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authorCedric Nugteren <web@cedricnugteren.nl>2017-08-19 18:25:13 +0200
committerCedric Nugteren <web@cedricnugteren.nl>2017-08-19 18:25:13 +0200
commit803ca781f9be56f86a0806689f8886a2428d5b9f (patch)
tree14d2a39fcbe9ee7bd2a8e96ac20647b5993297d1 /src/routines
parent132e62892de91c1dec2ffe1123a106bba0ffd822 (diff)
First version of im2col kernel, unoptimized but working
Diffstat (limited to 'src/routines')
-rw-r--r--src/routines/levelx/xim2col.cpp38
1 files changed, 37 insertions, 1 deletions
diff --git a/src/routines/levelx/xim2col.cpp b/src/routines/levelx/xim2col.cpp
index 150220d6..10c9c10c 100644
--- a/src/routines/levelx/xim2col.cpp
+++ b/src/routines/levelx/xim2col.cpp
@@ -23,7 +23,7 @@ namespace clblast {
template <typename T>
Xim2col<T>::Xim2col(Queue &queue, EventPointer event, const std::string &name):
Routine(queue, event, name, {}, PrecisionValue<T>(), {}, {
-#include "../../kernels/level3/level3.opencl"
+#include "../../kernels/levelx/im2col.opencl"
}) {
}
@@ -40,6 +40,42 @@ void Xim2col<T>::DoIm2col(const size_t channels, const size_t height, const size
// Makes sure all dimensions are larger than zero
if ((channels == 0) || (height == 0) || (width == 0)) { throw BLASError(StatusCode::kInvalidDimension); }
+
+ // Sets the output height and width
+ const auto size_h = height + 2 * pad_h;
+ const auto padding_h = dilation_h * (kernel_h - 1) + 1;
+ const auto output_h = (size_h >= padding_h) ? (size_h - padding_h) / stride_h + 1 : 1;
+ const auto size_w = width + 2 * pad_w;
+ const auto padding_w = dilation_w * (kernel_w - 1) + 1;
+ const auto output_w = (size_w >= padding_w) ? (size_w - padding_w) / stride_w + 1 : 1;
+
+ // Retrieves the Xcopy kernel from the compiled binary
+ auto kernel = Kernel(program_, "im2col");
+
+ // Sets the kernel arguments
+ kernel.SetArgument(0, static_cast<int>(height));
+ kernel.SetArgument(1, static_cast<int>(width));
+ kernel.SetArgument(2, static_cast<int>(output_h));
+ kernel.SetArgument(3, static_cast<int>(output_w));
+ kernel.SetArgument(4, static_cast<int>(kernel_h));
+ kernel.SetArgument(5, static_cast<int>(kernel_w));
+ kernel.SetArgument(6, static_cast<int>(pad_h));
+ kernel.SetArgument(7, static_cast<int>(pad_w));
+ kernel.SetArgument(8, static_cast<int>(stride_h));
+ kernel.SetArgument(9, static_cast<int>(stride_w));
+ kernel.SetArgument(10, static_cast<int>(dilation_h));
+ kernel.SetArgument(11, static_cast<int>(dilation_w));
+ kernel.SetArgument(12, im_buffer());
+ kernel.SetArgument(13, static_cast<int>(im_offset));
+ kernel.SetArgument(14, col_buffer());
+ kernel.SetArgument(15, static_cast<int>(col_offset));
+
+ // Launches the kernel
+ const auto h_ceiled = Ceil(output_h, 16);
+ const auto w_ceiled = Ceil(output_w, 16);
+ auto global = std::vector<size_t>{h_ceiled, w_ceiled, channels};
+ auto local = std::vector<size_t>{16, 16, 1};
+ RunKernel(kernel, queue_, device_, global, local, event_);
}
// =================================================================================================