"""
Ultra Supreme Flux Optimizer - Main Gradio Interface
"""
import gradio as gr
import torch
import gc
import logging
import warnings
import os
from optimizer import UltraSupremeOptimizer
from constants import SCORE_GRADES
# Configure warnings and environment
warnings.filterwarnings("ignore", category=FutureWarning)
warnings.filterwarnings("ignore", category=UserWarning)
os.environ["TOKENIZERS_PARALLELISM"] = "false"
# Configure logging
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)
# Initialize the optimizer globally
optimizer = UltraSupremeOptimizer()
def process_ultra_supreme_analysis(image):
"""Process image and generate ultra supreme analysis"""
try:
prompt, info, score, breakdown = optimizer.generate_ultra_supreme_prompt(image)
# Find appropriate grade based on score
grade_info = None
for threshold, grade_data in sorted(SCORE_GRADES.items(), reverse=True):
if score >= threshold:
grade_info = grade_data
break
if not grade_info:
grade_info = SCORE_GRADES[0] # Default to lowest grade
score_html = f'''
🚀 ULTRA SUPREME FLUX OPTIMIZER
Maximum Absolute Intelligence • Triple CLIP Analysis • Zero Compromise • Research Supremacy
""")
with gr.Row():
with gr.Column(scale=1):
gr.Markdown("## 🧠 Ultra Supreme Analysis Engine")
image_input = gr.Image(
label="Upload image for MAXIMUM intelligence analysis",
type="pil",
height=500
)
analyze_btn = gr.Button(
"🚀 ULTRA SUPREME ANALYSIS",
variant="primary",
size="lg"
)
gr.Markdown("""
### 🔬 Maximum Absolute Intelligence
**🚀 Triple CLIP Interrogation:**
• Fast analysis for broad contextual mapping
• Classic analysis for detailed feature extraction
• Best analysis for maximum depth intelligence
**🧠 Ultra Deep Feature Extraction:**
• Micro-age detection with confidence scoring
• Cultural/religious context with semantic analysis
• Facial micro-features and expression mapping
• Emotional state and micro-expression detection
• Environmental lighting and atmospheric analysis
• Body language and pose interpretation
• Technical photography optimization
**⚡ Absolute Maximum Intelligence** - No configuration, no limits, no compromise.
""")
with gr.Column(scale=1):
gr.Markdown("## ⚡ Ultra Supreme Result")
prompt_output = gr.Textbox(
label="🚀 Ultra Supreme Optimized Flux Prompt",
placeholder="Upload an image to witness absolute maximum intelligence analysis...",
lines=12,
max_lines=20,
elem_classes=["prompt-output"],
show_copy_button=True
)
score_output = gr.HTML(
value='