diff options
| author | aamir <[email protected]> | 2018-08-10 19:46:54 -0700 |
|---|---|---|
| committer | aamir <[email protected]> | 2018-08-10 19:46:54 -0700 |
| commit | 93d2d31a56d84acfce98c867651d8e065fe061cc (patch) | |
| tree | 9aa0bb5a415e576588ab1a4724e32379ed5b1fd7 /cuda-kernels | |
| parent | d22c3dcf433dc56c07be087f78143c0eb06dff5f (diff) | |
added mma and st inst. Only different b mode needs to be added
Diffstat (limited to 'cuda-kernels')
| -rw-r--r-- | cuda-kernels/v4p_kernel.cu | 101 |
1 files changed, 85 insertions, 16 deletions
diff --git a/cuda-kernels/v4p_kernel.cu b/cuda-kernels/v4p_kernel.cu index ced0e44..83055de 100644 --- a/cuda-kernels/v4p_kernel.cu +++ b/cuda-kernels/v4p_kernel.cu @@ -30,30 +30,99 @@ const int WMMA_M = 16; const int WMMA_N = 16; const int WMMA_K = 16; -__global__ void v4p_example(int *a_int32, int *b_int8, int *c,int *d_int32, int M, int N, int K) { +__global__ void v4p_example(int *a_int32, int *b_int4, int *c,int *d_int32, int M, int N, int K) { int registers_a[8]; + int registers_b[8]; + int registers_c[8]; + int registers_d[8]; int register_b; //contains 8 4bit b elements int idx = blockDim.x * blockIdx.x + threadIdx.x; asm("/*"); asm("CPTX_BEGIN"); - asm("vp.load.b4.sync.row.m16n16k16.s32 {%0,%1,%2,%3,%4,%5,%6,%7},[%8],%9;" : + asm("vp.load.a.sync.row.m16n16k16.s32 {%0,%1,%2,%3,%4,%5,%6,%7},[%8],%9;" : "=r"(registers_a[0]), "=r"(registers_a[1]),"=r"(registers_a[2]),"=r"(registers_a[3]), "=r"(registers_a[4]),"=r"(registers_a[5]),"=r"(registers_a[6]),"=r"(registers_a[7]): - "l"(b_int8),"r"(M) + "l"(a_int32),"r"(M) ); asm("CPTX_END"); asm("*/"); + asm("/*"); + asm("CPTX_BEGIN"); + asm("vp.load.b4.sync.row.m16n16k16.s32 {%0},[%1],%2;" : + "=r"(registers_b[0]): + "l"(b_int4),"r"(M) + ); + asm("CPTX_END"); + asm("*/"); + asm("/*"); + asm("CPTX_BEGIN"); + asm("vp.load.c.sync.row.m16n16k16.s32 {%0,%1,%2,%3,%4,%5,%6,%7},[%8],%9;" : + "=r"(registers_c[0]), "=r"(registers_c[1]),"=r"(registers_c[2]),"=r"(registers_c[3]), + "=r"(registers_c[4]),"=r"(registers_c[5]),"=r"(registers_c[6]),"=r"(registers_c[7]): + "l"(c),"r"(M) + ); + asm("CPTX_END"); + asm("*/"); + //B4 + asm("/*"); + asm("CPTX_BEGIN"); + asm("vp.mma.sync.row.row.m16n16k16.s32 {%0, %1, %2, %3, %4, %5, %6, %7}, {%8, %9, %10, %11, %12, %13, %14, %15}, {%16}, {%17, %18, %19, %20, %21, %22, %23, %24};" : + "=r"(registers_d[0]), "=r"(registers_d[1]),"=r"(registers_d[2]),"=r"(registers_d[3]), + "=r"(registers_d[4]),"=r"(registers_d[5]),"=r"(registers_d[6]),"=r"(registers_d[7]): + "r"(registers_a[0]),"r"(registers_a[1]),"r"(registers_a[2]),"r"(registers_a[3]), + "r"(registers_a[4]),"r"(registers_a[5]),"r"(registers_a[6]),"r"(registers_a[7]), + "r"(registers_b[0]), + "r"(registers_c[0]),"r"(registers_c[1]),"r"(registers_c[2]),"r"(registers_c[3]), + "r"(registers_c[4]),"r"(registers_c[5]),"r"(registers_c[6]),"r"(registers_c[7]) + ); + asm("CPTX_END"); + asm("*/"); + + //B8 + //asm("CPTX_END"); + //asm("*/"); + //asm("/*"); + //asm("CPTX_BEGIN"); + //asm("vp.mma.sync.row.row.m16n16k16.s32 {%0, %1, %2, %3, %4, %5, %6, %7}, {%8, %9, %10, %11, %12, %13, %14, %15}, {%16, %17}, {%18, %19, %20, %21, %22, %23, %24, %25};" : + //"=r"(registers_d[0]), "=r"(registers_d[1]),"=r"(registers_d[2]),"=r"(registers_d[3]), + //"=r"(registers_d[4]),"=r"(registers_d[5]),"=r"(registers_d[6]),"=r"(registers_d[7]): + //"r"(registers_a[0]),"r"(registers_a[1]),"r"(registers_a[2]),"r"(registers_a[3]), + //"r"(registers_a[4]),"r"(registers_a[5]),"r"(registers_a[6]),"r"(registers_a[7]), + //"r"(registers_b[0]),"r"(registers_b[1]), + //"r"(registers_c[0]),"r"(registers_c[1]),"r"(registers_c[2]),"r"(registers_c[3]), + //"r"(registers_c[4]),"r"(registers_c[5]),"r"(registers_c[6]),"r"(registers_c[7]) + //); + //asm("CPTX_END"); + //asm("*/"); + + //B16 + //asm("CPTX_END"); + //asm("*/"); + //asm("/*"); + //asm("CPTX_BEGIN"); + //asm("vp.mma.sync.row.row.m16n16k16.s32 {%0, %1, %2, %3, %4, %5, %6, %7}, {%8, %9, %10, %11, %12, %13, %14, %15}, {%16, %17, %18, %19}, { %20, %21, %22, %23, %24, %25, %26, %27};" : + //"=r"(registers_d[0]), "=r"(registers_d[1]),"=r"(registers_d[2]),"=r"(registers_d[3]), + //"=r"(registers_d[4]),"=r"(registers_d[5]),"=r"(registers_d[6]),"=r"(registers_d[7]): + //"r"(registers_a[0]),"r"(registers_a[1]),"r"(registers_a[2]),"r"(registers_a[3]), + //"r"(registers_a[4]),"r"(registers_a[5]),"r"(registers_a[6]),"r"(registers_a[7]), + //"r"(registers_b[0]),"r"(registers_b[1]),"r"(registers_b[2]),"r"(registers_b[3]), + //"r"(registers_c[0]),"r"(registers_c[1]),"r"(registers_c[2]),"r"(registers_c[3]), + //"r"(registers_c[4]),"r"(registers_c[5]),"r"(registers_c[6]),"r"(registers_c[7]) + //); + //asm("CPTX_END"); + //asm("*/"); + - b_int8[0]=registers_a[7]; - b_int8[1]=registers_a[7]; - b_int8[2]=registers_a[7]; - b_int8[3]=registers_a[7]; - b_int8[4]=registers_a[7]; - b_int8[5]=registers_a[7]; - b_int8[6]=registers_a[7]; - b_int8[7]=registers_a[7]; + d_int32[0]=registers_d[0]; + d_int32[1]=registers_d[1]; + d_int32[2]=registers_d[2]; + d_int32[3]=registers_d[3]; + d_int32[4]=registers_d[4]; + d_int32[5]=registers_d[5]; + d_int32[6]=registers_d[6]; + d_int32[7]=registers_d[7]; } __global__ void convertFp32ToFp16 (half *out, float *in, int n) { @@ -200,7 +269,6 @@ int main(int argc, char* argv[]) { cudaErrCheck(cudaMemcpy(b_int32,b_host_wmma, MATRIX_K * MATRIX_N * sizeof(int), cudaMemcpyHostToDevice)); cudaErrCheck(cudaMemcpy(c_int32,c_host_wmma, MATRIX_M * MATRIX_N * sizeof(int), cudaMemcpyHostToDevice)); - #define TEST4 #ifdef TEST16 convertInt32ToInt16 <<< (MATRIX_M * MATRIX_K + 255) / 256, 256 >>> (a_int16, a_int32, MATRIX_M * MATRIX_K); convertInt16ToInt32 <<< (MATRIX_M * MATRIX_K + 255) / 256, 256 >>> (d_int32, a_int16, MATRIX_M * MATRIX_K); @@ -216,6 +284,7 @@ int main(int argc, char* argv[]) { convertInt4ToInt32 <<< (MATRIX_M * MATRIX_K + 255) / 256, 256 >>> (d_int32, a_int4, MATRIX_M * MATRIX_K); cudaErrCheck(cudaMemcpy(d_host_wmma, d_int32, MATRIX_M * MATRIX_N * sizeof(int), cudaMemcpyDeviceToHost)); #endif + convertInt32ToInt4 <<< (MATRIX_M * MATRIX_K + 255) / 256, 256 >>> (b_int4, b_int32, MATRIX_M * MATRIX_K); //convertFp32ToFp16 <<< (MATRIX_K * MATRIX_N + 255) / 256, 256 >>> (b_fp16, b_fp32, MATRIX_K * MATRIX_N); //convertFp32ToFp16 <<< (MATRIX_M * MATRIX_N + 255) / 256, 256 >>> (c_fp16, c_fp32, MATRIX_K * MATRIX_N); @@ -223,10 +292,10 @@ int main(int argc, char* argv[]) { //AAMIR printf("\nM = %d, N = %d, K = %d. \n", MATRIX_M, MATRIX_N, MATRIX_K); //AAMIR //AAMIR printf("Running with wmma...\n"); - //cudaErrCheck(cudaEventRecord(startWMMA)); - //v4p_example <<< 1, 32>>> (a_int32, a_int8, a_int32, d_int32, MATRIX_M, MATRIX_N, MATRIX_K); - //cudaErrCheck(cudaEventRecord(stopWMMA)); - //cudaErrCheck(cudaEventSynchronize(stopWMMA)); + cudaErrCheck(cudaEventRecord(startWMMA)); + v4p_example <<< 1, 32>>> (a_int32, b_int4, c_int32, d_int32, MATRIX_M, MATRIX_N, MATRIX_K); + cudaErrCheck(cudaEventRecord(stopWMMA)); + cudaErrCheck(cudaEventSynchronize(stopWMMA)); //AAMIR //AAMIR // Error checking |
