wehub-resource-sync
91 lines
3.2 KiB
Plaintext
91 lines
3.2 KiB
Plaintext
layout(set=0, binding=0) writeonly buffer destBuffer{
|
|
FLOAT4 data[];
|
|
}uOutput;
|
|
|
|
layout(set=0, binding=1) readonly buffer inputBuffer {
|
|
FLOAT4 data[];
|
|
} uInput;
|
|
|
|
layout(set=0, binding=2) readonly buffer KernelBuffer{
|
|
FLOAT4 data[];
|
|
} uKernel;
|
|
|
|
layout(set=0, binding=3) readonly buffer BiasBuffer{
|
|
FLOAT4 data[];
|
|
} uBias;
|
|
|
|
layout(set=0, binding=4) uniform constBuffer {
|
|
ivec2 pad;
|
|
ivec2 kernelSize;
|
|
ivec2 stride;
|
|
ivec2 dilate;
|
|
ivec4 inputSize;
|
|
ivec4 outputSize;
|
|
ivec4 offset;//batchOffset, hOffset, outputHeight, other
|
|
} uConstant;
|
|
|
|
#define UP_DIV(x, y) (((x)+(y)-1)/(y))
|
|
|
|
layout (local_size_x = 64, local_size_y = 1, local_size_z = 1) in;
|
|
|
|
void main()
|
|
{
|
|
int gpuIndex = int(gl_GlobalInvocationID.x);
|
|
int gpuIndexX = gpuIndex % uConstant.outputSize.x;
|
|
int temp = gpuIndex / uConstant.outputSize.x;
|
|
int gpuIndexY = temp % uConstant.outputSize.y;
|
|
int gpuIndexZ = temp / uConstant.outputSize.y;
|
|
ivec3 pos = ivec3(gpuIndexX, gpuIndexY, gpuIndexZ);
|
|
ivec3 outputSize = uConstant.outputSize.xyz;
|
|
int oz = pos.z / uConstant.outputSize.w;
|
|
int ob = pos.z % uConstant.outputSize.w;
|
|
|
|
if (gpuIndex < uConstant.outputSize.x * uConstant.outputSize.y * uConstant.outputSize.z * uConstant.outputSize.w)
|
|
{
|
|
ivec3 inputSize = uConstant.inputSize.xyz;
|
|
ivec2 s0 = pos.xy*uConstant.stride-uConstant.pad;
|
|
ivec2 sta = max(ivec2(0, 0), (UP_DIV(-s0, uConstant.dilate)));
|
|
ivec2 end = min(uConstant.kernelSize, UP_DIV(uConstant.inputSize.xy - s0, uConstant.dilate));
|
|
int fx, fy, fz;
|
|
FLOAT4 color = uBias.data[oz];
|
|
for (fy=sta.y; fy<end.y; ++fy)
|
|
{
|
|
int sy = fy*uConstant.dilate.y + s0.y;
|
|
for (fx=sta.x; fx<end.x; ++fx)
|
|
{
|
|
int sx = fx*uConstant.dilate.x + s0.x;
|
|
int kPosOffset = (fx+fy*uConstant.kernelSize.x + oz * uConstant.kernelSize.x * uConstant.kernelSize.y) * uConstant.inputSize.z;
|
|
for (fz=0; fz<uConstant.inputSize.z; ++fz)
|
|
{
|
|
int iPos = sx
|
|
+ sy * uConstant.inputSize.x
|
|
+ fz * uConstant.inputSize.x * uConstant.inputSize.y * uConstant.inputSize.w
|
|
+ ob * uConstant.inputSize.x * uConstant.inputSize.y
|
|
;
|
|
FLOAT4 inputValue = uInput.data[iPos];
|
|
FLOAT4 k0 = uKernel.data[(kPosOffset+fz) * 4 + 0];
|
|
FLOAT4 k1 = uKernel.data[(kPosOffset+fz) * 4 + 1];
|
|
FLOAT4 k2 = uKernel.data[(kPosOffset+fz) * 4 + 2];
|
|
FLOAT4 k3 = uKernel.data[(kPosOffset+fz) * 4 + 3];
|
|
color += k0*inputValue.x;
|
|
color += k1*inputValue.y;
|
|
color += k2*inputValue.z;
|
|
color += k3*inputValue.w;
|
|
}
|
|
}
|
|
}
|
|
|
|
#ifdef RELU
|
|
color = max(color, FLOAT4(0.0));
|
|
#endif
|
|
#ifdef RELU6
|
|
color = clamp(color, FLOAT4(0.0), FLOAT4(6.0));
|
|
#endif
|
|
int oPos = pos.x
|
|
+ pos.y * uConstant.outputSize.x
|
|
+ pos.z * uConstant.outputSize.x * uConstant.outputSize.y
|
|
;
|
|
uOutput.data[oPos] = color;
|
|
}
|
|
}
|