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#ifndef _NN_KERNEL_H_
#define _NN_KERNEL_H_
#include <stdio.h>
#define CHECK_BANK_CONFLICTS 0
#if CHECK_BANK_CONFLICTS
#define AS(i, j) CUT_BANK_CHECKER(((float*)&As[0][0]), (BLOCK_SIZE * i + j))
#define BS(i, j) CUT_BANK_CHECKER(((float*)&Bs[0][0]), (BLOCK_SIZE * i + j))
#else
#define AS(i, j) As[i][j]
#define BS(i, j) Bs[i][j]
#endif
__constant__ int kernelTemplate[25] = {
0, 1, 2, 3, 4,
29, 30, 31, 32, 33,
58, 59, 60, 61, 62,
87, 88, 89, 90, 91,
116,117,118,119,120 };
__global__ void executeFirstLayer(float *Layer1_Neurons_GPU,float *Layer1_Weights_GPU,float *Layer2_Neurons_GPU)
{
int blockID=blockIdx.x;
int pixelX=threadIdx.x;
int pixelY=threadIdx.y;
int weightBegin=blockID*26;
int windowX=pixelX*2;
int windowY=pixelY*2;
float result=0;
result+=Layer1_Weights_GPU[weightBegin];
++weightBegin;
for(int i=0;i<25;++i)
{
result+=Layer1_Neurons_GPU[(windowY*29+windowX+kernelTemplate[i])+(29*29*blockIdx.y)]*Layer1_Weights_GPU[weightBegin+i];
}
result=(1.7159*tanhf(0.66666667*result));
Layer2_Neurons_GPU[(13*13*blockID+pixelY*13+pixelX)+(13*13*6*blockIdx.y)]=result;
}
__constant__ int kernelTemplate2[25] = {
0, 1, 2, 3, 4,
13, 14, 15, 16, 17,
26, 27, 28, 29, 30,
39, 40, 41, 42, 43,
52, 53, 54, 55, 56 };
__global__ void executeSecondLayer(float *Layer2_Neurons_GPU, float *Layer2_Weights_GPU,float *Layer3_Neurons_GPU)
{
int blockID=blockIdx.x;
int pixelX=threadIdx.x;
int pixelY=threadIdx.y;
int weightBegin=blockID*26*6;
int windowX=pixelX*2;
int windowY=pixelY*2;
float result=0;
result+=Layer2_Weights_GPU[weightBegin];
if(blockID==1 && pixelX==0 && pixelY==0)
{
result+=0;
}
++weightBegin;
for (int i=0; i<25; ++i )
{
result+=Layer2_Neurons_GPU[(windowX + 13*windowY +kernelTemplate2[i])+(13*13*6*blockIdx.y)]*Layer2_Weights_GPU[weightBegin+i*6];
result+=Layer2_Neurons_GPU[(169 + windowX + 13*windowY +kernelTemplate2[i])+(13*13*6*blockIdx.y)]*Layer2_Weights_GPU[weightBegin+i*6+1];
result+=Layer2_Neurons_GPU[(338 + windowX + 13*windowY + kernelTemplate2[i])+(13*13*6*blockIdx.y)]*Layer2_Weights_GPU[weightBegin+i*6+2];
result+=Layer2_Neurons_GPU[(507 + windowX + 13*windowY + kernelTemplate2[i])+(13*13*6*blockIdx.y)]*Layer2_Weights_GPU[weightBegin+i*6+3];
result+=Layer2_Neurons_GPU[(676 + windowX + 13*windowY + kernelTemplate2[i])+(13*13*6*blockIdx.y)]*Layer2_Weights_GPU[weightBegin+i*6+4];
result+=Layer2_Neurons_GPU[(845 + windowX + 13*windowY + kernelTemplate2[i])+(13*13*6*blockIdx.y)]*Layer2_Weights_GPU[weightBegin+i*6+5];
}
result=(1.7159*tanhf(0.66666667*result));
Layer3_Neurons_GPU[(5*5*blockID+pixelY*5+pixelX)+(1250*blockIdx.y)]=result;
}
__global__ void executeThirdLayer(float *Layer3_Neurons_GPU, float *Layer3_Weights_GPU,float *Layer4_Neurons_GPU)
{
int blockID=blockIdx.x;
//int pixelY=threadIdx.y;
int weightBegin=blockID*1251;
float result=0;
result+=Layer3_Weights_GPU[weightBegin];
++weightBegin;
for (int i=0; i<1250; ++i )
{
result+=Layer3_Neurons_GPU[i+(1250*blockIdx.y)]*Layer3_Weights_GPU[weightBegin+i];
}
result=(1.7159*tanhf(0.66666667*result));
Layer4_Neurons_GPU[blockID+(100*blockIdx.y)]=result;
}
__global__ void executeFourthLayer(float *Layer4_Neurons_GPU,float *Layer4_Weights_GPU,float *Layer5_Neurons_GPU)
{
int blockID=blockIdx.x;
//int pixelY=threadIdx.y;
int weightBegin=blockID*101;
float result=0;
result+=Layer4_Weights_GPU[weightBegin];
++weightBegin;
for (int i=0; i<100; ++i )
{
result+=Layer4_Neurons_GPU[i+(100*blockIdx.y)]*Layer4_Weights_GPU[weightBegin+i];
}
result=(1.7159*tanhf(0.66666667*result));
Layer5_Neurons_GPU[blockID+(10*blockIdx.y)]=result;
}
#endif // #ifndef _NN_KERNEL_H_
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