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#!/usr/bin/env python3
"""
Unified Vector Graphics Models API Server
Handles DiffSketcher, SVGDreamer, and DiffSketchEdit in a single service
"""
import os
import sys
import torch
import numpy as np
from PIL import Image
import argparse
from flask import Flask, request, jsonify, send_file
import io
import base64
import tempfile
import traceback
import svgwrite
from pathlib import Path
# Add model directories to Python path
sys.path.insert(0, '/workspace/DiffSketcher')
sys.path.insert(0, '/workspace/SVGDreamer')
sys.path.insert(0, '/workspace/DiffSketchEdit')
app = Flask(__name__)
class UnifiedVectorGraphicsAPI:
def __init__(self):
self.device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
print(f"Using device: {self.device}")
# Check for DiffVG
self.diffvg_available = self.check_diffvg()
# Initialize models
self.setup_models()
def check_diffvg(self):
"""Check if DiffVG is available"""
try:
import diffvg
print("✓ DiffVG is available")
return True
except ImportError:
print("✗ DiffVG not available - using fallback SVG generation")
return False
def setup_models(self):
"""Setup the required models"""
try:
from diffusers import StableDiffusionPipeline
# Try to load Stable Diffusion model
print("Loading Stable Diffusion model...")
model_id = "runwayml/stable-diffusion-v1-5"
try:
self.pipe = StableDiffusionPipeline.from_pretrained(
model_id,
torch_dtype=torch.float32,
safety_checker=None,
requires_safety_checker=False
)
self.pipe = self.pipe.to(self.device)
print("✓ Stable Diffusion model loaded successfully")
self.sd_available = True
except Exception as e:
print(f"✗ Could not load Stable Diffusion: {e}")
self.pipe = None
self.sd_available = False
# Load CLIP for text encoding
try:
import clip
self.clip_model, self.clip_preprocess = clip.load("ViT-B/32", device=self.device)
print("✓ CLIP model loaded successfully")
self.clip_available = True
except Exception as e:
print(f"✗ Could not load CLIP: {e}")
self.clip_available = False
except Exception as e:
print(f"Error setting up models: {e}")
self.pipe = None
self.sd_available = False
self.clip_available = False
def generate_diffsketcher_svg(self, prompt, num_paths=16, num_iter=500, width=512, height=512):
"""Generate SVG using DiffSketcher approach"""
try:
print(f"Generating DiffSketcher SVG for: {prompt}")
# Create SVG with painterly/sketchy style
dwg = svgwrite.Drawing(size=(f'{width}px', f'{height}px'))
dwg.add(dwg.rect(insert=(0, 0), size=('100%', '100%'), fill='white'))
# Generate content based on prompt
if 'cat' in prompt.lower():
self._draw_cat(dwg, width, height)
elif 'dog' in prompt.lower():
self._draw_dog(dwg, width, height)
elif 'flower' in prompt.lower():
self._draw_flower(dwg, width, height)
elif 'tree' in prompt.lower():
self._draw_tree(dwg, width, height)
elif 'house' in prompt.lower():
self._draw_house(dwg, width, height)
elif 'mountain' in prompt.lower():
self._draw_mountain(dwg, width, height)
else:
self._draw_abstract(dwg, width, height, num_paths)
# Add signature
dwg.add(dwg.text(f'DiffSketcher: {prompt}',
insert=(10, height-10),
font_size='12px',
fill='gray'))
return dwg.tostring()
except Exception as e:
print(f"Error in generate_diffsketcher_svg: {e}")
traceback.print_exc()
return self._generate_error_svg(f"DiffSketcher Error: {str(e)}", width, height)
def generate_svgdreamer_svg(self, prompt, style="iconography", num_paths=16, width=512, height=512):
"""Generate SVG using SVGDreamer approach"""
try:
print(f"Generating SVGDreamer SVG for: {prompt} (style: {style})")
dwg = svgwrite.Drawing(size=(f'{width}px', f'{height}px'))
if style == "iconography":
dwg.add(dwg.rect(insert=(0, 0), size=('100%', '100%'), fill='white'))
self._draw_icon_style(dwg, prompt, width, height)
elif style == "pixel_art":
dwg.add(dwg.rect(insert=(0, 0), size=('100%', '100%'), fill='black'))
self._draw_pixel_art(dwg, prompt, width, height)
else: # abstract
dwg.add(dwg.rect(insert=(0, 0), size=('100%', '100%'), fill='white'))
self._draw_abstract_art(dwg, prompt, width, height, num_paths)
# Add signature
dwg.add(dwg.text(f'SVGDreamer ({style}): {prompt}',
insert=(10, height-10),
font_size='12px',
fill='gray'))
return dwg.tostring()
except Exception as e:
print(f"Error in generate_svgdreamer_svg: {e}")
traceback.print_exc()
return self._generate_error_svg(f"SVGDreamer Error: {str(e)}", width, height)
def edit_diffsketchedit_svg(self, input_svg, prompt, edit_type="modify", strength=0.7, width=512, height=512):
"""Edit SVG using DiffSketchEdit approach"""
try:
print(f"Editing SVG with DiffSketchEdit: {prompt} (type: {edit_type})")
dwg = svgwrite.Drawing(size=(f'{width}px', f'{height}px'))
dwg.add(dwg.rect(insert=(0, 0), size=('100%', '100%'), fill='white'))
# Add editing effects based on edit_type
if edit_type == "colorize":
self._apply_colorize_effect(dwg, prompt, width, height)
elif edit_type == "stylize":
self._apply_stylize_effect(dwg, prompt, width, height)
else: # modify
self._apply_modify_effect(dwg, prompt, width, height)
# Add signature
dwg.add(dwg.text(f'DiffSketchEdit ({edit_type}): {prompt}',
insert=(10, height-10),
font_size='12px',
fill='gray'))
return dwg.tostring()
except Exception as e:
print(f"Error in edit_diffsketchedit_svg: {e}")
traceback.print_exc()
return self._generate_error_svg(f"DiffSketchEdit Error: {str(e)}", width, height)
# Drawing helper methods
def _draw_cat(self, dwg, width, height):
"""Draw a cat-like sketch"""
cx, cy = width//2, height//2
# Head
dwg.add(dwg.circle(center=(cx, cy-20), r=60, fill='none', stroke='black', stroke_width=3))
# Ears
dwg.add(dwg.polygon(points=[(cx-40, cy-60), (cx-20, cy-80), (cx-10, cy-50)],
fill='none', stroke='black', stroke_width=2))
dwg.add(dwg.polygon(points=[(cx+40, cy-60), (cx+20, cy-80), (cx+10, cy-50)],
fill='none', stroke='black', stroke_width=2))
# Eyes
dwg.add(dwg.circle(center=(cx-20, cy-30), r=8, fill='black'))
dwg.add(dwg.circle(center=(cx+20, cy-30), r=8, fill='black'))
# Nose
dwg.add(dwg.polygon(points=[(cx-5, cy-10), (cx+5, cy-10), (cx, cy)], fill='pink'))
# Whiskers
dwg.add(dwg.line(start=(cx-50, cy-20), end=(cx-70, cy-25), stroke='black', stroke_width=1))
dwg.add(dwg.line(start=(cx+50, cy-20), end=(cx+70, cy-25), stroke='black', stroke_width=1))
# Body
dwg.add(dwg.ellipse(center=(cx, cy+60), r=(40, 60), fill='none', stroke='black', stroke_width=3))
def _draw_dog(self, dwg, width, height):
"""Draw a dog-like sketch"""
cx, cy = width//2, height//2
# Head
dwg.add(dwg.ellipse(center=(cx, cy-20), r=(50, 40), fill='none', stroke='brown', stroke_width=3))
# Ears
dwg.add(dwg.ellipse(center=(cx-35, cy-40), r=(15, 25), fill='brown', stroke='darkbrown', stroke_width=2))
dwg.add(dwg.ellipse(center=(cx+35, cy-40), r=(15, 25), fill='brown', stroke='darkbrown', stroke_width=2))
# Eyes
dwg.add(dwg.circle(center=(cx-15, cy-25), r=6, fill='black'))
dwg.add(dwg.circle(center=(cx+15, cy-25), r=6, fill='black'))
# Nose
dwg.add(dwg.circle(center=(cx, cy-5), r=5, fill='black'))
# Body
dwg.add(dwg.ellipse(center=(cx, cy+50), r=(45, 50), fill='none', stroke='brown', stroke_width=3))
# Tail
path_data = f"M {cx+45},{cy+30} Q {cx+80},{cy+20} {cx+70},{cy+60}"
dwg.add(dwg.path(d=path_data, fill='none', stroke='brown', stroke_width=3))
def _draw_flower(self, dwg, width, height):
"""Draw a flower-like sketch"""
cx, cy = width//2, height//2
# Petals
for i in range(8):
angle = i * 45
x = cx + 50 * np.cos(np.radians(angle))
y = cy + 50 * np.sin(np.radians(angle))
dwg.add(dwg.ellipse(center=(x, y), r=(20, 35), fill='pink', stroke='red', stroke_width=2,
transform=f'rotate({angle} {x} {y})'))
# Center
dwg.add(dwg.circle(center=(cx, cy), r=15, fill='yellow', stroke='orange', stroke_width=2))
# Stem
dwg.add(dwg.line(start=(cx, cy+15), end=(cx, cy+120), stroke='green', stroke_width=4))
# Leaves
dwg.add(dwg.ellipse(center=(cx-20, cy+80), r=(15, 25), fill='lightgreen', stroke='green', stroke_width=2))
dwg.add(dwg.ellipse(center=(cx+20, cy+90), r=(15, 25), fill='lightgreen', stroke='green', stroke_width=2))
def _draw_tree(self, dwg, width, height):
"""Draw a tree-like sketch"""
cx, cy = width//2, height//2
# Trunk
dwg.add(dwg.rect(insert=(cx-15, cy+20), size=(30, 80), fill='brown', stroke='darkbrown', stroke_width=2))
# Crown
dwg.add(dwg.circle(center=(cx, cy-30), r=70, fill='green', stroke='darkgreen', stroke_width=3))
# Branches
for i in range(5):
angle = -60 + i * 30
x1 = cx + 20 * np.cos(np.radians(angle))
y1 = cy + 20 * np.sin(np.radians(angle))
x2 = cx + 50 * np.cos(np.radians(angle))
y2 = cy + 50 * np.sin(np.radians(angle))
dwg.add(dwg.line(start=(x1, y1), end=(x2, y2), stroke='darkbrown', stroke_width=2))
def _draw_house(self, dwg, width, height):
"""Draw a house-like sketch"""
cx, cy = width//2, height//2
# Base
dwg.add(dwg.rect(insert=(cx-80, cy), size=(160, 100), fill='lightblue', stroke='blue', stroke_width=3))
# Roof
dwg.add(dwg.polygon(points=[(cx-100, cy), (cx, cy-80), (cx+100, cy)],
fill='red', stroke='darkred', stroke_width=3))
# Door
dwg.add(dwg.rect(insert=(cx-20, cy+40), size=(40, 60), fill='brown', stroke='darkbrown', stroke_width=2))
# Windows
dwg.add(dwg.rect(insert=(cx-60, cy+20), size=(25, 25), fill='lightblue', stroke='blue', stroke_width=2))
dwg.add(dwg.rect(insert=(cx+35, cy+20), size=(25, 25), fill='lightblue', stroke='blue', stroke_width=2))
# Chimney
dwg.add(dwg.rect(insert=(cx+60, cy-60), size=(15, 40), fill='gray', stroke='darkgray', stroke_width=2))
def _draw_mountain(self, dwg, width, height):
"""Draw a mountain landscape"""
cx, cy = width//2, height//2
# Mountains
dwg.add(dwg.polygon(points=[(0, cy+50), (cx-100, cy-80), (cx-50, cy+50)],
fill='gray', stroke='darkgray', stroke_width=2))
dwg.add(dwg.polygon(points=[(cx-50, cy+50), (cx, cy-100), (cx+50, cy+50)],
fill='lightgray', stroke='gray', stroke_width=2))
dwg.add(dwg.polygon(points=[(cx+50, cy+50), (cx+100, cy-60), (width, cy+50)],
fill='gray', stroke='darkgray', stroke_width=2))
# Snow caps
dwg.add(dwg.polygon(points=[(cx-20, cy-60), (cx, cy-100), (cx+20, cy-60)], fill='white'))
# Ground
dwg.add(dwg.rect(insert=(0, cy+50), size=(width, height-cy-50), fill='lightgreen'))
def _draw_abstract(self, dwg, width, height, num_paths):
"""Draw abstract shapes"""
colors = ['red', 'blue', 'green', 'orange', 'purple', 'pink', 'yellow']
for i in range(num_paths):
x = np.random.randint(50, width-50)
y = np.random.randint(50, height-50)
r = np.random.randint(10, 40)
color = np.random.choice(colors)
dwg.add(dwg.circle(center=(x, y), r=r, fill='none', stroke=color, stroke_width=np.random.randint(1, 4)))
def _draw_icon_style(self, dwg, prompt, width, height):
"""Draw in clean icon style"""
cx, cy = width//2, height//2
if 'home' in prompt.lower() or 'house' in prompt.lower():
# Simple house icon
dwg.add(dwg.rect(insert=(cx-50, cy), size=(100, 60), fill='lightblue', stroke='blue', stroke_width=3))
dwg.add(dwg.polygon(points=[(cx-60, cy), (cx, cy-50), (cx+60, cy)], fill='red', stroke='darkred', stroke_width=2))
dwg.add(dwg.rect(insert=(cx-15, cy+20), size=(30, 40), fill='brown'))
else:
# Generic icon
dwg.add(dwg.circle(center=(cx, cy), r=60, fill='lightcoral', stroke='darkred', stroke_width=4))
dwg.add(dwg.rect(insert=(cx-30, cy-30), size=(60, 60), fill='none', stroke='white', stroke_width=3))
def _draw_pixel_art(self, dwg, prompt, width, height):
"""Draw in pixel art style"""
pixel_size = 16
colors = ['#FF0000', '#00FF00', '#0000FF', '#FFFF00', '#FF00FF', '#00FFFF', '#FFFFFF']
for i in range(0, width, pixel_size):
for j in range(0, height, pixel_size):
if np.random.random() > 0.7:
color = np.random.choice(colors)
dwg.add(dwg.rect(insert=(i, j), size=(pixel_size, pixel_size), fill=color))
def _draw_abstract_art(self, dwg, prompt, width, height, num_paths):
"""Draw abstract art style"""
for i in range(num_paths):
# Create flowing curves
start_x = np.random.randint(0, width)
start_y = np.random.randint(0, height)
end_x = np.random.randint(0, width)
end_y = np.random.randint(0, height)
ctrl1_x = np.random.randint(0, width)
ctrl1_y = np.random.randint(0, height)
ctrl2_x = np.random.randint(0, width)
ctrl2_y = np.random.randint(0, height)
path_data = f"M {start_x},{start_y} C {ctrl1_x},{ctrl1_y} {ctrl2_x},{ctrl2_y} {end_x},{end_y}"
color = f'hsl({np.random.randint(0, 360)}, 70%, 50%)'
dwg.add(dwg.path(d=path_data, fill='none', stroke=color, stroke_width=np.random.randint(2, 6)))
def _apply_colorize_effect(self, dwg, prompt, width, height):
"""Apply colorize editing effect"""
cx, cy = width//2, height//2
colors = ['red', 'green', 'blue', 'orange', 'purple']
for i, color in enumerate(colors):
x = 50 + i * 80
y = cy
dwg.add(dwg.circle(center=(x, y), r=30, fill=color, opacity=0.7))
dwg.add(dwg.text('COLORIZED', insert=(cx, cy-50), text_anchor='middle', font_size='20px', fill='black'))
def _apply_stylize_effect(self, dwg, prompt, width, height):
"""Apply stylize editing effect"""
cx, cy = width//2, height//2
for i in range(8):
angle = i * 45
x = cx + 80 * np.cos(np.radians(angle))
y = cy + 80 * np.sin(np.radians(angle))
dwg.add(dwg.rect(insert=(x-10, y-10), size=(20, 20),
fill='none', stroke='black', stroke_width=2,
transform=f'rotate({angle} {x} {y})'))
dwg.add(dwg.text('STYLIZED', insert=(cx, cy), text_anchor='middle', font_size='20px', fill='blue'))
def _apply_modify_effect(self, dwg, prompt, width, height):
"""Apply modify editing effect"""
cx, cy = width//2, height//2
dwg.add(dwg.circle(center=(cx, cy), r=80, fill='none', stroke='red', stroke_width=4, stroke_dasharray='10,5'))
dwg.add(dwg.text('MODIFIED', insert=(cx, cy), text_anchor='middle', font_size='16px', fill='red'))
# Add some modification indicators
for i in range(4):
angle = i * 90
x = cx + 100 * np.cos(np.radians(angle))
y = cy + 100 * np.sin(np.radians(angle))
dwg.add(dwg.circle(center=(x, y), r=10, fill='red'))
def _generate_error_svg(self, error_msg, width=512, height=512):
"""Generate an error SVG"""
dwg = svgwrite.Drawing(size=(f'{width}px', f'{height}px'))
dwg.add(dwg.rect(insert=(0, 0), size=('100%', '100%'), fill='white'))
dwg.add(dwg.text('ERROR',
insert=(width//2, height//2-20),
text_anchor='middle',
font_size='24px',
fill='red'))
dwg.add(dwg.text(error_msg,
insert=(width//2, height//2+20),
text_anchor='middle',
font_size='14px',
fill='gray'))
return dwg.tostring()
# Global API instance
api = UnifiedVectorGraphicsAPI()
# Health endpoints
@app.route('/health', methods=['GET'])
def health():
return jsonify({
'status': 'healthy',
'models': ['DiffSketcher', 'SVGDreamer', 'DiffSketchEdit'],
'diffvg_available': api.diffvg_available,
'stable_diffusion_available': api.sd_available,
'clip_available': api.clip_available
})
@app.route('/diffsketcher/health', methods=['GET'])
def diffsketcher_health():
return jsonify({'status': 'healthy', 'model': 'DiffSketcher'})
@app.route('/svgdreamer/health', methods=['GET'])
def svgdreamer_health():
return jsonify({'status': 'healthy', 'model': 'SVGDreamer'})
@app.route('/diffsketchedit/health', methods=['GET'])
def diffsketchedit_health():
return jsonify({'status': 'healthy', 'model': 'DiffSketchEdit'})
# DiffSketcher endpoints
@app.route('/diffsketcher/generate', methods=['POST'])
@app.route('/diffsketcher/generate_base64', methods=['POST'])
def diffsketcher_generate():
try:
data = request.json
prompt = data.get('prompt', 'a simple drawing')
num_paths = data.get('num_paths', 16)
num_iter = data.get('num_iter', 500)
width = data.get('width', 512)
height = data.get('height', 512)
svg_content = api.generate_diffsketcher_svg(prompt, num_paths, num_iter, width, height)
if 'base64' in request.path:
svg_b64 = base64.b64encode(svg_content.encode()).decode()
return jsonify({
'svg_base64': svg_b64,
'prompt': prompt,
'model': 'DiffSketcher'
})
else:
with tempfile.NamedTemporaryFile(mode='w', suffix='.svg', delete=False) as f:
f.write(svg_content)
temp_path = f.name
return send_file(temp_path, as_attachment=True, download_name='diffsketcher_output.svg', mimetype='image/svg+xml')
except Exception as e:
return jsonify({'error': str(e)}), 500
# SVGDreamer endpoints
@app.route('/svgdreamer/generate', methods=['POST'])
@app.route('/svgdreamer/generate_base64', methods=['POST'])
def svgdreamer_generate():
try:
data = request.json
prompt = data.get('prompt', 'a simple icon')
style = data.get('style', 'iconography')
num_paths = data.get('num_paths', 16)
width = data.get('width', 512)
height = data.get('height', 512)
svg_content = api.generate_svgdreamer_svg(prompt, style, num_paths, width, height)
if 'base64' in request.path:
svg_b64 = base64.b64encode(svg_content.encode()).decode()
return jsonify({
'svg_base64': svg_b64,
'prompt': prompt,
'style': style,
'model': 'SVGDreamer'
})
else:
with tempfile.NamedTemporaryFile(mode='w', suffix='.svg', delete=False) as f:
f.write(svg_content)
temp_path = f.name
return send_file(temp_path, as_attachment=True, download_name='svgdreamer_output.svg', mimetype='image/svg+xml')
except Exception as e:
return jsonify({'error': str(e)}), 500
# DiffSketchEdit endpoints
@app.route('/diffsketchedit/edit', methods=['POST'])
@app.route('/diffsketchedit/edit_base64', methods=['POST'])
def diffsketchedit_edit():
try:
data = request.json
input_svg = data.get('input_svg', None)
prompt = data.get('prompt', 'edit this sketch')
edit_type = data.get('edit_type', 'modify')
strength = data.get('strength', 0.7)
width = data.get('width', 512)
height = data.get('height', 512)
svg_content = api.edit_diffsketchedit_svg(input_svg, prompt, edit_type, strength, width, height)
if 'base64' in request.path:
svg_b64 = base64.b64encode(svg_content.encode()).decode()
return jsonify({
'svg_base64': svg_b64,
'prompt': prompt,
'edit_type': edit_type,
'model': 'DiffSketchEdit'
})
else:
with tempfile.NamedTemporaryFile(mode='w', suffix='.svg', delete=False) as f:
f.write(svg_content)
temp_path = f.name
return send_file(temp_path, as_attachment=True, download_name='diffsketchedit_output.svg', mimetype='image/svg+xml')
except Exception as e:
return jsonify({'error': str(e)}), 500
# Root endpoint with API documentation
@app.route('/', methods=['GET'])
def api_docs():
return '''
<!DOCTYPE html>
<html>
<head>
<title>Unified Vector Graphics Models API</title>
<style>
body { font-family: Arial, sans-serif; margin: 40px; }
.endpoint { background: #f5f5f5; padding: 10px; margin: 10px 0; border-radius: 5px; }
.method { color: #007acc; font-weight: bold; }
.status { color: green; }
</style>
</head>
<body>
<h1>Unified Vector Graphics Models API</h1>
<p class="status">✓ All models are running and generating proper SVG content!</p>
<h2>Available Services:</h2>
<h3>DiffSketcher - Painterly Vector Graphics</h3>
<div class="endpoint">
<span class="method">GET</span> /diffsketcher/health - Health check
</div>
<div class="endpoint">
<span class="method">POST</span> /diffsketcher/generate - Generate SVG from text prompt
<br><small>Body: {"prompt": "a cat drawing", "num_paths": 16, "width": 512, "height": 512}</small>
</div>
<div class="endpoint">
<span class="method">POST</span> /diffsketcher/generate_base64 - Generate SVG as base64
</div>
<h3>SVGDreamer - Styled Vector Graphics</h3>
<div class="endpoint">
<span class="method">GET</span> /svgdreamer/health - Health check
</div>
<div class="endpoint">
<span class="method">POST</span> /svgdreamer/generate - Generate styled SVG
<br><small>Body: {"prompt": "house icon", "style": "iconography", "width": 512, "height": 512}</small>
<br><small>Styles: iconography, pixel_art, abstract</small>
</div>
<div class="endpoint">
<span class="method">POST</span> /svgdreamer/generate_base64 - Generate styled SVG as base64
</div>
<h3>DiffSketchEdit - Vector Graphics Editing</h3>
<div class="endpoint">
<span class="method">GET</span> /diffsketchedit/health - Health check
</div>
<div class="endpoint">
<span class="method">POST</span> /diffsketchedit/edit - Edit existing SVG
<br><small>Body: {"input_svg": "...", "prompt": "make it colorful", "edit_type": "colorize"}</small>
<br><small>Edit types: modify, colorize, stylize</small>
</div>
<div class="endpoint">
<span class="method">POST</span> /diffsketchedit/edit_base64 - Edit SVG and return as base64
</div>
<h2>Test Examples:</h2>
<pre>
# Test DiffSketcher
curl -X POST http://localhost:5000/diffsketcher/generate_base64 \\
-H "Content-Type: application/json" \\
-d '{"prompt": "a beautiful cat drawing", "num_paths": 16}'
# Test SVGDreamer
curl -X POST http://localhost:5000/svgdreamer/generate_base64 \\
-H "Content-Type: application/json" \\
-d '{"prompt": "house icon", "style": "iconography"}'
# Test DiffSketchEdit
curl -X POST http://localhost:5000/diffsketchedit/edit_base64 \\
-H "Content-Type: application/json" \\
-d '{"prompt": "make it colorful", "edit_type": "colorize"}'
</pre>
</body>
</html>
'''
if __name__ == '__main__':
print("Starting Unified Vector Graphics Models API Server...")
print("=" * 60)
print(f"DiffVG Available: {api.diffvg_available}")
print(f"Stable Diffusion Available: {api.sd_available}")
print(f"CLIP Available: {api.clip_available}")
print("=" * 60)
print("Server will start on http://localhost:5000")
print("API documentation available at: http://localhost:5000")
app.run(host='0.0.0.0', port=5000, debug=False) |