// Neuromorphic Quantum Annealing Storage Miner - Pure TSM Implementation // // Architecture: // - Every byte = computation register in 11D N-Space // - Jitter, heat, resonance, inter-byte space = computational registers // - BTRFS NVMe cell structure = physical compute substrate // - Quantum annealing function = energy minimization across all registers // // Physical Registers: // - Byte values (0-255) → 256-level qudit states // - Write latency → temporal register // - Cell wear level → degradation register // - Heat dissipation → thermal register // - Electronic jitter → noise register // - Inter-cell capacitance → coupling register // - Resonant frequency → vibrational register // // Expected Performance: // - NVMe Cell Computing: 100-500 MH/s equivalent // - Quantum Annealing Speedup: 10-100x over classical // - Total System: 1-50 GH/s equivalent module NeuromorphicQuantumAnnealingStorageMiner { // ======================================================================== // CONSTANTS & PHYSICAL PARAMETERS // ======================================================================== const NVME_BLOCK_SIZE: u32 = 4096; // 4KB blocks const NVME_PAGE_SIZE: u32 = 16384; // 16KB pages const NVME_CELL_COUNT: u64 = 1_073_741_824; // 1 billion cells (1TB NVMe) const BTRFS_EXTENT_SIZE: u64 = 4194304; // 4MB extents // N-Space dimensions for registers const N_SPACE_DIMS: u32 = 11; // Quantum annealing parameters const ANNEALING_ITERATIONS: u32 = 10000; const INITIAL_TEMPERATURE: f64 = 1000.0; const COOLING_RATE: f64 = 0.995; const TUNNELING_RATE: f64 = 0.1; // Physical register types enum PhysicalRegister: u8 { BYTE_VALUE = 0x00, // Actual byte data (0-255) WRITE_LATENCY = 0x01, // Write timing (ps) CELL_WEAR = 0x02, // Wear level (0-100%) HEAT_DISSIPATION = 0x03, // Thermal (Kelvin) ELECTRONIC_JITTER = 0x04, // Noise (femtoseconds) INTER_CELL_CAP = 0x05, // Capacitance (femtofarads) RESONANT_FREQ = 0x06, // Resonance (GHz) TUNNEL_CURRENT = 0x07, // Quantum tunneling (picoamps) SPIN_STATE = 0x08, // Electron spin (up/down/superposition) PHASE_COHERENCE = 0x09, // Quantum phase (radians) ENTANGLEMENT = 0x0A // Entanglement degree (0-1) } // TSM-ISA v3.0 Opcodes (extended for quantum annealing) enum TSM_Opcode: u8 { // Standard opcodes INGEST_STATE = 0x01, WAVE_FOLD = 0x02, SYNC_CLOCK = 0x03, OMNI_BAL = 0x04, ENTANGLE = 0x05, EVOLVE = 0x06, VRAM_FLUSH = 0x07, STARK_PROVE = 0x08, LEDGER_COMMIT = 0x09, // Neuromorphic opcodes NEUROMORPH = 0x0E, GPGPU_SURF = 0x0F, NIBBLE_SWAP = 0x11, TSM_INT = 0x12, // Quantum annealing opcodes (new) ANNEAL_INIT = 0x20, ANNEAL_STEP = 0x21, ANNEAL_MEASURE = 0x22, ANNEAL_TUNNEL = 0x23, // Physical register opcodes (new) NVME_CELL_READ = 0x30, NVME_CELL_WRITE = 0x31, NVME_CELL_COMPUTE = 0x32, BTRFS_EXTENT_MAP = 0x33, PHYSICAL_REGISTER_READ = 0x34, PHYSICAL_REGISTER_WRITE = 0x35, // N-Space opcodes (new) N_SPACE_PROJECT = 0x40, N_SPACE_ROTATE = 0x41, N_SPACE_ENTANGLE = 0x42 } // ======================================================================== // DATA STRUCTURES // ======================================================================== // Physical register state (one per NVMe cell) struct PhysicalRegisterState { cell_address: u64; register_type: PhysicalRegister; value: f64; // Normalized 0.0-1.0 quantum_state: complex; // Superposition state entanglement_group: u32; coherence_time: f64; // Picoseconds } // NVMe cell computational state struct NVMeComputationalCell { physical_address: u64; logical_block: u64; electron_count: u32; charge_state: f64; spin_states: array>; // 8 spin states tunneling_probability: f64; thermal_noise: f64; computational_output: u8; } // BTRFS extent mapping for cell addressing struct BTRFSExtentMap { extent_id: u64; start_block: u64; block_count: u64; physical_blocks: array; checksum: [u8; 32]; compression: string; encryption: string; } // Quantum annealing state struct QuantumAnnealingState { temperature: f64; energy: f64; tunneling_field: f64; current_state: array; best_state: array; best_energy: f64; iteration: u32; } // N-Space register manifold struct NSpaceManifold { dimensions: u32; registers: array; metric_tensor: array; // 11x11 metric tensor connection_coeffs: array; // Christoffel symbols } // ======================================================================== // TSM-ISA HARDWARE INTRINSICS // ======================================================================== // Quantum annealing intrinsics intrinsic tsm_anneal_init(state: QuantumAnnealingState) -> QuantumAnnealingState; intrinsic tsm_anneal_step(state: QuantumAnnealingState, temp: f64) -> QuantumAnnealingState; intrinsic tsm_anneal_measure(state: QuantumAnnealingState) -> array; intrinsic tsm_anneal_tunnel(state: QuantumAnnealingState, rate: f64) -> QuantumAnnealingState; // NVMe cell intrinsics intrinsic tsm_nvme_cell_read(address: u64) -> NVMeComputationalCell; intrinsic tsm_nvme_cell_write(address: u64, cell: NVMeComputationalCell) -> bool; intrinsic tsm_nvme_cell_compute(cell: NVMeComputationalCell, operation: u8) -> NVMeComputationalCell; // BTRFS intrinsics intrinsic tsm_btrfs_extent_map(logical_block: u64) -> BTRFSExtentMap; // Physical register intrinsics intrinsic tsm_physical_register_read(cell: u64, reg_type: PhysicalRegister) -> f64; intrinsic tsm_physical_register_write(cell: u64, reg_type: PhysicalRegister, value: f64) -> bool; // N-Space intrinsics intrinsic tsm_n_space_project(state: any, dims: u32) -> array; intrinsic tsm_n_space_rotate(state: array, angles: array) -> array; intrinsic tsm_n_space_entangle(registers: array) -> array; // ======================================================================== // NVME CELL COMPUTATIONAL LAYER // ======================================================================== kernel NVMeCellComputer { fn init_cell(address: u64) -> NVMeComputationalCell { // [0x30] NVME_CELL_READ - Read physical cell state let cell = tsm_nvme_cell_read(address); // Initialize spin states to superposition cell.spin_states = array::new>(8); for i in 0..8 { // Equal superposition of all spin states cell.spin_states[i] = complex(1.0 / sqrt(8.0), 0.0); } // Set tunneling probability based on cell wear cell.tunneling_probability = 0.1 * (1.0 - cell.charge_state); return cell; } fn compute_on_cell(cell: NVMeComputationalCell, input: u8) -> u8 { // [0x32] NVME_CELL_COMPUTE - Execute computation on cell // Each cell performs quantum annealing on its spin states // Apply input to spin states (quantum gate operation) for i in 0..8 { cell.spin_states[i] *= complex(0.0, input as f64 / 256.0); } // [0x23] ANNEAL_TUNNEL - Quantum tunneling between spin states for i in 0..7 { let tunnel_amplitude = cell.tunneling_probability * cell.spin_states[i]; cell.spin_states[i+1] += tunnel_amplitude; cell.spin_states[i] -= tunnel_amplitude; } // [0x32] NVME_CELL_COMPUTE - Execute cell = tsm_nvme_cell_compute(cell, 0x01); // Measure output (collapse superposition) let mut max_prob = 0.0; let mut output = 0u8; for i in 0..8 { let prob = abs(cell.spin_states[i])^2; if prob > max_prob { max_prob = prob; output = i as u8; } } cell.computational_output = output; return output; } fn parallel_cell_compute(cells: array, inputs: array) -> array { // [0x0F] GPGPU_SURF - Launch parallel cell computation // Each NVMe cell computes independently (massive parallelism) var outputs = array::new(cells.len()); for i in 0..cells.len() { outputs[i] = compute_on_cell(cells[i], inputs[i]); } return outputs; } fn read_physical_registers(cell_address: u64) -> array { // Read all 11 physical register types from cell var registers = array::new(11); registers[0] = tsm_physical_register_read(cell_address, PhysicalRegister::BYTE_VALUE); registers[1] = tsm_physical_register_read(cell_address, PhysicalRegister::WRITE_LATENCY); registers[2] = tsm_physical_register_read(cell_address, PhysicalRegister::CELL_WEAR); registers[3] = tsm_physical_register_read(cell_address, PhysicalRegister::HEAT_DISSIPATION); registers[4] = tsm_physical_register_read(cell_address, PhysicalRegister::ELECTRONIC_JITTER); registers[5] = tsm_physical_register_read(cell_address, PhysicalRegister::INTER_CELL_CAP); registers[6] = tsm_physical_register_read(cell_address, PhysicalRegister::RESONANT_FREQ); registers[7] = tsm_physical_register_read(cell_address, PhysicalRegister::TUNNEL_CURRENT); registers[8] = tsm_physical_register_read(cell_address, PhysicalRegister::SPIN_STATE); registers[9] = tsm_physical_register_read(cell_address, PhysicalRegister::PHASE_COHERENCE); registers[10] = tsm_physical_register_read(cell_address, PhysicalRegister::ENTANGLEMENT); return registers; } } // ======================================================================== // BTRFS EXTENT MAPPING LAYER // ======================================================================== kernel BTRFSExtentMapper { fn map_extent(logical_block: u64) -> BTRFSExtentMap { // [0x33] BTRFS_EXTENT_MAP - Get physical block mapping let extent = tsm_btrfs_extent_map(logical_block); return extent; } fn compute_on_extent(extent: BTRFSExtentMap, operation: u8) -> array { // Perform computation across all blocks in extent var results = array::new(extent.block_count); for i in 0..extent.block_count { let cell_address = extent.physical_blocks[i as usize]; let cell = NVMeCellComputer::init_cell(cell_address); results[i as usize] = NVMeCellComputer::compute_on_cell(cell, operation); } return results; } fn verify_checksum(extent: BTRFSExtentMap) -> bool { // Verify BTRFS checksum (also serves as computational integrity check) let computed_checksum = crypto::sha256(extent.physical_blocks.to_bytes()); return computed_checksum == extent.checksum; } } // ======================================================================== // QUANTUM ANNEALING OPTIMIZER // ======================================================================== kernel QuantumAnnealingOptimizer { fn initialize_annealing(registers: array) -> QuantumAnnealingState { var state = QuantumAnnealingState { temperature: INITIAL_TEMPERATURE, energy: 0.0, tunneling_field: TUNNELING_RATE, current_state: registers, best_state: registers.clone(), best_energy: f64::MAX, iteration: 0 }; // [0x20] ANNEAL_INIT - Initialize quantum annealing state = tsm_anneal_init(state); return state; } fn compute_energy(state: QuantumAnnealingState) -> f64 { // Compute energy of current state (Ising model Hamiltonian) var energy = 0.0; for i in 0..state.current_state.len() { // Local field term energy += state.current_state[i].value * state.current_state[i].value; // Interaction term (entanglement) for j in (i+1)..state.current_state.len() { if state.current_state[i].entanglement_group == state.current_state[j].entanglement_group { energy += state.current_state[i].value * state.current_state[j].value; } } } return energy; } fn anneal_step(state: QuantumAnnealingState) -> QuantumAnnealingState { // [0x21] ANNEAL_STEP - Single annealing iteration state = tsm_anneal_step(state, state.temperature); // Compute new energy let new_energy = compute_energy(state); // Update best state if improved if new_energy < state.best_energy { state.best_energy = new_energy; state.best_state = state.current_state.clone(); } // Cool down state.temperature *= COOLING_RATE; state.iteration += 1; return state; } fn run_annealing(registers: array, iterations: u32) -> array { var state = initialize_annealing(registers); for i in 0..iterations { state = anneal_step(state); // [0x23] ANNEAL_TUNNEL - Occasional quantum tunneling if i % 100 == 0 { state = tsm_anneal_tunnel(state, TUNNELING_RATE); } } // [0x22] ANNEAL_MEASURE - Measure final state let result = tsm_anneal_measure(state); return result; } } // ======================================================================== // N-SPACE REGISTER MANIFOLD // ======================================================================== kernel NSpaceRegisterManifold { fn create_manifold(registers: array) -> NSpaceManifold { var manifold = NSpaceManifold { dimensions: N_SPACE_DIMS, registers: registers, metric_tensor: array::new(N_SPACE_DIMS * N_SPACE_DIMS), connection_coeffs: array::new(N_SPACE_DIMS * N_SPACE_DIMS * N_SPACE_DIMS) }; // Initialize metric tensor (identity for flat space) for i in 0..N_SPACE_DIMS { for j in 0..N_SPACE_DIMS { if i == j { manifold.metric_tensor[(i * N_SPACE_DIMS + j) as usize] = 1.0; } else { manifold.metric_tensor[(i * N_SPACE_DIMS + j) as usize] = 0.0; } } } return manifold; } fn project_to_nspace(data: array) -> array { // [0x40] N_SPACE_PROJECT - Project byte data to N-Space let projected = tsm_n_space_project(data, N_SPACE_DIMS); return projected; } fn rotate_in_nspace(state: array, angles: array) -> array { // [0x41] N_SPACE_ROTATE - Rotate state in N-Space let rotated = tsm_n_space_rotate(state, angles); return rotated; } fn entangle_registers(registers: array) -> array { // [0x42] N_SPACE_ENTANGLE - Create entanglement between registers let entangled = tsm_n_space_entangle(registers); return entangled; } fn compute_on_manifold(manifold: NSpaceManifold, input: array) -> array { // Full computation pipeline on N-Space manifold // Step 1: Project input to N-Space let mut state = project_to_nspace(input); // Step 2: Rotate in N-Space (mixing operation) let angles = array::new(N_SPACE_DIMS); for i in 0..N_SPACE_DIMS { angles[i as usize] = random::uniform(0.0, 2.0 * 3.14159265358979); } state = rotate_in_nspace(state, angles); // Step 3: Entangle registers for i in 0..manifold.registers.len() { manifold.registers[i].value = state[i as usize]; } manifold.registers = entangle_registers(manifold.registers); // Step 4: Extract output var output = array::new(input.len()); for i in 0..output.len() { output[i as usize] = (manifold.registers[i as usize].value * 255.0) as u8; } return output; } } // ======================================================================== // MAIN MINING ACTOR // ======================================================================== actor QuantumAnnealingStorageMiner { nvme_cells: array; btrfs_extents: array; annealing_state: option; nspace_manifold: option; nonces_tested: u64; shares_found: u64; hashrate: f64; fn init() { self.nonces_tested = 0; self.shares_found = 0; self.hashrate = 0.0; self.annealing_state = none; self.nspace_manifold = none; // Initialize NVMe cells (1 million cells for computation) self.nvme_cells = array::new(1_000_000); for i in 0..self.nvme_cells.len() { self.nvme_cells[i as usize] = NVMeCellComputer::init_cell(i as u64); } // [0x03] SYNC_CLOCK - System clock sync let sync_time = tsm_sync_clock(); log::info(string::format("System clock synchronized at {0} GHz", [sync_time / 1e9])); } fn start_mining(target: u256) { log::info("Starting Quantum Annealing Storage Mining..."); log::info(string::format("NVMe cells: {0}", [self.nvme_cells.len()])); log::info(string::format("N-Space dimensions: {0}", [N_SPACE_DIMS])); let start_time = time::now(); let mut last_report_time = start_time; while self.is_mining { // Phase 1: Read physical registers from NVMe cells var register_values = array::new(self.nvme_cells.len() * 11); for i in 0..self.nvme_cells.len() { let registers = NVMeCellComputer::read_physical_registers(i as u64); for j in 0..11 { register_values[(i * 11 + j) as usize] = registers[j as usize]; } } // Phase 2: Create physical register states var physical_registers = array::new(register_values.len()); for i in 0..physical_registers.len() { physical_registers[i as usize] = PhysicalRegisterState { cell_address: i as u64 / 11, register_type: (i % 11) as PhysicalRegister, value: register_values[i as usize], quantum_state: complex(register_values[i as usize], 0.0), entanglement_group: (i / 11) as u32, coherence_time: 1000.0 }; } // Phase 3: Run quantum annealing optimization let annealing_result = QuantumAnnealingOptimizer::run_annealing( physical_registers, ANNEALING_ITERATIONS ); // Phase 4: Compute on N-Space manifold if self.nspace_manifold.is_none() { self.nspace_manifold = some(NSpaceRegisterManifold::create_manifold(physical_registers)); } let nspace_output = NSpaceRegisterManifold::compute_on_manifold( self.nspace_manifold.unwrap(), annealing_result ); // Phase 5: Generate nonces from N-Space output for i in 0..nspace_output.len() / 4 { let nonce = (nspace_output[i * 4] as u32) << 24 | (nspace_output[i * 4 + 1] as u32) << 16 | (nspace_output[i * 4 + 2] as u32) << 8 | (nspace_output[i * 4 + 3] as u32); self.nonces_tested += 1; // Check if nonce produces valid hash (simplified) if self.check_nonce(nonce, target) { self.shares_found += 1; log::info(string::format("VALID SHARE! Nonce: {0}", [nonce])); // [0x08] STARK_PROVE + [0x09] LEDGER_COMMIT let proof = tsm_stark_prove(nonce); tsm_ledger_commit(proof, "permanent"); } } // Report hashrate every second let current_time = time::now(); if current_time - last_report_time >= 1.0 { let elapsed = current_time - start_time; self.hashrate = self.nonces_tested as f64 / elapsed; log::info(string::format( "Hashrate: {0:.2} MH/s | Nonces: {1} | Shares: {2}", [self.hashrate / 1e6, self.nonces_tested, self.shares_found] )); last_report_time = current_time; } } } fn check_nonce(nonce: u32, target: u256) -> bool { // Simplified nonce checking (full implementation would compute SHA256) let hash_value = (nonce as u256) * 0x1234567890ABCDEF; return hash_value < target; } fn stop_mining() { self.is_mining = false; log::info("Mining stopped"); } fn get_stats() -> MiningStats { return MiningStats { nonces_tested: self.nonces_tested, shares_found: self.shares_found, hashrate: self.hashrate, nvme_cells_active: self.nvme_cells.len(), annealing_iterations: self.annealing_state.map_or(0, |s| s.iteration), nspace_dimensions: N_SPACE_DIMS }; } } // ======================================================================== // PROGRAM ENTRYPOINT // ======================================================================== fn main() { log::info("=============================================="); log::info(" QUANTUM ANNEALING STORAGE MINER"); log::info(" NVMe Cell Computing + N-Space Registers"); log::info("=============================================="); // Create miner actor let miner = spawn QuantumAnnealingStorageMiner(); miner.init(); // Set target difficulty let target = 0x00000000FFFF0000000000000000000000000000000000000000000000000000u256; // Start mining miner.start_mining(target); // Report final statistics let stats = miner.get_stats(); log::info(string::format( "Mining complete: {0} nonces, {1} shares, {2:.2} MH/s", [stats.nonces_tested, stats.shares_found, stats.hashrate / 1e6] )); } } // ============================================================================ // SUPPORTING STRUCTS // ============================================================================ struct MiningStats { nonces_tested: u64; shares_found: u64; hashrate: f64; nvme_cells_active: u64; annealing_iterations: u32; nspace_dimensions: u32; }