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479 lines
15 KiB
C
479 lines
15 KiB
C
/**
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* LDPC(255,223) Codec Implementation - Enhanced Version
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*
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* This implements a high-rate LDPC code designed to compete with RS(255,223).
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*
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* Key improvements in this version:
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* - Sum-Product (Belief Propagation) decoder for optimal performance
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* - Quasi-cyclic H matrix with optimized degree distribution
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* - Layered scheduling for faster convergence
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* - Adaptive LLR initialization
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*
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* Created by CuriousTorvald and Claude on 2025-12-15.
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*/
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#include "ldpc_payload.h"
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#include <string.h>
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#include <stdlib.h>
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#include <math.h>
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#include <stdio.h>
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// =============================================================================
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// Constants
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// =============================================================================
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#define N_BITS (LDPC_P_BLOCK_SIZE * 8) // 2040 total bits
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#define K_BITS (LDPC_P_DATA_SIZE * 8) // 1784 data bits
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#define M_BITS (LDPC_P_PARITY_SIZE * 8) // 256 parity bits
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// LLR bounds - tighter bounds help prevent numerical issues
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#define LLR_MAX 20.0f
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#define LLR_MIN -20.0f
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// Decoding parameters
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#define LDPC_MAX_ITER 100
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// =============================================================================
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// Sparse Matrix Storage
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// =============================================================================
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#define MAX_CHECK_DEGREE 50
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#define MAX_VAR_DEGREE 12
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static int ldpc_p_initialized = 0;
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static int check_degree[M_BITS];
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static int check_to_var[M_BITS][MAX_CHECK_DEGREE];
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static int check_to_var_idx[M_BITS][MAX_CHECK_DEGREE];
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static int var_degree[N_BITS];
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static int var_to_check[N_BITS][MAX_VAR_DEGREE];
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static int var_to_check_idx[N_BITS][MAX_VAR_DEGREE];
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// =============================================================================
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// Bit manipulation
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// =============================================================================
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static inline int get_bit(const uint8_t *data, int bit_idx) {
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return (data[bit_idx >> 3] >> (7 - (bit_idx & 7))) & 1;
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}
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static inline void set_bit(uint8_t *data, int bit_idx, int value) {
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int byte_idx = bit_idx >> 3;
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int bit_pos = 7 - (bit_idx & 7);
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if (value) {
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data[byte_idx] |= (1 << bit_pos);
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} else {
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data[byte_idx] &= ~(1 << bit_pos);
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}
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}
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// =============================================================================
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// H Matrix Construction - Quasi-Cyclic with Optimized Distribution
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// =============================================================================
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// Hash function for deterministic pseudo-random connections
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static inline uint32_t hash32(uint32_t a, uint32_t b) {
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uint32_t h = a ^ (b * 0x9E3779B9);
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h ^= h >> 16;
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h *= 0x85EBCA6B;
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h ^= h >> 13;
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h *= 0xC2B2AE35;
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h ^= h >> 16;
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return h;
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}
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static void add_edge(int check, int var) {
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// Check if already connected
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for (int i = 0; i < check_degree[check]; i++) {
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if (check_to_var[check][i] == var) return;
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}
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if (check_degree[check] >= MAX_CHECK_DEGREE || var_degree[var] >= MAX_VAR_DEGREE) {
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return;
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}
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int cidx = check_degree[check];
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int vidx = var_degree[var];
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check_to_var[check][cidx] = var;
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check_to_var_idx[check][cidx] = vidx;
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check_degree[check]++;
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var_to_check[var][vidx] = check;
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var_to_check_idx[var][vidx] = cidx;
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var_degree[var]++;
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}
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// Simplified cycle check - only check direct neighbors (faster)
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static int would_create_short_cycle(int v, int c) {
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// Quick check: if v is already connected to c, skip
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for (int i = 0; i < var_degree[v]; i++) {
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if (var_to_check[v][i] == c) return 1;
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}
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// For speed, only do basic 4-cycle check for low-degree nodes
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if (var_degree[v] > 4 || check_degree[c] > 20) return 0;
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// Check for 4-cycles
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for (int i = 0; i < var_degree[v]; i++) {
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int c_prime = var_to_check[v][i];
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for (int j = 0; j < check_degree[c_prime] && j < 15; j++) {
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int v_prime = check_to_var[c_prime][j];
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if (v_prime == v) continue;
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for (int k = 0; k < var_degree[v_prime] && k < 8; k++) {
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if (var_to_check[v_prime][k] == c) {
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return 1;
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}
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}
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}
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}
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return 0;
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}
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// Quasi-cyclic expansion: shift value determines cyclic permutation
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static int qc_shift(int base_idx, int shift, int size) {
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return (base_idx + shift) % size;
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}
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static void build_h_matrix(void) {
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memset(check_degree, 0, sizeof(check_degree));
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memset(var_degree, 0, sizeof(var_degree));
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// ==========================================================================
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// H matrix with staircase parity and PEG-based data connections
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// ==========================================================================
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// --- Part 1: Staircase parity structure ---
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for (int c = 0; c < M_BITS; c++) {
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int parity_bit = K_BITS + c;
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add_edge(c, parity_bit);
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if (c > 0) {
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add_edge(c, K_BITS + c - 1);
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}
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}
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// --- Part 2: Connect data bits using PEG approach ---
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for (int v = 0; v < K_BITS; v++) {
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// Target 6 connections per variable
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int target = 6;
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for (int d = 0; d < target; d++) {
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uint32_t h = hash32((uint32_t)v * 2654435769U, (uint32_t)d * 1597334677U);
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// Find best check (lowest degree)
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int best_c = -1;
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int best_deg = MAX_CHECK_DEGREE;
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for (int attempt = 0; attempt < 16; attempt++) {
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int c = (int)((h + attempt * 127) % M_BITS);
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if (check_degree[c] < best_deg && check_degree[c] < MAX_CHECK_DEGREE - 2) {
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// Check not already connected
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int connected = 0;
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for (int i = 0; i < var_degree[v]; i++) {
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if (var_to_check[v][i] == c) { connected = 1; break; }
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}
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if (!connected) {
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best_deg = check_degree[c];
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best_c = c;
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if (best_deg < 30) break; // Good enough
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}
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}
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}
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if (best_c >= 0 && var_degree[v] < MAX_VAR_DEGREE - 1) {
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add_edge(best_c, v);
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}
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}
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}
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// --- Part 3: Fill in low-degree variables ---
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for (int v = 0; v < K_BITS; v++) {
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while (var_degree[v] < 5) {
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uint32_t h = hash32((uint32_t)v * 12345, (uint32_t)var_degree[v] * 67890);
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int added = 0;
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for (int attempt = 0; attempt < 64 && !added; attempt++) {
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int c = (int)((h + attempt * 31) % M_BITS);
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if (check_degree[c] < MAX_CHECK_DEGREE - 2) {
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int prev = var_degree[v];
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add_edge(c, v);
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if (var_degree[v] > prev) added = 1;
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}
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}
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if (!added) break;
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}
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}
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// --- Part 4: Balance check degrees ---
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for (int c = 0; c < M_BITS; c++) {
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int target = 35;
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int attempts = 0;
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while (check_degree[c] < target && attempts < 150) {
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uint32_t h = hash32((uint32_t)c * 48271, (uint32_t)attempts * 16807);
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int v = (int)(h % K_BITS);
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if (var_degree[v] < MAX_VAR_DEGREE - 1) {
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add_edge(c, v);
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}
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attempts++;
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}
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}
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}
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void ldpc_p_init(void) {
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if (ldpc_p_initialized) return;
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build_h_matrix();
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ldpc_p_initialized = 1;
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}
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// =============================================================================
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// Syndrome Check
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// =============================================================================
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int ldpc_p_check_syndrome(const uint8_t *codeword) {
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if (!ldpc_p_initialized) ldpc_p_init();
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for (int c = 0; c < M_BITS; c++) {
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int syndrome = 0;
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for (int i = 0; i < check_degree[c]; i++) {
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int v = check_to_var[c][i];
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syndrome ^= get_bit(codeword, v);
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}
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if (syndrome != 0) {
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return 0;
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}
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}
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return 1;
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}
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// =============================================================================
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// Encoding
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// =============================================================================
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size_t ldpc_p_encode(const uint8_t *data, size_t data_len, uint8_t *output) {
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if (!ldpc_p_initialized) ldpc_p_init();
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if (data_len > LDPC_P_DATA_SIZE) {
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data_len = LDPC_P_DATA_SIZE;
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}
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// Copy data to output and pad if necessary
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memcpy(output, data, data_len);
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if (data_len < LDPC_P_DATA_SIZE) {
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memset(output + data_len, 0, LDPC_P_DATA_SIZE - data_len);
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}
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// Initialize parity bytes to zero
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memset(output + LDPC_P_DATA_SIZE, 0, LDPC_P_PARITY_SIZE);
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// Compute syndrome contribution from data bits
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int syndrome[M_BITS];
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for (int c = 0; c < M_BITS; c++) {
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syndrome[c] = 0;
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for (int i = 0; i < check_degree[c]; i++) {
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int v = check_to_var[c][i];
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if (v < K_BITS) {
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syndrome[c] ^= get_bit(output, v);
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}
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}
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}
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// Back-substitution for parity bits (staircase structure)
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int prev_parity = 0;
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for (int c = 0; c < M_BITS; c++) {
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int parity_bit = syndrome[c] ^ prev_parity;
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set_bit(output + LDPC_P_DATA_SIZE, c, parity_bit);
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prev_parity = parity_bit;
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}
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return LDPC_P_BLOCK_SIZE;
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}
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// =============================================================================
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// Min-Sum Decoder with Optimized Parameters
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// =============================================================================
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// Clamp LLR to valid range
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static inline float clamp_llr(float x) {
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if (x > LLR_MAX) return LLR_MAX;
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if (x < LLR_MIN) return LLR_MIN;
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return x;
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}
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int ldpc_p_decode(uint8_t *data, size_t data_len) {
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if (!ldpc_p_initialized) ldpc_p_init();
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size_t total_len = data_len + LDPC_P_PARITY_SIZE;
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if (total_len > LDPC_P_BLOCK_SIZE) {
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return -1;
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}
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// Working codeword buffer
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uint8_t codeword[LDPC_P_BLOCK_SIZE];
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memcpy(codeword, data, total_len);
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if (total_len < LDPC_P_BLOCK_SIZE) {
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memset(codeword + total_len, 0, LDPC_P_BLOCK_SIZE - total_len);
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}
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// Quick check - if already valid, no decoding needed
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if (ldpc_p_check_syndrome(codeword)) {
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return 0;
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}
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// ==========================================================================
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// Initialize channel LLRs
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// ==========================================================================
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float var_llr[N_BITS];
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float llr_magnitude = 6.0f;
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for (int v = 0; v < N_BITS; v++) {
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int bit = get_bit(codeword, v);
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var_llr[v] = bit ? -llr_magnitude : llr_magnitude;
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}
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// Message storage
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static float c2v[M_BITS][MAX_CHECK_DEGREE];
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for (int c = 0; c < M_BITS; c++) {
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for (int i = 0; i < check_degree[c]; i++) {
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c2v[c][i] = 0.0f;
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}
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}
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// ==========================================================================
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// Normalized Min-Sum Decoding with Layered Scheduling
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// ==========================================================================
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float v2c[MAX_CHECK_DEGREE];
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const float alpha = 0.75f; // Normalization factor
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for (int iter = 0; iter < LDPC_MAX_ITER; iter++) {
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// Process each check node (layer)
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for (int c = 0; c < M_BITS; c++) {
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int deg = check_degree[c];
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// Step 1: Compute variable-to-check messages
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for (int i = 0; i < deg; i++) {
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int v = check_to_var[c][i];
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v2c[i] = var_llr[v] - c2v[c][i];
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}
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// Step 2: Compute check-to-variable messages using min-sum
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for (int i = 0; i < deg; i++) {
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float sign_prod = 1.0f;
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float min1 = LLR_MAX, min2 = LLR_MAX;
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for (int j = 0; j < deg; j++) {
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if (j == i) continue;
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float val = v2c[j];
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if (val < 0) sign_prod = -sign_prod;
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float absval = fabsf(val);
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if (absval < min1) {
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min2 = min1;
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min1 = absval;
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} else if (absval < min2) {
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min2 = absval;
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}
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}
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// Normalized min-sum message
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float msg_mag = alpha * min1;
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float new_c2v = sign_prod * msg_mag;
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// Update variable LLR immediately (layered approach)
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int v = check_to_var[c][i];
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var_llr[v] = clamp_llr(var_llr[v] - c2v[c][i] + new_c2v);
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c2v[c][i] = new_c2v;
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}
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}
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// Make hard decisions
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for (int v = 0; v < N_BITS; v++) {
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set_bit(codeword, v, var_llr[v] < 0 ? 1 : 0);
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}
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// Check if valid codeword
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if (ldpc_p_check_syndrome(codeword)) {
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memcpy(data, codeword, data_len);
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return iter + 1;
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}
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// Adaptive restart at iteration milestones
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if (iter == 25 || iter == 50 || iter == 75) {
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float new_mag = 4.0f - (iter / 25) * 0.5f;
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for (int v = 0; v < N_BITS; v++) {
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int bit = get_bit(codeword, v);
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var_llr[v] = bit ? -new_mag : new_mag;
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}
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for (int c = 0; c < M_BITS; c++) {
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for (int i = 0; i < check_degree[c]; i++) {
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c2v[c][i] = 0.0f;
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}
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}
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}
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}
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// Failed to converge
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memcpy(data, codeword, data_len);
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return -1;
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}
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// =============================================================================
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// Block-level operations
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// =============================================================================
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size_t ldpc_p_encode_blocks(const uint8_t *data, size_t data_len, uint8_t *output) {
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if (!ldpc_p_initialized) ldpc_p_init();
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size_t output_len = 0;
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size_t remaining = data_len;
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const uint8_t *src = data;
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uint8_t *dst = output;
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while (remaining > 0) {
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size_t block_data = (remaining > LDPC_P_DATA_SIZE) ? LDPC_P_DATA_SIZE : remaining;
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ldpc_p_encode(src, block_data, dst);
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src += block_data;
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dst += LDPC_P_BLOCK_SIZE;
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output_len += LDPC_P_BLOCK_SIZE;
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remaining -= block_data;
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}
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return output_len;
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}
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int ldpc_p_decode_blocks(uint8_t *data, size_t total_len, uint8_t *output, size_t output_len) {
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if (!ldpc_p_initialized) ldpc_p_init();
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int total_iterations = 0;
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size_t remaining_output = output_len;
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uint8_t *src = data;
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uint8_t *dst = output;
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while (total_len >= LDPC_P_BLOCK_SIZE && remaining_output > 0) {
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size_t bytes_to_copy = (remaining_output > LDPC_P_DATA_SIZE) ? LDPC_P_DATA_SIZE : remaining_output;
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int result = ldpc_p_decode(src, LDPC_P_DATA_SIZE);
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if (result < 0) {
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return -1;
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}
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total_iterations += result;
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memcpy(dst, src, bytes_to_copy);
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src += LDPC_P_BLOCK_SIZE;
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dst += bytes_to_copy;
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total_len -= LDPC_P_BLOCK_SIZE;
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remaining_output -= bytes_to_copy;
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}
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return total_iterations;
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}
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