diff options
Diffstat (limited to 'tests/validation/reference/DepthwiseConvolutionLayer.cpp')
-rw-r--r-- | tests/validation/reference/DepthwiseConvolutionLayer.cpp | 29 |
1 files changed, 23 insertions, 6 deletions
diff --git a/tests/validation/reference/DepthwiseConvolutionLayer.cpp b/tests/validation/reference/DepthwiseConvolutionLayer.cpp index b2a7067709..ab61b7dd65 100644 --- a/tests/validation/reference/DepthwiseConvolutionLayer.cpp +++ b/tests/validation/reference/DepthwiseConvolutionLayer.cpp @@ -24,6 +24,7 @@ #include "DepthwiseConvolutionLayer.h" #include "ConvolutionLayer.h" +#include "Permute.h" #include "Utils.h" #include "tests/validation/FixedPoint.h" @@ -50,11 +51,8 @@ namespace reference * */ template <typename T, typename TB> -SimpleTensor<T> depthwise_convolution(const SimpleTensor<T> &src, const SimpleTensor<T> &weights, const SimpleTensor<TB> &biases, const TensorShape &dst_shape, const PadStrideInfo &conv_info) +void depthwise_convolution_nchw(const SimpleTensor<T> &src, const SimpleTensor<T> &weights, const SimpleTensor<TB> &biases, SimpleTensor<T> &dst, const PadStrideInfo &conv_info) { - // Create reference - SimpleTensor<T> dst{ dst_shape, src.data_type(), 1, src.fixed_point_position() }; - // Compute reference const int filter_width = weights.shape().x(); const int filter_height = weights.shape().y(); @@ -108,8 +106,6 @@ SimpleTensor<T> depthwise_convolution(const SimpleTensor<T> &src, const SimpleTe } } } - - return dst; } template <> @@ -195,6 +191,27 @@ SimpleTensor<uint8_t> depthwise_convolution(const SimpleTensor<uint8_t> &src, co return dst; } +template <typename T, typename TB> +SimpleTensor<T> depthwise_convolution(const SimpleTensor<T> &src, const SimpleTensor<T> &weights, const SimpleTensor<TB> &biases, const TensorShape &dst_shape, const PadStrideInfo &conv_info) +{ + SimpleTensor<T> dst{ dst_shape, src.data_type(), 1, src.fixed_point_position() }; + + if(src.data_layout() == DataLayout::NHWC && src.data_type() == DataType::F32) + { + SimpleTensor<T> src_nchw = reference::permute<T>(src, PermutationVector(1U, 2U, 0U)); + SimpleTensor<T> weights_nchw = reference::permute<T>(weights, PermutationVector(1U, 2U, 0U)); + SimpleTensor<T> dst_nchw = reference::permute<T>(dst, PermutationVector(1U, 2U, 0U)); + + depthwise_convolution_nchw<T, TB>(src_nchw, weights_nchw, biases, dst_nchw, conv_info); + + return reference::permute<T>(dst_nchw, PermutationVector(2U, 0U, 1U)); + } + + depthwise_convolution_nchw<T, TB>(src, weights, biases, dst, conv_info); + + return dst; +} + template SimpleTensor<float> depthwise_convolution(const SimpleTensor<float> &src, const SimpleTensor<float> &weights, const SimpleTensor<float> &biases, const TensorShape &dst_shape, const PadStrideInfo &conv_info); |