diff --git a/mindspore/ccsrc/device/gpu/gpu_kernel_runtime.cc b/mindspore/ccsrc/device/gpu/gpu_kernel_runtime.cc
index 17817ebebab2e75e4fc7c9091e745a79284a3bef..387977d34503d0e63ebc3dd01c67e373e0408cd2 100644
--- a/mindspore/ccsrc/device/gpu/gpu_kernel_runtime.cc
+++ b/mindspore/ccsrc/device/gpu/gpu_kernel_runtime.cc
@@ -184,6 +184,10 @@ void GPUKernelRuntime::InitKernelOutputAddress(const session::KernelGraph *graph
 bool GPUKernelRuntime::LaunchKernelDynamic(const session::KernelGraph *graph) {
   MS_EXCEPTION_IF_NULL(graph);
   auto graph_id = graph->graph_id();
+  auto mem_reuse_util_ptr = mem_reuse_util_map_[graph_id];
+  MS_EXCEPTION_IF_NULL(mem_reuse_util_ptr);
+  // Reset the reference count.
+  mem_reuse_util_ptr->ResetDynamicUsedRefCount();
   // The inputs and outputs memory of communication kernel need be continuous, so separate processing.
   AllocCommunicationOpDynamicRes(graph);
 
@@ -360,16 +364,13 @@ void GPUKernelRuntime::FreeKernelDynamicRes(const mindspore::AnfNodePtr &kernel,
     if (kernel_ref_count_ptr == nullptr) {
       continue;
     }
-    // Can't free the output of graph.
-    if (kernel_ref_count_ptr->ref_count_dynamic_use_ == memreuse::kMaxRefCount) {
-      continue;
-    }
     kernel_ref_count_ptr->ref_count_dynamic_use_--;
+    if (kernel_ref_count_ptr->ref_count_dynamic_use_ < 0) {
+      MS_LOG(EXCEPTION) << "Check dynamic reference count failed.";
+    }
     if (kernel_ref_count_ptr->ref_count_dynamic_use_ == 0) {
       auto device_address = AnfAlgo::GetPrevNodeMutableOutputAddr(kernel, i);
       mem_manager_->FreeMemFromMemPool(device_address);
-      // Reset the reference count.
-      kernel_ref_count_ptr->ref_count_dynamic_use_ = kernel_ref_count_ptr->ref_count_;
     }
   }
   // Free the output of kernel, if output has no reference.
diff --git a/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse.cc b/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse.cc
index 952dfe97e4b716f6743641b75164bf0147a519d5..6128f14582930dfa015cfafa73abbebdaef33f9a 100644
--- a/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse.cc
+++ b/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse.cc
@@ -288,6 +288,14 @@ void MemReuseUtil::SetGraphOutputRefCount() {
 #endif
 }
 
+void MemReuseUtil::ResetDynamicUsedRefCount() {
+  for (auto iter = kernel_output_refs_.begin(); iter != kernel_output_refs_.end(); ++iter) {
+    for (auto &ref_count : iter->second) {
+      ref_count->ref_count_dynamic_use_ = ref_count->ref_count_;
+    }
+  }
+}
+
 void MemReuseUtil::SetAllInfo(KernelGraph *graph) {
   if (!InitDynamicKernelRef(graph)) {
     MS_LOG(EXCEPTION) << "Init ReuseAssignDynamicMemory Fault";
diff --git a/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse.h b/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse.h
index cae0e4565f81896c5d7ca12ab57005ee62b855a1..20a362e76fd5f81974bfb9f0fbba222376571917 100644
--- a/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse.h
+++ b/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse.h
@@ -64,6 +64,8 @@ class MemReuseUtil {
   void SetReuseRefCount();
   // Set the reference count of graph output specially.
   void SetGraphOutputRefCount();
+  // Reset the dynamic used reference count by ref_count_.
+  void ResetDynamicUsedRefCount();
 
   KernelRefCountPtr GetRef(const AnfNodePtr &node, int output_idx);
   KernelRefCountPtr GetKernelInputRef(const CNodePtr &kernel, size_t input_idx);
diff --git a/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse_checker.cc b/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse_checker.cc
index 6825da24dad9f7d8619a1325b6b97308de59ad3b..1dd276ad63fde8e1962afd37b4cc839cc3b23f00 100644
--- a/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse_checker.cc
+++ b/mindspore/ccsrc/pre_activate/mem_reuse/mem_reuse_checker.cc
@@ -161,7 +161,8 @@ void MemReuseChecker::CheckMemReuseIR(const KernelRefCountPtrList &total_refs_li
   total_ori_value_size_ = CalculOriValue(graph);
   total_ori_dy_size_ = CalculOriDy(graph);
   total_ori_wkspace_size_ = CalculOriWk(graph);
-  std::string filename = "./memreuse.ir";
+  std::string graph_id = std::to_string(graph->graph_id());
+  std::string filename = "./memreuse_" + graph_id + ".ir";
   std::ofstream ofs(filename);
   if (!ofs.is_open()) {
     MS_LOG(ERROR) << "Open file [" << filename << "] failed!";