import gradio as gr
import random

# --- Quantum Logic Simulation Engine ---
def quantum_analysis_engine(skin_status, brain_freq):
    if not skin_status or brain_freq is None:
        return "⚠️ Data missing. Please provide inputs from both AI and Brain-Wave units."

    # 1. Quantum State Mapping
    # High-sensitivity mapping for different skin biometrics
    skin_map = {
        "Oily": 0.82, 
        "Dry": 0.78, 
        "Normal": 0.45,
        "Combination": 0.60
    }
    skin_weight = skin_map.get(skin_status, 0.5)
    
    # Frequency Resonance Calculation
    # 432Hz is our 'Ground State' (Zero-point)
    freq_diff = abs(brain_freq - 432)
    resonance_factor = min(freq_diff / 500, 0.5)
    
    # 2. Calculating Entanglement Probability
    # Simulates the 'Quantum Link' between neurological state and cellular biology
    entanglement_score = (skin_weight * 0.4) + (resonance_factor * 0.6)
    entanglement_score = min(entanglement_score * 100, 99.9)
    
    # 3. Wave Function Measurement
    state_stability = "Coherent (Stable)" if entanglement_score < 55 else "Decoherent (Unstable)"
    
    # --- Professional Scientific Report ---
    result_md = f"""
    ## 🌌 Quantum Biometric Linkage Report
    ---
    ### 📊 Entanglement Analytics:
    * **Entanglement Probability:** `{entanglement_score:.2f}%`
    * **System State:** `{state_stability}`
    * **Quantum Signature:** `SKIN-BRAIN-{random.randint(1000, 9999)}`

    ### 🧠 Scientific Interpretation:
    The processor has detected a significant **Quantum Correlation** between the external biological layer (Epidermis) and the internal neurological frequency (**{brain_freq}Hz**). 
    
    In this state, the cellular regeneration of the **{skin_status}** skin type is effectively 'entangled' with the observer's mental stress levels. This suggests that the biological markers are not independent, but rather a physical manifestation of a collapsed wave function driven by internal frequencies.

    ### 🛠️ Optimization Strategy:
    To minimize **Bio-Quantum Noise**, a frequency realignment toward **432Hz** is recommended. This will stabilize the wave function and promote higher cellular coherence in the physical body.
    ---
    *Disclaimer: This model uses probabilistic algorithms to simulate Quantum Entanglement for research purposes.*
    """
    return result_md

# --- Professional Dark-Mode UI ---
with gr.Blocks(theme=gr.themes.Soft(), css=".gradio-container {background-color: #0d1117; color: #c9d1d9;}") as demo:
    gr.Markdown("""
    #  Telescope Quantum Bio-Linker Dashboard
    ### Central Processing Engine for Distributed Biometric Systems
    ---
    """)
    
    with gr.Row():
        with gr.Column(scale=1):
            gr.Markdown("### 📥 System Inputs")
            gr.Markdown("Integrate data from independent AI and frequency modules:")
            
            skin_in = gr.Dropdown(
                choices=["Normal", "Dry", "Oily", "Combination"], 
                label="AI Skin Analysis Result"
            )
            freq_in = gr.Number(
                label="Brain-Wave Frequency Input (Hz)", 
                value=432,
                precision=0
            )
            
            submit_btn = gr.Button("RUN QUANTUM ENTANGLEMENT", variant="primary")
            
        with gr.Column(scale=2):
            gr.Markdown("### 🏁 Processing Output")
            output_md = gr.Markdown("*System online. Awaiting biometric data for entanglement simulation...*")

    gr.Markdown("""
    ---
    **Developer Note:** This application serves as a **Modular Central Integrator**. It bridges independent AI computer vision models (Skin Unit) and Bio-frequency sensors (Brain Unit) using **Quantum Logic Simulation**. This architecture demonstrates **Systems Engineering** and **Applied Physics** in personal data analysis.
    """)
    
    submit_btn.click(
        fn=quantum_analysis_engine, 
        inputs=[skin_in, freq_in], 
        outputs=output_md
    )

if __name__ == "__main__":
    demo.launch()