diff --git a/knowhere/index/VecIndexFactory.cpp b/knowhere/index/VecIndexFactory.cpp
index d238f1626..b59e8fd55 100644
--- a/knowhere/index/VecIndexFactory.cpp
+++ b/knowhere/index/VecIndexFactory.cpp
@@ -15,6 +15,7 @@
 
 #include "common/Exception.h"
 #include "common/Log.h"
+#include "index/VecIndexThreadPoolWrapper.h"
 #include "index/vector_index/IndexAnnoy.h"
 #include "index/vector_index/IndexBinaryIDMAP.h"
 #include "index/vector_index/IndexBinaryIVF.h"
@@ -42,17 +43,17 @@ VecIndexFactory::CreateVecIndex(const IndexType& type, const IndexMode mode) {
     switch (mode) {
         case IndexMode::MODE_CPU: {
             if (type == IndexEnum::INDEX_FAISS_BIN_IDMAP) {
-                return std::make_shared<knowhere::BinaryIDMAP>();
+                return std::make_shared<VecIndexThreadPoolWrapper>(std::make_unique<BinaryIDMAP>());
             } else if (type == IndexEnum::INDEX_FAISS_BIN_IVFFLAT) {
-                return std::make_shared<knowhere::BinaryIVF>();
+                return std::make_shared<VecIndexThreadPoolWrapper>(std::make_unique<BinaryIVF>());
             } else if (type == IndexEnum::INDEX_FAISS_IDMAP) {
-                return std::make_shared<knowhere::IDMAP>();
+                return std::make_shared<VecIndexThreadPoolWrapper>(std::make_unique<IDMAP>());
             } else if (type == IndexEnum::INDEX_FAISS_IVFFLAT) {
-                return std::make_shared<knowhere::IVF_NM>();
+                return std::make_shared<VecIndexThreadPoolWrapper>(std::make_unique<IVF_NM>());
             } else if (type == IndexEnum::INDEX_FAISS_IVFPQ) {
-                return std::make_shared<knowhere::IVFPQ>();
+                return std::make_shared<VecIndexThreadPoolWrapper>(std::make_unique<IVFPQ>());
             } else if (type == IndexEnum::INDEX_FAISS_IVFSQ8) {
-                return std::make_shared<knowhere::IVFSQ>();
+                return std::make_shared<VecIndexThreadPoolWrapper>(std::make_unique<IVFSQ>());
             } else if (type == IndexEnum::INDEX_ANNOY) {
                 return std::make_shared<knowhere::IndexAnnoy>();
             } else if (type == IndexEnum::INDEX_HNSW) {
diff --git a/knowhere/index/VecIndexThreadPoolWrapper.h b/knowhere/index/VecIndexThreadPoolWrapper.h
new file mode 100644
index 000000000..faa78e3a6
--- /dev/null
+++ b/knowhere/index/VecIndexThreadPoolWrapper.h
@@ -0,0 +1,121 @@
+// Copyright (C) 2019-2020 Zilliz. All rights reserved.
+//
+// Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance
+// with the License. You may obtain a copy of the License at
+//
+// http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software distributed under the License
+// is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express
+// or implied. See the License for the specific language governing permissions and limitations under the License
+
+#pragma once
+
+#include <memory>
+#include <utility>
+
+#include "knowhere/common/ThreadPool.h"
+#include "knowhere/index/VecIndex.h"
+
+namespace knowhere {
+
+/**
+ * @brief This class is a Wrapper for VecIndex, it will use a global thread pool for all Query and RangeQuery API calls.
+ * 
+ */
+class VecIndexThreadPoolWrapper : public VecIndex {
+ public:
+    explicit VecIndexThreadPoolWrapper(std::unique_ptr<VecIndex> index)
+        : VecIndexThreadPoolWrapper(std::move(index), ThreadPool::GetGlobalThreadPool()) {
+    }
+
+    explicit VecIndexThreadPoolWrapper(std::unique_ptr<VecIndex> index, std::shared_ptr<ThreadPool> thread_pool)
+        : index_(std::move(index)), thread_pool_(thread_pool) {
+    }
+
+    BinarySet
+    Serialize(const Config& config) override {
+        return index_->Serialize(config);
+    }
+
+    void
+    Load(const BinarySet& index_binary) override {
+        index_->Load(index_binary);
+    }
+
+    void
+    Train(const DatasetPtr& dataset, const Config& config) override {
+        index_->Train(dataset, config);
+    }
+
+    void
+    AddWithoutIds(const DatasetPtr& dataset, const Config& config) override {
+        index_->AddWithoutIds(dataset, config);
+    }
+
+    bool
+    Prepare(const Config& config) override {
+        return index_->Prepare(config);
+    }
+
+    DatasetPtr
+    GetVectorById(const DatasetPtr& dataset, const Config& config) override {
+        return index_->GetVectorById(dataset, config);
+    }
+
+    DatasetPtr
+    Query(const DatasetPtr& dataset, const Config& config, const faiss::BitsetView bitset) override {
+        return thread_pool_->push([&]() { return this->index_->Query(dataset, config, bitset); }).get();
+    }
+
+    DatasetPtr
+    QueryByRange(const DatasetPtr& dataset, const Config& config, const faiss::BitsetView bitset) override {
+        return thread_pool_->push([&]() { return this->index_->QueryByRange(dataset, config, bitset); }).get();
+    }
+
+    DatasetPtr
+    GetIndexMeta(const Config& config) override {
+        return index_->GetIndexMeta(config);
+    }
+
+    int64_t
+    Size() override {
+        return index_->Size();
+    }
+
+    int64_t
+    Dim() override {
+        return index_->Dim();
+    }
+
+    int64_t
+    Count() override {
+        return index_->Count();
+    }
+
+    StatisticsPtr
+    GetStatistics() override {
+        return index_->GetStatistics();
+    }
+
+    void
+    ClearStatistics() override {
+        index_->ClearStatistics();
+    }
+
+    IndexType
+    index_type() const override {
+        return index_->index_type();
+    }
+
+    IndexMode
+    index_mode() const override {
+        return index_->index_mode();
+    }
+
+ private:
+    std::unique_ptr<VecIndex> index_;
+    std::shared_ptr<ThreadPool> thread_pool_;
+};
+
+}  // namespace knowhere
diff --git a/knowhere/index/vector_index/IndexAnnoy.cpp b/knowhere/index/vector_index/IndexAnnoy.cpp
index adb9600d8..c1fe5ed09 100644
--- a/knowhere/index/vector_index/IndexAnnoy.cpp
+++ b/knowhere/index/vector_index/IndexAnnoy.cpp
@@ -143,25 +143,32 @@ IndexAnnoy::Query(const DatasetPtr& dataset_ptr, const Config& config, const fai
     auto p_id = new int64_t[k * rows];
     auto p_dist = new float[k * rows];
 
-#pragma omp parallel for
+    std::vector<std::future<void>> futures;
+    futures.reserve(rows);
     for (unsigned int i = 0; i < rows; ++i) {
-        std::vector<int64_t> result;
-        result.reserve(k);
-        std::vector<float> distances;
-        distances.reserve(k);
-        index_->get_nns_by_vector(static_cast<const float*>(p_data) + i * dim, k, search_k, &result, &distances,
-                                  bitset);
-
-        size_t result_num = result.size();
-        auto local_p_id = p_id + k * i;
-        auto local_p_dist = p_dist + k * i;
-        memcpy(local_p_id, result.data(), result_num * sizeof(int64_t));
-        memcpy(local_p_dist, distances.data(), result_num * sizeof(float));
-
-        for (; result_num < k; result_num++) {
-            local_p_id[result_num] = -1;
-            local_p_dist[result_num] = 1.0 / 0.0;
-        }
+        futures.push_back(pool_->push([&, index = i]() {
+            std::vector<int64_t> result;
+            result.reserve(k);
+            std::vector<float> distances;
+            distances.reserve(k);
+            index_->get_nns_by_vector(static_cast<const float*>(p_data) + index * dim, k, search_k, &result, &distances,
+                                    bitset);
+
+            size_t result_num = result.size();
+            auto local_p_id = p_id + k * index;
+            auto local_p_dist = p_dist + k * index;
+            memcpy(local_p_id, result.data(), result_num * sizeof(int64_t));
+            memcpy(local_p_dist, distances.data(), result_num * sizeof(float));
+
+            for (; result_num < k; result_num++) {
+                local_p_id[result_num] = -1;
+                local_p_dist[result_num] = 1.0 / 0.0;
+            }
+        }));
+    }
+
+    for (auto& future : futures) {
+        future.get();
     }
 
     return GenResultDataset(p_id, p_dist);
diff --git a/knowhere/index/vector_index/IndexAnnoy.h b/knowhere/index/vector_index/IndexAnnoy.h
index 2c61ac537..23c76ae19 100644
--- a/knowhere/index/vector_index/IndexAnnoy.h
+++ b/knowhere/index/vector_index/IndexAnnoy.h
@@ -16,8 +16,8 @@
 
 #include "annoy/src/annoylib.h"
 #include "annoy/src/kissrandom.h"
-
 #include "knowhere/common/Exception.h"
+#include "knowhere/common/ThreadPool.h"
 #include "knowhere/index/VecIndex.h"
 
 namespace knowhere {
@@ -28,6 +28,7 @@ class IndexAnnoy : public VecIndex {
  public:
     IndexAnnoy() {
         index_type_ = IndexEnum::INDEX_ANNOY;
+        pool_ = ThreadPool::GetGlobalThreadPool();
     }
 
     BinarySet
@@ -66,6 +67,7 @@ class IndexAnnoy : public VecIndex {
 
  private:
     std::string metric_type_;
+    std::shared_ptr<ThreadPool> pool_;
     std::shared_ptr<AnnoyIndexInterface<int64_t, float>> index_ = nullptr;
 };
 
diff --git a/knowhere/index/vector_index/IndexBinaryIDMAP.cpp b/knowhere/index/vector_index/IndexBinaryIDMAP.cpp
index 3bfb12d6b..47e880dc7 100644
--- a/knowhere/index/vector_index/IndexBinaryIDMAP.cpp
+++ b/knowhere/index/vector_index/IndexBinaryIDMAP.cpp
@@ -180,16 +180,6 @@ BinaryIDMAP::Train(const DatasetPtr& dataset_ptr, const Config& config) {
     index_ = index;
 }
 
-const uint8_t*
-BinaryIDMAP::GetRawVectors() {
-    try {
-        auto flat_index = dynamic_cast<faiss::IndexBinaryFlat*>(index_.get());
-        return flat_index->xb.data();
-    } catch (std::exception& e) {
-        KNOWHERE_THROW_MSG(e.what());
-    }
-}
-
 void
 BinaryIDMAP::QueryImpl(int64_t n,
                        const uint8_t* data,
diff --git a/knowhere/index/vector_index/IndexBinaryIDMAP.h b/knowhere/index/vector_index/IndexBinaryIDMAP.h
index e099f9247..0dd97fb04 100644
--- a/knowhere/index/vector_index/IndexBinaryIDMAP.h
+++ b/knowhere/index/vector_index/IndexBinaryIDMAP.h
@@ -62,9 +62,6 @@ class BinaryIDMAP : public VecIndex, public FaissBaseBinaryIndex {
         return Count() * Dim() / 8;
     }
 
-    virtual const uint8_t*
-    GetRawVectors();
-
  protected:
     virtual void
     QueryImpl(int64_t n,
diff --git a/knowhere/index/vector_index/IndexIDMAP.cpp b/knowhere/index/vector_index/IndexIDMAP.cpp
index ff3ff3a30..b654fd5fa 100644
--- a/knowhere/index/vector_index/IndexIDMAP.cpp
+++ b/knowhere/index/vector_index/IndexIDMAP.cpp
@@ -211,16 +211,6 @@ IDMAP::CopyCpuToGpu(const int64_t device_id, const Config& config) {
 #endif
 }
 
-const float*
-IDMAP::GetRawVectors() {
-    try {
-        auto flat_index = dynamic_cast<faiss::IndexFlat*>(index_.get());
-        return reinterpret_cast<const float*>(flat_index->codes.data());
-    } catch (std::exception& e) {
-        KNOWHERE_THROW_MSG(e.what());
-    }
-}
-
 void
 IDMAP::QueryImpl(int64_t n,
                  const float* data,
diff --git a/knowhere/index/vector_index/IndexIDMAP.h b/knowhere/index/vector_index/IndexIDMAP.h
index 3a5546fec..18cca27ce 100644
--- a/knowhere/index/vector_index/IndexIDMAP.h
+++ b/knowhere/index/vector_index/IndexIDMAP.h
@@ -65,9 +65,6 @@ class IDMAP : public VecIndex, public FaissBaseIndex {
     VecIndexPtr
     CopyCpuToGpu(const int64_t, const Config&);
 
-    virtual const float*
-    GetRawVectors();
-
  protected:
     virtual void
     QueryImpl(int64_t, const float*, int64_t, float*, int64_t*, const Config&, const faiss::BitsetView);
diff --git a/knowhere/index/vector_index/gpu/IndexGPUIDMAP.cpp b/knowhere/index/vector_index/gpu/IndexGPUIDMAP.cpp
index 17f6e5d4e..dac2ff551 100644
--- a/knowhere/index/vector_index/gpu/IndexGPUIDMAP.cpp
+++ b/knowhere/index/vector_index/gpu/IndexGPUIDMAP.cpp
@@ -88,11 +88,6 @@ GPUIDMAP::CopyGpuToGpu(const int64_t device_id, const Config& config) {
     return std::static_pointer_cast<IDMAP>(cpu_index)->CopyCpuToGpu(device_id, config);
 }
 
-const float*
-GPUIDMAP::GetRawVectors() {
-    KNOWHERE_THROW_MSG("Not support");
-}
-
 void
 GPUIDMAP::QueryImpl(int64_t n,
                     const float* data,
diff --git a/knowhere/index/vector_index/gpu/IndexGPUIDMAP.h b/knowhere/index/vector_index/gpu/IndexGPUIDMAP.h
index 4f9f14cb8..aebbf7606 100644
--- a/knowhere/index/vector_index/gpu/IndexGPUIDMAP.h
+++ b/knowhere/index/vector_index/gpu/IndexGPUIDMAP.h
@@ -39,9 +39,6 @@ class GPUIDMAP : public IDMAP, public GPUIndex {
     VecIndexPtr
     CopyGpuToGpu(const int64_t, const Config&) override;
 
-    const float*
-    GetRawVectors() override;
-
     void
     GenGraph(const float*, const int64_t, GraphType&, const Config&);
 
diff --git a/unittest/test_binaryidmap.cpp b/unittest/test_binaryidmap.cpp
index 8906cad16..09dd59af1 100644
--- a/unittest/test_binaryidmap.cpp
+++ b/unittest/test_binaryidmap.cpp
@@ -70,7 +70,6 @@ TEST_P(BinaryIDMAPTest, binaryidmap_basic) {
     EXPECT_EQ(index_->Count(), nb);
     EXPECT_EQ(index_->Dim(), dim);
     ASSERT_GT(index_->Size(), 0);
-    ASSERT_TRUE(std::static_pointer_cast<knowhere::BinaryIDMAP>(index_)->GetRawVectors() != nullptr);
 
     auto result = index_->GetVectorById(id_dataset, conf_);
     AssertBinVec(result, base_dataset, id_dataset, nq, dim);
diff --git a/unittest/test_idmap.cpp b/unittest/test_idmap.cpp
index f4a04541a..1bcf7e6a1 100644
--- a/unittest/test_idmap.cpp
+++ b/unittest/test_idmap.cpp
@@ -88,7 +88,6 @@ TEST_P(IDMAPTest, idmap_basic) {
     index_->BuildAll(base_dataset, conf_);
     EXPECT_EQ(index_->Count(), nb);
     EXPECT_EQ(index_->Dim(), dim);
-    ASSERT_TRUE(index_->GetRawVectors() != nullptr);
     ASSERT_GT(index_->Size(), 0);
 
     auto result = index_->GetVectorById(id_dataset, conf_);
@@ -279,7 +278,6 @@ TEST_P(IDMAPTest, idmap_copy) {
     index_->BuildAll(base_dataset, conf_);
     EXPECT_EQ(index_->Count(), nb);
     EXPECT_EQ(index_->Dim(), dim);
-    ASSERT_TRUE(index_->GetRawVectors() != nullptr);
     auto result = index_->Query(query_dataset, conf_, nullptr);
     AssertAnns(result, nq, k);
     // PrintResult(result, nq, k);
@@ -295,8 +293,6 @@ TEST_P(IDMAPTest, idmap_copy) {
     auto clone_result = clone_index->Query(query_dataset, conf_, nullptr);
 
     AssertAnns(clone_result, nq, k);
-    ASSERT_THROW({ std::static_pointer_cast<knowhere::GPUIDMAP>(clone_index)->GetRawVectors(); },
-                 knowhere::KnowhereException);
 
     auto binary = clone_index->Serialize(conf_);
     clone_index->Load(binary);
@@ -311,7 +307,6 @@ TEST_P(IDMAPTest, idmap_copy) {
     auto host_index = knowhere::cloner::CopyGpuToCpu(clone_index, conf_);
     auto host_result = host_index->Query(query_dataset, conf_, nullptr);
     AssertAnns(host_result, nq, k);
-    ASSERT_TRUE(std::static_pointer_cast<knowhere::IDMAP>(host_index)->GetRawVectors() != nullptr);
 
     // gpu to gpu
     auto device_index = knowhere::cloner::CopyCpuToGpu(index_, DEVICE_ID, conf_);