From 6e09e1404c635d948cf20eb6b4b5747dfb6656f2 Mon Sep 17 00:00:00 2001
From: Murray Kornelsen <murray.kornelsen@mail.mcgill.ca>
Date: Wed, 13 Jul 2022 21:40:26 -0400
Subject: INT8 Quantized MeanStdDevNorm (LayerNorm)

Implements LayerNorm for qasymm8 tensors.
Uses uint8x16 loads and stores.
Summation is performed in integer arithmetic (vpaddl)
Normalization is performed in float32 before requantizing back to int8.

Signed-off-by: Murray Kornelsen <murray.kornelsen@mail.mcgill.ca>
Change-Id: I2407c8b34717fb47adab98791bd76fb8a3c62f4a
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7922
Comments-Addressed: Pablo Marquez Tello <pablo.tello@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Viet-Hoa Do <viet-hoa.do@arm.com>
Reviewed-by: Pablo Marquez Tello <pablo.tello@arm.com>
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Benchmark: Arm Jenkins <bsgcomp@arm.com>
---
 tests/validation/reference/MeanStdDevNormalizationLayer.cpp | 11 ++++++++++-
 1 file changed, 10 insertions(+), 1 deletion(-)

(limited to 'tests/validation/reference')

diff --git a/tests/validation/reference/MeanStdDevNormalizationLayer.cpp b/tests/validation/reference/MeanStdDevNormalizationLayer.cpp
index 0a23fa19bb..a7c8a784d9 100644
--- a/tests/validation/reference/MeanStdDevNormalizationLayer.cpp
+++ b/tests/validation/reference/MeanStdDevNormalizationLayer.cpp
@@ -1,5 +1,5 @@
 /*
- * Copyright (c) 2019 Arm Limited.
+ * Copyright (c) 2019, 2022 Arm Limited.
  *
  * SPDX-License-Identifier: MIT
  *
@@ -63,6 +63,15 @@ SimpleTensor<T> mean_std_normalization_layer(const SimpleTensor<T> &src, float e
     return dst;
 }
 
+template <>
+SimpleTensor<uint8_t> mean_std_normalization_layer(const SimpleTensor<uint8_t> &src, float epsilon)
+{
+    SimpleTensor<float>   src_tmp = convert_from_asymmetric(src);
+    SimpleTensor<float>   dst_tmp = mean_std_normalization_layer<float>(src_tmp, epsilon);
+    SimpleTensor<uint8_t> dst     = convert_to_asymmetric<uint8_t>(dst_tmp, src.quantization_info());
+    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
-- 
cgit v1.2.1