You cannot select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
195 lines
5.9 KiB
Plaintext
195 lines
5.9 KiB
Plaintext
/*
|
|
* spGPU - Sparse matrices on GPU library.
|
|
*
|
|
* Copyright (C) 2010 - 2015
|
|
* Davide Barbieri - University of Rome Tor Vergata
|
|
*
|
|
* This program is free software; you can redistribute it and/or
|
|
* modify it under the terms of the GNU General Public License
|
|
* version 3 as published by the Free Software Foundation.
|
|
*
|
|
* This program is distributed in the hope that it will be useful,
|
|
* but WITHOUT ANY WARRANTY; without even the implied warranty of
|
|
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
|
* GNU General Public License for more details.
|
|
*/
|
|
#define IDX2
|
|
#define THREAD_BLOCK 128
|
|
#define MMBSZ 8
|
|
|
|
#if 0
|
|
|
|
__global__ void
|
|
CONCAT(GEN_SPGPU_HELL_NAME(TYPE_SYMBOL), _krn)
|
|
(int count, VALUE_TYPE *z, int zPitch, const VALUE_TYPE *y, int yPitch,
|
|
VALUE_TYPE alpha, const VALUE_TYPE* cM, const int* rP,
|
|
int hackSize, const int* hackOffsets, const int* rS, int rows,
|
|
const VALUE_TYPE *x, int xPitch,
|
|
VALUE_TYPE beta, int baseIndex)
|
|
{
|
|
VALUE_TYPE *pz,*px,*py;
|
|
VALUE_TYPE zProd = CONCAT(zero_,VALUE_TYPE)();
|
|
VALUE_TYPE yVal;
|
|
__shared__ VALUE_TYPE temp[MMBSZ][THREAD_BLOCK];
|
|
|
|
int *rrP;
|
|
VALUE_TYPE *rcM;
|
|
|
|
unsigned int i = threadIdx.x + blockIdx.x * blockDim.x;
|
|
unsigned int gridSize = gridDim.x * blockDim.x;
|
|
|
|
while (i < rows) {
|
|
int j;
|
|
int hackId = i / hackSize;
|
|
int hackLaneId = i % hackSize;
|
|
|
|
int hackOffset;
|
|
unsigned int laneId = threadIdx.x % 32;
|
|
if (laneId == 0)
|
|
hackOffset = hackOffsets[hackId];
|
|
//__syncthreads();
|
|
hackOffset = __shfl_sync(0xFFFFFFFF,hackOffset, 0) + hackLaneId;
|
|
|
|
rrP = (int *) rP + hackOffset;
|
|
rcM = (VALUE_TYPE *) cM + hackOffset;
|
|
|
|
int rowSize = rS[i];
|
|
for (int k=0; k<count; k++) {
|
|
temp[k][threadIdx.x] = CONCAT(zero_,VALUE_TYPE)();
|
|
}
|
|
|
|
for (int j = 0; j < rowSize; j++) {
|
|
int pointer;
|
|
VALUE_TYPE value;
|
|
VALUE_TYPE fetch;
|
|
|
|
pointer = rrP[0] - baseIndex;
|
|
rrP += hackSize;
|
|
|
|
value = rcM[0];
|
|
rcM += hackSize;
|
|
|
|
px = (VALUE_TYPE *) x;
|
|
for (int k=0; k<count; k++) {
|
|
fetch = px[pointer];
|
|
temp[k][threadIdx.x] = CONCAT(VALUE_TYPE, _fma)(value, fetch, temp[k][threadIdx.x]);
|
|
px = px + xPitch;
|
|
}
|
|
}
|
|
// Since z and y are accessed with the same offset by the same thread,
|
|
// and the write to z follows the y read, y and z can share the same base address (in-place computing).
|
|
py = (VALUE_TYPE *) y;
|
|
pz = z;
|
|
if (CONCAT(VALUE_TYPE, _isNotZero(beta))) {
|
|
for (int k=0; k<count; k++) {
|
|
yVal = py[i];
|
|
pz[i] = CONCAT(VALUE_TYPE, _fma)(beta, yVal, CONCAT(VALUE_TYPE, _mul)(alpha, temp[k][threadIdx.x]));
|
|
py += yPitch;
|
|
pz += zPitch;
|
|
}
|
|
} else {
|
|
for (int k=0; k<count; k++) {
|
|
pz[i] = CONCAT(VALUE_TYPE, _mul)(alpha, temp[k][threadIdx.x]);
|
|
pz += zPitch;
|
|
}
|
|
}
|
|
|
|
i += gridSize;
|
|
}
|
|
}
|
|
|
|
#endif
|
|
|
|
__global__ void
|
|
CONCAT(GEN_SPGPU_HELL_NAME(TYPE_SYMBOL), _krn)
|
|
(int count, VALUE_TYPE *z, int zPitch, const VALUE_TYPE *y, int yPitch,
|
|
VALUE_TYPE alpha, const VALUE_TYPE* cM, const int* rP,
|
|
int hackSize, const int* hackOffsets, const int* rS, int rows,
|
|
const VALUE_TYPE *x, int xPitch,
|
|
VALUE_TYPE beta, int baseIndex)
|
|
{
|
|
VALUE_TYPE *pz,*px,*py;
|
|
VALUE_TYPE zProd = CONCAT(zero_,VALUE_TYPE)();
|
|
VALUE_TYPE yVal;
|
|
__shared__ VALUE_TYPE temp[MMBSZ][THREAD_BLOCK];
|
|
|
|
int i = threadIdx.x + blockIdx.x * (THREAD_BLOCK);
|
|
|
|
if (i < rows) {
|
|
int j;
|
|
int hackId = i / hackSize;
|
|
int hackLaneId = i % hackSize;
|
|
|
|
int hackOffset;
|
|
unsigned int laneId = threadIdx.x % 32;
|
|
if (laneId == 0)
|
|
hackOffset = hackOffsets[hackId];
|
|
//__syncthreads();
|
|
hackOffset = __shfl_sync(0xFFFFFFFF,hackOffset, 0) + hackLaneId;
|
|
|
|
rP += hackOffset;
|
|
cM += hackOffset;
|
|
|
|
int rowSize = rS[i];
|
|
for (int k=0; k<count; k++) {
|
|
temp[k][threadIdx.x] = CONCAT(zero_,VALUE_TYPE)();
|
|
}
|
|
|
|
for (int j = 0; j < rowSize; j++) {
|
|
int pointer;
|
|
VALUE_TYPE value;
|
|
VALUE_TYPE fetch;
|
|
|
|
pointer = rP[0] - baseIndex;
|
|
rP += hackSize;
|
|
|
|
value = cM[0];
|
|
cM += hackSize;
|
|
|
|
px = (VALUE_TYPE *) x;
|
|
for (int k=0; k<count; k++) {
|
|
fetch = px[pointer];
|
|
temp[k][threadIdx.x] = CONCAT(VALUE_TYPE, _fma)(value, fetch, temp[k][threadIdx.x]);
|
|
px = px + xPitch;
|
|
}
|
|
}
|
|
// Since z and y are accessed with the same offset by the same thread,
|
|
// and the write to z follows the y read, y and z can share the same base address (in-place computing).
|
|
py = (VALUE_TYPE *) y;
|
|
pz = z;
|
|
if (CONCAT(VALUE_TYPE, _isNotZero(beta)))
|
|
for (int k=0; k<count; k++) {
|
|
yVal = py[i];
|
|
pz[i] = CONCAT(VALUE_TYPE, _fma)(beta, yVal, CONCAT(VALUE_TYPE, _mul)(alpha, temp[k][threadIdx.x]));
|
|
py += yPitch;
|
|
pz += zPitch;
|
|
}
|
|
else
|
|
for (int k=0; k<count; k++) {
|
|
pz[i] = CONCAT(VALUE_TYPE, _mul)(alpha, temp[k][threadIdx.x]);
|
|
pz += zPitch;
|
|
}
|
|
}
|
|
}
|
|
|
|
|
|
void
|
|
CONCAT(_,GEN_SPGPU_HELL_NAME(TYPE_SYMBOL))
|
|
(spgpuHandle_t handle, int count, VALUE_TYPE* z, int zPitch, const VALUE_TYPE *y, int yPitch,
|
|
VALUE_TYPE alpha, const VALUE_TYPE* cM, const int* rP, int hackSize, const int* hackOffsets,
|
|
const int* rS, const __device int* rIdx, int rows,
|
|
const VALUE_TYPE *x, int xPitch, VALUE_TYPE beta, int baseIndex)
|
|
{
|
|
dim3 block (THREAD_BLOCK, 1);
|
|
dim3 grid ((rows + THREAD_BLOCK - 1) / THREAD_BLOCK);
|
|
// Should we generalize the code to 1/2/4/8 threads per row?
|
|
// And maybe adjust THREAD_BLOCK size?
|
|
int shrMemSize,maxShmemSz;
|
|
maxShmemSz=getGPUSharedMemPerBlock();
|
|
shrMemSize=MMBSZ*THREAD_BLOCK*sizeof(VALUE_TYPE);
|
|
CONCAT(GEN_SPGPU_HELL_NAME(TYPE_SYMBOL), _krn)
|
|
<<< grid, block, shrMemSize, handle->currentStream >>> (count, z, zPitch,y, yPitch,
|
|
alpha, cM, rP, hackSize, hackOffsets, rS, rows,
|
|
x, xPitch, beta, baseIndex);
|
|
}
|