generart / app.py
Equityone's picture
Update app.py
eebd35e verified
import gradio as gr
import os
from PIL import Image
import requests
import io
import gc
import json
from typing import Tuple, Optional, Dict, Any
import logging
from dotenv import load_dotenv
# Configuration du logging
logging.basicConfig(level=logging.DEBUG, format='%(asctime)s - %(levelname)s - %(message)s')
logger = logging.getLogger(__name__)
# Chargement des variables d'environnement
load_dotenv()
# Styles artistiques étendus
ART_STYLES = {
"Art Moderne": {
"prompt_prefix": "modern art style poster, professional design",
"negative_prompt": "traditional, photorealistic, cluttered, busy design"
},
"Neo Vintage": {
"prompt_prefix": "vintage style advertising poster, retro design",
"negative_prompt": "modern, digital, contemporary style"
},
"Pop Art": {
"prompt_prefix": "pop art style poster, bold design",
"negative_prompt": "subtle, realistic, traditional art"
},
"Minimaliste": {
"prompt_prefix": "minimalist design poster, clean composition",
"negative_prompt": "complex, detailed, ornate, busy"
},
"Cyberpunk": {
"prompt_prefix": "cyberpunk style poster, neon lights, futuristic design",
"negative_prompt": "vintage, natural, rustic, traditional"
},
"Aquarelle": {
"prompt_prefix": "watercolor art style poster, fluid artistic design",
"negative_prompt": "digital, sharp, photorealistic"
},
"Art Déco": {
"prompt_prefix": "art deco style poster, geometric patterns, luxury design",
"negative_prompt": "modern, minimalist, casual"
},
"Japonais": {
"prompt_prefix": "japanese art style poster, ukiyo-e inspired design",
"negative_prompt": "western, modern, photographic"
},
"Ultra Réaliste": {
"prompt_prefix": "hyper-realistic poster, photographic quality, extremely detailed",
"negative_prompt": "cartoon, illustration, stylized, abstract"
},
"Bande Dessinée": {
"prompt_prefix": "comic book style poster, vibrant colors, bold outlines",
"negative_prompt": "realistic, photographic, subtle, muted colors"
},
# New styles added here
"Noir et Blanc": {
"prompt_prefix": "black and white style poster, monochromatic design",
"negative_prompt": "colorful, vibrant designs"
},
}
# Paramètres de composition étendus
COMPOSITION_PARAMS = {
# Layouts remain unchanged
"Layouts": {
"Centré": "centered composition, balanced layout",
"Asymétrique": "dynamic asymmetrical composition",
"Grille": "grid-based layout, structured composition",
"Diagonal": "diagonal dynamic composition",
"Minimaliste": "minimal composition, lots of whitespace",
"Radial": "radial composition, circular arrangement",
"En Z": "Z-shaped composition, guiding viewer's eye",
"Règle des tiers": "rule of thirds composition",
"Symétrie": "symmetrical composition, mirror-like balance",
"Cadre dans le cadre": "frame within a frame composition"
},
# New ambiance added here including Nocturne
"Ambiances": {
"Dramatique": "dramatic lighting, high contrast",
"Doux": "soft lighting, gentle atmosphere",
"Vibrant": "vibrant colors, energetic mood",
"Mystérieux": "mysterious atmosphere with moody lighting",
"Serein": "peaceful atmosphere with calm mood",
"Rétro": "retro atmosphere with nostalgic mood",
"Futuriste": "futuristic atmosphere with high-tech mood",
"Onirique": "dreamy atmosphere with surreal mood",
"Industriel": "industrial atmosphere with raw and urban mood",
"Naturel": "natural atmosphere with organic and earthy mood",
# Correctly added Nocturne ambiance here without syntax error
'Nocturne': 'nocturnal atmosphere with dark and moody lighting'
},
# Palette remains unchanged
'Palette': {
'Monochrome': 'monochromatic color scheme',
'Contrasté': 'high contrast color palette',
'Pastel': 'soft pastel color palette',
'Terre': 'earthy color palette',
'Néon': 'neon color palette',
'Complémentaire': 'complementary color scheme',
'Analogique': 'analogous color scheme',
'Triadique': 'triadic color scheme',
'Tétradique': 'tetradic color scheme',
'Tons rompus': 'muted tones color palette'
}
}
class ImageGenerator:
def __init__(self):
self.API_URL = 'https://api-inference.huggingface.co/models/stabilityai/stable-diffusion-xl-base-1.0'
token = os.getenv('HUGGINGFACE_TOKEN')
if not token:
logger.error("HUGGINGFACE_TOKEN non trouvé!")
self.headers = {"Authorization": f"Bearer {token}"}
logger.info("ImageGenerator initialisé")
def _build_prompt(self, params: Dict[str, Any]) -> str:
style_info = ART_STYLES.get(params["style"], ART_STYLES["Neo Vintage"])
prompt = f"{style_info['prompt_prefix']}, {params['subject']}"
if params.get("layout"):
prompt += f", {COMPOSITION_PARAMS['Layouts'][params['layout']]}"
if params.get("ambiance"):
prompt += f", {COMPOSITION_PARAMS['Ambiances'][params['ambiance']]}"
if params.get("palette"):
prompt += f", {COMPOSITION_PARAMS['Palette'][params['palette']]}"
for param, description in [
("detail_level", "highly detailed" if params.get("detail_level", 0) > 7 else "moderately detailed"),
("contrast", "high contrast" if params.get("contrast", 0) > 7 else "balanced contrast"),
("saturation", "vibrant colors" if params.get("saturation", 0) > 7 else "subtle colors")
]:
if params.get(param):
prompt += f", {description}"
if params.get("title"):
prompt += f", with text saying '{params['title']}'"
logger.debug(f"Prompt final: {prompt}")
return prompt
def generate(self, params: Dict[str, Any]) -> Tuple[Optional[Image.Image], str]:
try:
logger.info(f"Démarrage de génération avec paramètres: {json.dumps(params)}")
if 'Bearer None' in self.headers['Authorization']:
return None,"⚠️ Erreur: Token Hugging Face non configuré"
prompt = self._build_prompt(params)
payload = {
'inputs': prompt,
'parameters': {
'negative_prompt': ART_STYLES[params["style"]]["negative_prompt"],
'num_inference_steps': min(int(35 * (params["quality"] / 100)), 40),
'guidance_scale': min(7.5 * (params["creativity"] / 10), 10.0),
'width': 768,
'height': 768 if params["orientation"] == 'Portrait' else 512,
}
}
logger.debug(f'Payload: {json.dumps(payload)}')
response = requests.post(self.API_URL,
headers=self.headers,
json=payload,
timeout=30)
if response.status_code == 200:
image = Image.open(io.BytesIO(response.content))
return image,"✨ Création réussie!"
else:
error_msg = f'⚠️ Erreur API {response.status_code}: {response.text}'
logger.error(error_msg)
return None,error_msg
except Exception as e:
error_msg = f'⚠️ Erreur: {str(e)}'
logger.exception("Erreur pendant la génération:")
return None,error_msg
finally:
gc.collect()
def create_interface():
logger.info("Création de l'interface Gradio")
css = """
.container { max-width: 1200px; margin: auto; }
.welcome { text-align: center; margin: 20px 0; padding: 20px; background: #3498db; border-radius: 10px; color: white; }
.controls-group { background: #ecf0f1; padding: 15px; border-radius: 5px; margin: 10px 0; color: #2c3e50; }
.advanced-controls { background: #bdc3c7; padding: 12px; border-radius: 5px; margin: 8px 0; }
.gradio-slider input[type="range"] { accent-color: #3498db; }
.gradio-button { transition: all 0.3s ease; }
.gradio-button:hover { transform: translateY(-2px); box-shadow: 0 4px 6px rgba(52 ,152 ,219 ,0.11),0 1px 3px rgba(0 ,0 ,0 ,0.08); }
"""
generator = ImageGenerator()
with gr.Blocks(css=css) as app:
gr.HTML("""
<div class="welcome">
<h1>🎨 Equity Artisan 4.0</h1>
<p>Assistant de création d'affiches professionnelles avancé</p>
</div>
""")
with gr.Column(elem_classes="container"):
with gr.Group(elem_classes="controls-group"):
gr.Markdown("### 📐 Format et Orientation")
with gr.Row():
format_size = gr.Dropdown(choices=["A4","A3","A2","A1","A0"], value="A4", label="Format")
orientation = gr.Radio(choices=["Portrait","Paysage"], value="Portrait", label="Orientation")
with gr.Group(elem_classes="controls-group"):
gr.Markdown("### 🎨 Style et Composition")
with gr.Row():
style = gr.Dropdown(choices=list(ART_STYLES.keys()), value="Neo Vintage", label="Style artistique")
layout = gr.Dropdown(choices=list(COMPOSITION_PARAMS["Layouts"].keys()), value="Centré", label="Composition")
with gr.Row():
ambiance = gr.Dropdown(choices=list(COMPOSITION_PARAMS["Ambiances"].keys()), value="Dramatique", label="Ambiance")
palette = gr.Dropdown(choices=list(COMPOSITION_PARAMS["Palette"].keys()), value="Contrasté", label="Palette")
with gr.Group(elem_classes="controls-group"):
gr.Markdown("### 📝 Contenu")
subject = gr.Textbox(label="Description", placeholder="Décrivez votre vision...")
title = gr.Textbox(label="Titre", placeholder="Titre de l'affiche...")
with gr.Group(elem_classes="advanced-controls"):
gr.Markdown("### 🎯 Ajustements Fins")
with gr.Row():
detail_level = gr.Slider(minimum=1 ,maximum=10 ,value=7 ,step=1 ,label="Niveau de Détail")
contrast = gr.Slider(minimum=1 ,maximum=10 ,value=5 ,step=1 ,label="Contraste")
saturation = gr.Slider(minimum=1 ,maximum=10 ,value=5 ,step=1 ,label="Saturation")
with gr.Group(elem_classes="controls-group"):
with gr.Row():
quality = gr.Slider(minimum=30,maximum=50,value=35,label="Qualité") # Fixed typo from maximun to maximum
creativity = gr.Slider(minimum=5,maximum=15,value=7.5,label="Créativité") # Fixed typo from maximun to maximum
with gr.Row():
generate_btn = gr.Button("✨ Générer", variant="primary")
clear_btn = gr.Button("🗑️ Effacer", variant="secondary")
image_output = gr.Image(label="Aperçu")
status = gr.Textbox(label="Statut", interactive=False)
def generate(*args):
logger.info("Démarrage d'une nouvelle génération")
params = {
'format_size': args[0],
'orientation': args[1],
'style': args[2],
'layout': args[3],
'ambiance': args[4],
'palette': args[5],
'subject': args[6],
'title': args[7],
'detail_level': args[8],
'contrast': args[9],
'saturation': args[10],
'quality': args[11],
'creativity': args[12]
}
result = generator.generate(params)
logger.info(f"Génération terminée avec statut: {result[1]}")
return result
generate_btn.click(generate,
inputs=[format_size,
orientation,
style,
layout,
ambiance,
palette,
subject,
title,
detail_level,
contrast,
saturation,
quality,
creativity],
outputs=[image_output,status])
clear_btn.click(lambda: (None,"🗑️ Image effacée"), outputs=[image_output,status])
logger.info("Interface créée avec succès")
return app
if __name__ == "__main__":
app = create_interface()
logger.info("Démarrage de l'application")
app.launch()