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Jimmy Ren
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Oct 6, 2015
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The MIT License (MIT) | ||
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Copyright (c) 2015 vcnn | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. | ||
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function compile_kernels() | ||
[dirname, ~, ~] = fileparts(mfilename('fullpath')); | ||
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compile_(dirname, 'im2col.cu'); | ||
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end | ||
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function compile_(dirname, cu_fn) | ||
system(sprintf('(cd %s && nvcc --ptx %s)', dirname, cu_fn)); | ||
end |
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function ker = get_kernel(ker_name, cu_filename) | ||
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global data; | ||
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switch data.gpu.float_t | ||
case 'double', | ||
ker_name = [ker_name '_d']; | ||
case 'single', | ||
ker_name = [ker_name '_f']; | ||
end | ||
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if ~isfield(data.gpu.kernels, ker_name) | ||
cu_filename = fullfile('cuda', cu_filename); | ||
ptx_filename = regexprep(cu_filename, '\.cu$', '.ptx'); | ||
ker = struct(); | ||
ker.name = ker_name; | ||
ker.ker = parallel.gpu.CUDAKernel(ptx_filename, cu_filename, ker_name); | ||
ker.block_size = ker.ker.ThreadBlockSize; | ||
ker.grid_size = ker.ker.GridSize; | ||
data.gpu.kernels.(ker_name) = ker; | ||
end | ||
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ker = data.gpu.kernels.(ker_name); |
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#define IDX3(X, n1, n2, n3, i1, i2, i3) (X[(i1)*((n2)*(n3)) + (i2)*(n3) + (i3)]) | ||
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template<class T> | ||
__device__ void im2col_ker(const T *im, T *patches, | ||
int im_ni, int im_nj, int nimgs, | ||
int p_ni, int p_nj, int npatches) | ||
{ | ||
int total_threads = gridDim.x * blockDim.x; | ||
int patch = blockIdx.x * blockDim.x + threadIdx.x; | ||
int patches_per_img = npatches / nimgs; | ||
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for (; patch < npatches; patch += total_threads) { | ||
int im_k = patch / patches_per_img; /* image index */ | ||
int im_j0 = patch / (im_ni - p_ni + 1); /* patch topleft j in image */ | ||
int im_i0 = patch % (im_ni - p_ni + 1); /* patch topleft i in image */ | ||
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for (int pj = 0; pj < p_nj; ++pj) { | ||
for (int pi = 0; pi < p_ni; ++pi) { | ||
IDX3(patches, npatches, p_nj, p_ni, | ||
patch, pj, pi) | ||
= IDX3(im, nimgs, im_nj, im_ni, | ||
im_k, im_j0 + pj, im_i0 + pi); | ||
} | ||
} | ||
} | ||
} | ||
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template<class T> | ||
__device__ void scol2im_ker(T *im, const T *patches, | ||
int im_ni, int im_nj, int nimgs, | ||
int p_ni, int p_nj, int npatches) | ||
{ | ||
int total_threads = gridDim.x * blockDim.x; | ||
int pixel = blockIdx.x * blockDim.x + threadIdx.x; | ||
int valid_nj = im_nj - p_nj + 1; | ||
int valid_ni = im_ni - p_ni + 1; | ||
int npixels = nimgs * im_nj * im_ni; | ||
int patches_per_img = npatches / nimgs; | ||
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for (; pixel < npixels; pixel += total_threads) { | ||
T x = 0; | ||
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int im_k = pixel / (im_ni * im_nj); /* image index */ | ||
int im_j = pixel / im_ni; /* pixel in image */ | ||
int im_i = pixel % im_ni; | ||
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for (int pj = 0; pj < p_nj; ++pj) { | ||
for (int pi = 0; pi < p_ni; ++pi) { | ||
int im_pj = im_j - pj; /* topleft of patch in image */ | ||
int im_pi = im_i - pi; /* topleft of patch in image */ | ||
if (im_pi < 0 || im_pj < 0 || | ||
im_pj >= valid_nj || im_pi >= valid_ni) | ||
continue; | ||
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int patch = im_k * patches_per_img + im_pj * valid_ni + im_pi; | ||
x += IDX3(patches, npatches, p_nj, p_ni, | ||
patch, pj, pi); | ||
} | ||
} | ||
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IDX3(im, nimgs, im_nj, im_ni, | ||
im_k, im_j, im_i) = x; | ||
} | ||
} | ||
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__global__ void im2col_d(const double *im, double *patches, | ||
int im_ni, int im_nj, int nimgs, | ||
int p_ni, int p_nj, int npatches) | ||
{ | ||
im2col_ker<double>(im, patches, | ||
im_ni, im_nj, nimgs, | ||
p_ni, p_nj, npatches); | ||
} | ||
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__global__ void scol2im_d(double *im, const double *patches, | ||
int im_ni, int im_nj, int nimgs, | ||
int p_ni, int p_nj, int npatches) | ||
{ | ||
scol2im_ker<double>(im, patches, | ||
im_ni, im_nj, nimgs, | ||
p_ni, p_nj, npatches); | ||
} | ||
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__global__ void im2col_f(const float *im, float *patches, | ||
int im_ni, int im_nj, int nimgs, | ||
int p_ni, int p_nj, int npatches) | ||
{ | ||
im2col_ker<float>(im, patches, | ||
im_ni, im_nj, nimgs, | ||
p_ni, p_nj, npatches); | ||
} | ||
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__global__ void scol2im_f(float *im, const float *patches, | ||
int im_ni, int im_nj, int nimgs, | ||
int p_ni, int p_nj, int npatches) | ||
{ | ||
scol2im_ker<float>(im, patches, | ||
im_ni, im_nj, nimgs, | ||
p_ni, p_nj, npatches); | ||
} | ||
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