diff --git a/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVF.cpp b/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVF.cpp
index b519c28e04..5786440726 100644
--- a/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVF.cpp
+++ b/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVF.cpp
@@ -41,11 +41,9 @@ GPUIVF::Train(const DatasetPtr& dataset_ptr, const Config& config) {
         idx_config.device = static_cast<int32_t>(gpu_id_);
         int32_t nlist = config[IndexParams::nlist];
         faiss::MetricType metric_type = GetMetricType(config[Metric::TYPE].get<std::string>());
-        auto device_index =
-            new faiss::gpu::GpuIndexIVFFlat(gpu_res->faiss_res.get(), dim, nlist, metric_type, idx_config);
-        device_index->train(rows, (float*)p_data);
-
-        index_.reset(device_index);
+        index_ = std::make_shared<faiss::gpu::GpuIndexIVFFlat>(gpu_res->faiss_res.get(), dim, nlist, metric_type,
+                                                               idx_config);
+        index_->train(rows, (float*)p_data);
         res_ = gpu_res;
     } else {
         KNOWHERE_THROW_MSG("Build IVF can't get gpu resource");
diff --git a/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVFPQ.cpp b/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVFPQ.cpp
index e5449ae50d..2b251239de 100644
--- a/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVFPQ.cpp
+++ b/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVFPQ.cpp
@@ -38,10 +38,9 @@ GPUIVFPQ::Train(const DatasetPtr& dataset_ptr, const Config& config) {
         int32_t m = config[IndexParams::m];
         int32_t nbits = config[IndexParams::nbits];
         faiss::MetricType metric_type = GetMetricType(config[Metric::TYPE].get<std::string>());
-        auto device_index =
-            new faiss::gpu::GpuIndexIVFPQ(gpu_res->faiss_res.get(), dim, nlist, m, nbits, metric_type, idx_config);
-        device_index->train(rows, (float*)p_data);
-        index_.reset(device_index);
+        index_ = std::make_shared<faiss::gpu::GpuIndexIVFPQ>(gpu_res->faiss_res.get(), dim, nlist, m, nbits,
+                                                             metric_type, idx_config);
+        index_->train(rows, (float*)p_data);
         res_ = gpu_res;
     } else {
         KNOWHERE_THROW_MSG("Build IVFPQ can't get gpu resource");
diff --git a/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVFSQ.cpp b/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVFSQ.cpp
index deea119e76..b90bc87747 100644
--- a/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVFSQ.cpp
+++ b/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexGPUIVFSQ.cpp
@@ -36,10 +36,9 @@ GPUIVFSQ::Train(const DatasetPtr& dataset_ptr, const Config& config) {
         idx_config.device = static_cast<int32_t>(gpu_id_);
         int32_t nlist = config[IndexParams::nlist];
         faiss::MetricType metric_type = GetMetricType(config[Metric::TYPE].get<std::string>());
-        auto device_index = new faiss::gpu::GpuIndexIVFScalarQuantizer(
+        index_ = std::make_shared<faiss::gpu::GpuIndexIVFScalarQuantizer>(
             gpu_res->faiss_res.get(), dim, nlist, faiss::QuantizerType::QT_8bit, metric_type, true, idx_config);
-        device_index->train(rows, (float*)p_data);
-        index_.reset(device_index);
+        index_->train(rows, (float*)p_data);
         res_ = gpu_res;
     } else {
         KNOWHERE_THROW_MSG("Build IVFSQ can't get gpu resource");
diff --git a/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexIVFSQHybrid.cpp b/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexIVFSQHybrid.cpp
index b1e147f2ec..db63dbb157 100644
--- a/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexIVFSQHybrid.cpp
+++ b/core/src/index/knowhere/knowhere/index/vector_index/gpu/IndexIVFSQHybrid.cpp
@@ -12,8 +12,7 @@
 
 #include <faiss/IndexSQHybrid.h>
 #include <faiss/gpu/GpuCloner.h>
-#include <faiss/gpu/GpuIndexIVF.h>
-#include <faiss/index_factory.h>
+#include <faiss/gpu/GpuIndexIVFSQHybrid.h>
 #include <fiu-local.h>
 #include <string>
 #include <utility>
@@ -34,28 +33,22 @@ IVFSQHybrid::Train(const DatasetPtr& dataset_ptr, const Config& config) {
     GETTENSOR(dataset_ptr)
     gpu_id_ = config[knowhere::meta::DEVICEID];
 
-    std::stringstream index_type;
-    index_type << "IVF" << config[IndexParams::nlist] << ","
-               << "SQ8Hybrid";
-    auto build_index =
-        faiss::index_factory(dim, index_type.str().c_str(), GetMetricType(config[Metric::TYPE].get<std::string>()));
-
     auto gpu_res = FaissGpuResourceMgr::GetInstance().GetRes(gpu_id_);
     if (gpu_res != nullptr) {
         ResScope rs(gpu_res, gpu_id_, true);
-        auto device_index = faiss::gpu::index_cpu_to_gpu(gpu_res->faiss_res.get(), gpu_id_, build_index);
-        device_index->train(rows, (float*)p_data);
-
-        index_.reset(device_index);
+        faiss::gpu::GpuIndexIVFSQHybridConfig idx_config;
+        idx_config.device = static_cast<int32_t>(gpu_id_);
+        int32_t nlist = config[IndexParams::nlist];
+        faiss::MetricType metric_type = GetMetricType(config[Metric::TYPE].get<std::string>());
+        index_ = std::make_shared<faiss::gpu::GpuIndexIVFSQHybrid>(
+            gpu_res->faiss_res.get(), dim, nlist, faiss::QuantizerType::QT_8bit, metric_type, true, idx_config);
+        index_->train(rows, reinterpret_cast<const float*>(p_data));
         res_ = gpu_res;
         gpu_mode_ = 2;
         index_mode_ = IndexMode::MODE_GPU;
     } else {
-        delete build_index;
         KNOWHERE_THROW_MSG("Build IVFSQHybrid can't get gpu resource");
     }
-
-    delete build_index;
 }
 
 VecIndexPtr