diff --git a/source/source_esolver/esolver_ks_pw.cpp b/source/source_esolver/esolver_ks_pw.cpp
index 36435c4645..1f3c23da5a 100644
--- a/source/source_esolver/esolver_ks_pw.cpp
+++ b/source/source_esolver/esolver_ks_pw.cpp
@@ -56,21 +56,6 @@ ESolver_KS_PW<T, Device>::ESolver_KS_PW()
     this->classname = "ESolver_KS_PW";
     this->basisname = "PW";
     this->device = base_device::get_device_type<Device>(this->ctx);
-
-#if ((defined __CUDA) || (defined __ROCM))
-    if (this->device == base_device::GpuDevice)
-    {
-        ModuleBase::createGpuBlasHandle();
-        hsolver::createGpuSolverHandle();
-        container::kernels::createGpuBlasHandle();
-        container::kernels::createGpuSolverHandle();
-    }
-#endif
-
-#ifdef __DSP
-    std::cout << " ** Initializing DSP Hardware..." << std::endl;
-    mtfunc::dspInitHandle(GlobalV::MY_RANK);
-#endif
 }
 
 template <typename T, typename Device>
@@ -86,21 +71,6 @@ ESolver_KS_PW<T, Device>::~ESolver_KS_PW()
         this->pelec = nullptr;
     }
 
-    if (this->device == base_device::GpuDevice)
-    {
-#if defined(__CUDA) || defined(__ROCM)
-        ModuleBase::destoryBLAShandle();
-        hsolver::destroyGpuSolverHandle();
-        container::kernels::destroyGpuBlasHandle();
-        container::kernels::destroyGpuSolverHandle();
-#endif
-    }
-
-#ifdef __DSP
-    std::cout << " ** Closing DSP Hardware..." << std::endl;
-    mtfunc::dspDestoryHandle(GlobalV::MY_RANK);
-#endif
-
     if (PARAM.inp.device == "gpu" || PARAM.inp.precision == "single")
     {
         delete this->kspw_psi;
diff --git a/source/source_main/driver.h b/source/source_main/driver.h
index d0ef395875..9bdcf1d285 100644
--- a/source/source_main/driver.h
+++ b/source/source_main/driver.h
@@ -37,6 +37,10 @@ class Driver
 
     // the actual calculations
     void driver_run();
+
+    // Init harewares according to Input parameters
+    void init_hardware();
+    void finalize_hardware();
 };
 
 #endif
diff --git a/source/source_main/driver_run.cpp b/source/source_main/driver_run.cpp
index 4743b95bf8..579b8fbd08 100644
--- a/source/source_main/driver_run.cpp
+++ b/source/source_main/driver_run.cpp
@@ -6,6 +6,17 @@
 #include "source_io/para_json.h"
 #include "source_io/print_info.h"
 #include "source_md/run_md.h"
+#include "source_base/module_device/device.h"
+#include "source_base/module_device/memory_op.h"
+#include "source_base/kernels/math_kernel_op.h"
+#include "source_hsolver/kernels/dngvd_op.h"
+
+#include <ATen/kernels/blas.h>
+#include <ATen/kernels/lapack.h>
+
+#ifdef __DSP
+#include "source_base/kernels/dsp/dsp_connector.h"
+#endif
 
 /**
  * @brief This is the driver function which defines the workflow of ABACUS
@@ -47,6 +58,8 @@ void Driver::driver_run()
     unitcell::check_atomic_stru(ucell, PARAM.inp.min_dist_coef);
 
     //! 2: initialize the ESolver (depends on a set-up ucell after `setup_cell`)
+    this->init_hardware();
+
     ModuleESolver::ESolver* p_esolver = ModuleESolver::init_esolver(PARAM.inp, ucell);
 
     //! 3: initialize Esolver and fill json-structure
@@ -93,9 +106,46 @@ void Driver::driver_run()
     p_esolver->after_all_runners(ucell);
 
     ModuleESolver::clean_esolver(p_esolver);
+    this->finalize_hardware();
 
     //! 6: output the json file
     Json::create_Json(&ucell, PARAM);
 
     return;
 }
+
+void Driver::init_hardware()
+{
+#if ((defined __CUDA) || (defined __ROCM))
+    if (PARAM.inp.device == "gpu")
+    {
+        ModuleBase::createGpuBlasHandle();
+        hsolver::createGpuSolverHandle();
+        container::kernels::createGpuBlasHandle();
+        container::kernels::createGpuSolverHandle();
+    }
+#endif
+
+#ifdef __DSP
+    std::cout << " ** Initializing DSP Hardware..." << std::endl;
+    mtfunc::dspInitHandle(GlobalV::MY_RANK);
+#endif
+}
+
+void Driver::finalize_hardware()
+{
+#if defined(__CUDA) || defined(__ROCM)
+    if (PARAM.inp.device == "gpu")
+    {
+        ModuleBase::destoryBLAShandle();
+        hsolver::destroyGpuSolverHandle();
+        container::kernels::destroyGpuBlasHandle();
+        container::kernels::destroyGpuSolverHandle();
+    }
+#endif
+
+#ifdef __DSP
+    std::cout << " ** Closing DSP Hardware..." << std::endl;
+    mtfunc::dspDestoryHandle(GlobalV::MY_RANK);
+#endif
+}
\ No newline at end of file