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authorMilos Puzovic <Milos.Puzovic@arm.com>2022-10-28 16:49:15 +0100
committerMilos Puzovic <milos.puzovic@arm.com>2022-11-01 15:04:10 +0000
commita7077e9b8cc2d93a84249ee665776d09963e08a0 (patch)
tree2f810da77d32380e65f6561f80f2dcd2404beb86 /src/cpu/operators/CpuDepthwiseConv2d.cpp
parent199982fc01bcce10120cd6df03d11829a215c85c (diff)
downloadComputeLibrary-a7077e9b8cc2d93a84249ee665776d09963e08a0.tar.gz
Updateable weights in depthwise convolution
Check whether weights are defined as constant, if they are not constant then do not pack them if they are already packed so that they can be updated. Signed-off-by: Milos Puzovic <Milos.Puzovic@arm.com> Change-Id: I73447e31e3660b05f8f40e04ea4ea2003eb9b802 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/8539 Comments-Addressed: Arm Jenkins <bsgcomp@arm.com> Tested-by: Arm Jenkins <bsgcomp@arm.com> Reviewed-by: Gunes Bayir <gunes.bayir@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com> Benchmark: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/cpu/operators/CpuDepthwiseConv2d.cpp')
-rw-r--r--src/cpu/operators/CpuDepthwiseConv2d.cpp22
1 files changed, 21 insertions, 1 deletions
diff --git a/src/cpu/operators/CpuDepthwiseConv2d.cpp b/src/cpu/operators/CpuDepthwiseConv2d.cpp
index c93ffb113d..f69ecdc5bf 100644
--- a/src/cpu/operators/CpuDepthwiseConv2d.cpp
+++ b/src/cpu/operators/CpuDepthwiseConv2d.cpp
@@ -1,5 +1,5 @@
/*
- * Copyright (c) 2021 Arm Limited.
+ * Copyright (c) 2021-2022 Arm Limited.
*
* SPDX-License-Identifier: MIT
*
@@ -88,6 +88,7 @@ void CpuDepthwiseConv2d::CpuDepthwiseConv2dOptimizedInternal::configure(ITensorI
_is_nchw = src->data_layout() == DataLayout::NCHW;
_permute = _is_nchw;
_is_prepared = false;
+ _are_weights_const = weights->are_values_constant();
// Configure pipeline
_is_activationlayer_enabled = info.act_info.enabled() && !CpuDepthwiseConv2dAssemblyDispatch::is_activation_supported(info.act_info);
@@ -218,6 +219,25 @@ void CpuDepthwiseConv2d::CpuDepthwiseConv2dOptimizedInternal::run(ITensorPack &t
void CpuDepthwiseConv2d::CpuDepthwiseConv2dOptimizedInternal::prepare(ITensorPack &tensors)
{
+ // if weights are not constant then we need to repack so that weights
+ // can be updated in-place
+ if(!_are_weights_const)
+ {
+ auto weights = tensors.get_const_tensor(TensorType::ACL_SRC_1);
+ auto bias = tensors.get_const_tensor(TensorType::ACL_SRC_2);
+ auto packed_weights = tensors.get_tensor(TensorType::ACL_INT_4);
+
+ ITensorPack pack_opt;
+ pack_opt.add_tensor(TensorType::ACL_SRC_1, weights);
+ pack_opt.add_tensor(TensorType::ACL_SRC_2, bias);
+ pack_opt.add_tensor(TensorType::ACL_INT_1, packed_weights);
+
+ // Prepare optimized function
+ _dwc_optimized_func->prepare(pack_opt);
+
+ return;
+ }
+
if(!_is_prepared)
{
auto weights = tensors.get_const_tensor(TensorType::ACL_SRC_1);