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authorGiorgio Arena <giorgio.arena@arm.com>2018-01-31 10:30:59 +0000
committerAnthony Barbier <anthony.barbier@arm.com>2018-11-02 16:49:37 +0000
commitdfca60b8e8805966624c7c941f289e090e3d73bb (patch)
treeee2763d823ed3d0dc68caef76edd6c991764c5c0 /tests/validation/reference/DepthwiseConvolutionLayer.cpp
parentfe5ef38cdbc1e9a44c3786744dfc0cc915a608a6 (diff)
downloadComputeLibrary-dfca60b8e8805966624c7c941f289e090e3d73bb.tar.gz
COMPMID-811 Add NHWC data format support for CL depthwise convolution QASYMM8
Change-Id: I89de432f3fbcba7abf9e1d4f8396a4334b4fa2c2 Reviewed-on: https://eu-gerrit-1.euhpc.arm.com/118324 Tested-by: Jenkins <bsgcomp@arm.com> Reviewed-by: Gian Marco Iodice <gianmarco.iodice@arm.com>
Diffstat (limited to 'tests/validation/reference/DepthwiseConvolutionLayer.cpp')
-rw-r--r--tests/validation/reference/DepthwiseConvolutionLayer.cpp30
1 files changed, 23 insertions, 7 deletions
diff --git a/tests/validation/reference/DepthwiseConvolutionLayer.cpp b/tests/validation/reference/DepthwiseConvolutionLayer.cpp
index ab61b7dd65..d05da9140b 100644
--- a/tests/validation/reference/DepthwiseConvolutionLayer.cpp
+++ b/tests/validation/reference/DepthwiseConvolutionLayer.cpp
@@ -108,13 +108,9 @@ void depthwise_convolution_nchw(const SimpleTensor<T> &src, const SimpleTensor<T
}
}
-template <>
-SimpleTensor<uint8_t> depthwise_convolution(const SimpleTensor<uint8_t> &src, const SimpleTensor<uint8_t> &weights, const SimpleTensor<int32_t> &biases, const TensorShape &dst_shape,
- const PadStrideInfo &conv_info)
+void depthwise_convolution_nchw(const SimpleTensor<uint8_t> &src, const SimpleTensor<uint8_t> &weights, const SimpleTensor<int32_t> &biases, SimpleTensor<uint8_t> &dst, const PadStrideInfo &conv_info)
{
// Create reference
- SimpleTensor<uint8_t> dst{ dst_shape, src.data_type(), 1, src.fixed_point_position(), src.quantization_info() };
-
const int input_offset = -src.quantization_info().offset;
const float input_scale = src.quantization_info().scale;
const int weights_offset = -weights.quantization_info().offset;
@@ -169,8 +165,8 @@ SimpleTensor<uint8_t> depthwise_convolution(const SimpleTensor<uint8_t> &src, co
{
coords.set(0, i);
coords.set(1, j);
- auto in_val = tensor_elem_at<uint8_t>(src, coords, BorderMode::CONSTANT, -input_offset);
- uint8_t w_val = *(weights.data() + filter_offset);
+ const auto in_val = tensor_elem_at<uint8_t>(src, coords, BorderMode::CONSTANT, -input_offset);
+ const uint8_t w_val = *(weights.data() + filter_offset);
val += (in_val + input_offset) * (w_val + weights_offset);
++filter_offset;
}
@@ -187,6 +183,26 @@ SimpleTensor<uint8_t> depthwise_convolution(const SimpleTensor<uint8_t> &src, co
}
}
}
+}
+
+template <>
+SimpleTensor<uint8_t> depthwise_convolution(const SimpleTensor<uint8_t> &src, const SimpleTensor<uint8_t> &weights, const SimpleTensor<int32_t> &biases, const TensorShape &dst_shape,
+ const PadStrideInfo &conv_info)
+{
+ SimpleTensor<uint8_t> dst{ dst_shape, src.data_type(), 1, src.fixed_point_position(), src.quantization_info() };
+
+ if(src.data_layout() == DataLayout::NHWC)
+ {
+ SimpleTensor<uint8_t> src_nchw = reference::permute<uint8_t>(src, PermutationVector(1U, 2U, 0U));
+ SimpleTensor<uint8_t> weights_nchw = reference::permute<uint8_t>(weights, PermutationVector(1U, 2U, 0U));
+ SimpleTensor<uint8_t> dst_nchw = reference::permute<uint8_t>(dst, PermutationVector(1U, 2U, 0U));
+
+ depthwise_convolution_nchw(src_nchw, weights_nchw, biases, dst_nchw, conv_info);
+
+ return reference::permute<uint8_t>(dst_nchw, PermutationVector(2U, 0U, 1U));
+ }
+
+ depthwise_convolution_nchw(src, weights, biases, dst, conv_info);
return dst;
}