Created
March 5, 2019 21:42
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inline double sigmoid(double z){return 1.0/(1.0+exp(-1.0 * z));} //http://simple-ml-in-action.blogspot.com/2012/05/logistic-regression-with-opencl-and-net.html | |
__kernel | |
void multiply(__global const long *params, __global const double *as, __global const double *b, __global double *cs){ | |
int gid = get_global_id(0); | |
//https://cnugteren.github.io/tutorial/pages/page2.html | |
//row major | |
int M = params[2]; | |
int K = params[1]; | |
int N = params[0]; | |
int as_offset = K * N * gid; | |
int cs_offset = M * N * gid; | |
for (int m=0; m<M; m++) { | |
for (int n=0; n<N; n++) { | |
double acc = 0.0; | |
for (int k=0; k<K; k++) { | |
acc += b[k*M + m] * as[n*K + k + as_offset]; | |
} | |
cs[n*M + m + cs_offset] = sigmoid(acc); | |
} | |
} | |
} |
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