/** * Minimal test: PV SS MMA with B=(64,16) BLOCK_MN=64. * Tests if BLOCK_MN=64 is valid for the UMMA B descriptor. */ #include #include #include #include "dsv4/kernels/attention/fmha_common.cuh" #include "dsv4/kernels/attention/fmha_umma_desc.cuh" using namespace dsv4::kernels::attention; static bf16_t f32_to_bf16_host(float f) { uint32_t u; memcpy(&u,&f,4); return (uint16_t)(u>>16); } constexpr int HD = 64, BLOCK_MN = 128; __global__ void __launch_bounds__(128) test_pv_ss_b64() { const int tid = threadIdx.x, wid = tid / 32, lane = tid % 32; extern __shared__ char sbuf[]; uint32_t* sTmemBase = (uint32_t*)sbuf; bf16_t* sP = (bf16_t*)(((uintptr_t)(sbuf + 4) + 15) & ~(uintptr_t)15); bf16_t* sV = (bf16_t*)(((uintptr_t)(sP + 128 * 16) + 127) & ~(uintptr_t)127); // Fill P: (128, 16) canonical, row 0 = all 1.0 constexpr int CORES_MN = 16, CORES_K = 2; for (int i = tid; i < 128 * 16; i += 128) sP[i] = 0; __syncthreads(); for (int c = tid; c < 16; c += 128) { int ck = c / 8, lc = c % 8; sP[ck * CORES_MN * 64 + 0 * 64 + 0 * 8 + lc] = f32_to_bf16(1.0f); } __syncthreads(); // Fill V: (64, 16) canonical with BLOCK_MN=64 // CORES_MN=8, CORES_K=2 // B[d, r]: g_mn=d/8, g_k=r/8, llr=d%8, lc=r%8 for (int i = tid; i < 64 * 16; i += 128) sV[i] = 0; __syncthreads(); for (int d = tid; d < HD; d += 128) { for (int r = 0; r < 16; r++) { int g_mn = d / 8, g_k = r / 8; int llr = d % 8, lc = r % 8; sV[g_k * 8 * 64 + g_mn * 64 + llr * 8 + lc] = f32_to_bf16(2.0f); } } __syncthreads(); if (wid == 1) tmem_alloc(__cvta_generic_to_shared(sTmemBase), 128); __syncthreads(); uint32_t tb = *sTmemBase; // PV SS MMA: A=(128,16) BLOCK_MN=128, B=(64,16) BLOCK_MN=64 // C = A × B^T = (128, 64). idesc: MMA_M=8, MMA_N=4 uint64_t dp = make_umma_desc_kmajor_none(__cvta_generic_to_shared(sP), BLOCK_MN); uint64_t dv = make_umma_desc_kmajor_none(__cvta_generic_to_shared(sV), HD); uint32_t idesc = make_idesc(BLOCK_MN, HD); if (tid == 0) umma_ss_f16(tb, dp, dv, idesc, false); asm volatile("tcgen05.fence::after_thread_sync;" ::: "memory"); __syncthreads(); // Read first 8 cols of C if (wid == 0) { float tmp[8]; asm volatile("tcgen05.ld.sync.aligned.32x32b.x8.b32 {%0,%1,%2,%3,%4,%5,%6,%7},[%8];" : "=f"(tmp[0]),"=f"(tmp[1]),"=f"(tmp[2]),"=f"(tmp[3]), "=f"(tmp[4]),"=f"(tmp[5]),"=f"(tmp[6]),"=f"(tmp[7]) : "r"(tb)); asm volatile("tcgen05.wait::ld.sync.aligned;"); if (lane == 0) { printf("C[0,0..7]: "); for(int c=0;c<8;c++) printf("%.1f ", tmp[c]); printf("\n"); } } if (wid == 0) tmem_dealloc(tb, 128); } int main() { printf("=== PV SS MMA B=(64,16) BLOCK_MN=64 ===\n"); int smem = (4+16 + 128*16*2 + 64*16*2 + 256 + 127) & ~127; printf("SMEM: %d bytes\n", smem); test_pv_ss_b64<<<1, 128, smem>>>(); cudaError_t err = cudaDeviceSynchronize(); if (err != cudaSuccess) { printf("CUDA ERROR: %s\n", cudaGetErrorString(err)); return 1; } return 0; }