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authorAnthony Barbier <anthony.barbier@arm.com>2017-09-04 18:44:23 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-09-17 13:03:09 +0100
commit6ff3b19ee6120edf015fad8caab2991faa3070af (patch)
treea7a6dcd16dfd56d79fa1b56a313caeebcc939b68 /src/core/CL/kernels/CLGEMMInterleave4x4Kernel.cpp
downloadComputeLibrary-6ff3b19ee6120edf015fad8caab2991faa3070af.tar.gz
COMPMID-344 Updated doxygen
Change-Id: I32f7b84daa560e460b77216add529c8fa8b327ae
Diffstat (limited to 'src/core/CL/kernels/CLGEMMInterleave4x4Kernel.cpp')
-rw-r--r--src/core/CL/kernels/CLGEMMInterleave4x4Kernel.cpp106
1 files changed, 106 insertions, 0 deletions
diff --git a/src/core/CL/kernels/CLGEMMInterleave4x4Kernel.cpp b/src/core/CL/kernels/CLGEMMInterleave4x4Kernel.cpp
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+++ b/src/core/CL/kernels/CLGEMMInterleave4x4Kernel.cpp
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+/*
+ * Copyright (c) 2017 ARM Limited.
+ *
+ * SPDX-License-Identifier: MIT
+ *
+ * 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:
+ *
+ * The above copyright notice and this permission notice shall be included in all
+ * copies or substantial portions of the Software.
+ *
+ * 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.
+ */
+#include "arm_compute/core/CL/kernels/CLGEMMInterleave4x4Kernel.h"
+
+#include "arm_compute/core/CL/CLHelpers.h"
+#include "arm_compute/core/CL/CLKernelLibrary.h"
+#include "arm_compute/core/CL/ICLTensor.h"
+#include "arm_compute/core/CL/OpenCL.h"
+#include "arm_compute/core/Error.h"
+#include "arm_compute/core/Helpers.h"
+#include "arm_compute/core/Types.h"
+#include "arm_compute/core/Utils.h"
+#include "arm_compute/core/Validate.h"
+#include "arm_compute/core/Window.h"
+
+using namespace arm_compute;
+
+CLGEMMInterleave4x4Kernel::CLGEMMInterleave4x4Kernel()
+ : _input(nullptr), _output(nullptr)
+{
+}
+
+void CLGEMMInterleave4x4Kernel::configure(const ICLTensor *input, ICLTensor *output)
+{
+ ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(input, 1, DataType::U8, DataType::S8, DataType::U16, DataType::S16, DataType::U32, DataType::S32, DataType::F16, DataType::F32);
+ ARM_COMPUTE_ERROR_ON_DATA_TYPE_CHANNEL_NOT_IN(output, 1, DataType::U8, DataType::S8, DataType::U16, DataType::S16, DataType::U32, DataType::S32, DataType::F16, DataType::F32);
+ ARM_COMPUTE_ERROR_ON_MISMATCHING_DATA_TYPES(input, output);
+ ARM_COMPUTE_ERROR_ON(output->info()->dimension(0) != input->info()->dimension(0) * 4);
+ ARM_COMPUTE_ERROR_ON(output->info()->dimension(1) != std::ceil(static_cast<float>(input->info()->dimension(1)) / 4.0f));
+
+ _input = input;
+ _output = output;
+
+ // Create kernel
+ std::string data_type_name;
+ data_type_name = val_to_string(input->info()->element_size() * 8) + "bit";
+ _kernel = static_cast<cl::Kernel>(CLKernelLibrary::get().create_kernel("gemm_interleave4x4_" + data_type_name));
+
+ // Configure kernel window
+ const unsigned int num_elems_processed_per_iteration_x = max_cl_vector_width / data_size_from_type(input->info()->data_type());
+ constexpr unsigned int num_elems_processed_per_iteration_y = 4;
+ const unsigned int num_elems_written_per_iteration = num_elems_processed_per_iteration_x * num_elems_processed_per_iteration_y;
+
+ Window win = calculate_max_window(*input->info(), Steps(num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y));
+
+ AccessWindowRectangle input_access(input->info(), 0, 0, num_elems_processed_per_iteration_x, num_elems_processed_per_iteration_y);
+ AccessWindowRectangle output_access(output->info(), 0, 0, num_elems_written_per_iteration, 1, 4.f, 0.25f);
+
+ update_window_and_padding(win, input_access, output_access);
+
+ output_access.set_valid_region(win, input->info()->valid_region());
+
+ ICLKernel::configure(win);
+}
+
+void CLGEMMInterleave4x4Kernel::run(const Window &window, cl::CommandQueue &queue)
+{
+ ARM_COMPUTE_ERROR_ON_UNCONFIGURED_KERNEL(this);
+ ARM_COMPUTE_ERROR_ON_INVALID_SUBWINDOW(ICLKernel::window(), window);
+
+ /*
+ * This kernel puts the values in a 4x4 block of Matrix A on the same row (Interleaved values)
+ * |a00 a01 a02 a03|
+ * |a10 a11 a12 a13|
+ * |a20 a21 a22 a23| = | a00 a10 a20 a30 || a01 a11 a21 a31 || a02 a12 a22 a32 || a03 a13 a23 a33 |
+ * |a30 a31 a32 a33|
+ *
+ * After this operation, the output matrix will have the following shape: [ height * 4, width / 4 ]
+ */
+ Window in_slice = window.first_slice_window_2D();
+ Window out_slice = window.first_slice_window_2D();
+
+ // Change x and y steps for the slide of output tensor
+ out_slice.scale(Window::DimX, 4.f);
+ out_slice.scale(Window::DimY, 0.25f);
+
+ do
+ {
+ unsigned int idx = 0;
+ add_2D_tensor_argument(idx, _input, in_slice);
+ add_2D_tensor_argument(idx, _output, out_slice);
+ enqueue(queue, *this, in_slice);
+ }
+ while(window.slide_window_slice_2D(in_slice) && window.slide_window_slice_2D(out_slice));
+}