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import io
import math
from PIL import Image, ImageDraw
from lama_cleaner.helper import load_img
from lama_cleaner.plugins.base_plugin import BasePlugin
def keep_ratio_resize(img, size, resample=Image.BILINEAR):
if img.width > img.height:
w = size
h = int(img.height * size / img.width)
else:
h = size
w = int(img.width * size / img.height)
return img.resize((w, h), resample)
def cubic_bezier(p1, p2, duration: int, frames: int):
"""
Args:
p1:
p2:
duration: Total duration of the curve
frames:
Returns:
"""
x0, y0 = (0, 0)
x1, y1 = p1
x2, y2 = p2
x3, y3 = (1, 1)
def cal_y(t):
return (
math.pow(1 - t, 3) * y0
+ 3 * math.pow(1 - t, 2) * t * y1
+ 3 * (1 - t) * math.pow(t, 2) * y2
+ math.pow(t, 3) * y3
)
def cal_x(t):
return (
math.pow(1 - t, 3) * x0
+ 3 * math.pow(1 - t, 2) * t * x1
+ 3 * (1 - t) * math.pow(t, 2) * x2
+ math.pow(t, 3) * x3
)
res = []
for t in range(0, 1 * frames, duration):
t = t / frames
res.append((cal_x(t), cal_y(t)))
res.append((1, 0))
return res
def make_compare_gif(
clean_img: Image.Image,
src_img: Image.Image,
max_side_length: int = 600,
splitter_width: int = 5,
splitter_color=(255, 203, 0, int(255 * 0.73)),
):
if clean_img.size != src_img.size:
clean_img = clean_img.resize(src_img.size, Image.BILINEAR)
duration_per_frame = 20
num_frames = 50
# erase-in-out
cubic_bezier_points = cubic_bezier((0.33, 0), (0.66, 1), 1, num_frames)
cubic_bezier_points.reverse()
max_side_length = min(max_side_length, max(clean_img.size))
src_img = keep_ratio_resize(src_img, max_side_length)
clean_img = keep_ratio_resize(clean_img, max_side_length)
width, height = src_img.size
# Generate images to make Gif from right to left
images = []
for i in range(num_frames):
new_frame = Image.new("RGB", (width, height))
new_frame.paste(clean_img, (0, 0))
left = int(cubic_bezier_points[i][0] * width)
cropped_src_img = src_img.crop((left, 0, width, height))
new_frame.paste(cropped_src_img, (left, 0, width, height))
if i != num_frames - 1:
# draw a yellow splitter on the edge of the cropped image
draw = ImageDraw.Draw(new_frame)
draw.line(
[(left, 0), (left, height)], width=splitter_width, fill=splitter_color
)
images.append(new_frame)
for i in range(30):
images.append(src_img)
cubic_bezier_points.reverse()
# Generate images to make Gif from left to right
for i in range(num_frames):
new_frame = Image.new("RGB", (width, height))
new_frame.paste(src_img, (0, 0))
right = int(cubic_bezier_points[i][0] * width)
cropped_src_img = clean_img.crop((0, 0, right, height))
new_frame.paste(cropped_src_img, (0, 0, right, height))
if i != num_frames - 1:
# draw a yellow splitter on the edge of the cropped image
draw = ImageDraw.Draw(new_frame)
draw.line(
[(right, 0), (right, height)], width=splitter_width, fill=splitter_color
)
images.append(new_frame)
for _ in range(30):
images.append(clean_img)
img_byte_arr = io.BytesIO()
clean_img.save(
img_byte_arr,
format="GIF",
save_all=True,
include_color_table=True,
append_images=images,
optimize=False,
duration=duration_per_frame,
loop=0,
)
return img_byte_arr.getvalue()
class MakeGIF(BasePlugin):
name = "MakeGIF"
def __call__(self, rgb_np_img, files, form):
origin_image = rgb_np_img
clean_image_bytes = files["clean_img"].read()
clean_image, _ = load_img(clean_image_bytes)
gif_bytes = make_compare_gif(
Image.fromarray(origin_image), Image.fromarray(clean_image)
)
return gif_bytes