').read()).hexdigest()
out = os.path.join("images", f"{md5}.png")
if os.path.isfile(out):
continue
return
img = Image.open(src)
img = img.convert('RGB')
img = img.resize((resolution,resolution), Image.LANCZOS)
img.save(out)
def thread(queue, pbar):
while not queue.empty():
fname = queue.get()
process(fname)
queue.task_done()
pbar.update()
files = os.listdir(folder)
pbar = tqdm(total=len(files),unit="img")
queue = Queue()
[queue.put(x) for x in files]
for _ in range(threads):
Thread(
target=thread,
args=(queue,pbar),
daemon=True,
).start()
queue.join()