diff --git a/demo/store_demo.cpp b/demo/store_demo.cpp
index e6a42aac..d9e70321 100644
--- a/demo/store_demo.cpp
+++ b/demo/store_demo.cpp
@@ -46,5 +46,12 @@ int main(int argc, const char* argv[]) {
     for (const auto& text : similar_texts) {
         std::cout << text << std::endl;
     }
+    store->save("./tmp.mnn");
+    store.reset(TextVectorStore::load("./tmp.mnn"));
+    store->set_embedding(embedding);
+    similar_texts = store->search_similar_texts(text, 2);
+    for (const auto& text : similar_texts) {
+        std::cout << text << std::endl;
+    }
     return 0;
 }
diff --git a/src/llm.cpp b/src/llm.cpp
index 79637832..26c2e9ff 100644
--- a/src/llm.cpp
+++ b/src/llm.cpp
@@ -791,17 +791,28 @@ VARP Bge::gen_position_ids(int seq_len) {
 // Embedding end
 
 // TextVectorStore strat
-
 TextVectorStore* TextVectorStore::load(const std::string& path) {
     auto vars = Variable::load(path.c_str());
-    return nullptr;
-    // TODO
+    if (vars.size() < 2) {
+        return nullptr;
+    }
+    TextVectorStore* store = new TextVectorStore;
+    store->vectors_ = vars[0];
+    for (int i = 1; i < vars.size(); i++) {
+        const char* txt = vars[i]->readMap<char>();
+        store->texts_.push_back(txt);
+    }
+    return store;
 }
 
 void TextVectorStore::save(const std::string& path) {
     std::vector<VARP> vars;
+    vars.push_back(vectors_);
+    for (auto text : texts_) {
+        auto text_var = _Const(text.data(), {text.size()}, NHWC, halide_type_of<int8_t>());
+        vars.push_back(text_var);
+    }
     Variable::save(vars, path.c_str());
-    // TODO
 }
 
 void TextVectorStore::add_text(const std::string& text) {
@@ -812,6 +823,7 @@ void TextVectorStore::add_text(const std::string& text) {
     } else {
         vectors_ = _Concat({vectors_, vector}, 0);
     }
+    vectors_.fix(VARP::CONSTANT);
 }
 
 void TextVectorStore::add_texts(const std::vector<std::string>& texts) {
@@ -824,8 +836,7 @@ std::vector<std::string> TextVectorStore::search_similar_texts(const std::string
     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 ptr = dist->readMap<float>();
     auto idx_ptr = indices->readMap<int>();
     std::vector<std::string> res;
     for (int i = 0; i < topk; i++) {
@@ -848,8 +859,8 @@ void TextVectorStore::bench() {
     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 ptr = dist->readMap<float>();
     auto iptr = indices->readMap<int>();
     auto end = std::chrono::high_resolution_clock::now();
     auto duration = std::chrono::duration_cast<std::chrono::milliseconds>(end - start);