107 lines
3.6 KiB
Python
107 lines
3.6 KiB
Python
import os
|
|
from PIL import Image, ImageOps
|
|
import platform
|
|
import sys
|
|
import tqdm
|
|
|
|
from modules import shared, images
|
|
|
|
|
|
def preprocess(process_src, process_dst, process_width, process_height, process_flip, process_split, process_caption):
|
|
width = process_width
|
|
height = process_height
|
|
src = os.path.abspath(process_src)
|
|
dst = os.path.abspath(process_dst)
|
|
extns = [".jpg",".jpeg",".png",".webp",".bmp"]
|
|
|
|
assert src != dst, 'same directory specified as source and destination'
|
|
|
|
os.makedirs(dst, exist_ok=True)
|
|
|
|
files = [i for i in os.listdir(src) if os.path.splitext(i.casefold())[1] in extns]
|
|
|
|
shared.state.textinfo = "Preprocessing..."
|
|
shared.state.job_count = len(files)
|
|
|
|
if process_caption:
|
|
shared.interrogator.load()
|
|
|
|
def save_pic_with_caption(image, index):
|
|
if process_caption:
|
|
caption = "-" + shared.interrogator.generate_caption(image)
|
|
caption = sanitize_caption(os.path.join(dst, f"{index:05}-{subindex[0]}"), caption, ".png")
|
|
else:
|
|
caption = filename
|
|
caption = os.path.splitext(caption)[0]
|
|
caption = os.path.basename(caption)
|
|
|
|
image.save(os.path.join(dst, f"{index:05}-{subindex[0]}{caption}.png"))
|
|
subindex[0] += 1
|
|
|
|
def save_pic(image, index):
|
|
save_pic_with_caption(image, index)
|
|
|
|
if process_flip:
|
|
save_pic_with_caption(ImageOps.mirror(image), index)
|
|
|
|
for index, imagefile in enumerate(tqdm.tqdm(files)):
|
|
subindex = [0]
|
|
filename = os.path.join(src, imagefile)
|
|
img = Image.open(filename).convert("RGB")
|
|
|
|
if shared.state.interrupted:
|
|
break
|
|
|
|
ratio = img.height / img.width
|
|
is_tall = ratio > 1.35
|
|
is_wide = ratio < 1 / 1.35
|
|
|
|
if process_split and is_tall:
|
|
img = img.resize((width, height * img.height // img.width))
|
|
|
|
top = img.crop((0, 0, width, height))
|
|
save_pic(top, index)
|
|
|
|
bot = img.crop((0, img.height - height, width, img.height))
|
|
save_pic(bot, index)
|
|
elif process_split and is_wide:
|
|
img = img.resize((width * img.width // img.height, height))
|
|
|
|
left = img.crop((0, 0, width, height))
|
|
save_pic(left, index)
|
|
|
|
right = img.crop((img.width - width, 0, img.width, height))
|
|
save_pic(right, index)
|
|
else:
|
|
img = images.resize_image(1, img, width, height)
|
|
save_pic(img, index)
|
|
|
|
shared.state.nextjob()
|
|
|
|
if process_caption:
|
|
shared.interrogator.send_blip_to_ram()
|
|
|
|
def sanitize_caption(base_path, original_caption, suffix):
|
|
operating_system = platform.system().lower()
|
|
if (operating_system == "windows"):
|
|
invalid_path_characters = "\\/:*?\"<>|"
|
|
max_path_length = 259
|
|
else:
|
|
invalid_path_characters = "/" #linux/macos
|
|
max_path_length = 1023
|
|
caption = original_caption
|
|
for invalid_character in invalid_path_characters:
|
|
caption = caption.replace(invalid_character, "")
|
|
fixed_path_length = len(base_path) + len(suffix)
|
|
if fixed_path_length + len(caption) <= max_path_length:
|
|
return caption
|
|
caption_tokens = caption.split()
|
|
new_caption = ""
|
|
for token in caption_tokens:
|
|
last_caption = new_caption
|
|
new_caption = new_caption + token + " "
|
|
if (len(new_caption) + fixed_path_length - 1 > max_path_length):
|
|
break
|
|
print(f"\nPath will be too long. Truncated caption: {original_caption}\nto: {last_caption}", file=sys.stderr)
|
|
return last_caption.strip()
|