diff --git a/CMakeLists.txt b/CMakeLists.txt
index 7f95d8ba..17f9afd9 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -44,6 +44,10 @@ else()
     endif()
 endif()
 
+add_executable(cli_demo ${CMAKE_CURRENT_LIST_DIR}/demo/cli_demo.cpp)
+add_executable(embedding_demo ${CMAKE_CURRENT_LIST_DIR}/demo/embedding_demo.cpp)
+add_executable(store_demo ${CMAKE_CURRENT_LIST_DIR}/demo/store_demo.cpp)
+
 if (BUILD_FOR_ANDROID)
     add_library(MNN SHARED IMPORTED)
     add_library(MNN_Express SHARED IMPORTED)
@@ -57,22 +61,20 @@ if (BUILD_FOR_ANDROID)
         PROPERTIES IMPORTED_LOCATION
         ${CMAKE_CURRENT_LIST_DIR}/libs/libMNN_Express.so
         )
-    # just cli demo
-    add_executable(cli_demo ${CMAKE_CURRENT_LIST_DIR}/demo/cli_demo.cpp)
     target_link_libraries(cli_demo llm log)
+    target_link_libraries(embedding_demo llm log)
+    target_link_libraries(store_demo llm log)
 else()
-    # cli demo
-    add_executable(cli_demo ${CMAKE_CURRENT_LIST_DIR}/demo/cli_demo.cpp)
+    # web demo
     add_executable(web_demo ${CMAKE_CURRENT_LIST_DIR}/demo/web_demo.cpp)
-    add_executable(embedding_demo ${CMAKE_CURRENT_LIST_DIR}/demo/embedding_demo.cpp)
+    target_link_libraries(cli_demo llm)
+    target_link_libraries(embedding_demo llm)
+    target_link_libraries(store_demo llm)
     if (MSVC)
-        target_link_libraries(cli_demo llm)
         target_link_libraries(web_demo llm pthreadVC2)
         # copy all lib to target dir
         file(COPY ${CMAKE_CURRENT_SOURCE_DIR}/libs/ DESTINATION ${CMAKE_CURRENT_BINARY_DIR}/Debug/)
     else()
-        target_link_libraries(cli_demo llm)
-        target_link_libraries(embedding_demo llm)
         target_link_libraries(web_demo llm pthread)
     endif()
 endif()
diff --git a/demo/store_demo.cpp b/demo/store_demo.cpp
new file mode 100644
index 00000000..e6a42aac
--- /dev/null
+++ b/demo/store_demo.cpp
@@ -0,0 +1,50 @@
+//
+//  store_demo.cpp
+//
+//  Created by MNN on 2024/01/10.
+//  ZhaodeWang
+//
+
+#include "llm.hpp"
+#include <fstream>
+#include <stdlib.h>
+
+static void dumpVARP(VARP var) {
+    auto size = var->getInfo()->size;
+    auto ptr = var->readMap<float>();
+    printf("[ ");
+    for (int i = 0; i < 5; i++) {
+        printf("%f, ", ptr[i]);
+    }
+    printf("... ");
+    for (int i = size - 5; i < size; i++) {
+        printf("%f, ", ptr[i]);
+    }
+    printf(" ]\n");
+}
+
+int main(int argc, const char* argv[]) {
+    if (argc < 2) {
+        std::cout << "Usage: " << argv[0] << " model.mnn" << std::endl;
+        return 0;
+    }
+    std::string model_dir = argv[1];
+    std::cout << "model path is " << model_dir << std::endl;
+    std::unique_ptr<TextVectorStore> store(new TextVectorStore);
+    store->bench();
+    std::shared_ptr<Embedding> embedding(Embedding::createEmbedding(model_dir));
+    embedding->load(model_dir);
+    std::vector<std::string> texts = {
+        "在春暖花开的季节，走在樱花缤纷的道路上，人们纷纷拿出手机拍照留念。樱花树下，情侣手牵手享受着这绝美的春光。孩子们在树下追逐嬉戏，脸上洋溢着纯真的笑容。春天的气息在空气中弥漫，一切都显得那么生机勃勃，充满希望。",
+        "春天到了，樱花树悄然绽放，吸引了众多游客前来观赏。小朋友们在花瓣飘落的树下玩耍，而恋人们则在这浪漫的景色中尽情享受二人世界。每个人的脸上都挂着幸福的笑容，仿佛整个世界都被春天温暖的阳光和满树的樱花渲染得更加美好。",
+        "在炎热的夏日里，沙滩上的游客们穿着泳装享受着海水的清凉。孩子们在海边堆沙堡，大人们则在太阳伞下品尝冷饮，享受悠闲的时光。远处，冲浪者们挑战着波涛，体验着与海浪争斗的刺激。夏天的海滩，总是充满了活力和热情。"
+    };
+    store->set_embedding(embedding);
+    store->add_texts(texts);
+    std::string text = "春风轻拂过，公园里的花朵竞相开放，五彩斑斓地装点着大自然。游人如织，他们带着相机记录下这些美丽的瞬间。孩童们在花海中欢笑玩耍，无忧无虑地享受着春日的温暖。情侣们依偎在一起，沉醉于这迷人的季节。春天带来了新生与希望的讯息，让人心情愉悦，充满了对未来的美好憧憬。";
+    auto similar_texts = store->search_similar_texts(text, 1);
+    for (const auto& text : similar_texts) {
+        std::cout << text << std::endl;
+    }
+    return 0;
+}
diff --git a/include/llm.hpp b/include/llm.hpp
index ff8e73e9..ba76ed48 100644
--- a/include/llm.hpp
+++ b/include/llm.hpp
@@ -235,6 +235,7 @@ class Embedding {
     void load(const std::string& model_dir);
     VARP embedding(const std::string& txt);
     void print_speed();
+    int dim() { return hidden_size_; }
 public:
     // time
     int64_t embedding_us_ = 0;
@@ -276,4 +277,28 @@ class Bge : public Embedding {
 
 // Embedding end
 
+// TextVectorStore strat
+class TextVectorStore {
+public:
+    TextVectorStore() {}
+    ~TextVectorStore() {}
+    static TextVectorStore* load(const std::string& path);
+    void set_embedding(std::shared_ptr<Embedding> embedding) {
+        embedding_ = embedding;
+    }
+    void save(const std::string& path);
+    void add_text(const std::string& text);
+    void add_texts(const std::vector<std::string>& texts);
+    std::vector<std::string> search_similar_texts(const std::string& txt, int topk = 1);
+    void bench();
+protected:
+    inline VARP text2vector(const std::string& text);
+private:
+    std::shared_ptr<Embedding> embedding_;
+    VARP vectors_;
+    std::vector<std::string> texts_;
+    int dim_ = 1024;
+};
+// TextVectorStore end
+
 #endif // LLM_hpp
diff --git a/src/llm.cpp b/src/llm.cpp
index a89ddfb9..79637832 100644
--- a/src/llm.cpp
+++ b/src/llm.cpp
@@ -685,7 +685,7 @@ bool Llama2_7b::is_stop(int token_id) {
 
 // Embedding start
 float Embedding::dist(VARP var0, VARP var1) {
-    auto distVar = _ReduceSum(_Square(var0 - var1));
+    auto distVar = _Sqrt(_ReduceSum(_Square(var0 - var1)));
     auto dist = distVar->readMap<float>()[0];
     return dist;
 }
@@ -788,4 +788,81 @@ VARP Bge::gen_position_ids(int seq_len) {
     }
     return position_ids;
 }
-// Embedding end
\ No newline at end of file
+// Embedding end
+
+// TextVectorStore strat
+
+TextVectorStore* TextVectorStore::load(const std::string& path) {
+    auto vars = Variable::load(path.c_str());
+    return nullptr;
+    // TODO
+}
+
+void TextVectorStore::save(const std::string& path) {
+    std::vector<VARP> vars;
+    Variable::save(vars, path.c_str());
+    // TODO
+}
+
+void TextVectorStore::add_text(const std::string& text) {
+    auto vector = text2vector(text);
+    texts_.push_back(text);
+    if (vectors_ == nullptr) {
+        vectors_ = vector;
+    } else {
+        vectors_ = _Concat({vectors_, vector}, 0);
+    }
+}
+
+void TextVectorStore::add_texts(const std::vector<std::string>& texts) {
+    for (const auto& text : texts) {
+        add_text(text);
+    }
+}
+
+std::vector<std::string> TextVectorStore::search_similar_texts(const std::string& text, int topk) {
+    auto vector = text2vector(text);
+    auto dist = _Sqrt(_ReduceSum(_Square(vectors_ - vector), {-1}));
+    auto indices = _Sort(dist, 0, true);
+    auto ptr = dist->readMap<float>();
+    auto iptr = indices->readMap<int>();
+    auto idx_ptr = indices->readMap<int>();
+    std::vector<std::string> res;
+    for (int i = 0; i < topk; i++) {
+        int pos = idx_ptr[i];
+        if (pos >= 0 && pos < texts_.size()) {
+            res.push_back(texts_[pos]);
+        }
+    }
+    return res;
+}
+
+void TextVectorStore::bench() {
+    const int n = 50000;
+    const int d = 1024;
+    std::vector<int> shape0_v = {n, d};
+    std::vector<int> shape1_v = {1, d};
+    auto shape0 = _Const(shape0_v.data(), {2});
+    auto shape1 = _Const(shape1_v.data(), {2});
+    vectors_ = _RandomUnifom(shape0, halide_type_of<float>());
+    auto vec = _RandomUnifom(shape1, halide_type_of<float>());
+    auto start = std::chrono::high_resolution_clock::now();
+    auto dist = _Sqrt(_ReduceSum(_Square(vectors_ - vec), {-1}));
+    auto ptr = dist->readMap<float>();
+    auto indices = _Sort(dist, 0, true);
+    auto iptr = indices->readMap<int>();
+    auto end = std::chrono::high_resolution_clock::now();
+    auto duration = std::chrono::duration_cast<std::chrono::milliseconds>(end - start);
+    std::cout << "search took " << duration.count() << " milliseconds." << std::endl;
+    for (int i = 0; i < 5; i++) {
+        printf("index: %d, distance: %f\n", iptr[i], ptr[iptr[i]]);
+    }
+    vectors_ = nullptr;
+}
+
+VARP TextVectorStore::text2vector(const std::string& text) {
+    auto vector = embedding_->embedding(text);
+    return vector;
+}
+
+// TextVectorStore end
\ No newline at end of file