fix bn cast

mindspore/ccsrc/backend/kernel_compiler/gpu/nn/pooling_gpu_kernel.h

@@ -144,7 +144,7 @@ class PoolingGpuFwdKernel : public GpuKernel {
   void SetPoolingMode(const CNodePtr &kernel_node) {
     mode_ = AnfAlgo::GetCNodeName(kernel_node);
     if (mode_ == "AvgPool") {
-      pooling_mode_ = CUDNN_POOLING_AVERAGE_COUNT_INCLUDE_PADDING;
+      pooling_mode_ = CUDNN_POOLING_AVERAGE_COUNT_EXCLUDE_PADDING;
       pad_value_ = 0.0;
     } else {
       pooling_mode_ = CUDNN_POOLING_MAX;

mindspore/ccsrc/backend/kernel_compiler/gpu/nn/pooling_grad_gpu_kernel.h

@@ -207,7 +207,7 @@ class PoolingGradGpuKernel : public GpuKernel {
     cudnn_data_type_ = GetCudnnDataType(TypeIdLabel(AnfAlgo::GetInputDeviceDataType(kernel_node, 0)));
     mode_ = AnfAlgo::GetCNodeName(kernel_node);
     if (mode_ == "AvgPoolGradGpu") {
-      pooling_mode_ = CUDNN_POOLING_AVERAGE_COUNT_INCLUDE_PADDING;
+      pooling_mode_ = CUDNN_POOLING_AVERAGE_COUNT_EXCLUDE_PADDING;
       pad_value_ = 0.0;
     } else {
       pooling_mode_ = CUDNN_POOLING_MAX;

mindspore/ccsrc/backend/optimizer/gpu/replace_bn_cast_fusion.cc

@@ -37,13 +37,16 @@ const AnfNodePtr ReplaceBNCastFusion::Process(const FuncGraphPtr &graph, const A
                                               const EquivPtr &equiv) const {
   MS_EXCEPTION_IF_NULL(graph);
   MS_EXCEPTION_IF_NULL(node);
-  MS_EXCEPTION_IF_NULL(equiv);
   auto fbn2 = AnfAlgo::GetInputNode(utils::cast<CNodePtr>(node), 0);
   auto x_after = AnfAlgo::GetInputNode(utils::cast<CNodePtr>(fbn2), 0);
   auto x_before = AnfAlgo::GetInputNode(utils::cast<CNodePtr>(x_after), 0);
   MS_EXCEPTION_IF_NULL(fbn2);
   MS_EXCEPTION_IF_NULL(x_after);
   MS_EXCEPTION_IF_NULL(x_before);
+  // only deal with x_after with fp32: x 16->32->bn->16->32
+  if (AnfAlgo::GetOutputInferDataType(x_after, 0) == kNumberTypeFloat16) {
+    return nullptr;
+  }
   std::vector<TypeId> outputs_type;
   std::vector<std::vector<size_t>> outputs_shape;
   auto manager = graph->manager();

mindspore/ccsrc/backend/optimizer/gpu/replace_bn_grad_cast_fusion.cc

@@ -68,8 +68,9 @@ const AnfNodePtr ReplaceBNGradCastFusion::Process(const FuncGraphPtr &graph, con
   auto dy_before = AnfAlgo::GetInputNode(utils::cast<CNodePtr>(dy_after), 0);
   auto x_ = AnfAlgo::GetInputNode(utils::cast<CNodePtr>(fbn2g), 1);
   MS_EXCEPTION_IF_NULL(x_);
-  // if x_type is fp32, the cast is necessary.
-  if (AnfAlgo::GetOutputInferDataType(x_, 0) == kNumberTypeFloat32) {
+  // if x_type is fp32, the cast is necessary or dy_afer is fp32: dy 16->32->bng->16->32.
+  if (AnfAlgo::GetOutputInferDataType(x_, 0) == kNumberTypeFloat32 ||
+      AnfAlgo::GetOutputInferDataType(dy_after, 0) == kNumberTypeFloat16) {
     return nullptr;
   }
   MS_EXCEPTION_IF_NULL(fbn2g);