Spaces:
Running
Running
feat: implement SVG Animation Generator with decomposition and animation capabilities
Browse files- main.py +414 -0
- requirements.txt +4 -0
main.py
ADDED
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| 1 |
+
import gradio as gr
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| 2 |
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import xml.etree.ElementTree as ET
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| 3 |
+
import re
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| 4 |
+
import anthropic
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import os
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from dotenv import load_dotenv
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from utils import svg_to_png_base64
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import pathlib
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load_dotenv(override=True)
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| 13 |
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class SVGAnimationGenerator:
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| 14 |
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def __init__(self):
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| 15 |
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self.semantic_groups = [
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| 16 |
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"Characters",
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| 17 |
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"Objects",
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| 18 |
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"Background",
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| 19 |
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"Text",
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| 20 |
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"Effects",
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| 21 |
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"Details",
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| 22 |
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]
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| 23 |
+
self.client = None
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| 24 |
+
self.predict_decompose_group_prompt = self._get_prompt(
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| 25 |
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"prompts/predict_decompose_group.txt"
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| 26 |
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)
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| 27 |
+
self.feedback_decompose_group_prompt = self._get_prompt(
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| 28 |
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"prompts/feedback_decompose_group.txt"
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| 29 |
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)
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| 30 |
+
self.generate_animation_prompt = self._get_prompt(
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| 31 |
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"prompts/generate_animation.txt"
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| 32 |
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)
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| 33 |
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if "ANTHROPIC_API_KEY" in os.environ:
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| 34 |
+
self.client = anthropic.Anthropic(api_key=os.environ["ANTHROPIC_API_KEY"])
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| 35 |
+
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| 36 |
+
def _get_prompt(self, prompt_file_path: str) -> str:
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| 37 |
+
try:
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| 38 |
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with open(prompt_file_path, "r", encoding="utf-8") as f:
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| 39 |
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return f.read()
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| 40 |
+
except FileNotFoundError:
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| 41 |
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return "Prompt file not found. Please check the path."
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| 42 |
+
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| 43 |
+
def parse_svg(self, svg_content: str) -> dict:
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| 44 |
+
try:
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| 45 |
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# Remove namespace definitions and simplify the <svg> tag
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| 46 |
+
svg_content = re.sub(r'xmlns[^=]*="[^"]*"', "", svg_content)
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| 47 |
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svg_content = re.sub(r"<svg[^>]*>", "<svg>", svg_content)
|
| 48 |
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return {"svg_content": svg_content}
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| 49 |
+
except Exception as e:
|
| 50 |
+
return {"error": f"SVG parsing error: {e}"}
|
| 51 |
+
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| 52 |
+
def predict_decompose_group(self, parsed_svg: dict, object_name: str) -> dict:
|
| 53 |
+
try:
|
| 54 |
+
svg_content = parsed_svg["svg_content"]
|
| 55 |
+
|
| 56 |
+
# Convert SVG to PNG for MLLM analysis
|
| 57 |
+
image_media_type, image_data = svg_to_png_base64(svg_content)
|
| 58 |
+
|
| 59 |
+
if not image_data:
|
| 60 |
+
return {"error": "Failed to convert SVG to PNG"}
|
| 61 |
+
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| 62 |
+
prompt = self.predict_decompose_group_prompt.format(
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| 63 |
+
object_name=object_name, svg_content=svg_content
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| 64 |
+
)
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| 65 |
+
response = self.client.messages.create(
|
| 66 |
+
model="claude-sonnet-4-20250514",
|
| 67 |
+
max_tokens=10000,
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| 68 |
+
messages=[
|
| 69 |
+
{
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| 70 |
+
"role": "user",
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| 71 |
+
"content": [
|
| 72 |
+
{
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| 73 |
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"type": "image",
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| 74 |
+
"source": {
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| 75 |
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"type": "base64",
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| 76 |
+
"media_type": image_media_type,
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| 77 |
+
"data": image_data,
|
| 78 |
+
},
|
| 79 |
+
},
|
| 80 |
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{"type": "text", "text": prompt},
|
| 81 |
+
],
|
| 82 |
+
}
|
| 83 |
+
],
|
| 84 |
+
)
|
| 85 |
+
response_text = response.content[0].text
|
| 86 |
+
decomposed_svg_match = re.search(
|
| 87 |
+
r"<decomposed_svg>(.*?)</decomposed_svg>", response_text, re.DOTALL
|
| 88 |
+
)
|
| 89 |
+
animation_suggenstions_match = re.search(
|
| 90 |
+
r"<animation_suggestions>(.*?)</animation_suggestions>",
|
| 91 |
+
response_text,
|
| 92 |
+
re.DOTALL,
|
| 93 |
+
)
|
| 94 |
+
print(
|
| 95 |
+
"[SVG Decompose] Decomposed SVG found", decomposed_svg_match is not None
|
| 96 |
+
)
|
| 97 |
+
if decomposed_svg_match and animation_suggenstions_match:
|
| 98 |
+
decomposed_svg_text = decomposed_svg_match.group(1).strip()
|
| 99 |
+
animation_suggestions = animation_suggenstions_match.group(1).strip()
|
| 100 |
+
print("[SVG Decompose] Animation suggestions found")
|
| 101 |
+
return {
|
| 102 |
+
"svg_content": decomposed_svg_text,
|
| 103 |
+
"animation_suggestions": animation_suggestions,
|
| 104 |
+
}
|
| 105 |
+
else:
|
| 106 |
+
return {
|
| 107 |
+
"error": "Decomposed SVG and Animation Suggestion not found in response."
|
| 108 |
+
}
|
| 109 |
+
except Exception as e:
|
| 110 |
+
return {"error": f"Error during MLLM prediction: {e}"}
|
| 111 |
+
|
| 112 |
+
def feedback_decompose_group(self, svg_content: str, feedback: str) -> dict:
|
| 113 |
+
try:
|
| 114 |
+
# Parse the SVG content first
|
| 115 |
+
parsed_svg = self.parse_svg(svg_content["svg_content"])
|
| 116 |
+
if "error" in parsed_svg:
|
| 117 |
+
return parsed_svg
|
| 118 |
+
|
| 119 |
+
prompt = self.feedback_decompose_group_prompt.format(
|
| 120 |
+
parsed_svg=parsed_svg, feedback=feedback
|
| 121 |
+
)
|
| 122 |
+
response = self.client.messages.create(
|
| 123 |
+
model="claude-sonnet-4-20250514",
|
| 124 |
+
max_tokens=10000,
|
| 125 |
+
messages=[
|
| 126 |
+
{
|
| 127 |
+
"role": "user",
|
| 128 |
+
"content": [
|
| 129 |
+
{"type": "text", "text": prompt},
|
| 130 |
+
],
|
| 131 |
+
}
|
| 132 |
+
],
|
| 133 |
+
)
|
| 134 |
+
response_text = response.content[0].text
|
| 135 |
+
decomposed_svg_match = re.search(
|
| 136 |
+
r"<decomposed_svg>(.*?)</decomposed_svg>", response_text, re.DOTALL
|
| 137 |
+
)
|
| 138 |
+
animation_suggenstions_match = re.search(
|
| 139 |
+
r"<animation_suggestions>(.*?)</animation_suggestions>",
|
| 140 |
+
response_text,
|
| 141 |
+
re.DOTALL,
|
| 142 |
+
)
|
| 143 |
+
print(
|
| 144 |
+
"[SVG Decompose] Decomposed SVG found", decomposed_svg_match is not None
|
| 145 |
+
)
|
| 146 |
+
if decomposed_svg_match and animation_suggenstions_match:
|
| 147 |
+
decomposed_svg_text = decomposed_svg_match.group(1).strip()
|
| 148 |
+
animation_suggestions = animation_suggenstions_match.group(1).strip()
|
| 149 |
+
print("[SVG Decompose] Animation suggestions found")
|
| 150 |
+
return {
|
| 151 |
+
"svg_content": decomposed_svg_text,
|
| 152 |
+
"animation_suggestions": animation_suggestions,
|
| 153 |
+
}
|
| 154 |
+
else:
|
| 155 |
+
return {
|
| 156 |
+
"error": "Decomposed SVG and Animation Suggestion not found in response."
|
| 157 |
+
}
|
| 158 |
+
except Exception as e:
|
| 159 |
+
return {"error": f"Error during MLLM feedback prediction: {e}"}
|
| 160 |
+
|
| 161 |
+
def generate_animation(self, proposed_animation: str, svg_content: str) -> str:
|
| 162 |
+
try:
|
| 163 |
+
prompt = self.predict_decompose_group_prompt.format(
|
| 164 |
+
svg_content=svg_content, proposed_animation=proposed_animation
|
| 165 |
+
)
|
| 166 |
+
if self.client:
|
| 167 |
+
response = self.client.messages.create(
|
| 168 |
+
model="claude-sonnet-4-20250514",
|
| 169 |
+
max_tokens=10000,
|
| 170 |
+
messages=[{"role": "user", "content": prompt}],
|
| 171 |
+
)
|
| 172 |
+
print("[ANIMATION] Response received.")
|
| 173 |
+
print(response.content[0].text)
|
| 174 |
+
return response.content[0].text
|
| 175 |
+
except Exception as e:
|
| 176 |
+
return f"<html><body><h3>Error generating animation: {e}</h3></body></html>"
|
| 177 |
+
|
| 178 |
+
|
| 179 |
+
generator = SVGAnimationGenerator()
|
| 180 |
+
|
| 181 |
+
|
| 182 |
+
def process_svg(svg_file):
|
| 183 |
+
if svg_file is None:
|
| 184 |
+
return "Please upload an SVG file"
|
| 185 |
+
try:
|
| 186 |
+
with open(svg_file, "r", encoding="utf-8") as f:
|
| 187 |
+
svg_content = f.read()
|
| 188 |
+
parsed_svg = generator.parse_svg(svg_content)
|
| 189 |
+
return parsed_svg.get("svg_content", "")
|
| 190 |
+
except FileNotFoundError:
|
| 191 |
+
return "File not found. Please upload a valid SVG file."
|
| 192 |
+
except ET.ParseError:
|
| 193 |
+
return "Invalid SVG file format. Please upload a valid SVG file."
|
| 194 |
+
except Exception as e:
|
| 195 |
+
return f"Error processing file: {e}"
|
| 196 |
+
|
| 197 |
+
|
| 198 |
+
def predict_decompose_group(svg_file, svg_text, object_name):
|
| 199 |
+
if not object_name.strip():
|
| 200 |
+
return "Please enter a valid object name for the SVG"
|
| 201 |
+
|
| 202 |
+
if svg_file is not None:
|
| 203 |
+
svg_content_inner = process_svg(svg_file)
|
| 204 |
+
else:
|
| 205 |
+
svg_content_inner = svg_text.strip()
|
| 206 |
+
|
| 207 |
+
if not svg_content_inner:
|
| 208 |
+
return "Please upload an SVG file or enter SVG markup", "", "", "", ""
|
| 209 |
+
|
| 210 |
+
parsed_svg = generator.parse_svg(svg_content_inner)
|
| 211 |
+
if "error" in parsed_svg:
|
| 212 |
+
return parsed_svg["error"], "", "", "", ""
|
| 213 |
+
|
| 214 |
+
decompose_result = generator.predict_decompose_group(parsed_svg, object_name)
|
| 215 |
+
if "error" in decompose_result:
|
| 216 |
+
return decompose_result["error"], "", "", "", ""
|
| 217 |
+
|
| 218 |
+
decomposed_svg = decompose_result["svg_content"]
|
| 219 |
+
animation_suggestions = decompose_result["animation_suggestions"]
|
| 220 |
+
|
| 221 |
+
# Create viewer HTML
|
| 222 |
+
decomposed_svg_viewer = f"""
|
| 223 |
+
<div style='padding: 20px; background: #fff; border: 1px solid #eee; border-radius: 8px; display: block;'>
|
| 224 |
+
<div style='display: block; align-items: center; margin-bottom: 10px;'>
|
| 225 |
+
</div>
|
| 226 |
+
<div id='animation-container' style='min-height: 300px; display: block; justify-content: center; align-items: center; background: #fafafa; border-radius: 4px; padding: 20px;'>
|
| 227 |
+
{decomposed_svg}
|
| 228 |
+
</div>
|
| 229 |
+
</div>
|
| 230 |
+
"""
|
| 231 |
+
|
| 232 |
+
return (
|
| 233 |
+
decomposed_svg, # For svg_content_hidden
|
| 234 |
+
decomposed_svg, # For decomposed_svg
|
| 235 |
+
animation_suggestions, # For animation_suggestion
|
| 236 |
+
decomposed_svg_viewer, # For decomposed_svg_viewer
|
| 237 |
+
)
|
| 238 |
+
|
| 239 |
+
|
| 240 |
+
def create_animation_preview(animation_desc: str, svg_content: str) -> str:
|
| 241 |
+
"""Create animation preview from description and SVG content."""
|
| 242 |
+
if not svg_content.strip():
|
| 243 |
+
return create_error_html("β οΈ Please process SVG first")
|
| 244 |
+
|
| 245 |
+
if not animation_desc.strip():
|
| 246 |
+
return create_error_html("β οΈ Please describe the animation you want")
|
| 247 |
+
|
| 248 |
+
try:
|
| 249 |
+
animation_html = generator.generate_animation(animation_desc, svg_content)
|
| 250 |
+
if not animation_html:
|
| 251 |
+
return create_error_html("β Failed to generate animation")
|
| 252 |
+
|
| 253 |
+
# Extract HTML content from Claude's response
|
| 254 |
+
html_match = re.search(
|
| 255 |
+
r"<html_output>(.*?)</html_output>", animation_html, re.DOTALL
|
| 256 |
+
)
|
| 257 |
+
if not html_match:
|
| 258 |
+
return create_error_html("β Invalid animation HTML format")
|
| 259 |
+
|
| 260 |
+
# Get the actual HTML content
|
| 261 |
+
html_content = html_match.group(1).strip()
|
| 262 |
+
|
| 263 |
+
# Save the HTML content to the output directory
|
| 264 |
+
output_dir = "output"
|
| 265 |
+
os.makedirs(output_dir, exist_ok=True)
|
| 266 |
+
html_path = os.path.join(output_dir, "animation_preview.html")
|
| 267 |
+
with open(html_path, "w", encoding="utf-8") as f:
|
| 268 |
+
f.write(html_content)
|
| 269 |
+
print(f"Animation preview saved to: {html_path}")
|
| 270 |
+
|
| 271 |
+
html_path = pathlib.Path("output/animation_preview.html").read_text(
|
| 272 |
+
encoding="utf-8"
|
| 273 |
+
)
|
| 274 |
+
|
| 275 |
+
# Wrap in a container with preview styling
|
| 276 |
+
return f"""
|
| 277 |
+
<div style='padding: 20px; background: #fff; border: 1px solid #eee; border-radius: 8px; display: block;'>
|
| 278 |
+
<div style='display: block; align-items: center; margin-bottom: 10px;'>
|
| 279 |
+
</div>
|
| 280 |
+
<div id='animation-container' style='min-height: 300px; display: block; justify-content: center; align-items: center; background: #fafafa; border-radius: 4px; padding: 20px;'>
|
| 281 |
+
<iframe srcdoc="{html_path.replace('"', '"')}"
|
| 282 |
+
width="100%" height="600px"
|
| 283 |
+
style="border:none; overflow:hidden;"
|
| 284 |
+
sandbox="allow-scripts allow-same-origin">
|
| 285 |
+
</iframe>
|
| 286 |
+
</div>
|
| 287 |
+
</div>
|
| 288 |
+
"""
|
| 289 |
+
except Exception as e:
|
| 290 |
+
return create_error_html(f"β Error creating animation: {str(e)}")
|
| 291 |
+
|
| 292 |
+
|
| 293 |
+
def create_error_html(message: str) -> str:
|
| 294 |
+
"""Create formatted error message HTML."""
|
| 295 |
+
return f"""
|
| 296 |
+
<div style='padding: 40px; text-align: center; color: #666; border: 2px dashed #ddd; border-radius: 10px;'>
|
| 297 |
+
<h3>{message}</h3>
|
| 298 |
+
</div>
|
| 299 |
+
"""
|
| 300 |
+
|
| 301 |
+
|
| 302 |
+
with gr.Blocks(title="SVG Animation Generator", theme=gr.themes.Soft()) as demo:
|
| 303 |
+
gr.Markdown("# π¨ SVG Decomposition & Animation Generator")
|
| 304 |
+
gr.Markdown(
|
| 305 |
+
"Intelligent SVG decomposition and animation generation powered by MLLM. This tool decomposes SVG structures and generates animations based on your descriptions."
|
| 306 |
+
)
|
| 307 |
+
with gr.Column():
|
| 308 |
+
with gr.Row(scale=2):
|
| 309 |
+
with gr.Column(scale=1):
|
| 310 |
+
gr.Markdown("## π€ Input SVG")
|
| 311 |
+
with gr.Row(scale=2):
|
| 312 |
+
svg_file = gr.File(label="Upload SVG File", file_types=[".svg"])
|
| 313 |
+
svg_text = gr.Textbox(
|
| 314 |
+
label="Or Paste SVG Code",
|
| 315 |
+
lines=8.4,
|
| 316 |
+
)
|
| 317 |
+
with gr.Row(scale=1):
|
| 318 |
+
with gr.Column(scale=1):
|
| 319 |
+
gr.Markdown("## π SVG Analysis")
|
| 320 |
+
object_name = gr.Textbox(
|
| 321 |
+
label="Name Your Object",
|
| 322 |
+
placeholder="Give a name to your SVG (e.g., 'dove', 'robot')",
|
| 323 |
+
value="object",
|
| 324 |
+
)
|
| 325 |
+
process_btn = gr.Button("π Decompose Structure", variant="primary")
|
| 326 |
+
groups_summary = gr.Textbox(
|
| 327 |
+
label="Decomposition Results",
|
| 328 |
+
placeholder="MLLM will analyze and decompose the SVG structure...",
|
| 329 |
+
lines=6,
|
| 330 |
+
interactive=False,
|
| 331 |
+
)
|
| 332 |
+
|
| 333 |
+
gr.Markdown("## π‘ Decomposed Elements")
|
| 334 |
+
groups_feedback = gr.Textbox(
|
| 335 |
+
label="Element Structure",
|
| 336 |
+
placeholder="If you have specific decomposition in mind, describe it here...",
|
| 337 |
+
lines=2,
|
| 338 |
+
)
|
| 339 |
+
groups_feedback_btn = gr.Button(
|
| 340 |
+
"π Get Decomposition Feedback", variant="primary"
|
| 341 |
+
)
|
| 342 |
+
|
| 343 |
+
gr.Markdown("## π― Animation Design")
|
| 344 |
+
animation_suggestion = gr.Textbox(
|
| 345 |
+
label="AI Suggestions",
|
| 346 |
+
placeholder="MLLM will suggest animations based on the decomposed structure...",
|
| 347 |
+
lines=4,
|
| 348 |
+
)
|
| 349 |
+
|
| 350 |
+
gr.Markdown("## β¨ Create Animation")
|
| 351 |
+
gr.Markdown("π¬ **What animation would you like to create?**")
|
| 352 |
+
describe_animation = gr.Textbox(
|
| 353 |
+
label="Animation Description",
|
| 354 |
+
placeholder="Describe your desired animation (e.g., 'gentle floating motion')",
|
| 355 |
+
lines=2,
|
| 356 |
+
)
|
| 357 |
+
animate_btn = gr.Button("π¬ Generate Animation", variant="primary")
|
| 358 |
+
|
| 359 |
+
with gr.Column(scale=2):
|
| 360 |
+
svg_content_hidden = gr.Textbox(visible=False)
|
| 361 |
+
gr.Markdown("## πΌοΈ Decomposed Structure")
|
| 362 |
+
decomposed_svg_viewer = gr.HTML(
|
| 363 |
+
label="Decomposed SVG",
|
| 364 |
+
value="""
|
| 365 |
+
<div style='padding: 40px; text-align: center; color: #666; border: 2px dashed #ddd; border-radius: 10px;'>
|
| 366 |
+
<div id='decomposed-svg-container' style='min-height: 150px; display: flex; justify-content: center; align-items: center; border-radius: 4px; padding: 10px;'>
|
| 367 |
+
<div style='color: #999; text-align: center;'>Decomposed SVG structure will appear here</div>
|
| 368 |
+
</div>
|
| 369 |
+
</div>
|
| 370 |
+
""",
|
| 371 |
+
)
|
| 372 |
+
gr.Markdown("## π Animation Preview")
|
| 373 |
+
animation_preview = gr.HTML(
|
| 374 |
+
label="Live Preview",
|
| 375 |
+
value="""
|
| 376 |
+
<div style='padding: 40px; text-align: center; color: #666; border: 2px dashed #ddd; border-radius: 10px;'>
|
| 377 |
+
AI-powered animation generation</p>
|
| 378 |
+
</div>
|
| 379 |
+
""",
|
| 380 |
+
)
|
| 381 |
+
|
| 382 |
+
process_btn.click(
|
| 383 |
+
fn=predict_decompose_group,
|
| 384 |
+
inputs=[svg_file, svg_text, object_name],
|
| 385 |
+
outputs=[
|
| 386 |
+
svg_content_hidden, # Store decomposed SVG for later use
|
| 387 |
+
groups_summary, # Show analysis results
|
| 388 |
+
animation_suggestion, # Show animation suggestions
|
| 389 |
+
decomposed_svg_viewer, # Show SVG preview
|
| 390 |
+
],
|
| 391 |
+
)
|
| 392 |
+
groups_feedback_btn.click(
|
| 393 |
+
fn=generator.feedback_decompose_group,
|
| 394 |
+
inputs=[
|
| 395 |
+
svg_content_hidden, # Pass the SVG content directly
|
| 396 |
+
groups_feedback, # Pass the feedback text
|
| 397 |
+
],
|
| 398 |
+
outputs=[
|
| 399 |
+
svg_content_hidden, # Update hidden SVG content
|
| 400 |
+
animation_suggestion, # Update animation suggestions
|
| 401 |
+
decomposed_svg_viewer, # Update SVG preview
|
| 402 |
+
],
|
| 403 |
+
)
|
| 404 |
+
animate_btn.click(
|
| 405 |
+
fn=create_animation_preview,
|
| 406 |
+
inputs=[
|
| 407 |
+
describe_animation,
|
| 408 |
+
svg_content_hidden,
|
| 409 |
+
],
|
| 410 |
+
outputs=[animation_preview],
|
| 411 |
+
)
|
| 412 |
+
|
| 413 |
+
if __name__ == "__main__":
|
| 414 |
+
demo.launch(share=True)
|
requirements.txt
ADDED
|
@@ -0,0 +1,4 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio>=4.26.0
|
| 2 |
+
pillow
|
| 3 |
+
cairosvg
|
| 4 |
+
anthropic
|