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authorPablo Tello <pablo.tello@arm.com>2019-07-04 15:10:53 +0100
committerPablo Marquez <pablo.tello@arm.com>2019-07-05 15:01:04 +0000
commit11de30da8a9f79943255ddba7bb70a66b076673b (patch)
treed8266b0fcc8d30552faf2c49f4d434746c937e96 /examples
parent95f9361416a0db7fee2e35bd0f7afbecbb7352c2 (diff)
downloadComputeLibrary-11de30da8a9f79943255ddba7bb70a66b076673b.tar.gz
COMPMID-2193: Improve permute documentation.
Change-Id: I64553718572296e4acfa5de3f1f8dceaca81116f Signed-off-by: Pablo Tello <pablo.tello@arm.com> Reviewed-on: https://review.mlplatform.org/c/1474 Reviewed-by: Michele Di Giorgio <michele.digiorgio@arm.com> Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Georgios Pinitas <georgios.pinitas@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'examples')
-rw-r--r--examples/neon_permute.cpp127
1 files changed, 127 insertions, 0 deletions
diff --git a/examples/neon_permute.cpp b/examples/neon_permute.cpp
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+/*
+ * Copyright (c) 2019 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/runtime/NEON/NEFunctions.h"
+
+#include "arm_compute/core/Types.h"
+#include "utils/Utils.h"
+
+using namespace arm_compute;
+using namespace utils;
+
+class NeonPermuteExample : public Example
+{
+public:
+ NeonPermuteExample() = default;
+
+ bool do_setup(int, char **) override
+ {
+ // Initialise shapes
+ init_tensor(TensorShape(8U, 4U, 2U), tensor_nchw, DataType::U8, DataLayout::NCHW);
+ init_tensor(TensorShape(2U, 8U, 4U), tensor_nhwc, DataType::U8, DataLayout::NHWC);
+ init_tensor(TensorShape(8U, 4U, 2U), tensor_nchw_result, DataType::U8, DataLayout::NCHW);
+
+ // Create the permutation vector to turn a NCHW tensor to NHWC.
+ // The input tensor is NCHW, which means that the fastest changing coordinate is W=8U.
+ // For permutation vectors the fastest changing coordinate is the one on the left too.
+ // Each element in the permutation vector specifies a mapping from the source tensor to the destination one, thus if we
+ // use 2U in the permutation vector's first element we are telling the function to move the channels to the fastest
+ // changing coordinate in the destination tensor.
+
+ const PermutationVector vector_nchw_to_nhwc(2U, 0U, 1U);
+ permute_nhwc.configure(&tensor_nchw, &tensor_nhwc, vector_nchw_to_nhwc);
+
+ // Allocate and fill tensors
+ tensor_nhwc.allocator()->allocate();
+ tensor_nchw.allocator()->allocate();
+ fill_tensor(tensor_nchw);
+
+ // Demostrate autoconfigure for the output tensor
+ const PermutationVector vector_nhwc_to_nchw(1U, 2U, 0U);
+ permute_nchw.configure(&tensor_nhwc, &tensor_nchw_result, vector_nhwc_to_nchw);
+ tensor_nchw_result.allocator()->allocate();
+
+ return true;
+ }
+ void do_run() override
+ {
+ permute_nhwc.run();
+ permute_nchw.run();
+ }
+ void do_teardown() override
+ {
+#if ARM_COMPUTE_DEBUG_ENABLED
+ std::cout << "Tensor NCHW" << std::endl;
+ tensor_nchw.print(std::cout);
+ std::cout << "Tensor NHWC" << std::endl;
+ tensor_nhwc.print(std::cout);
+#endif
+ }
+
+private:
+ void validate_result(const Tensor &reference, const Tensor &result)
+ {
+ Window window;
+ window.use_tensor_dimensions(reference.info()->tensor_shape());
+ Iterator ref_it(&reference, window);
+ Iterator res_it(&result, window);
+ execute_window_loop(window, [&](const Coordinates &)
+ {
+ assert(*reinterpret_cast<unsigned char *>(ref_it.ptr()) == *reinterpret_cast<unsigned char *>(res_it.ptr()));
+ },
+ ref_it, res_it);
+ }
+
+ void fill_tensor(Tensor &tensor)
+ {
+ Window window;
+ window.use_tensor_dimensions(tensor.info()->tensor_shape());
+ Iterator tensor_it(&tensor, window);
+ unsigned char val(0);
+ execute_window_loop(window, [&](const Coordinates &)
+ {
+ *reinterpret_cast<unsigned char *>(tensor_it.ptr()) = val++;
+ },
+ tensor_it);
+ }
+ void init_tensor(const TensorShape shape, Tensor &tensor, DataType type, DataLayout layout)
+ {
+ tensor.allocator()->init(TensorInfo(shape, 1, type).set_data_layout(layout));
+ }
+
+ Tensor tensor_nchw{};
+ Tensor tensor_nhwc{};
+ Tensor tensor_nchw_result{};
+ NEPermute permute_nhwc{};
+ NEPermute permute_nchw{};
+};
+
+/** Main program that instantiates a permute function example.
+ *
+ * @param[in] argc Number of arguments
+ * @param[in] argv Arguments
+ */
+int main(int argc, char **argv)
+{
+ return utils::run_example<NeonPermuteExample>(argc, argv);
+}