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April 9, 2019 09:49
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#include "definitionsInternal.h" | |
#include "supportCode.h" | |
extern "C" __global__ void preNeuronResetKernel() { | |
unsigned int id = 32 * blockIdx.x + threadIdx.x; | |
if(id == 0) { | |
dd_glbSpkCntE[0] = 0; | |
} | |
else if(id == 1) { | |
dd_glbSpkCntI[0] = 0; | |
} | |
} | |
extern "C" __global__ void updateNeuronsKernel(float t) | |
{ | |
const unsigned int id = 128 * blockIdx.x + threadIdx.x; | |
__shared__ volatile unsigned int shSpk[128]; | |
__shared__ volatile unsigned int shPosSpk; | |
__shared__ volatile unsigned int shSpkCount; | |
if (threadIdx.x == 0); { | |
shSpkCount = 0; | |
} | |
__syncthreads(); | |
// E | |
if(id < 3200) { | |
if(id < 3200) { | |
scalar lV = dd_VE[id]; | |
scalar lRefracTime = dd_RefracTimeE[id]; | |
float Isyn = 0; | |
// pull inSyn values in a coalesced access | |
float linSynIE = dd_inSynIE[id]; | |
Isyn += (9.51625819640404824e-01f) * linSynIE; | |
// pull inSyn values in a coalesced access | |
float linSynEE = dd_inSynEE[id]; | |
Isyn += (9.06346234610090895e-01f) * linSynEE; | |
// test whether spike condition was fulfilled previously | |
const bool oldSpike= (lRefracTime <= 0.0f && lV >= (-5.00000000000000000e+01f)); | |
// calculate membrane potential | |
if (lRefracTime <= 0.0f) | |
{ | |
scalar alpha = ((Isyn + (0.00000000000000000e+00f)) * (2.00000000000000000e+01f)) + (-4.90000000000000000e+01f); | |
lV = alpha - ((9.51229424500714016e-01f) * (alpha - lV)); | |
} | |
else | |
{ | |
lRefracTime -= DT; | |
} | |
// test for and register a true spike | |
if ((lRefracTime <= 0.0f && lV >= (-5.00000000000000000e+01f)) && !(oldSpike)) { | |
const unsigned int spkIdx = atomicAdd((unsigned int *) &shSpkCount, 1); | |
shSpk[spkIdx] = id; | |
// spike reset code | |
lV = (-6.00000000000000000e+01f); | |
lRefracTime = (5.00000000000000000e+00f); | |
} | |
dd_VE[id] = lV; | |
dd_RefracTimeE[id] = lRefracTime; | |
// the post-synaptic dynamics | |
linSynIE*=(9.04837418035959518e-01f); | |
dd_inSynIE[id] = linSynIE; | |
// the post-synaptic dynamics | |
linSynEE*=(8.18730753077981821e-01f); | |
dd_inSynEE[id] = linSynEE; | |
} | |
__syncthreads(); | |
if (threadIdx.x == 0) { | |
if (shSpkCount > 0) { | |
shPosSpk = atomicAdd((unsigned int *) &dd_glbSpkCntE[0], shSpkCount); | |
} | |
} | |
__syncthreads(); | |
if (threadIdx.x < shSpkCount) { | |
const unsigned int n = shSpk[threadIdx.x]; | |
dd_glbSpkE[shPosSpk + threadIdx.x] = n; | |
} | |
} | |
// I | |
if(id >= 3200 && id < 4096) { | |
const unsigned int lid = id - 3200; | |
if(lid < 800) { | |
scalar lV = dd_VI[lid]; | |
scalar lRefracTime = dd_RefracTimeI[lid]; | |
float Isyn = 0; | |
// pull inSyn values in a coalesced access | |
float linSynII = dd_inSynII[lid]; | |
Isyn += (9.51625819640404824e-01f) * linSynII; | |
// pull inSyn values in a coalesced access | |
float linSynEI = dd_inSynEI[lid]; | |
Isyn += (9.06346234610090895e-01f) * linSynEI; | |
// test whether spike condition was fulfilled previously | |
const bool oldSpike= (lRefracTime <= 0.0f && lV >= (-5.00000000000000000e+01f)); | |
// calculate membrane potential | |
if (lRefracTime <= 0.0f) | |
{ | |
scalar alpha = ((Isyn + (0.00000000000000000e+00f)) * (2.00000000000000000e+01f)) + (-4.90000000000000000e+01f); | |
lV = alpha - ((9.51229424500714016e-01f) * (alpha - lV)); | |
} | |
else | |
{ | |
lRefracTime -= DT; | |
} | |
// test for and register a true spike | |
if ((lRefracTime <= 0.0f && lV >= (-5.00000000000000000e+01f)) && !(oldSpike)) { | |
const unsigned int spkIdx = atomicAdd((unsigned int *) &shSpkCount, 1); | |
shSpk[spkIdx] = lid; | |
// spike reset code | |
lV = (-6.00000000000000000e+01f); | |
lRefracTime = (5.00000000000000000e+00f); | |
} | |
dd_VI[lid] = lV; | |
dd_RefracTimeI[lid] = lRefracTime; | |
// the post-synaptic dynamics | |
linSynII*=(9.04837418035959518e-01f); | |
dd_inSynII[lid] = linSynII; | |
// the post-synaptic dynamics | |
linSynEI*=(8.18730753077981821e-01f); | |
dd_inSynEI[lid] = linSynEI; | |
} | |
__syncthreads(); | |
if (threadIdx.x == 0) { | |
if (shSpkCount > 0) { | |
shPosSpk = atomicAdd((unsigned int *) &dd_glbSpkCntI[0], shSpkCount); | |
} | |
} | |
__syncthreads(); | |
if (threadIdx.x < shSpkCount) { | |
const unsigned int n = shSpk[threadIdx.x]; | |
dd_glbSpkI[shPosSpk + threadIdx.x] = n; | |
} | |
} | |
} | |
void updateNeurons(float) { | |
{ | |
const dim3 threads(32, 1); | |
const dim3 grid(1, 1); | |
preNeuronResetKernel<<<grid, threads>>>(); | |
} | |
{ | |
cudaEventRecord(neuronUpdateStart); | |
const dim3 threads(128, 1); | |
const dim3 grid(32, 1); | |
updateNeuronsKernel<<<grid, threads>>>(t); | |
cudaEventRecord(neuronUpdateStop); | |
} | |
} |
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