/** * Minimal debug: write P to SMEM + 1 PV SS MMA K-tile. * No QK, no TMEM softmax read, no V load. * Start from what test_pv_ss_128.cu does and add the P fill pattern. */ #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 = 16, SK = 128, BLOCK_MN = 128; constexpr int TILE_SZ = BLOCK_MN * MMA_K_BF16; __global__ void __launch_bounds__(128) test_minimal_pv() { const int tid = threadIdx.x, wid = tid / 32, lane = tid % 32; extern __shared__ char sbuf[]; uint32_t* sTmemBase = (uint32_t*)sbuf; bf16_t* sQ0 = (bf16_t*)(((uintptr_t)(sbuf + 4) + 15) & ~(uintptr_t)15); bf16_t* sK0 = sQ0 + TILE_SZ; bf16_t* sPk = (bf16_t*)(((uintptr_t)(sK0 + TILE_SZ) + 127) & ~(uintptr_t)127); bf16_t* sV = (bf16_t*)(((uintptr_t)(sPk + TILE_SZ) + 127) & ~(uintptr_t)127); float* s_p_vals = (float*)(sV + 256); // 16 P values for 1 K-tile // Fill sQ0, sK0 (will be used by QK) for (int i = tid; i < TILE_SZ; i += 128) { sQ0[i] = 0; sK0[i] = 0; } __syncthreads(); // Softmax: read S from TMEM, compute P, write to s_p_vals if (wid == 0) { float s_vals[16], row_max = -INFINITY; // Read first 16 columns of S (for K-tile 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) for (int c=0;c<8;c++) { s_vals[c] = tmp[c]; row_max = fmaxf(row_max, tmp[c]); } 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+8)); asm volatile("tcgen05.wait::ld.sync.aligned;"); if (lane == 0) for (int c=0;c<8;c++) { s_vals[8+c] = tmp[c]; row_max = fmaxf(row_max, tmp[c]); } row_max = wmax(row_max); float row_sum = 0.0f; if (lane == 0) for (int j=0;j<16;j++) { s_vals[j] = expf(s_vals[j] - row_max); row_sum += s_vals[j]; } row_sum = wsum(row_sum); if (lane == 0) for (int j=0;j<16;j++) { s_vals[j] /= row_sum; s_p_vals[j] = s_vals[j]; } } __syncthreads(); // Fill sPk: (128, 16) canonical, row 0 = s_p_vals for (int i = tid; i < TILE_SZ; i += 128) sPk[i] = 0; __syncthreads(); if (tid < 16) { int c = tid; int ck = c / 8, lc = c % 8; int dst_idx = ck * 16 * 64 + 0 * 64 + 0 * 8 + lc; sPk[dst_idx] = f32_to_bf16(s_p_vals[c]); } __syncthreads(); // Fill sV: (16, 16) canonical, all 1.0 for (int i = tid; i < 256; i += 128) sV[i] = 0; __syncthreads(); for (int i = tid; i < 256; i += 128) { int r = i / 16, c = i % 16; int ck = c / 8, lc = c % 8, tmn = r / 8, lr = r % 8; sV[ck * 2 * 64 + tmn * 64 + lr * 8 + lc] = f32_to_bf16(1.0f); } __syncthreads(); uint32_t tb = 0; // TMEM alloc if (wid == 1) tmem_alloc(__cvta_generic_to_shared(sTmemBase), 128); __syncthreads(); tb = *sTmemBase; // QK GEMM (SS) — uses sQ0 and sK0 { uint64_t dq = make_umma_desc_kmajor_none(__cvta_generic_to_shared(sQ0), BLOCK_MN); uint64_t dk = make_umma_desc_kmajor_none(__cvta_generic_to_shared(sK0), BLOCK_MN); uint32_t idesc = make_idesc(BLOCK_MN, BLOCK_MN); if (tid == 0) umma_ss_f16(tb, dq, dk, idesc, false); asm volatile("tcgen05.fence::after_thread_sync;" ::: "memory"); __syncthreads(); } // PV SS MMA uint64_t dp = make_umma_desc_kmajor_none(__cvta_generic_to_shared(sPk), BLOCK_MN); uint64_t dv = make_umma_desc_kmajor_none(__cvta_generic_to_shared(sV), 16); 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 O 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("O[0,0..7]: "); for(int c=0;c<8;c++) printf("%.1f ", tmp[c]); printf("(expect 8.0)\n"); } } if (wid == 0) tmem_dealloc(tb, 128); } int main() { printf("=== Minimal PV with s_p_vals ===\n"); int smem = (4+16 + TILE_SZ*2 + TILE_SZ*2 + TILE_SZ*2 + 256*2 + 16*4 + 256 + 127) & ~127; printf("SMEM: %d bytes\n", smem); test_minimal_pv<<<1, 128, smem>>>(); cudaError_t err = cudaDeviceSynchronize(); if (err != cudaSuccess) { printf("CUDA ERROR: %s\n", cudaGetErrorString(err)); return 1; } return 0; }