// noesa24_avx512.cpp — IKNN-Rl1-A1 — NoeSA-24 AVX-512 Kernel // Version: v1.1 — Fixed __mmask16 // Created: 2026-09-03T17:10:00+07:00 // Last Updated: 2026-09-03T17:15:00+07:00 // Status: PUBLISHABLE — EN ONLY — M1 Kernel Validation // Repo: IKNN-Rl1-A1 — Integrated Knowledge-phase Neural Network — Recursive Language Iteration 1 — Architecture 1 #include "noesa24_common.h" #include #include namespace iknn { namespace noesa24 { namespace avx512 { inline __m512i compute_noesa24_block_avx512( __m512i activations, const uint8_t states[16], int32_t bias_0b = 1) { alignas(64) int32_t act_array[16]; _mm512_store_si512(reinterpret_cast<__m512i*>(act_array), activations); alignas(64) int32_t result[16]; for (int i = 0; i < 16; ++i) { result[i] = compute_noesa24_single(static_cast(act_array[i]), states[i], bias_0b); } return _mm512_load_si512(reinterpret_cast(result)); } inline __m512i compute_noesa24_shift_add_avx512( __m512i x, __m512i scale, __m512i sign, __m512i zero_mask_0a, __m512i bias_0b) { __m512i prod = _mm512_sllv_epi32(x, scale); __mmask16 neg_mask = _mm512_cmpeq_epi32_mask(sign, _mm512_set1_epi32(-1)); __m512i neg_prod = _mm512_sub_epi32(_mm512_setzero_si512(), prod); prod = _mm512_mask_blend_epi32(neg_mask, prod, neg_prod); prod = _mm512_andnot_si512(zero_mask_0a, prod); return prod; } inline void decode_60bit_avx512(uint64_t packed60, uint8_t out_digits[13]) { static LUT576 lut[576]; static bool lut_built = false; if (!lut_built) { build_lut576(lut); lut_built = true; } unpack_13x24_lut(packed60, out_digits, lut); } } // namespace avx512 } // namespace noesa24 } // namespace iknn #ifdef NOESA24_AVX512_TEST #include #include #include int main() { using namespace iknn::noesa24; using namespace iknn::noesa24::avx512; std::cout << "[NoeSA-24 AVX-512 Test] " << __DATE__ << std::endl; std::cout << "24-state 4.58-bit, 13-unit/60-bit packing 99.3%, shift-add" << std::endl; std::mt19937 rng(42); uint8_t digits[13]; for (int i = 0; i < 13; ++i) digits[i] = rng() % 24; uint64_t packed = pack_13x24(digits); uint8_t unpacked[13]; unpack_13x24(packed, unpacked); bool pack_ok = true; for (int i = 0; i < 13; ++i) if (digits[i] != unpacked[i]) pack_ok = false; std::cout << "Pack 13x24: " << (pack_ok ? "[PASS]" : "[FAIL]") << " packed=0x" << std::hex << packed << std::dec << std::endl; LUT576 lut[576]; build_lut576(lut); uint8_t unpacked_lut[13]; unpack_13x24_lut(packed, unpacked_lut, lut); bool lut_ok = true; for (int i = 0; i < 13; ++i) if (digits[i] != unpacked_lut[i]) lut_ok = false; std::cout << "LUT576 decode: " << (lut_ok ? "[PASS]" : "[FAIL]") << std::endl; int8_t act = 10; uint8_t state = encode_state(Operator::POS_A, Scale::S2); int32_t res = compute_noesa24_single(act, state); std::cout << "Compute single: act=10 state=+1a S2 (shift2) => " << res << " expected 40 " << (res==40 ? "[PASS]" : "[FAIL]") << std::endl; state = encode_state(Operator::NEG_B, Scale::S3); res = compute_noesa24_single(act, state); std::cout << "Compute single: act=10 state=-1b S3 (shift4) => " << res << " expected -160 " << (res==-160 ? "[PASS]" : "[FAIL]") << std::endl; state = encode_state(Operator::ZERO_A, Scale::S1); res = compute_noesa24_single(act, state); std::cout << "Compute single: act=10 state=0a => " << res << " expected 0 " << (res==0 ? "[PASS]" : "[FAIL]") << std::endl; state = encode_state(Operator::ZERO_B, Scale::S1); res = compute_noesa24_single(act, state, 1); std::cout << "Compute single: act=10 state=0b bias1 => " << res << " expected 1 " << (res==1 ? "[PASS]" : "[FAIL]") << std::endl; const int ITERS = 1000000; auto start = std::chrono::high_resolution_clock::now(); uint64_t sum = 0; for (int it = 0; it < ITERS; ++it) { uint8_t out[13]; unpack_13x24(packed ^ it, out); sum += out[0]; } auto end = std::chrono::high_resolution_clock::now(); auto ms = std::chrono::duration_cast(end-start).count(); std::cout << "[BENCH] Unpack 13x24 scalar: " << ITERS << " iters " << ms << "ms sum " << sum << std::endl; start = std::chrono::high_resolution_clock::now(); sum = 0; for (int it = 0; it < ITERS; ++it) { uint8_t out[13]; unpack_13x24_lut(packed ^ it, out, lut); sum += out[0]; } end = std::chrono::high_resolution_clock::now(); ms = std::chrono::duration_cast(end-start).count(); std::cout << "[BENCH] Unpack 13x24 LUT576: " << ITERS << " iters " << ms << "ms sum " << sum << " (target ~12 cycles Ryzen5, ~4 cycles AVX-512 VBMI2)" << std::endl; return 0; } #endif