#include #include #include // Pingala's Chandas Shastra: Binary number system // Generates all possible meters (binary strings) of length n // This is identical to: // 1. Activation pattern search in neural networks // 2. Beam search initialization // 3. Feature combination enumeration // Pingala's recursive rule (Sutra): // "Parvarya dvirardhe" - Double at each step, with half for the next // Generate all binary patterns of length n (Pingala's method) void pingala_meters(int n) { int total = 1 << n; // 2^n total meters printf("Pingala's Meters (Binary Patterns) for n=%d:\n", n); printf("Total: %d patterns\n\n", total); for (int i = 0; i < total; i++) { printf(" Meter %2d: ", i); // Pingala's right-to-left representation for (int j = n-1; j >= 0; j--) { printf("%c", (i >> j) & 1 ? 'G' : 'L'); // Guru/Laghu } printf(" (0x%0*X)\n", (n+3)/4, i); } } // Pingala's Meru Prastara (Pascal's Triangle) - combinatorial count // Used in modern AI for: // - Network architecture search // - Weight initialization patterns // - Dropout mask generation void pingala_meru_prastara(int rows) { printf("\nPingala's Meru Prastara (Pascal's Triangle):\n"); printf("Used for combinatorial counting in architecture search\n\n"); int triangle[20][20] = {0}; for (int i = 0; i < rows; i++) { triangle[i][0] = 1; triangle[i][i] = 1; for (int j = 1; j < i; j++) { triangle[i][j] = triangle[i-1][j-1] + triangle[i-1][j]; } // Print row for (int s = 0; s < rows - i; s++) printf(" "); for (int j = 0; j <= i; j++) { printf("%4d", triangle[i][j]); } printf("\n"); } } // Pingala's algorithm for finding nCr (combinations) // Directly used in: attention head selection, mixture-of-experts routing uint64_t pingala_nCr(int n, int r) { if (r > n) return 0; if (r == 0 || r == n) return 1; // Pingala's method: iterative multiplication-division uint64_t result = 1; for (int i = 1; i <= r; i++) { result = result * (n - r + i) / i; } return result; } int main() { printf("╔══════════════════════════════════════════════════╗\n"); printf("║ PINGALA'S ALGORITHMS (Chandas Shastra) ║\n"); printf("║ ~300 BCE - First Binary System ║\n"); printf("╚══════════════════════════════════════════════════╝\n\n"); // 1. Binary enumeration pingala_meters(4); // 2. Meru Prastara (Pascal's Triangle) pingala_meru_prastara(8); // 3. Combinatorial selection printf("\nPingala's nCr (Attention Head Selection):\n"); int n = 14; // Like 14 attention heads for (int r = 0; r <= n; r += 2) { printf(" C(%2d, %2d) = %10lu\n", n, r, pingala_nCr(n, r)); } printf("\n✅ These map directly to:\n"); printf(" • Neural architecture search (all patterns)\n"); printf(" • Attention head selection (nCr)\n"); printf(" • Beam search initialization (binary enumeration)\n"); printf(" • Dropout mask generation (random meter selection)\n"); return 0; }