Smart Rate = Base Rate × Weighted Geometric Mean × Vortex Pattern

Dimana:
- Base Rate = 1000 ss/s
- Weighted Geometric Mean = VER^0.35 × FCS^0.25 × MEI^0.25 × NHF^0.15
- Vortex Pattern = [1.0, 1.2, 1.4, 1.8, 1.7, 1.5] berdasarkan block_height % 6

// Ambil data blockchain terkini
let latest_block = get_block_height().await;
let tx_count = get_transaction_count().await;
let active_nodes = check_active_nodes().await;

async fn calculate_vortex_energy_rate() -> f64 {
    let base_energy = 369.0; // Base fractal energy
    let network_activity = (tx_count as f64 / latest_block.max(1) as f64).min(10.0);
    let vortex_pattern = [1.0, 2.0, 4.0, 8.0, 7.0, 5.0];
    let pattern_index = (latest_block % 6) as usize;
    let pattern_multiplier = vortex_pattern[pattern_index];

    base_energy * pattern_multiplier * (1.0 + network_activity * 0.1)
}

async fn calculate_fractal_contribution_score() -> f64 {
    let sierpinski_dimension = 1.585;
    let block_contribution = (latest_block as f64).log2() * sierpinski_dimension;
    let tx_contribution = (tx_count as f64).sqrt() * 0.1;

    (block_contribution + tx_contribution).min(100.0)
}

async fn calculate_mathematical_efficiency_index() -> f64 {
    let target_block_time = 5.0; // seconds
    let current_time = chrono::Utc::now().timestamp() as f64;
    let time_efficiency = if latest_block > 0 {
        let actual_avg_time = (current_time - genesis_time) / latest_block as f64;
        (target_block_time / actual_avg_time).min(2.0)
    } else { 1.0 };

    (time_efficiency * 50.0).min(100.0)
}

async fn calculate_network_harmony_factor() -> f64 {
    let golden_ratio = 1.618033988749;
    let node_harmony = (active_nodes as f64).log2() * golden_ratio;
    let network_consistency = if latest_block > 0 {
        let consistency_factor = (latest_block as f64 / active_nodes.max(1) as f64).min(10.0);
        consistency_factor * 0.1
    } else { 0.0 };

    ((node_harmony + network_consistency) * 10.0).min(100.0)
}

async fn calculate_smart_rate() -> f64 {
    // Ambil semua indikator
    let ver = calculate_vortex_energy_rate().await;
    let fcs = calculate_fractal_contribution_score().await;
    let mei = calculate_mathematical_efficiency_index().await;
    let nhf = calculate_network_harmony_factor().await;

    // Normalisasi ke skala 0-1
    let ver_normalized = (ver / 5000.0).min(1.0);
    let fcs_normalized = fcs / 100.0;
    let mei_normalized = mei / 100.0;
    let nhf_normalized = nhf / 100.0;

    // Weighted geometric mean
    let weighted_product = ver_normalized.powf(0.35) *
                          fcs_normalized.powf(0.25) *
                          mei_normalized.powf(0.25) *
                          nhf_normalized.powf(0.15);

    // Aplikasi vortex pattern
    let base_smart_rate = 1000.0;
    let smart_rate = base_smart_rate * weighted_product;
    let vortex_pattern = [1.0, 1.2, 1.4, 1.8, 1.7, 1.5];
    let pattern_index = (latest_block % 6) as usize;
    let pattern_multiplier = vortex_pattern[pattern_index];

    smart_rate * pattern_multiplier
}

// Endpoint API untuk mendapatkan Smart Rate
#[get("/miner/status")]
async fn get_miner_status() -> Json<Value> {
    let smart_rate = calculate_smart_rate().await;
    let ver = calculate_vortex_energy_rate().await;
    let fcs = calculate_fractal_contribution_score().await;
    let mei = calculate_mathematical_efficiency_index().await;
    let nhf = calculate_network_harmony_factor().await;

    Json(serde_json::json!({
        "smart_rate": smart_rate,
        "smart_rate_unit": "ss/s",
        "indicators": {
            "ver": ver,
            "fcs": fcs,
            "mei": mei,
            "nhf": nhf
        }
    }))
}

# Mendapatkan status Smart Rate saat ini
curl -X GET http://localhost:8080/miner/status

# Response:
{
  "smart_rate": 334.74,
  "smart_rate_unit": "ss/s",
  "indicators": {
    "ver": 811.7,
    "fcs": 17.1,
    "mei": 50.0,
    "nhf": 84.2
  },
  "mining_active": true,
  "block_height": 1234,
  "last_updated": "2025-01-19T10:30:00Z"
}

// Frontend JavaScript untuk menampilkan Smart Rate
async function updateSmartRate() {
    try {
        const response = await fetch('/api/mining/miner/status');
        const data = await response.json();

        document.getElementById('smart-rate').textContent = 
            `${data.smart_rate.toFixed(2)} ${data.smart_rate_unit}`;
        document.getElementById('ver-value').textContent = data.indicators.ver.toFixed(1);
        document.getElementById('fcs-value').textContent = data.indicators.fcs.toFixed(1);
        document.getElementById('mei-value').textContent = data.indicators.mei.toFixed(1);
        document.getElementById('nhf-value').textContent = data.indicators.nhf.toFixed(1);
    } catch (error) {
        console.error('Error updating Smart Rate:', error);
    }
}

// Update setiap 5 detik
setInterval(updateSmartRate, 5000);

// Contoh penggunaan Smart Rate untuk optimasi mining
impl MiningOptimizer {
    async fn optimize_based_on_smart_rate(&self) -> Result<(), Error> {
        let smart_rate = calculate_smart_rate().await;

        if smart_rate < 200.0 {
            // Smart Rate rendah - tingkatkan aktivitas
            self.increase_mining_intensity().await?;
        } else if smart_rate > 800.0 {
            // Smart Rate tinggi - pertahankan efisiensi
            self.maintain_current_settings().await?;
        }

        // Log untuk monitoring
        log::info!("Smart Rate: {:.2} ss/s - Optimization applied", smart_rate);
        Ok(())
    }
}

# Python script untuk analisis Smart Rate
import requests
import time
import matplotlib.pyplot as plt

def monitor_smart_rate(duration_minutes=60):
    smart_rates = []
    timestamps = []

    for _ in range(duration_minutes * 12):  # Every 5 seconds
        try:
            response = requests.get('http://localhost:8080/miner/status')
            data = response.json()

            smart_rates.append(data['smart_rate'])
            timestamps.append(time.time())

            print(f"Smart Rate: {data['smart_rate']:.2f} ss/s")
            time.sleep(5)

        except Exception as e:
            print(f"Error: {e}")

    # Plot hasil
    plt.figure(figsize=(12, 6))
    plt.plot(timestamps, smart_rates)
    plt.title('Smart Rate Over Time')
    plt.xlabel('Time')
    plt.ylabel('Smart Rate (ss/s)')
    plt.grid(True)
    plt.show()

if __name__ == "__main__":
    monitor_smart_rate()

const BASE_ENERGY: f64 = 369.0;           // Base vortex energy
const SIERPINSKI_DIMENSION: f64 = 1.585;   // Sierpinski triangle dimension
const GOLDEN_RATIO: f64 = 1.618033988749;  // Golden ratio φ
const TARGET_BLOCK_TIME: f64 = 5.0;        // Target block time in seconds
const BASE_SMART_RATE: f64 = 1000.0;       // Base Smart Rate in ss/s

const VORTEX_PATTERN: [f64; 6] = [1.0, 2.0, 4.0, 8.0, 7.0, 5.0];
const NORMALIZED_VORTEX_PATTERN: [f64; 6] = [1.0, 1.2, 1.4, 1.8, 1.7, 1.5];

const VER_WEIGHT: f64 = 0.35;  // 35% - Vortex Energy Rate
const FCS_WEIGHT: f64 = 0.25;  // 25% - Fractal Contribution Score
const MEI_WEIGHT: f64 = 0.25;  // 25% - Mathematical Efficiency Index
const NHF_WEIGHT: f64 = 0.15;  // 15% - Network Harmony Factor

const VER_MAX: f64 = 5000.0;   // Maximum VER for normalization
const FCS_MAX: f64 = 100.0;    // Maximum FCS
const MEI_MAX: f64 = 100.0;    // Maximum MEI
const NHF_MAX: f64 = 100.0;    // Maximum NHF

// Enable detailed logging untuk Smart Rate
log::debug!("VER: {:.2}, FCS: {:.2}, MEI: {:.2}, NHF: {:.2}", ver, fcs, mei, nhf);
log::info!("Smart Rate calculated: {:.2} ss/s", smart_rate);
log::warn!("Smart Rate below threshold: {:.2} ss/s", smart_rate);

// Validasi Smart Rate
if smart_rate < 0.0 || smart_rate > 10000.0 {
    log::error!("Invalid Smart Rate: {:.2}", smart_rate);
    return Err("Smart Rate out of valid range".into());
}

// Monitoring performa perhitungan
let start_time = std::time::Instant::now();
let smart_rate = calculate_smart_rate().await;
let calculation_time = start_time.elapsed();

if calculation_time > std::time::Duration::from_millis(100) {
    log::warn!("Smart Rate calculation took {:.2}ms", calculation_time.as_millis());
}

# Check blockchain status
curl -X GET http://localhost:8080/blockchain/info

# Verify individual indicators
curl -X GET http://localhost:8080/debug/indicators

# Monitor calculation performance
curl -X GET http://localhost:8080/debug/performance