diff --git a/mace/core/file_storage.cc b/mace/core/file_storage.cc
index 2d2b941af020273e9b6e42adca6595067cd00b57..99af2c1902089ed57238288f1b38cc15b2633d2a 100644
--- a/mace/core/file_storage.cc
+++ b/mace/core/file_storage.cc
@@ -121,13 +121,20 @@ int FileStorage::Load() {
   return 0;
 }
 
+void FileStorage::Clear() {
+  utils::WriteLock lock(&data_mutex_);
+  data_.clear();
+  data_changed_ = true;
+}
+
 bool FileStorage::Insert(const std::string &key,
                          const std::vector<unsigned char> &value) {
   utils::WriteLock lock(&data_mutex_);
   auto res = data_.emplace(key, value);
-  if (res.second) {
-    data_changed_ = true;
+  if (!res.second) {
+    data_[key] = value;
   }
+  data_changed_ = true;
   return true;
 }
 
diff --git a/mace/core/file_storage.h b/mace/core/file_storage.h
index 799719f3373d449b41a337dac754ea032ec80e4b..3b648c23379c0502d5272ee720d52d7ae792b9b2 100644
--- a/mace/core/file_storage.h
+++ b/mace/core/file_storage.h
@@ -30,6 +30,7 @@ class FileStorage : public KVStorage {
 
  public:
   int Load() override;
+  void Clear() override;
   bool Insert(const std::string &key,
               const std::vector<unsigned char> &value) override;
   const std::vector<unsigned char> *Find(const std::string &key) override;
diff --git a/mace/core/runtime/opencl/opencl_runtime.cc b/mace/core/runtime/opencl/opencl_runtime.cc
index 05e0825799b0b735ddafb23a30d8cfad1a68ec0f..c5809ffd0fde462260a8a52ef138957faca1c029 100644
--- a/mace/core/runtime/opencl/opencl_runtime.cc
+++ b/mace/core/runtime/opencl/opencl_runtime.cc
@@ -393,6 +393,7 @@ OpenCLRuntime::OpenCLRuntime():
   MACE_CHECK_CL_SUCCESS(err);
 
   extern std::shared_ptr<KVStorageFactory> kStorageFactory;
+  std::string cached_binary_platform_info;
   if (kStorageFactory != nullptr) {
     cache_storage_ =
         kStorageFactory->CreateStorage(kPrecompiledProgramFileName);
@@ -405,13 +406,16 @@ OpenCLRuntime::OpenCLRuntime():
     auto platform_info_array =
         this->cache_storage_->Find(kOpenCLPlatformInfoKey);
     if (platform_info_array != nullptr) {
-      cached_binary_platform_info_ =
+      cached_binary_platform_info =
           std::string(platform_info_array->begin(),
                       platform_info_array->end());
+      if (cached_binary_platform_info != platform_info_) {
+        cache_storage_->Clear();
+      }
     }
   }
 
-  if (cached_binary_platform_info_ != platform_info_) {
+  if (cached_binary_platform_info != platform_info_) {
     if (OpenCLRuntime::kPrecompiledBinaryPath.empty()) {
       LOG(WARNING) << "There is no precompiled OpenCL binary in"
           " all OpenCL binary paths";
@@ -476,11 +480,6 @@ bool OpenCLRuntime::BuildProgramFromCache(
     cl::Program *program) {
   // Find from binary
   if (this->cache_storage_ == nullptr) return false;
-  if (cached_binary_platform_info_ != platform_info_) {
-    VLOG(3) << "cached OpenCL binary version is not same"
-        " with current version";
-    return false;
-  }
   auto content = this->cache_storage_->Find(built_program_key);
   if (content == nullptr) {
     return false;
diff --git a/mace/core/runtime/opencl/opencl_runtime.h b/mace/core/runtime/opencl/opencl_runtime.h
index 01a255d20c9dd93e4505b627b7b22400699087d5..f87b458053d0fa3c209a110d278c98e6ae4965fc 100644
--- a/mace/core/runtime/opencl/opencl_runtime.h
+++ b/mace/core/runtime/opencl/opencl_runtime.h
@@ -136,7 +136,6 @@ class OpenCLRuntime {
   std::string platform_info_;
   OpenCLVersion opencl_version_;
   std::string precompiled_binary_platform_info_;
-  std::string cached_binary_platform_info_;
   bool out_of_range_check_;
   uint64_t device_gloabl_mem_cache_size_;
   uint32_t device_compute_units_;
diff --git a/mace/public/mace_runtime.h b/mace/public/mace_runtime.h
index a6a628b6b66a179325d9f75a64fb1d121d6bc7c9..6fac6ec51ebc0eec1757f775749aab5fb7f57131 100644
--- a/mace/public/mace_runtime.h
+++ b/mace/public/mace_runtime.h
@@ -51,6 +51,7 @@ class KVStorage {
  public:
   // return: 0 for success, -1 for error
   virtual int Load() = 0;
+  virtual void Clear() = 0;
   virtual bool Insert(const std::string &key,
                       const std::vector<unsigned char> &value) = 0;
   virtual const std::vector<unsigned char> *Find(const std::string &key) = 0;