Ingnore transpose with nop_op attr in pynative infer

mindspore/ccsrc/runtime/device/kernel_runtime.cc

@@ -946,6 +946,19 @@ bool KernelRuntime::LaunchKernelMod(const session::KernelGraph &graph) {
       auto &kernel = kernels[i];
       auto kernel_mod = AnfAlgo::GetKernelMod(kernel);
       MS_EXCEPTION_IF_NULL(kernel_mod);
+
+      // Skip transpose kernel with "nop_op" attr which is not hidden or removed in PyNative infer scenario. Transpose
+      // kernel, which is not supposed to be executed, is generated in TransDataSplit to support specific Transdata. And
+      // hard code here should be removed after new Transdata programme is implemented in the foreseeable future.
+      if (AnfAlgo::HasNodeAttr("nop_op", kernel)) {
+        for (size_t idx = 0; idx < AnfAlgo::GetOutputTensorNum(kernel); idx += 1) {
+          auto real_input = AnfAlgo::GetRealInputIndex(kernel, idx);
+          auto device_address = AnfAlgo::GetPrevNodeMutableOutputAddr(kernel, real_input);
+          AnfAlgo::SetOutputAddr(device_address, idx, kernel.get());
+        }
+        continue;
+      }
+
       AddressPtrList kernel_inputs;
       AddressPtrList kernel_workspaces;
       AddressPtrList kernel_outputs;