InvokeAI/ldm/dream/image_util.py
2022-08-30 22:03:53 -07:00

74 lines
2.5 KiB
Python

from math import sqrt, floor, ceil
from PIL import Image
class InitImageResizer():
"""Simple class to create resized copies of an Image while preserving the aspect ratio."""
def __init__(self,Image):
self.image = Image
def resize(self,width=None,height=None) -> Image:
"""
Return a copy of the image resized to width x height.
The aspect ratio is maintained, with any excess space
filled using black borders (i.e. letterboxed). If
neither width nor height are provided, then returns
a copy of the original image. If one or the other is
provided, then the other will be calculated from the
aspect ratio.
Everything is floored to the nearest multiple of 64 so
that it can be passed to img2img()
"""
im = self.image
if not(width or height):
return im.copy()
ar = im.width/im.height
# Infer missing values from aspect ratio
if not height: # height missing
height = int(width/ar)
if not width: # width missing
width = int(height*ar)
# rw and rh are the resizing width and height for the image
# they maintain the aspect ratio, but may not completelyl fill up
# the requested destination size
(rw,rh) = (width,int(width/ar)) if im.width>=im.height else (int(height*ar),width)
#round everything to multiples of 64
width,height,rw,rh = map(
lambda x: x-x%64, (width,height,rw,rh)
)
# resize the original image so that it fits inside the dest
resized_image = self.image.resize((rw,rh),resample=Image.Resampling.LANCZOS)
# create new destination image of specified dimensions
# and paste the resized image into it centered appropriately
new_image = Image.new('RGB',(width,height))
new_image.paste(resized_image,((width-rw)//2,(height-rh)//2))
return new_image
def make_grid(image_list, rows=None, cols=None):
image_cnt = len(image_list)
if None in (rows, cols):
rows = floor(sqrt(image_cnt)) # try to make it square
cols = ceil(image_cnt / rows)
width = image_list[0].width
height = image_list[0].height
grid_img = Image.new('RGB', (width * cols, height * rows))
i = 0
for r in range(0, rows):
for c in range(0, cols):
if i >= len(image_list):
break
grid_img.paste(image_list[i], (c * width, r * height))
i = i + 1
return grid_img