diff --git a/mindspore/lite/include/context.h b/mindspore/lite/include/context.h
index d709dba358b791ba2165dcfd7c245f47df33a221..f7e5472704889ee2d1fbf838199440edb366d194 100644
--- a/mindspore/lite/include/context.h
+++ b/mindspore/lite/include/context.h
@@ -64,16 +64,12 @@ class MS_API Context {
   /// \brief Destructor of MindSpore Lite Context.
   virtual ~Context();
 
-  void InferShapeInterrupt() { infer_shape_interrupt_ = true; }
-
  public:
   bool float16_priority = true; /**< allow priority select float16 kernel */
   DeviceContext device_ctx_{DT_CPU};
   int thread_num_ = 2; /**< thread number config for thread pool */
   std::shared_ptr<Allocator> allocator = nullptr;
   CpuBindMode cpu_bind_mode_ = MID_CPU;
-  bool infer_shape_interrupt_ = false;
-  bool running_ = false;
 };
 }  // namespace mindspore::lite
 #endif  // MINDSPORE_LITE_INCLUDE_CONTEXT_H_
diff --git a/mindspore/lite/src/lite_kernel.h b/mindspore/lite/src/lite_kernel.h
index 6fc66081778d756ab45c00c7a1febe6b91b65e0a..6a4a42bc3d42b83e286fb334369a3084dee209e5 100644
--- a/mindspore/lite/src/lite_kernel.h
+++ b/mindspore/lite/src/lite_kernel.h
@@ -82,9 +82,7 @@ class LiteKernel {
   virtual int Prepare() {
     if (!InferShapeDone()) {
       (const_cast<mindspore::lite::PrimitiveC *>(primitive_))->InferShape(in_tensors_, out_tensors_);
-      if (need_reinit_) {
-        Init();
-      }
+      ReSize();
     }
 
     auto &outputs = this->out_tensors();
@@ -152,8 +150,6 @@ class LiteKernel {
 
   void set_desc(const KernelKey kernel_key) { desc_ = kernel_key; }
 
-  void set_need_reinit() { need_reinit_ = true; }
-
   const mindspore::lite::PrimitiveC *GetPrimitive() const { return primitive_; }
 
  protected:
@@ -170,7 +166,6 @@ class LiteKernel {
   std::vector<LiteKernel *> in_kernels_;
   std::vector<LiteKernel *> out_kernels_;
   bool train_mode_ = false;
-  bool need_reinit_ = false;
   bool is_model_output_ = false;
 };
 
diff --git a/mindspore/lite/src/ops/primitive_c.h b/mindspore/lite/src/ops/primitive_c.h
index 80c3e0d92de81daf9d505c4f36968ffb01d4a47d..0ddef8a4c52e1cf2916e82f9c1e4111ba330ec9e 100644
--- a/mindspore/lite/src/ops/primitive_c.h
+++ b/mindspore/lite/src/ops/primitive_c.h
@@ -57,7 +57,7 @@ class PrimitiveC {
 
   void SetInferFlag(bool flag);
 
-  virtual int InferShape(std::vector<lite::tensor::Tensor *> inputs_, std::vector<lite::tensor::Tensor *> outputs_);
+  virtual int InferShape(std::vector<lite::tensor::Tensor *> inputs, std::vector<lite::tensor::Tensor *> outputs);
 
   int Type() const;
 
diff --git a/mindspore/lite/src/runtime/kernel/arm/base/prior_box.cc b/mindspore/lite/src/runtime/kernel/arm/base/prior_box.cc
index 5329feae5ae5dc88e4da8bb0fb054b319441b9ff..e354183e5b82068de5700412bae24ce169187efc 100644
--- a/mindspore/lite/src/runtime/kernel/arm/base/prior_box.cc
+++ b/mindspore/lite/src/runtime/kernel/arm/base/prior_box.cc
@@ -40,16 +40,17 @@ int PriorBoxCPUKernel::Init() {
     return RET_NULL_PTR;
   }
 
-  if (context_->infer_shape_interrupt_ && !context_->running_) {
-    set_need_reinit();
-    return RET_OK;
-  }
   MS_ASSERT(in_tensors_.size() == kInputNum);
   MS_ASSERT(out_tensors_.size() == kOutputNum);
 
-  auto ret = GeneratePriorBox();
+  if (!InferShapeDone()) {
+    return RET_OK;
+  }
+  return ReSize();
+}
 
-  return ret;
+int PriorBoxCPUKernel::ReSize() {
+  return GeneratePriorBox();
 }
 
 int PriorBoxCPUKernel::GeneratePriorBox() {
@@ -158,6 +159,11 @@ int RunPriorBox(int task_id, LiteParallelGroupEnv *penv, void *cdata) {
 }
 
 int PriorBoxCPUKernel::Run() {
+  auto prepare_ret = Prepare();
+  if (prepare_ret != RET_OK) {
+    MS_LOG(ERROR) << "Prepare fail! Ret error code[" << prepare_ret << "]";
+    return prepare_ret;
+  }
   int error_code = LiteBackendParallelLaunch(RunPriorBox, this, thread_count_);
   if (error_code != RET_OK) {
     MS_LOG(ERROR) << "PriorBox run error, error_code[" << error_code << "]";
@@ -168,18 +174,18 @@ int PriorBoxCPUKernel::Run() {
 
 kernel::LiteKernel *CpuPriorBoxKernelCreator(const std::vector<lite::tensor::Tensor *> &inputs,
                                              const std::vector<lite::tensor::Tensor *> &outputs,
-                                             OpParameter *opParameter, const Context *ctx,
+                                             OpParameter *op_parameter, const Context *ctx,
                                              const kernel::KernelKey &desc,
                                              const mindspore::lite::PrimitiveC *primitive) {
-  if (opParameter == nullptr) {
-    MS_LOG(ERROR) << "Input opParameter is nullptr!";
+  if (op_parameter == nullptr) {
+    MS_LOG(ERROR) << "Input op_parameter is nullptr!";
     return nullptr;
   }
   if (desc.type != schema::PrimitiveType_PriorBox) {
     MS_LOG(ERROR) << "PriorBox invalid desc type " << desc.type;
     return nullptr;
   }
-  auto *kernel = new (std::nothrow) PriorBoxCPUKernel(opParameter, inputs, outputs, ctx, primitive);
+  auto *kernel = new (std::nothrow) PriorBoxCPUKernel(op_parameter, inputs, outputs, ctx, primitive);
   if (kernel == nullptr) {
     MS_LOG(ERROR) << "new PriorBoxCPUKernel fail!";
     return nullptr;
@@ -187,8 +193,8 @@ kernel::LiteKernel *CpuPriorBoxKernelCreator(const std::vector<lite::tensor::Ten
   auto ret = kernel->Init();
   if (ret != RET_OK) {
     delete kernel;
-    MS_LOG(ERROR) << "Init kernel failed, name: " << opParameter->name_ << ", type: "
-                  << schema::EnumNamePrimitiveType(static_cast<schema::PrimitiveType>(opParameter->type_));
+    MS_LOG(ERROR) << "Init kernel failed, name: " << op_parameter->name_ << ", type: "
+                  << schema::EnumNamePrimitiveType(static_cast<schema::PrimitiveType>(op_parameter->type_));
     return nullptr;
   }
   return kernel;
diff --git a/mindspore/lite/src/runtime/kernel/arm/base/prior_box.h b/mindspore/lite/src/runtime/kernel/arm/base/prior_box.h
index 54a04cc4ea4309340a323d1be29e2929f70024e1..ace70e6ae73923cbbbe1046019ac4e5dbf5eff79 100644
--- a/mindspore/lite/src/runtime/kernel/arm/base/prior_box.h
+++ b/mindspore/lite/src/runtime/kernel/arm/base/prior_box.h
@@ -36,7 +36,7 @@ class PriorBoxCPUKernel : public LiteKernel {
   ~PriorBoxCPUKernel() = default;
 
   int Init() override;
-  int ReSize() override { return 0; }
+  int ReSize() override;
   int Run() override;
   int PriorBoxImpl(int task_id);