COMPMID-2386: Add support for CLMeanStdNormalizationLayer
Change-Id: I0323b2410b222fd08933da22de455e798a60a0b1
Signed-off-by: Michele Di Giorgio <michele.digiorgio@arm.com>
Reviewed-on: https://review.mlplatform.org/c/1297
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
diff --git a/tests/validation/reference/MeanStdDevNormalizationLayer.cpp b/tests/validation/reference/MeanStdDevNormalizationLayer.cpp
new file mode 100644
index 0000000..c44c983
--- /dev/null
+++ b/tests/validation/reference/MeanStdDevNormalizationLayer.cpp
@@ -0,0 +1,71 @@
+/*
+ * 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 "MeanStdDevNormalizationLayer.h"
+
+#include "arm_compute/core/Types.h"
+
+namespace arm_compute
+{
+namespace test
+{
+namespace validation
+{
+namespace reference
+{
+template <typename T>
+SimpleTensor<T> mean_std_normalization_layer(const SimpleTensor<T> &src, float epsilon)
+{
+ // Create reference
+ SimpleTensor<T> dst{ src.shape(), src.data_type(), 1 };
+
+ const int cols = src.shape()[0];
+ const int batch_size = src.shape()[1];
+
+ for(int i = 0; i < batch_size; ++i)
+ {
+ T sum = static_cast<T>(0.f);
+ T sum_sq = static_cast<T>(0.f);
+ for(int j = 0; j < cols; ++j)
+ {
+ const T value = src[j + i * cols];
+ sum += value;
+ sum_sq += value * value;
+ }
+ const T mean = sum / static_cast<T>(cols);
+ const T var = ((sum_sq / static_cast<T>(cols)) - (mean * mean)) + static_cast<T>(epsilon);
+ const T stddev_inv = static_cast<T>(1.f) / static_cast<T>(std::sqrt(var));
+ for(int j = 0; j < cols; ++j)
+ {
+ dst[j + i * cols] = (src[j + i * cols] - mean) * stddev_inv;
+ }
+ }
+ return dst;
+}
+
+template SimpleTensor<float> mean_std_normalization_layer(const SimpleTensor<float> &src, float epsilon);
+template SimpleTensor<half> mean_std_normalization_layer(const SimpleTensor<half> &src, float epsilon);
+} // namespace reference
+} // namespace validation
+} // namespace test
+} // namespace arm_compute