Download vanishing_objects/script.py from aggr8/Percept-V: direct link, hf CLI and curl.
- Browser
- Download file 6.05 kB
-
https://huggingface.co/datasets/aggr8/Percept-V/resolve/main/vanishing_objects/script.py
- Command line
-
hf download hf://datasets/aggr8/Percept-V/vanishing_objects/script.py
-
curl -L -o script.py https://huggingface.co/datasets/aggr8/Percept-V/resolve/main/vanishing_objects/script.py
6.05 kB
| 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) | |