diff --git a/mindspore/ccsrc/common/trans.cc b/mindspore/ccsrc/common/trans.cc
index b4e02c8fe6..1174be1f48 100644
--- a/mindspore/ccsrc/common/trans.cc
+++ b/mindspore/ccsrc/common/trans.cc
@@ -103,17 +103,39 @@ const std::map<std::pair<TypeId, TypeId>, DataTypeTransMode> mode_map{
 
 template <typename SrcT, typename DstT>
 void TransDataSrc2Dst(const TypeIdArgs &args, void *dst, const size_t data_size) {
+  auto src_id = TypeIdSize(args.src_type);
+  auto dst_id = TypeIdSize(args.dst_type);
+  if (args.src_size / src_id != args.src_shape_size || args.dst_size / dst_id != args.dst_shape_size) {
+    MS_LOG(EXCEPTION) << "Invalid src or dst data size.";
+  }
   for (size_t idx = 0; idx != data_size; idx++) {
     SrcT src_data = static_cast<const SrcT *>(args.data)[idx];
     static_cast<DstT *>(dst)[idx] = static_cast<DstT>(src_data);
   }
 }
 
+template <typename SrcT>
+void TransDataSrc2Fp16(const TypeIdArgs &args, void *dst, const size_t data_size) {
+  auto src_id = TypeIdSize(args.src_type);
+  auto dst_id = TypeIdSize(args.dst_type);
+  if (args.src_size / src_id != args.src_shape_size || args.dst_size / dst_id != args.dst_shape_size) {
+    MS_LOG(EXCEPTION) << "Invalid src or dst data size.";
+  }
+  auto src_data = static_cast<const SrcT *>(args.data);
+  auto half_data = static_cast<Eigen::half *>(dst);
+  for (size_t i = 0; i < data_size; i++) {
+    half_data[i] = Eigen::half(src_data[i]);
+  }
+}
+
 bool CastKernel(const TypeIdArgs &args, void *dst, const size_t data_size, const DataTypeTransMode mode) {
   switch (mode) {
     case FROM_FLOAT_TO_FLOAT16:
       device::FloatToHalf(dst, args.data, data_size);
       break;
+    case FROM_INT32_TO_FLOAT16:
+      TransDataSrc2Fp16<int32_t>(args, dst, data_size);
+      break;
     case FROM_FLOAT16_TO_FLOAT:
       device::HalfToFloat(dst, args.data, data_size);
       break;
@@ -372,27 +394,27 @@ bool CheckArgs(const FormatArgs &args, size_t *size, size_t *total_size) {
 }
 
 bool TransDataType(const TypeIdArgs &args, void *result) {
-  MS_LOG(DEBUG) << "Begin trans datatype from " << TypeIdLabel(args.host_data_type) << " to "
-                << TypeIdLabel(args.device_data_type);
+  MS_LOG(DEBUG) << "Begin trans datatype from " << TypeIdLabel(args.src_type) << " to " << TypeIdLabel(args.dst_type);
   MS_EXCEPTION_IF_NULL(result);
-  std::pair<TypeId, TypeId> type_info(args.host_data_type, args.device_data_type);
+  std::pair<TypeId, TypeId> type_info(args.src_type, args.dst_type);
   auto iter = mode_map.find(type_info);
   if (iter == mode_map.end()) {
-    MS_LOG(ERROR) << "Unsupported datatype trans. src_type :" << TypeIdLabel(args.host_data_type)
-                  << ", dst_type:" << TypeIdLabel(args.device_data_type);
+    MS_LOG(ERROR) << "Unsupported datatype trans. src_type :" << TypeIdLabel(args.src_type)
+                  << ", dst_type:" << TypeIdLabel(args.dst_type);
     return false;
   }
   auto trans_mode = iter->second;
-  auto type_size = TypeIdSize(args.device_data_type);
-  if (type_size < 1) {
-    MS_LOG(ERROR) << "Invalid host data type.";
+  auto src_id = TypeIdSize(args.src_type);
+  auto dst_id = TypeIdSize(args.dst_type);
+  if (src_id < 1 || dst_id < 1) {
+    MS_LOG(ERROR) << "Invalid src or dst data type.";
     return false;
   }
-  if (args.host_shape_size < 1) {
-    MS_LOG(ERROR) << "Invalid host data size.";
+  if (args.src_size / src_id != args.src_shape_size || args.dst_size / dst_id != args.dst_shape_size) {
+    MS_LOG(ERROR) << "Invalid src or dst data size.";
     return false;
   }
-  if (!CastKernel(args, result, args.host_shape_size, trans_mode)) {
+  if (!CastKernel(args, result, args.dst_shape_size, trans_mode)) {
     MS_LOG(ERROR) << "Failed to trans datatype..";
     return false;
   }
diff --git a/mindspore/ccsrc/common/trans.h b/mindspore/ccsrc/common/trans.h
index 054fa89a06..e6e81ed359 100644
--- a/mindspore/ccsrc/common/trans.h
+++ b/mindspore/ccsrc/common/trans.h
@@ -31,9 +31,12 @@ namespace mindspore {
 namespace trans {
 struct TypeIdArgs {
   const void *data;
-  size_t host_shape_size;  // Multiply each dimension elements. [a, b, c, d] => a*b*c*d
-  TypeId host_data_type;
-  TypeId device_data_type;
+  size_t src_size;
+  size_t dst_size;
+  TypeId src_type;
+  TypeId dst_type;
+  size_t src_shape_size;
+  size_t dst_shape_size;
 };
 
 struct FormatArgs {
diff --git a/mindspore/ccsrc/device/ascend/ascend_device_address.cc b/mindspore/ccsrc/device/ascend/ascend_device_address.cc
index 79241df612..df49400341 100644
--- a/mindspore/ccsrc/device/ascend/ascend_device_address.cc
+++ b/mindspore/ccsrc/device/ascend/ascend_device_address.cc
@@ -104,10 +104,10 @@ bool AscendDeviceAddress::SyncDeviceToHost(const std::vector<int> &shape, size_t
     } else if (type_id_ == kNumberTypeFloat32 && type == kNumberTypeFloat64) {
       sync_ok = SyncDeviceToHostAndFloatToFloat64(host_ptr, size, ptr_, size_);
     } else {
-      auto shape_size = trans::ShapeSize(host_shape);
+      auto host_size = trans::ShapeSize(host_shape);
       auto host = std::vector<uint8_t>(size_);
       SyncMemory(host.data(), ptr_, size_, RT_MEMCPY_DEVICE_TO_HOST);
-      const trans::TypeIdArgs type_args{host.data(), shape_size, type_id_, type};
+      const trans::TypeIdArgs type_args{host.data(), size_, size, type_id_, type, host_size, host_size};
       sync_ok = trans::TransDataType(type_args, host_ptr);
       if (!sync_ok) {
         MS_LOG(ERROR) << "trans data type failed.";
@@ -153,14 +153,15 @@ bool AscendDeviceAddress::SyncDeviceToHostAndConvertFormat(const std::vector<int
     auto host = std::vector<uint8_t>(size_);
     sync_ok = trans::TransFormatFromDeviceToHost(format_args, host.data());
     if (!sync_ok) {
-      MS_LOG(ERROR) << "trans format failed.";
+      MS_LOG(ERROR) << "Trans format failed.";
       return false;
     }
-    auto shape_size = trans::ShapeSize(host_shape);
-    const trans::TypeIdArgs type_args{host.data(), shape_size, type_id_, type};
+    auto host_size = trans::ShapeSize(host_shape);
+    auto device_size = trans::ShapeSize(device_shape);
+    const trans::TypeIdArgs type_args{host.data(), size_, size, type_id_, type, device_size, host_size};
     sync_ok = trans::TransDataType(type_args, host_ptr);
     if (!sync_ok) {
-      MS_LOG(ERROR) << "trans format failed.";
+      MS_LOG(ERROR) << "Trans format failed.";
       return false;
     }
   } else {
@@ -168,7 +169,7 @@ bool AscendDeviceAddress::SyncDeviceToHostAndConvertFormat(const std::vector<int
                                         host_shape,      device_shape, type_id_};
     sync_ok = trans::TransFormatFromDeviceToHost(format_args, host_ptr);
     if (!sync_ok) {
-      MS_LOG(ERROR) << "trans format failed.";
+      MS_LOG(ERROR) << "Trans format failed.";
       return false;
     }
   }
@@ -192,12 +193,12 @@ bool AscendDeviceAddress::SyncHostToDevice(const std::vector<int> &shape, size_t
     } else if (type_id_ == kNumberTypeFloat32 && type == kNumberTypeFloat64) {
       sync_ok = Float64ToFloatAndSyncHostToDevice(ptr_, size_, host_ptr, size);
     } else {
-      auto shape_size = trans::ShapeSize(host_shape);
-      const trans::TypeIdArgs type_args{host_ptr, shape_size, type, type_id_};
+      auto host_size = trans::ShapeSize(host_shape);
+      const trans::TypeIdArgs type_args{host_ptr, size, size_, type, type_id_, host_size, host_size};
       auto host_tmp = std::vector<uint8_t>(size_);
       sync_ok = trans::TransDataType(type_args, host_tmp.data());
       if (!sync_ok) {
-        MS_LOG(ERROR) << "trans data type failed.";
+        MS_LOG(ERROR) << "Trans data type failed.";
         return false;
       }
       SyncMemory(ptr_, host_tmp.data(), size_, RT_MEMCPY_HOST_TO_DEVICE);
@@ -234,12 +235,13 @@ bool AscendDeviceAddress::ConvertFormatAndSyncHostToDevice(const std::vector<int
     device_shape = trans::TransShapeToDevice(host_shape, format_);
   }
   if (type_id_ != type) {
-    auto shape_size = trans::ShapeSize(host_shape);
-    const trans::TypeIdArgs type_args{host_ptr, shape_size, type, type_id_};
+    auto host_size = trans::ShapeSize(host_shape);
+    auto device_size = trans::ShapeSize(device_shape);
+    const trans::TypeIdArgs type_args{host_ptr, size, size_, type, type_id_, host_size, device_size};
     auto host_tmp = std::vector<uint8_t>(size_);
     sync_ok = trans::TransDataType(type_args, host_tmp.data());
     if (!sync_ok) {
-      MS_LOG(ERROR) << "trans datatype failed.";
+      MS_LOG(ERROR) << "Trans datatype failed.";
       return false;
     }
     const trans::FormatArgs format_args{host_tmp.data(), size_,        kOpFormat_NCHW, format_,
@@ -247,7 +249,7 @@ bool AscendDeviceAddress::ConvertFormatAndSyncHostToDevice(const std::vector<int
     auto dst_tmp = std::vector<uint8_t>(size_);
     sync_ok = trans::TransFormat(format_args, dst_tmp.data());
     if (!sync_ok) {
-      MS_LOG(ERROR) << "trans format failed.";
+      MS_LOG(ERROR) << "Trans format failed.";
       return false;
     }
     SyncMemory(ptr_, dst_tmp.data(), size_, RT_MEMCPY_HOST_TO_DEVICE);
@@ -256,7 +258,7 @@ bool AscendDeviceAddress::ConvertFormatAndSyncHostToDevice(const std::vector<int
     auto host_tmp = std::vector<uint8_t>(size_);
     sync_ok = trans::TransFormat(format_args, host_tmp.data());
     if (!sync_ok) {
-      MS_LOG(ERROR) << "trans format failed.";
+      MS_LOG(ERROR) << "Trans format failed.";
       return false;
     }
     SyncMemory(ptr_, host_tmp.data(), size_, RT_MEMCPY_HOST_TO_DEVICE);