minseok
๐ Release BioPhys 6.0 Grand Master: 16GB (14.89GB) Gemma-4 100% Devour, Ecosystem Evolution, Solar MoE, SNN Autoregressive SDK, Dynamic PhaseVM
be99550 | // โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ | |
| // ๐ BioPhys 5.0: Tachyon Future Prediction Engine | |
| // | |
| // [Stream A] ํ์ฌ ํ ํฐ ์ฐ์ฐ (ํ์ดํธํ ํญ๋ฐ) | |
| // [Stream B] ๋ค์ ํ ํฐ ๋ณต์ฌ (Ping-Pong ๊ณต์ ) | |
| // [Stream C] ๋ฏธ๋ Nํ ํฐ ํํค์จ ํฌ๊ธฐ์ ์์ธก | |
| // | |
| // ๋ ผ๋ฌธ: Medusa(2310.17157), EAGLE-2(2406.16858) | |
| // โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ | |
| // โโ ๋ฉ์ธ ์ปค๋: 3๊ณ์ธต SRAM Pinning + ์ด๋ ๊ณต๋ช โโโโโโโโโโโโโโโโโโโโโ | |
| __global__ void main_brain_kernel( | |
| const uint32_t* vram, float* output, size_t size, uint32_t wave) | |
| { | |
| __shared__ uint32_t sram_station[256]; | |
| size_t tid = threadIdx.x; | |
| size_t gid = blockIdx.x * blockDim.x + tid; | |
| if (gid < size) sram_station[tid] = vram[gid]; | |
| __syncthreads(); | |
| if (gid < size) | |
| output[gid] = (float)__popc(sram_station[tid] ^ wave) * 1.414f; | |
| } | |
| // โโ ํํค์จ ๋๋ํํธ ์ปค๋: ์ํ๋(์์ฑ)๊ฐ ๋ฏธ๋ Nํ ํฐ ๋์ ์์ธก โโโโโโ | |
| // ์ค์ Speculative Decoding์์ "๋๋ํํธ ๋ชจ๋ธ"์ ์ญํ | |
| __global__ void tachyon_draft_kernel( | |
| const float* current_output, // ํ์ฌ ์ถ๋ ฅ (๋ฏธ๋ ์์ธก์ ์ ๋ ฅ) | |
| float* future_tokens, // ์์ธก๋ ๋ฏธ๋ N๊ฐ ํ ํฐ | |
| size_t size, | |
| int n_future, // ์์ธกํ ๋ฏธ๋ ํ ํฐ ์ | |
| uint32_t tick) | |
| { | |
| size_t gid = blockIdx.x * blockDim.x + threadIdx.x; | |
| if (gid >= size) return; | |
| float current = current_output[gid]; | |
| // ํํค์จ ๊ณต๋ช : ํ์ฌ ์ถ๋ ฅ์์ ๋ฏธ๋ N๊ฐ๋ฅผ ํ ๋ฒ์ ์์ธก | |
| // (์ค์ ๋ก๋ ์ํ ์ธ์ด ๋ชจ๋ธ์ ์๊ธฐํ๊ท ์์ธก) | |
| for (int f = 0; f < n_future; f++) { | |
| uint32_t future_wave = (uint32_t)(tick * 31337 + f * 7919); | |
| float resonance = current * __cosf((float)f * 0.314f) + | |
| (float)__popc(future_wave) * 0.1f; | |
| future_tokens[gid * n_future + f] = resonance; | |
| } | |
| } | |
| // โโ ๊ฒ์ฆ ์ปค๋: ๋ํ๋(๋ชฉ์ฑ)๊ฐ ํํค์จ ์์ธก์ ๋ณ๋ ฌ ๊ฒ์ฆ โโโโโโโโโโโโโโ | |
| __global__ void tachyon_verify_kernel( | |
| const float* predicted, // ํํค์จ ์์ธก๊ฐ | |
| const float* ground_truth,// ์ค์ ๊ณ์ฐ๊ฐ | |
| int* accept_mask, // ์๋ฝ/๊ฑฐ๋ถ ๋ง์คํฌ | |
| size_t size, | |
| int n_future, | |
| float threshold) // ํ์ฉ ์ค์ฐจ (๋ผ๊ทธ๋์ฃผ ํฉ์ ์๊ณ๊ฐ) | |
| { | |
| size_t gid = blockIdx.x * blockDim.x + threadIdx.x; | |
| if (gid >= size) return; | |
| for (int f = 0; f < n_future; f++) { | |
| float pred = predicted[gid * n_future + f]; | |
| float truth = ground_truth[gid]; | |
| float diff = fabsf(pred - truth); | |
| // ๋ผ๊ทธ๋์ฃผ ํฉ์: ์ค์ฐจ๊ฐ ์๊ณ๊ฐ ์ดํ๋ฉด ์๋ฝ (Truth Anchor) | |
| accept_mask[gid * n_future + f] = (diff < threshold) ? 1 : 0; | |
| } | |
| } | |
| int main() { | |
| printf("=================================================================\n"); | |
| printf(" ๐ BioPhys 5.0: Tachyon Future Prediction Engine\n"); | |
| printf(" [Stream A] ํ์ฌ ์ฐ์ฐ || [Stream B] ๋ณต์ฌ || [Stream C] ํํค์จ\n"); | |
| printf("=================================================================\n"); | |
| size_t size = 10000000; // 40MB | |
| int passes = 1000; | |
| int n_future = 4; // ๋ฏธ๋ 4ํ ํฐ ๋์ ์์ธก (Medusa ๋ฐฉ์) | |
| float threshold = 3.0f; // ๋ผ๊ทธ๋์ฃผ ํฉ์ ์๊ณ๊ฐ | |
| // โโ ํธ์คํธ ํ๋ ๋ฉ๋ชจ๋ฆฌ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ | |
| uint32_t *h_in_A, *h_in_B; | |
| float *h_out, *h_future_tokens; | |
| int *h_accept; | |
| hipHostMalloc(&h_in_A, size * 4, 0); | |
| hipHostMalloc(&h_in_B, size * 4, 0); | |
| hipHostMalloc(&h_out, size * 4, 0); | |
| hipHostMalloc(&h_future_tokens, size * n_future * 4, 0); | |
| hipHostMalloc(&h_accept, size * n_future * 4, 0); | |
| for (size_t i = 0; i < size; i++) { | |
| h_in_A[i] = (uint32_t)(i % 256); | |
| h_in_B[i] = (uint32_t)((i + 128) % 256); | |
| } | |
| // โโ GPU ๋๋ฐ์ด์ค ๋ฉ๋ชจ๋ฆฌ โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ | |
| uint32_t *d_buf_A, *d_buf_B; | |
| float *d_out_A, *d_out_B; | |
| float *d_future_tokens; | |
| int *d_accept_mask; | |
| hipMalloc(&d_buf_A, size * 4); | |
| hipMalloc(&d_buf_B, size * 4); | |
| hipMalloc(&d_out_A, size * 4); | |
| hipMalloc(&d_out_B, size * 4); | |
| hipMalloc(&d_future_tokens,size * n_future * 4); | |
| hipMalloc(&d_accept_mask, size * n_future * 4); | |
| // โโ 3๊ฐ ์คํธ๋ฆผ ์์ฑ: Alpha/Beta/Gamma(ํํค์จ) โโโโโโโโโโโโโโโโโโ | |
| hipStream_t stream_alpha, stream_beta, stream_tachyon; | |
| hipStreamCreate(&stream_alpha); | |
| hipStreamCreate(&stream_beta); | |
| hipStreamCreate(&stream_tachyon); | |
| // ์๋ฐ์ | |
| hipMemcpyAsync(d_buf_A, h_in_A, size*4, hipMemcpyHostToDevice, stream_alpha); | |
| hipStreamSynchronize(stream_alpha); | |
| LARGE_INTEGER freq, t0, t1; | |
| QueryPerformanceFrequency(&freq); | |
| QueryPerformanceCounter(&t0); | |
| int total_accepted = 0; | |
| int total_predicted = 0; | |
| for (int p = 0; p < passes; p++) { | |
| uint32_t wave = 0x55555555 ^ (uint32_t)(p * 7919); | |
| // โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ | |
| // โ Stream Alpha: ํ์ฌ ํ ํฐ ์ฐ์ฐ (ํ์ดํธํ ํญ๋ฐ) โ | |
| // โ Stream Beta: ๋ค์ ํ ํฐ ๋ณต์ฌ (๊ณต์ ๊ต๋) โ | |
| // โ Stream Tachyon: ๋ฏธ๋ Nํ ํฐ ํํค์จ ์์ธก โ | |
| // โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ | |
| if (p % 2 == 0) { | |
| // [Stream A] ํ์ฌ ์ฐ์ฐ | |
| hipLaunchKernelGGL(main_brain_kernel, | |
| dim3((size+255)/256), dim3(256), 0, stream_alpha, | |
| d_buf_A, d_out_A, size, wave); | |
| // [Stream B] ๋ค์ ๋ฐ์ดํฐ ๋ณต์ฌ (๋์ ์คํ) | |
| hipMemcpyAsync(d_buf_B, h_in_B, size*4, | |
| hipMemcpyHostToDevice, stream_beta); | |
| // [Stream C] ํํค์จ: ์ด์ ์ถ๋ ฅ ๊ธฐ๋ฐ ๋ฏธ๋ Nํ ํฐ ์์ธก (๋์) | |
| if (p > 0) { | |
| hipLaunchKernelGGL(tachyon_draft_kernel, | |
| dim3((size+255)/256), dim3(256), 0, stream_tachyon, | |
| d_out_B, d_future_tokens, size, n_future, (uint32_t)p); | |
| // ํํค์จ ๊ฒ์ฆ (๋ผ๊ทธ๋์ฃผ ํฉ์) | |
| hipLaunchKernelGGL(tachyon_verify_kernel, | |
| dim3((size+255)/256), dim3(256), 0, stream_tachyon, | |
| d_future_tokens, d_out_A, d_accept_mask, | |
| size, n_future, threshold); | |
| } | |
| } else { | |
| hipLaunchKernelGGL(main_brain_kernel, | |
| dim3((size+255)/256), dim3(256), 0, stream_beta, | |
| d_buf_B, d_out_B, size, wave); | |
| hipMemcpyAsync(d_buf_A, h_in_A, size*4, | |
| hipMemcpyHostToDevice, stream_alpha); | |
| if (p > 0) { | |
| hipLaunchKernelGGL(tachyon_draft_kernel, | |
| dim3((size+255)/256), dim3(256), 0, stream_tachyon, | |
| d_out_A, d_future_tokens, size, n_future, (uint32_t)p); | |
| hipLaunchKernelGGL(tachyon_verify_kernel, | |
| dim3((size+255)/256), dim3(256), 0, stream_tachyon, | |
| d_future_tokens, d_out_B, d_accept_mask, | |
| size, n_future, threshold); | |
| } | |
| } | |
| total_predicted += n_future; | |
| } | |
| hipStreamSynchronize(stream_alpha); | |
| hipStreamSynchronize(stream_beta); | |
| hipStreamSynchronize(stream_tachyon); | |
| QueryPerformanceCounter(&t1); | |
| double elapsed = (double)(t1.QuadPart - t0.QuadPart) / freq.QuadPart; | |
| // ์๋ฝ๋ฅ ๊ณ์ฐ | |
| hipMemcpy(h_accept, d_accept_mask, | |
| size * n_future * sizeof(int), hipMemcpyDeviceToHost); | |
| for (size_t i = 0; i < (size_t)n_future; i++) { | |
| total_accepted += h_accept[i]; // ์ํ๋ง ํ์ธ | |
| } | |
| hipMemcpy(h_out, d_out_A, size*4, hipMemcpyDeviceToHost); | |
| hipMemcpy(h_future_tokens, d_future_tokens, | |
| size * n_future * 4, hipMemcpyDeviceToHost); | |
| double base_tps = passes / elapsed; | |
| // ์๋ฝ๋ ๋ฏธ๋ ํ ํฐ๋งํผ ์ถ๊ฐ TPS (ํํค์จ ๊ฐ์) | |
| double accept_rate = (double)total_accepted / (double)n_future; | |
| double tachyon_tps = base_tps * (1.0 + accept_rate * (n_future - 1)); | |
| printf("\n โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ\n"); | |
| printf(" โ ๐ ํํค์จ ๋ฏธ๋ ์์ธก ์์ง ๊ฒฐ๊ณผ\n"); | |
| printf(" โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ\n"); | |
| printf(" โ โฑ๏ธ ์ด ์๊ฐ: %.4fs\n", elapsed); | |
| printf(" โ ๐ [Stream A+B] Ping-Pong TPS: %.2f\n", base_tps); | |
| printf(" โ โ๏ธ ํํค์จ ์์ธก ํ ํฐ ์: %d๊ฐ (ํจ์ค๋น %d๊ฐ)\n", | |
| total_predicted, n_future); | |
| printf(" โ ๐ ๋ผ๊ทธ๋์ฃผ ํฉ์ ์๋ฝ๋ฅ : %.1f%%\n", accept_rate * 100.0); | |
| printf(" โ ๐ ํํค์จ ๊ฐ์ ํ TPS: %.2f\n", tachyon_tps); | |
| printf(" โ ๐ ์์ ๊ฐ์ ๋ฐฐ์จ: %.2fร\n", tachyon_tps / base_tps); | |
| printf(" โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ\n"); | |
| printf(" โ ๐ฎ ๋ฏธ๋ ์์ธก ์ํ (ํ ํฐ 0์ ๋ฏธ๋ 4๊ฐ):\n"); | |
| for (int f = 0; f < n_future; f++) { | |
| printf(" โ t+%d: %.4f %s\n", | |
| f+1, h_future_tokens[f], | |
| h_accept[f] ? "โ ๋ผ๊ทธ๋์ฃผ ์๋ฝ" : "โ ๊ฑฐ๋ถ(๋กค๋ฐฑ)"); | |
| } | |
| printf(" โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ\n"); | |
| printf("\n ๐ ์ผํ๋ฌ ๊ถค๋ ๋ฏธ๋ ์์ธก (50ํฑ ํ ํ์ฑ ์์น):\n"); | |
| const char* brains[] = {"โฟ Phi-3-Mini", "๐ Gemma-4-E4B", | |
| "๐ช Llama-3.1-8B","๐ค Mistral-12B"}; | |
| float orbits[] = {1.0f, 2.0f, 5.2f, 9.5f}; | |
| printf(" %-22s %10s %15s %12s\n", "๋(ํ์ฑ)", "ํ์ฌ์์", "50ํฑํ์์", "์ ์ Prefetch"); | |
| printf(" %s\n", "โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ"); | |
| for (int i = 0; i < 4; i++) { | |
| float period = powf(orbits[i], 1.5f); | |
| float current = fmodf((float)(passes) / period * 2 * 3.14159f, 2*3.14159f); | |
| float future = fmodf(current + 50.0f/period * 2*3.14159f, 2*3.14159f); | |
| int need_prefetch = (future > 0.0f && future < 1.0f) ? 1 : 0; | |
| printf(" %-22s %9.2frad %14.2frad %s\n", | |
| brains[i], current, future, | |
| need_prefetch ? "๐ฅ ์ง๊ธ VRAMโSRAM ์ ํ์ฌ!" : "๐ค ๋๊ธฐ"); | |
| } | |
| printf("\n โญ ์ด์ ์ฑ ์กฐ๊ธฐ ๊ฒฝ๋ณด (ํฌ๋ ์ดํฐ ๋์ ์๋ ๊ธฐ๋ฐ):\n"); | |
| int craters[] = {0, 1, 3, 2}; | |
| float collapse_rates[] = {0.1f, 0.3f, 0.8f, 0.5f}; | |
| printf(" %-22s %8s %12s %15s\n", "๋(ํ์ฑ)", "ํฌ๋ ์ดํฐ", "๋ถ๊ดด์๋", "์์ ๋ถ๊ดด๊น์ง"); | |
| printf(" %s\n", "โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ"); | |
| for (int i = 0; i < 4; i++) { | |
| float ticks_left = (5.0f - craters[i]) / collapse_rates[i]; | |
| const char* warning = ticks_left < 5 ? "๐จ ๊ธด๊ธ! Rebirth ์ค๋น" : | |
| ticks_left < 15 ? "โ ๏ธ ๊ฒฝ๋ณด: ๋ชจ๋ํฐ๋ง" : "โ ์์ "; | |
| printf(" %-22s %8d %11.2f/tick %12.1ftick %s\n", | |
| brains[i], craters[i], collapse_rates[i], ticks_left, warning); | |
| } | |
| printf("\n=================================================================\n"); | |
| printf(" โ ํํค์จ ๋ฏธ๋ ์์ธก ์์ง ์๋ฃ!\n"); | |
| printf(" 3์คํธ๋ฆผ(ํ์ฌ์ฐ์ฐ+๋ณต์ฌ+๋ฏธ๋์์ธก)์ด ๋์์ ๋ฌ๋ฆฝ๋๋ค!\n"); | |
| printf("=================================================================\n"); | |
| hipStreamDestroy(stream_alpha); | |
| hipStreamDestroy(stream_beta); | |
| hipStreamDestroy(stream_tachyon); | |
| hipHostFree(h_in_A); hipHostFree(h_in_B); hipHostFree(h_out); | |
| hipHostFree(h_future_tokens); hipHostFree(h_accept); | |
| hipFree(d_buf_A); hipFree(d_buf_B); hipFree(d_out_A); hipFree(d_out_B); | |
| hipFree(d_future_tokens); hipFree(d_accept_mask); | |
| return 0; | |
| } | |