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authorJoel Liang <joel.liang@arm.com>2017-11-17 11:34:19 +0800
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:42:17 +0000
commit07c37f9954555ae3523c85f16e46cf94e9a9e290 (patch)
tree30b4fa60148b7a9a44e26b9488f3dcf482e11faa /tests/benchmark/fixtures/SoftmaxLayerFixture.h
parentd9f8071de655fd23529588d312dd5624b2d43315 (diff)
downloadComputeLibrary-07c37f9954555ae3523c85f16e46cf94e9a9e290.tar.gz
APPBROWSER-313: Performance improvement for softmax layer
Process 8 elements at one time for better performance Change-Id: I90d31e5d0834c5096fdb82f174482ade762b63d2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/111840 Reviewed-by: Stephen Li <stephen.li@arm.com> Tested-by: BSG Visual Compute Jenkins server to access repositories on http://mpd-gerrit.cambridge.arm.com <bsgcomp@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
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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.
+ */
+#ifndef ARM_COMPUTE_TEST_SOFTMAXLAYERFIXTURE
+#define ARM_COMPUTE_TEST_SOFTMAXLAYERFIXTURE
+
+#include "arm_compute/core/TensorShape.h"
+#include "arm_compute/core/Types.h"
+#include "tests/Globals.h"
+#include "tests/Utils.h"
+#include "tests/framework/Asserts.h"
+#include "tests/framework/Fixture.h"
+
+#ifdef ARM_COMPUTE_GC
+#include "arm_compute/runtime/GLES_COMPUTE/GCScheduler.h"
+#include "tests/GLES_COMPUTE/Helper.h"
+
+using namespace arm_compute::test::gles_compute;
+#endif /* ARM_COMPUTE_GC */
+
+namespace arm_compute
+{
+namespace test
+{
+/** Fixture that can be used for NEON, CL and OpenGL ES */
+template <typename TensorType, typename Function, typename Accessor>
+class SoftmaxLayerFixture : public framework::Fixture
+{
+public:
+ template <typename...>
+ void setup(TensorShape shape, DataType data_type)
+ {
+ // Set batched in source and destination shapes
+ const int fixed_point_position = is_data_type_fixed_point(data_type) ? 3 : 0;
+
+ // Create tensors
+ src = create_tensor<TensorType>(shape, data_type, 1, fixed_point_position);
+ dst = create_tensor<TensorType>(shape, data_type, 1, fixed_point_position);
+
+ ARM_COMPUTE_EXPECT(src.info()->is_resizable(), framework::LogLevel::ERRORS);
+ ARM_COMPUTE_EXPECT(dst.info()->is_resizable(), framework::LogLevel::ERRORS);
+
+ // Create and configure function
+ smx_layer.configure(&src, &dst);
+
+ // Allocate tensors
+ src.allocator()->allocate();
+ dst.allocator()->allocate();
+
+ // Fill tensors
+ library->fill_tensor_uniform(Accessor(src), 0);
+ }
+
+ void run()
+ {
+ smx_layer.run();
+#ifdef ARM_COMPUTE_GC
+ if(opengles31_is_available() && std::is_same<typename std::decay<TensorType>::type, arm_compute::GCTensor>::value)
+ {
+ force_sync_tensor(dst);
+ }
+#endif /* ARM_COMPUTE_GC */
+ }
+
+ void teardown()
+ {
+ src.allocator()->free();
+ dst.allocator()->free();
+ }
+
+private:
+ TensorType src{};
+ TensorType dst{};
+ Function smx_layer{};
+};
+} // namespace test
+} // namespace arm_compute
+#endif /* ARM_COMPUTE_TEST_SOFTMAXLAYERFIXTURE */