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authorGeorgios Pinitas <georgios.pinitas@arm.com>2017-08-03 10:19:40 +0100
committerAnthony Barbier <anthony.barbier@arm.com>2018-09-17 14:16:42 +0100
commitd9769583c44d8ad79e7fcf662715b2460e96084b (patch)
treea8eec300e5381d89b1f933534bfe4647b87fcf68 /arm_compute
parentfcdbc664108270d8b0861adf2a6f773923c396b4 (diff)
downloadComputeLibrary-d9769583c44d8ad79e7fcf662715b2460e96084b.tar.gz
COMPMID-: Implement L2NormalizationLayer.
Change-Id: I2223850b84826a87650729d287c57c22bcab7462 Reviewed-on: http://mpd-gerrit.cambridge.arm.com/82767 Tested-by: Kaizen <jeremy.johnson+kaizengerrit@arm.com> Reviewed-by: Anthony Barbier <anthony.barbier@arm.com>
Diffstat (limited to 'arm_compute')
-rw-r--r--arm_compute/core/NEON/NEKernels.h2
-rw-r--r--arm_compute/core/NEON/kernels/NEL2NormalizeKernel.h70
-rw-r--r--arm_compute/core/NEON/kernels/NEReductionOperationKernel.h69
-rw-r--r--arm_compute/core/Types.h6
-rw-r--r--arm_compute/runtime/NEON/NEFunctions.h2
-rw-r--r--arm_compute/runtime/NEON/functions/NEL2Normalize.h65
-rw-r--r--arm_compute/runtime/NEON/functions/NEReductionOperation.h66
7 files changed, 280 insertions, 0 deletions
diff --git a/arm_compute/core/NEON/NEKernels.h b/arm_compute/core/NEON/NEKernels.h
index a326f36b76..e49d04a39b 100644
--- a/arm_compute/core/NEON/NEKernels.h
+++ b/arm_compute/core/NEON/NEKernels.h
@@ -70,6 +70,7 @@
#include "arm_compute/core/NEON/kernels/NEHistogramKernel.h"
#include "arm_compute/core/NEON/kernels/NEIm2ColKernel.h"
#include "arm_compute/core/NEON/kernels/NEIntegralImageKernel.h"
+#include "arm_compute/core/NEON/kernels/NEL2NormalizeKernel.h"
#include "arm_compute/core/NEON/kernels/NELKTrackerKernel.h"
#include "arm_compute/core/NEON/kernels/NELocallyConnectedMatrixMultiplyKernel.h"
#include "arm_compute/core/NEON/kernels/NEMagnitudePhaseKernel.h"
@@ -82,6 +83,7 @@
#include "arm_compute/core/NEON/kernels/NEPixelWiseMultiplicationKernel.h"
#include "arm_compute/core/NEON/kernels/NEPoolingLayerKernel.h"
#include "arm_compute/core/NEON/kernels/NEROIPoolingLayerKernel.h"
+#include "arm_compute/core/NEON/kernels/NEReductionOperationKernel.h"
#include "arm_compute/core/NEON/kernels/NERemapKernel.h"
#include "arm_compute/core/NEON/kernels/NEScaleKernel.h"
#include "arm_compute/core/NEON/kernels/NEScharr3x3Kernel.h"
diff --git a/arm_compute/core/NEON/kernels/NEL2NormalizeKernel.h b/arm_compute/core/NEON/kernels/NEL2NormalizeKernel.h
new file mode 100644
index 0000000000..545aeaa1d3
--- /dev/null
+++ b/arm_compute/core/NEON/kernels/NEL2NormalizeKernel.h
@@ -0,0 +1,70 @@
+/*
+ * 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_NEL2NORMALIZEKERNEL_H__
+#define __ARM_COMPUTE_NEL2NORMALIZEKERNEL_H__
+
+#include "arm_compute/core/NEON/INEKernel.h"
+
+namespace arm_compute
+{
+class ITensor;
+
+/** Interface for performing a L2 normalize on a given axis given the square sum of it in this axis */
+class NEL2NormalizeKernel : public INEKernel
+{
+public:
+ /** Default constructor */
+ NEL2NormalizeKernel();
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ NEL2NormalizeKernel(const NEL2NormalizeKernel &) = delete;
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ NEL2NormalizeKernel &operator=(const NEL2NormalizeKernel &) = delete;
+ /** Allow instances of this class to be moved */
+ NEL2NormalizeKernel(NEL2NormalizeKernel &&) = default;
+ /** Allow instances of this class to be moved */
+ NEL2NormalizeKernel &operator=(NEL2NormalizeKernel &&) = default;
+ /** Default destructor */
+ ~NEL2NormalizeKernel() = default;
+ /** Set the input and output tensors.
+ *
+ * @param[in] input Source tensor. Data types supported: F32.
+ * @param[in] sum Sum values tensor. Data types supported: same as @p input.
+ * @param[out] output Destination tensor. Data types supported: same as @p input.
+ * @param[in] axis Dimension along which to reduce. Supported reduction axis : 0
+ * @param[in] epsilon Lower bound value for the normalization.
+ */
+ void configure(const ITensor *input, const ITensor *sum, ITensor *output, unsigned int axis, float epsilon);
+
+ // Inherited methods overridden:
+ void run(const Window &window) override;
+
+private:
+ const ITensor *_input;
+ const ITensor *_sum;
+ ITensor *_output;
+ unsigned int _axis;
+ float _epsilon;
+};
+}
+#endif /*__ARM_COMPUTE_NEL2NORMALIZEKERNEL_H__ */
diff --git a/arm_compute/core/NEON/kernels/NEReductionOperationKernel.h b/arm_compute/core/NEON/kernels/NEReductionOperationKernel.h
new file mode 100644
index 0000000000..147e8351d6
--- /dev/null
+++ b/arm_compute/core/NEON/kernels/NEReductionOperationKernel.h
@@ -0,0 +1,69 @@
+/*
+ * 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_NEREDUCTIONOPERATIONKERNEL_H__
+#define __ARM_COMPUTE_NEREDUCTIONOPERATIONKERNEL_H__
+
+#include "arm_compute/core/NEON/INEKernel.h"
+
+namespace arm_compute
+{
+class ITensor;
+
+/** NEON kernel to perform a reduction operation */
+class NEReductionOperationKernel : public INEKernel
+{
+public:
+ /** Default constructor */
+ NEReductionOperationKernel();
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ NEReductionOperationKernel(const NEReductionOperationKernel &) = delete;
+ /** Prevent instances of this class from being copied (As this class contains pointers) */
+ NEReductionOperationKernel &operator=(const NEReductionOperationKernel &) = delete;
+ /** Allow instances of this class to be moved */
+ NEReductionOperationKernel(NEReductionOperationKernel &&) = default;
+ /** Allow instances of this class to be moved */
+ NEReductionOperationKernel &operator=(NEReductionOperationKernel &&) = default;
+ /** Default destructor */
+ ~NEReductionOperationKernel() = default;
+ /** Set the source, destination of the kernel
+ *
+ * @param[in] input Source tensor. Data type supported: F32.
+ * @param[out] output Destination tensor.Data types supported: same as @p input.
+ * @param[in] axis Axis along which to reduce. Supported reduction axis : 0
+ * @param[in] op Reduction operation to perform.
+ */
+ void configure(const ITensor *input, ITensor *output, unsigned int axis, ReductionOperation op);
+ // Inherited methods overridden:
+ void run(const Window &window) override;
+ BorderSize border_size() const override;
+
+private:
+ const ITensor *_input;
+ ITensor *_output;
+ unsigned int _reduction_axis;
+ ReductionOperation _op;
+ BorderSize _border_size;
+};
+}
+#endif /*__ARM_COMPUTE_NEREDUCTIONOPERATIONKERNEL_H__ */
diff --git a/arm_compute/core/Types.h b/arm_compute/core/Types.h
index 2d3b3d6f66..3092976149 100644
--- a/arm_compute/core/Types.h
+++ b/arm_compute/core/Types.h
@@ -342,6 +342,12 @@ enum class NonLinearFilterFunction : unsigned
MAX = 2, /**< Non linear dilate. */
};
+/** Available reduction operations */
+enum class ReductionOperation
+{
+ SUM_SQUARE, /**< Sum of squares */
+};
+
/** The normalization type used for the normalization layer */
enum class NormType
{
diff --git a/arm_compute/runtime/NEON/NEFunctions.h b/arm_compute/runtime/NEON/NEFunctions.h
index e60dda1b53..42580ceefb 100644
--- a/arm_compute/runtime/NEON/NEFunctions.h
+++ b/arm_compute/runtime/NEON/NEFunctions.h
@@ -67,6 +67,7 @@
#include "arm_compute/runtime/NEON/functions/NEHarrisCorners.h"
#include "arm_compute/runtime/NEON/functions/NEHistogram.h"
#include "arm_compute/runtime/NEON/functions/NEIntegralImage.h"
+#include "arm_compute/runtime/NEON/functions/NEL2Normalize.h"
#include "arm_compute/runtime/NEON/functions/NELaplacianPyramid.h"
#include "arm_compute/runtime/NEON/functions/NELaplacianReconstruct.h"
#include "arm_compute/runtime/NEON/functions/NELocallyConnectedLayer.h"
@@ -82,6 +83,7 @@
#include "arm_compute/runtime/NEON/functions/NEPixelWiseMultiplication.h"
#include "arm_compute/runtime/NEON/functions/NEPoolingLayer.h"
#include "arm_compute/runtime/NEON/functions/NEROIPoolingLayer.h"
+#include "arm_compute/runtime/NEON/functions/NEReductionOperation.h"
#include "arm_compute/runtime/NEON/functions/NERemap.h"
#include "arm_compute/runtime/NEON/functions/NEScale.h"
#include "arm_compute/runtime/NEON/functions/NEScharr3x3.h"
diff --git a/arm_compute/runtime/NEON/functions/NEL2Normalize.h b/arm_compute/runtime/NEON/functions/NEL2Normalize.h
new file mode 100644
index 0000000000..1297b99e79
--- /dev/null
+++ b/arm_compute/runtime/NEON/functions/NEL2Normalize.h
@@ -0,0 +1,65 @@
+/*
+ * 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_NEL2NORMALIZE_H__
+#define __ARM_COMPUTE_NEL2NORMALIZE_H__
+
+#include "arm_compute/core/NEON/kernels/NEL2NormalizeKernel.h"
+#include "arm_compute/runtime/IFunction.h"
+#include "arm_compute/runtime/NEON/functions/NEReductionOperation.h"
+#include "arm_compute/runtime/Tensor.h"
+
+namespace arm_compute
+{
+class ITensor;
+
+/** Basic function to perform a L2 normalization on a given axis.
+ *
+ * This function runs the following kernels:
+ * -# @ref NEReductionOperation
+ * -# @ref NEL2NormalizeKernel
+ */
+class NEL2Normalize : public IFunction
+{
+public:
+ /** Constructor */
+ NEL2Normalize();
+ /** Set the input and output tensors.
+ *
+ * @param[in, out] input Source tensor. Data types supported: F32. (Written to only for border_size != 0)
+ * @param[out] output Destination tensor. Data types supported: same as @p input.
+ * @param[in] axis Dimension along which to reduce. Supported reduction axis : 0
+ * @param[in] epsilon Lower bound value for the normalization.
+ */
+ void configure(ITensor *input, ITensor *output, unsigned int axis, float epsilon = 1e-12);
+
+ // Inherited methods overridden:
+ void run() override;
+
+private:
+ NEReductionOperation _reduce_func;
+ NEL2NormalizeKernel _normalize_kernel;
+ Tensor _sumsq;
+};
+}
+#endif /* __ARM_COMPUTE_NEL2NORMALIZE_H__ */
diff --git a/arm_compute/runtime/NEON/functions/NEReductionOperation.h b/arm_compute/runtime/NEON/functions/NEReductionOperation.h
new file mode 100644
index 0000000000..9aa5228b16
--- /dev/null
+++ b/arm_compute/runtime/NEON/functions/NEReductionOperation.h
@@ -0,0 +1,66 @@
+/*
+ * 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_NEREDUCTIONOPERATION_H__
+#define __ARM_COMPUTE_NEREDUCTIONOPERATION_H__
+
+#include "arm_compute/runtime/IFunction.h"
+
+#include "arm_compute/core/NEON/kernels/NEFillBorderKernel.h"
+#include "arm_compute/core/NEON/kernels/NEReductionOperationKernel.h"
+#include "arm_compute/core/Types.h"
+
+namespace arm_compute
+{
+class ITensor;
+
+/** Basic function to simulate a reduction operation. This function calls the following NEON kernels:
+ *
+ * -# @ref NEFillBorderKernel
+ * -# @ref NEReductionOperationKernel
+ *
+ */
+class NEReductionOperation : public IFunction
+{
+public:
+ /** Default constructor */
+ NEReductionOperation();
+ /** Set the input and output tensors.
+ *
+ * @param[in, out] input Source tensor. Data type supported: F32. (Written to only for border_size != 0)
+ * @param[out] output Destination tensor. Data types supported: same as @p input.
+ * @param[in] axis Dimension along which to reduce. Supported reduction axis : 0
+ * @param[in] op Reduction operation to perform.
+ */
+ void configure(ITensor *input, ITensor *output, unsigned int axis, ReductionOperation op);
+
+ // Inherited methods overridden:
+ void run() override;
+
+private:
+ NEReductionOperationKernel _reduction_kernel;
+ NEFillBorderKernel _fill_border_kernel;
+ size_t _window_split;
+};
+}
+#endif /* __ARM_COMPUTE_NEREDUCTIONOPERATION_H__ */