Spaces:
Running
Running
from utils import encode_image, Doubao, Qwen_2_5_VL | |
from PIL import Image | |
import bs4 | |
from threading import Thread | |
import time | |
import argparse | |
import json | |
import os | |
# This dictionary holds the user's instructions for the current run. | |
user_instruction = {"sidebar": "", "header": "", "navigation": "", "main content": ""} | |
def get_args(): | |
parser = argparse.ArgumentParser(description="Generates an HTML layout from bounding box data.") | |
parser.add_argument('--run_id', type=str, required=True, help='A unique identifier for the processing run.') | |
parser.add_argument('--instructions', type=str, help='A JSON string of instructions for different components.') | |
return parser.parse_args() | |
def get_prompt_dict(instructions): | |
"""Dynamically creates the prompt dictionary with the user's instructions.""" | |
# return { | |
# "sidebar": f"""This is a screenshot of a container. Please fill in a complete HTML and tail-wind CSS code to accurately reproduce the given container. Please note that the layout, icon style, size, and text information of all blocks need to be basically consistent with the original screenshot based on the user's additional conditions. User instruction: {instructions["sidebar"]}. The following is the code for filling in: | |
# <div> | |
# your code here | |
# </div>, | |
# only return the code within the <div> and </div> tags""", | |
# "header": f"""This is a screenshot of a container. Please fill in a complete HTML and tail-wind CSS code to accurately reproduce the given container. Please note that the relative position, layout, text information, and color of all blocks in the boundary box need to be basically consistent with the original screenshot based on the user's additional conditions. User instruction: {instructions["header"]}. The following is the code for filling in: | |
# <div> | |
# your code here | |
# </div>, | |
# only return the code within the <div> and </div> tags""", | |
# "navigation": f"""This is a screenshot of a container. Please fill in a complete HTML and tail-wind CSS code to accurately reproduce the given container. Please note that the relative position, layout, text information, and color of all blocks in the boundary box need to be basically consistent with the original screenshot based on the user's additional conditions. Please use the same icons as in the original screenshot. User instruction: {instructions["navigation"]}. The following is the code for filling in: | |
# <div> | |
# your code here | |
# </div>, | |
# only return the code within the <div> and </div> tags""", | |
# "main content": f"""This is a screenshot of a container. Please fill in a complete HTML and tail-wind CSS code to accurately reproduce the given container. Please note that all images displayed in the screenshot must be replaced with pure gray-400 image blocks of the same size as the corresponding images in the original screenshot, and the text information in the images does not need to be recognized. The relative position, layout, text information, and color of all blocks in the boundary box need to be basically consistent with the original screenshot based on the user's additional conditions. User instruction: {instructions["main content"]}. The following is the code for filling in: | |
# <div> | |
# your code here | |
# </div>, | |
# only return the code within the <div> and </div> tags""", | |
# } | |
return { | |
"sidebar": f"""这是一个container的截图。这是用户给的额外要求:{instructions["sidebar"]}请填写一段完整的HTML和tail-wind CSS代码以准确再现给定的容器。请注意所有组块的排版、图标样式、大小、文字信息需要在用户额外条件的基础上与原始截图基本保持一致。请保持图标一致,如果是大块图像,请使用"placeholder.png"替换,注意代码中的大小和位置信息。以下是供填写的代码: | |
<div> | |
your code here | |
</div> | |
只需返回<div>和</div>标签内的代码""", | |
"header": f"""这是一个container的截图。这是用户给的额外要求:{instructions["header"]}请填写一段完整的HTML和tail-wind CSS代码以准确再现给定的容器。请注意所有组块在boundary box中的相对位置、排版、文字信息、颜色需要在用户额外条件的基础上与原始截图基本保持一致。以下是供填写的代码: | |
<div> | |
your code here | |
</div> | |
只需返回<div>和</div>标签内的代码""", | |
"navigation": f"""这是一个container的截图。这是用户给的额外要求:{instructions["navigation"]}请填写一段完整的HTML和tail-wind CSS代码以准确再现给定的容器。请注意所有组块的在boundary box中的相对位置、文字排版、颜色需要在用户额外条件的基础上与原始截图基本保持一致。图像请你直接使用原始截图中一致的图标。以下是供填写的代码: | |
<div> | |
your code here | |
</div> | |
只需返回<div>和</div>标签内的代码""", | |
"main content": f"""这是一个container的截图。这是用户给的额外要求:{instructions["main content"]}请填写一段完整的HTML和tail-wind CSS代码以准确再现给定的容器。截图中显示的图像务必使用"placeholder.png"替换,注意代码中其大小和位置信息,不需要识别其中的文字信息。请注意所有组块在boundary box中的相对位置、排版、文字信息、颜色需要在用户额外条件的基础上与原始截图基本保持一致。以下是供填写的代码: | |
<div> | |
your code here | |
</div> | |
只需返回<div>和</div>标签内的代码""" | |
} | |
def generate_code(bbox_tree, img_path, bot, instructions): | |
"""Generates code for each leaf node in the bounding box tree.""" | |
img = Image.open(img_path) | |
code_dict = {} | |
prompt_dict = get_prompt_dict(instructions) | |
def _generate_code(node): | |
if not node.get("children"): # It's a leaf node | |
bbox = node["bbox"] | |
cropped_img = img.crop(bbox) | |
node_type = node.get("type") | |
if node_type and node_type in prompt_dict: | |
prompt = prompt_dict[node_type] | |
try: | |
code = bot.ask(prompt, encode_image(cropped_img)) | |
code_dict[node["id"]] = code | |
except Exception as e: | |
print(f"Error generating code for {node_type}: {e}") | |
else: | |
print(f"Node type '{node_type}' not found or invalid.") | |
else: | |
for child in node["children"]: | |
_generate_code(child) | |
_generate_code(bbox_tree) | |
return code_dict | |
def generate_html(bbox_tree, output_file): | |
"""Generates an HTML file with nested containers based on the bounding box tree.""" | |
html_template_start = """ | |
<!DOCTYPE html> | |
<html lang="en"> | |
<head> | |
<meta charset="UTF-8"> | |
<title>Bounding Boxes Layout</title> | |
<style> | |
body, html { | |
margin: 0; | |
padding: 0; | |
width: 100%; | |
height: 100%; | |
} | |
.container { | |
position: relative; | |
width: 100%; | |
height: 100%; | |
box-sizing: border-box; | |
} | |
.box { | |
position: absolute; | |
box-sizing: border-box; | |
overflow: hidden; | |
} | |
.box > .container { | |
display: grid; | |
width: 100%; | |
height: 100%; | |
} | |
</style> | |
<link href="https://cdn.jsdelivr.net/npm/[email protected]/dist/tailwind.min.css" rel="stylesheet"> | |
</head> | |
<body> | |
<div class="container"> | |
""" | |
html_template_end = """ | |
</div> | |
</body> | |
</html> | |
""" | |
def process_bbox(node, parent_width, parent_height, parent_left, parent_top): | |
bbox = node['bbox'] | |
children = node.get('children', []) | |
node_id = node['id'] | |
left = (bbox[0] - parent_left) / parent_width * 100 | |
top = (bbox[1] - parent_top) / parent_height * 100 | |
width = (bbox[2] - bbox[0]) / parent_width * 100 | |
height = (bbox[3] - bbox[1]) / parent_height * 100 | |
html = f'<div id="{node_id}" class="box" style="left: {left}%; top: {top}%; width: {width}%; height: {height}%;">' | |
if children: | |
html += '<div class="container">' | |
current_width = bbox[2] - bbox[0] | |
current_height = bbox[3] - bbox[1] | |
for child in children: | |
html += process_bbox(child, current_width, current_height, bbox[0], bbox[1]) | |
html += '</div>' | |
html += '</div>' | |
return html | |
root_bbox = bbox_tree['bbox'] | |
root_children = bbox_tree.get('children', []) | |
root_width = root_bbox[2] - root_bbox[0] | |
root_height = root_bbox[3] - root_bbox[1] | |
html_content = html_template_start | |
for child in root_children: | |
html_content += process_bbox(child, root_width, root_height, root_bbox[0], root_bbox[1]) | |
html_content += html_template_end | |
with open(output_file, 'w') as f: | |
f.write(bs4.BeautifulSoup(html_content, 'html.parser').prettify()) | |
def generate_code_parallel(bbox_tree, img_path, bot, instructions): | |
"""generate code for all the leaf nodes in the bounding box tree, return a dictionary: {'id': 'code'}""" | |
code_dict = {} | |
t_list = [] | |
prompt_dict = get_prompt_dict(instructions) | |
def _generate_code_with_retry(node, max_retries=3, retry_delay=2): | |
"""Generate code with retry mechanism for rate limit errors""" | |
try: | |
# Create a new image instance for each thread | |
with Image.open(img_path) as img: | |
bbox = node["bbox"] | |
cropped_img = img.crop(bbox) | |
# Select prompt based on node type | |
if "type" in node: | |
if node["type"] in prompt_dict: | |
prompt = prompt_dict[node["type"]] | |
else: | |
print(f"Unknown component type: {node['type']}") | |
code_dict[node["id"]] = f"<!-- Unknown component type: {node['type']} -->" | |
return | |
else: | |
print("Node type not found") | |
code_dict[node["id"]] = f"<!-- Node type not found -->" | |
return | |
for attempt in range(max_retries): | |
try: | |
code = bot.ask(prompt, encode_image(cropped_img)) | |
code_dict[node["id"]] = code | |
return | |
except Exception as e: | |
if "rate_limit" in str(e).lower() and attempt < max_retries - 1: | |
print(f"Rate limit hit, retrying in {retry_delay} seconds... (Attempt {attempt + 1}/{max_retries})") | |
time.sleep(retry_delay) | |
retry_delay *= 2 # Exponential backoff | |
else: | |
print(f"Error generating code for node {node['id']}: {str(e)}") | |
code_dict[node["id"]] = f"<!-- Error: {str(e)} -->" | |
return | |
except Exception as e: | |
print(f"Error processing image for node {node['id']}: {str(e)}") | |
code_dict[node["id"]] = f"<!-- Error: {str(e)} -->" | |
def _generate_code(node): | |
if not node.get("children"): | |
t = Thread(target=_generate_code_with_retry, args=(node,)) | |
t.start() | |
t_list.append(t) | |
else: | |
for child in node["children"]: | |
_generate_code(child) | |
_generate_code(bbox_tree) | |
# Wait for all threads to complete | |
for t in t_list: | |
t.join() | |
return code_dict | |
def code_substitution(html_file, code_dict): | |
"""Substitutes the generated code into the HTML file.""" | |
with open(html_file, "r") as f: | |
soup = bs4.BeautifulSoup(f.read(), 'html.parser') | |
for node_id, code in code_dict.items(): | |
div = soup.find(id=node_id) | |
if div: | |
div.append(bs4.BeautifulSoup(code.replace("```html", "").replace("```", ""), 'html.parser')) | |
with open(html_file, "w") as f: | |
f.write(soup.prettify()) | |
def main(): | |
args = get_args() | |
if args.instructions: | |
try: | |
user_instruction.update(json.loads(args.instructions)) | |
except json.JSONDecodeError: | |
print("Error: Could not decode instructions JSON.") | |
# --- Dynamic Path Construction --- | |
base_dir = os.path.dirname(os.path.abspath(__file__)) | |
tmp_dir = os.path.join(base_dir, 'data', 'tmp', args.run_id) | |
output_dir = os.path.join(base_dir, 'data', 'output', args.run_id) | |
os.makedirs(output_dir, exist_ok=True) | |
input_json_path = os.path.join(tmp_dir, f"{args.run_id}_bboxes.json") | |
img_path = os.path.join(tmp_dir, f"{args.run_id}.png") | |
output_html_path = os.path.join(output_dir, f"{args.run_id}_layout.html") | |
if not os.path.exists(input_json_path) or not os.path.exists(img_path): | |
print("Error: Input bbox JSON or image file not found.") | |
exit(1) | |
print(f"--- Starting HTML Generation for run_id: {args.run_id} ---") | |
with open(input_json_path, 'r') as f: | |
boxes_data = json.load(f) | |
with Image.open(img_path) as img: | |
width, height = img.size | |
root = {"bbox": [0, 0, width, height], "children": [], "id": 0} | |
# Convert normalized bboxes to pixel coordinates | |
for name, norm_bbox in boxes_data.items(): | |
x1 = int(norm_bbox[0] * width / 1000) | |
y1 = int(norm_bbox[1] * height / 1000) | |
x2 = int(norm_bbox[2] * width / 1000) | |
y2 = int(norm_bbox[3] * height / 1000) | |
root["children"].append({"bbox": [x1, y1, x2, y2], "type": name, "children": []}) | |
# Assign unique IDs to all nodes for code substitution | |
next_id = 1 | |
for child in root["children"]: | |
child["id"] = next_id | |
next_id += 1 | |
generate_html(root, output_html_path) | |
api_path = os.path.join(base_dir, "doubao_api.txt") | |
if not os.path.exists(api_path): | |
print(f"Error: API key not found at {api_path}") | |
exit(1) | |
bot = Doubao(api_path, model="doubao-1.5-thinking-vision-pro-250428") | |
code_dict = generate_code_parallel(root, img_path, bot, user_instruction) | |
code_substitution(output_html_path, code_dict) | |
print(f"HTML layout with generated content saved to {os.path.basename(output_html_path)}") | |
print(f"--- HTML Generation Complete for run_id: {args.run_id} ---") | |
if __name__ == "__main__": | |
main() |