From c4f2743951473f8d97f5a43767fdbb31a4df967c Mon Sep 17 00:00:00 2001 From: Gunes Bayir Date: Sun, 11 Sep 2022 15:59:19 +0100 Subject: =?UTF-8?q?Optimize=20Quantized/Integer=20Bilinear=20Scale=20for?= =?UTF-8?q?=20Neon=E2=84=A2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit This patch introduces several performance optimizations regarding the Bilinear Scale operator with REPLICATE Border mode. Changes apply only to NHWC. This patch - Reduces the memory footprint by disabling precomputation of indices and weights when they're not used - Rewrites the kernels for QASYMM8/QASYMM8_SIGNED/U8(Uint8) - Adds S8(Int8) Bilinear Scale for Border mode REPLICATE - Removes Bilinear Scale SVE kernels for Quantized and Integer types and adjust the heuristics to choose the Neon™ implementation - Adds new test cases where the input and output of the Bilinear Scale operator have different quantization scale and offset Resolves: COMPMID-5453, COMPMID-5454 Change-Id: I3d251e76e0c6978fd5a0a1795ec62ab536bec93c Signed-off-by: Gunes Bayir Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8250 Reviewed-by: SiCong Li Comments-Addressed: Arm Jenkins Tested-by: Arm Jenkins Benchmark: Arm Jenkins --- src/core/utils/ScaleUtils.h | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) (limited to 'src/core/utils/ScaleUtils.h') diff --git a/src/core/utils/ScaleUtils.h b/src/core/utils/ScaleUtils.h index c09509253c..1484824a7f 100644 --- a/src/core/utils/ScaleUtils.h +++ b/src/core/utils/ScaleUtils.h @@ -26,9 +26,6 @@ #include "arm_compute/core/Types.h" -#include -#include - namespace arm_compute { namespace scale_utils @@ -59,10 +56,11 @@ inline bool is_align_corners_allowed_sampling_policy(SamplingPolicy sampling_pol * @param[in] data_layout Data layout * @param[in] data_type Data type * @param[in] policy Interpolation policy + * @param[in] border_mode Border Mode * * @return True if precomputation is required */ -bool is_precomputation_required(DataLayout data_layout, DataType data_type, InterpolationPolicy policy); +bool is_precomputation_required(DataLayout data_layout, DataType data_type, InterpolationPolicy policy, BorderMode border_mode); } // namespace scale_utils } // namespace arm_compute -- cgit v1.2.1