diff options
Diffstat (limited to 'tensorflow/core/kernels/mkl_conv_grad_filter_ops.cc')
-rw-r--r-- | tensorflow/core/kernels/mkl_conv_grad_filter_ops.cc | 81 |
1 files changed, 53 insertions, 28 deletions
diff --git a/tensorflow/core/kernels/mkl_conv_grad_filter_ops.cc b/tensorflow/core/kernels/mkl_conv_grad_filter_ops.cc index 1401bc65a4..e0706568b1 100644 --- a/tensorflow/core/kernels/mkl_conv_grad_filter_ops.cc +++ b/tensorflow/core/kernels/mkl_conv_grad_filter_ops.cc @@ -444,6 +444,7 @@ class MklConv2DCustomBackpropFilterOp ~MklConv2DCustomBackpropFilterOp() {} private: + const int kDilationH = 0, kDilationW = 1; void ValidateMklShapes(const MklDnnShape& input_mkl_shape, const MklDnnShape& filter_mkl_shape, const MklDnnShape& obp_mkl_shape) { @@ -492,7 +493,9 @@ class MklConv2DCustomBackpropFilterOp const convolution_forward::primitive_desc& conv_fwd_pd, MklDnnData<T>* input, MklDnnData<T>* filter, MklDnnData<T>* outbackprop, MklDnnData<T>* output, - Tensor** output_tensor, const memory::dims& strides, + Tensor** output_tensor, + const memory::dims& strides, + const memory::dims& dilations, const memory::dims& padding_l, const memory::dims& padding_r, padding_kind padding, const memory::dims& bwd_output_dims, @@ -518,31 +521,32 @@ class MklConv2DCustomBackpropFilterOp bias_grad->SetOpMemDesc(bias_grad_dims, memory::format::x); } - // Create convolution backward weights primitive. - auto bwd_desc = - (biasEnabled && (bias_grad != nullptr)) - ? convolution_backward_weights::desc( - convolution_direct, input->GetOpMemDesc(), - output->GetOpMemDesc(), bias_grad->GetOpMemDesc(), - outbackprop->GetOpMemDesc(), strides, padding_l, padding_r, - padding) - : convolution_backward_weights::desc( - convolution_direct, input->GetOpMemDesc(), - output->GetOpMemDesc(), outbackprop->GetOpMemDesc(), strides, - padding_l, padding_r, padding); - - auto bwd_pd = convolution_backward_weights::primitive_desc( - bwd_desc, cpu_engine, conv_fwd_pd); - - // Allocate output tensor. - AllocateOutputTensor(context, bwd_pd, bwd_output_dims, bwd_output_format, - output_tensor); - - CHECK_NOTNULL(*output_tensor); - // Set buffer handle using allocated output tensor. - output->SetUsrMemDataHandle(*output_tensor); - if (biasEnabled && (bias_grad != nullptr)) { + // Create convolution backward weights with bias primitive. + // Use dilated convolution in case dilate rates are greater than zero. + auto bwd_desc = (dilations[kDilationH] > 0 || dilations[kDilationW] > 0) ? + convolution_backward_weights::desc(convolution_direct, + input->GetOpMemDesc(), output->GetOpMemDesc(), + bias_grad->GetOpMemDesc(), + outbackprop->GetOpMemDesc(), strides, + dilations, padding_l, padding_r, padding) : + convolution_backward_weights::desc(convolution_direct, + input->GetOpMemDesc(), output->GetOpMemDesc(), + bias_grad->GetOpMemDesc(), + outbackprop->GetOpMemDesc(), + strides, padding_l, padding_r, padding); + auto bwd_pd = convolution_backward_weights::primitive_desc(bwd_desc, + cpu_engine, + conv_fwd_pd); + + // Allocate output tensor. + AllocateOutputTensor(context, bwd_pd, bwd_output_dims, + bwd_output_format, output_tensor); + + CHECK_NOTNULL(*output_tensor); + // Set buffer handle using allocated output tensor. + output->SetUsrMemDataHandle(*output_tensor); + // Allocate bias_grad tensor TensorShape bias_grad_shape({depth}); Tensor* bias_grad_tensor = nullptr; @@ -553,11 +557,32 @@ class MklConv2DCustomBackpropFilterOp memory::desc({bias_grad_dims}, MklDnnType<T>(), memory::format::x); bias_grad->SetUsrMem(bias_grad_md, bias_grad_tensor); bias_grad->SetUsrMemDataHandle(bias_grad_tensor); - } - if (biasEnabled && (bias_grad != nullptr)) { - PrepareAndExecutePrimitive(bwd_pd, input, outbackprop, output, bias_grad); + PrepareAndExecutePrimitive(bwd_pd, input, outbackprop, output, + bias_grad); } else { + // Create convolution backward weights primitive. + // Use dilated convolution in case dilate rates are greater than zero. + auto bwd_desc = (dilations[kDilationH] > 0 || dilations[kDilationW] > 0) ? + convolution_backward_weights::desc(convolution_direct, + input->GetOpMemDesc(), output->GetOpMemDesc(), + outbackprop->GetOpMemDesc(), strides, + dilations, padding_l, padding_r, padding) : + convolution_backward_weights::desc(convolution_direct, + input->GetOpMemDesc(), output->GetOpMemDesc(), + outbackprop->GetOpMemDesc(), + strides, padding_l, padding_r, padding); + auto bwd_pd = convolution_backward_weights::primitive_desc(bwd_desc, + cpu_engine, + conv_fwd_pd); + + // Allocate output tensor. + AllocateOutputTensor(context, bwd_pd, bwd_output_dims, + bwd_output_format, output_tensor); + + CHECK_NOTNULL(*output_tensor); + // Set buffer handle using allocated output tensor. + output->SetUsrMemDataHandle(*output_tensor); PrepareAndExecutePrimitive(bwd_pd, input, outbackprop, output); } } |