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#version 450
#include "generic_head.comp"
#include "types.comp"
#extension GL_EXT_control_flow_attributes : enable
layout(local_size_x = 512, local_size_y = 1, local_size_z = 1) in;
layout (binding = 0) buffer X {A_TYPE x[];};
layout (binding = 1) readonly buffer G {A_TYPE grad[];};
layout (binding = 2) buffer GM {A_TYPE gradm[];};
layout (binding = 3) buffer GV {A_TYPE gradv[];};
layout (binding = 4) readonly buffer P {float params[7];};
void main() {
const uint i = gl_GlobalInvocationID.z * 262144 + gl_GlobalInvocationID.y * 512 + gl_GlobalInvocationID.x;
if (i >= p.KX) {
return;
}
const float alpha = params[0];
const float beta1 = params[1];
const float beta2 = params[2];
const float eps = params[3];
const float wd = params[4];
const float beta1h = params[5];
const float beta2h = params[6];
const float gi = grad[i];
const float gmi = gradm[i]*beta1 + gi*(1.0f - beta1);
const float gvi = gradv[i]*beta2 + gi*gi*(1.0f - beta2);
gradm[i] = gmi;
gradv[i] = gvi;
const float mh = gmi*beta1h;
const float vh = sqrt(gvi*beta2h) + eps;
x[i] = x[i]*(1.0f - alpha*wd) - alpha*mh/vh;
}
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