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Add generation scripts for all tasks (#3)
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from PIL import Image, ImageDraw
import random
import os
import json
import argparse
num_circle = 0
num_triangle = 0
num_square = 0
num_vanished = 0
def random_shape2(draw, shape_type, x, y, size, flag):
"""
Draw a random shape on the provided image.
"""
global num_circle, num_square, num_triangle, num_vanished
#probability = random.uniform(0.0, 1.0)
if shape_type == "circle":
if flag == False:
draw.ellipse([x - size, y - size, x + size, y + size], fill="black")
else:
draw.ellipse([x - size, y - size, x + size, y + size], fill="white")
num_vanished += 1
elif shape_type == "square":
if flag == False:
draw.rectangle([x - size, y - size, x + size, y + size], fill="black")
else:
draw.rectangle([x - size, y - size, x + size, y + size], fill="white")
num_vanished += 1
elif shape_type == "triangle":
points = [
(x, y - size), # Top
(x - size, y + size), # Bottom left
(x + size, y + size), # Bottom right
]
if flag == False:
draw.polygon(points, fill="black")
else:
draw.polygon(points, fill="white")
num_vanished += 1
def random_shape(draw, shape_type, x, y, size):
"""
Draw a random shape on the provided image.
"""
global num_circle, num_square, num_triangle
if shape_type == "circle":
draw.ellipse([x - size, y - size, x + size, y + size], fill="black")
num_circle +=1
elif shape_type == "square":
draw.rectangle([x - size, y - size, x + size, y + size], fill="black")
num_square +=1
elif shape_type == "triangle":
points = [
(x, y - size), # Top
(x - size, y + size), # Bottom left
(x + size, y + size), # Bottom right
]
draw.polygon(points, fill="black")
num_triangle +=1
def create_images(num_images, num_objects_list , file):
# Ensure the output directory exists
global num_circle, num_square, num_triangle, num_vanished
output_dir = os.path.join(os.getcwd(), "data")
if not os.path.exists(output_dir):
os.makedirs(output_dir)
data = []
image_width, image_height = 1500, 1000
append = (file != 1)
#max_obj = 30
for num_objects in num_objects_list:
max_obj = num_objects*2
for img_index in range(num_images):
# Create a blank white image
image = Image.new("RGB", (image_width, image_height), "white")
draw = ImageDraw.Draw(image)
# List to hold positions and sizes of shapes
shapes = []
num_circle =0
num_triangle = 0
num_square = 0
num_vanished = 0
# Possible shape types
shape_types = ["circle", "square", "triangle"]
while len(shapes) < max_obj:
shape_type = random.choice(shape_types)
size = random.randint(15, 30)
x = random.randint(size+50, image_width - size - 50)
y = random.randint(size + 50, image_height - size - 50)
# Check if the new shape overlaps or touches any existing shapes
overlap = False
for (sx, sy, ssize,_) in shapes:
distance = ((sx - x) ** 2 + (sy - y) ** 2) ** 0.5
if distance < (ssize + size)*1.5:
overlap = True
break
if not overlap:
shapes.append((x, y, size, shape_type))
# print(shapes)
# Draw the shapes
for (x, y, size, shape_type) in shapes:
random_shape(draw, shape_type, x, y, size)
# Save the image with the filename `i.png`
image_filename = f"first{file}.png"
image_path = os.path.join(output_dir, image_filename)
image.save(image_path)
indices = random.sample(range(0, max_obj), num_objects)
for i, (x, y, size, shape_type) in enumerate(shapes):
flag = False
if i in indices:
flag = True
random_shape2(draw, shape_type, x, y, size, flag)
image_filename2 = f"second{file}.png"
file += 1
image_path2 = os.path.join(output_dir, image_filename2)
image.save(image_path2)
# Store the number of objects in the data dictionary
gold_output = {
"id": image_filename2,
"circles" : num_circle,
"squares" : num_square,
"triangles" : num_triangle,
"vanished" : num_vanished
}
data.append(gold_output)
# Save the data to a JSON file
if append:
with open(os.path.join(os.getcwd() , "data.json"), "r") as f:
old_data = json.load(f)
old_data.extend(data)
with open(os.path.join(os.getcwd() , "data.json"), "w") as f:
json.dump(old_data, f, indent=2)
else:
with open(os.path.join(os.getcwd() , "data.json"), "w") as f:
json.dump(data, f, indent=2)
if __name__ == "__main__":
parser = argparse.ArgumentParser(description='Create an image of different shapes')
parser.add_argument(
'--num_images',
type=int,
help='Number of images to generate',
default=1
)
parser.add_argument(
'--num_sizes',
nargs='*',
type=int,
help='List of total number of objects',
default=[5]
)
parser.add_argument(
'--file',
type=int,
help='Starting file number',
default=1
)
args = parser.parse_args()
file = args.file
num_object_list = args.num_sizes
# print(num_object_list)
# Create images with the specified number of objects
create_images(args.num_images, num_object_list , file)