diff --git a/mindspore/ccsrc/backend/optimizer/somas/somas.cc b/mindspore/ccsrc/backend/optimizer/somas/somas.cc
index 3dc798b618..3014d51d6c 100644
--- a/mindspore/ccsrc/backend/optimizer/somas/somas.cc
+++ b/mindspore/ccsrc/backend/optimizer/somas/somas.cc
@@ -86,6 +86,7 @@ bool Somas::InitSomasTensors(const session::KernelGraph *graph) {
   IndependentNodeOutputProcess(graph);
   SummaryInputProcess(graph);
   RefNodeProcess(graph);
+  NonTaskSplitProcess(graph);
   UnReuseNodeProcess(graph);
   GenContiguousList(graph);
   GetNextOutputProcess(graph);
@@ -535,6 +536,27 @@ void Somas::RefNodeProcess(const session::KernelGraph *graph) {
   MS_LOG(INFO) << "Special Tensor total size: RefNode: input " << total_input_size << " output " << total_output_size;
 }
 
+void Somas::NonTaskSplitProcess(const session::KernelGraph *graph) {
+  MS_EXCEPTION_IF_NULL(graph);
+  auto kernel_cnodes = graph->execution_order();
+  for (const auto &kernel : kernel_cnodes) {
+    auto op_name = AnfAlgo::GetCNodeName(kernel);
+    if (op_name == kSplitOpName && AnfAlgo::HasNodeAttr(kAttrNonTask, kernel)) {
+      std::vector<size_t> refnode_input_output;
+      auto node = nodes_map_[kernel.get()];
+      auto input_tensor = node->input_tensors_[0];
+      input_tensor->type_ = kRefNodeInput;
+      refnode_input_output.push_back(input_tensor->GetId());
+
+      for (auto &output_tensor : node->output_tensors_) {
+        output_tensor->type_ = kRefNodeOutput;
+        refnode_input_output.push_back(output_tensor->GetId());
+      }
+      ref_node_constraints_.push_back(refnode_input_output);
+    }
+  }
+}
+
 void Somas::UnReuseNodeProcess(const session::KernelGraph *graph) {
   MS_EXCEPTION_IF_NULL(graph);
   vector<string> full_name_list = {};
diff --git a/mindspore/ccsrc/backend/optimizer/somas/somas.h b/mindspore/ccsrc/backend/optimizer/somas/somas.h
index 74a8a4e980..3bae53cd2a 100644
--- a/mindspore/ccsrc/backend/optimizer/somas/somas.h
+++ b/mindspore/ccsrc/backend/optimizer/somas/somas.h
@@ -114,6 +114,7 @@ class Somas {
   void IndependentNodeOutputProcess(const session::KernelGraph *graph);
   void SummaryInputProcess(const session::KernelGraph *graph);
   void RefNodeProcess(const session::KernelGraph *graph);
+  void NonTaskSplitProcess(const session::KernelGraph *graph);
   void UnReuseNodeProcess(const session::KernelGraph *graph);
   SomasTensorPtr CreateGapTensor(size_t gap_tensor_id);
   void GenContiguousList(const session::KernelGraph *graph);
diff --git a/mindspore/ccsrc/runtime/device/ascend/tasksink/task_generator.cc b/mindspore/ccsrc/runtime/device/ascend/tasksink/task_generator.cc
index 745397a76d..6e33e432a1 100644
--- a/mindspore/ccsrc/runtime/device/ascend/tasksink/task_generator.cc
+++ b/mindspore/ccsrc/runtime/device/ascend/tasksink/task_generator.cc
@@ -136,7 +136,12 @@ bool TaskGenerator::LaunchKernel(const CNodePtr &anf_node_ptr, uint32_t stream_i
   MS_EXCEPTION_IF_NULL(kernel_mod);
   kernel_mod->set_kernel_name(anf_node_ptr->fullname_with_scope());
   auto op_name = AnfAlgo::GetCNodeName(anf_node_ptr);
-  if (AnfAlgo::GetCNodeName(anf_node_ptr) != kAtomicAddrCleanOpName) {
+  if (op_name == kSplitOpName && AnfAlgo::HasNodeAttr(kAttrNonTask, anf_node_ptr)) {
+    MS_LOG(INFO) << "Skip task generation for NnTask op " << anf_node_ptr->fullname_with_scope();
+    return true;
+  }
+
+  if (op_name != kAtomicAddrCleanOpName) {
     for (size_t i = 0; i < AnfAlgo::GetInputTensorNum(anf_node_ptr); ++i) {
       if (op_name == kDynamicRNNOpName && i == 3) {
         continue;
@@ -153,6 +158,21 @@ bool TaskGenerator::LaunchKernel(const CNodePtr &anf_node_ptr, uint32_t stream_i
       AddressPtr input = std::make_shared<Address>();
       input->addr = device_address->ptr_;
       input->size = device_address->size_;
+
+      auto prenode_with_index = AnfAlgo::GetPrevNodeOutput(anf_node_ptr, i);
+      if (AnfAlgo::GetCNodeName(prenode_with_index.first) == kSplitOpName &&
+          AnfAlgo::HasNodeAttr(kAttrNonTask, prenode_with_index.first->cast<CNodePtr>())) {
+        // use memory offset to implement NonTask Type Split op
+        // when op A -> split(NonTask) -> op B, op B's input addr is split's input0's addr + offset
+        // offset is split's output index * split's output size
+        auto split_input0_device_address = AnfAlgo::GetPrevNodeOutputAddr(prenode_with_index.first, 0);
+        input->addr =
+          static_cast<uint8_t *>(split_input0_device_address->ptr_) + (prenode_with_index.second * input->size);
+        MS_LOG(INFO) << "Change " << anf_node_ptr->fullname_with_scope() << "'s input " << i << " address to "
+                     << split_input0_device_address->ptr_ << " + "
+                     << "prenode_with_index.second * input->size";
+      }
+
       kernel_inputs.push_back(input);
     }