diff --git a/llm/cli_demo.cpp b/llm/cli_demo.cpp
new file mode 100644
index 000000000..06c489ec3
--- /dev/null
+++ b/llm/cli_demo.cpp
@@ -0,0 +1,64 @@
+//
+//  cli_demo.cpp
+//
+//  Created by MNN on 2023/03/24.
+//  ZhaodeWang
+//
+
+#include "llm.hpp"
+#include <fstream>
+#include <stdlib.h>
+
+void benchmark(Llm* llm, std::string prompt_file) {
+    std::cout << "prompt file is " << prompt_file << std::endl;
+    std::ifstream prompt_fs(prompt_file);
+    std::vector<std::string> prompts;
+    std::string prompt;
+    while (std::getline(prompt_fs, prompt)) {
+        // prompt start with '#' will be ignored
+        if (prompt.substr(0, 1) == "#") {
+            continue;
+        }
+        prompts.push_back(prompt);
+    }
+    int prompt_len = 0;
+    int decode_len = 0;
+    int64_t prefill_time = 0;
+    int64_t decode_time = 0;
+    // llm->warmup();
+    for (int i = 0; i < prompts.size(); i++) {
+        llm->response(prompts[i]);
+        prompt_len += llm->prompt_len_;
+        decode_len += llm->gen_seq_len_;
+        prefill_time += llm->prefill_us_;
+        decode_time += llm->decode_us_;
+        llm->reset();
+    }
+    float prefill_s = prefill_time / 1e6;
+    float decode_s = decode_time / 1e6;
+    printf("\n#################################\n");
+    printf("prompt tokens num  = %d\n", prompt_len);
+    printf("decode tokens num  = %d\n", decode_len);
+    printf("prefill time = %.2f s\n", prefill_s);
+    printf(" decode time = %.2f s\n", decode_s);
+    printf("prefill speed = %.2f tok/s\n", prompt_len / prefill_s);
+    printf(" decode speed = %.2f tok/s\n", decode_len / decode_s);
+    printf("##################################\n");
+}
+
+int main(int argc, const char* argv[]) {
+    if (argc < 2) {
+        std::cout << "Usage: " << argv[0] << " model_dir <prompt.txt>" << std::endl;
+        return 0;
+    }
+    std::string model_dir = argv[1];
+    std::cout << "model path is " << model_dir << std::endl;
+    std::unique_ptr<Llm> llm(Llm::createLLM(model_dir));
+    llm->load(model_dir);
+    if (argc < 3) {
+        llm->chat();
+    }
+    std::string prompt_file = argv[2];
+    benchmark(llm.get(), prompt_file);
+    return 0;
+}
diff --git a/llm/include/llm.hpp b/llm/include/llm.hpp
index a77e1be6e..7b7689f79 100644
--- a/llm/include/llm.hpp
+++ b/llm/include/llm.hpp
@@ -23,6 +23,7 @@
 
 using namespace MNN;
 using namespace Express;
+class Tokenizer;
 
 class MNN_PUBLIC Llm {
 public:
@@ -30,15 +31,29 @@ class MNN_PUBLIC Llm {
         // default tokenier is senrencepiece
         tokenizer_.reset(new Sentencepiece);
     }
-    static Llm* createLLM(const std::string& path);
-    VARP gen_embedding(const std::vector<int>& input_ids);
+    virtual ~Llm() = default;
+    static Llm* createLLM(const std::string& path, std::string model_type = "auto");
+    VARP disk_embedding(const std::vector<int>& input_ids);
     void load(const std::string& model_dir);
     int forward(const std::vector<int>& input_ids);
     std::vector<int> tokenizer_encode(const std::string& input_str);
     std::string decode(int id);
-    std::string response(const std::string& input_str, std::ostream* os = &std::cout);
+    void chat();
+    void warmup();
+    std::string response(const std::string& input_str, std::ostream* os = &std::cout, const char* end_with = nullptr);
     float load_progress() { return load_progress_; }
     void reset();
+    void print_speed();
+public:
+    std::vector<int> history_;
+    // forward info
+    int max_seq_len_ = 1024;
+    int prompt_len_ = 0;
+    int gen_seq_len_ = 0;
+    int all_seq_len_ = 0;
+    // time
+    int64_t prefill_us_ = 0;
+    int64_t decode_us_ = 0;
 private:
     virtual std::vector<int> tokenizer(const std::string& query) = 0;
     virtual VARP gen_attention_mask(int seq_len) = 0;
@@ -52,9 +67,6 @@ class MNN_PUBLIC Llm {
     std::vector<int> key_value_shape_ = {};
     std::string model_name_ = "";
     // gen info
-    int gen_seq_len_ = 0;
-    int all_seq_len_ = 0;
-    int max_seq_len_ = 256;
     float load_progress_ = 0.f;
     // tokenizer
     std::unique_ptr<Tokenizer> tokenizer_;
@@ -65,9 +77,6 @@ class MNN_PUBLIC Llm {
     std::vector<VARP> past_key_values_;
     // model dir
     std::string model_dir_;
-    // tokenizer
-    std::vector<std::string> word_decoder_;
-    std::unordered_map<std::string, int> word_encoder_;
 };
 
 // some llm models
@@ -107,6 +116,7 @@ class Qwen_7b : public Llm {
         model_name_ = "Qwen_7b";
         layer_nums_ = 32;
         key_value_shape_ = {2, 1, 0, 32, 128};
+        hidden_size_ = 4096;
         tokenizer_.reset(new Tiktoken);
     }
 private:
@@ -116,6 +126,17 @@ class Qwen_7b : public Llm {
     virtual bool is_stop(int token_id) override;
 };
 
+class Qwen_1_8b : public Qwen_7b {
+public:
+    Qwen_1_8b() {
+        model_name_ = "Qwen_1.8b";
+        layer_nums_ = 24;
+        key_value_shape_ = {2, 1, 0, 16, 128};
+        hidden_size_ = 2048;
+        tokenizer_.reset(new Tiktoken);
+    }
+};
+
 class Llama2_7b : public Llm {
 public:
     Llama2_7b() {
diff --git a/llm/include/tokenizer.hpp b/llm/include/tokenizer.hpp
index 059ebf244..8dabd1894 100644
--- a/llm/include/tokenizer.hpp
+++ b/llm/include/tokenizer.hpp
@@ -18,6 +18,7 @@
 class Tokenizer {
 public:
     Tokenizer() = default;
+    virtual ~Tokenizer() = default;
     virtual bool load(const std::string& filename) = 0;
     virtual std::vector<int> encode(const std::string& str) = 0;
     virtual std::string decode(int id) = 0;
diff --git a/llm/llm_demo.cpp b/llm/llm_demo.cpp
index ab88e0247..41b96b16c 100644
--- a/llm/llm_demo.cpp
+++ b/llm/llm_demo.cpp
@@ -6,17 +6,59 @@
 //
 
 #include "llm.hpp"
-#include <iostream>
+#include <fstream>
+#include <stdlib.h>
+
+void benchmark(Llm* llm, std::string prompt_file) {
+    std::cout << "prompt file is " << prompt_file << std::endl;
+    std::ifstream prompt_fs(prompt_file);
+    std::vector<std::string> prompts;
+    std::string prompt;
+    while (std::getline(prompt_fs, prompt)) {
+        // prompt start with '#' will be ignored
+        if (prompt.substr(0, 1) == "#") {
+            continue;
+        }
+        prompts.push_back(prompt);
+    }
+    int prompt_len = 0;
+    int decode_len = 0;
+    int64_t prefill_time = 0;
+    int64_t decode_time = 0;
+    // llm->warmup();
+    for (int i = 0; i < prompts.size(); i++) {
+        llm->response(prompts[i]);
+        prompt_len += llm->prompt_len_;
+        decode_len += llm->gen_seq_len_;
+        prefill_time += llm->prefill_us_;
+        decode_time += llm->decode_us_;
+        llm->reset();
+    }
+    float prefill_s = prefill_time / 1e6;
+    float decode_s = decode_time / 1e6;
+    printf("\n#################################\n");
+    printf("prompt tokens num  = %d\n", prompt_len);
+    printf("decode tokens num  = %d\n", decode_len);
+    printf("prefill time = %.2f s\n", prefill_s);
+    printf(" decode time = %.2f s\n", decode_s);
+    printf("prefill speed = %.2f tok/s\n", prompt_len / prefill_s);
+    printf(" decode speed = %.2f tok/s\n", decode_len / decode_s);
+    printf("##################################\n");
+}
 
 int main(int argc, const char* argv[]) {
     if (argc < 2) {
-        std::cout << "Usage: ./llm_demo.out <model_path>" << std::endl;
+        std::cout << "Usage: " << argv[0] << " model_dir <prompt.txt>" << std::endl;
         return 0;
     }
     std::string model_dir = argv[1];
     std::cout << "model path is " << model_dir << std::endl;
     std::unique_ptr<Llm> llm(Llm::createLLM(model_dir));
     llm->load(model_dir);
-    llm->response("你好");
+    if (argc < 3) {
+        llm->chat();
+    }
+    std::string prompt_file = argv[2];
+    benchmark(llm.get(), prompt_file);
     return 0;
-}
+}
\ No newline at end of file
diff --git a/llm/src/llm.cpp b/llm/src/llm.cpp
index c80e30b7a..8e690d3ab 100644
--- a/llm/src/llm.cpp
+++ b/llm/src/llm.cpp
@@ -4,13 +4,18 @@
 //  Created by MNN on 2023/08/25.
 //  ZhaodeWang
 //
+// #define MNN_OPEN_TIME_TRACE 1
 
 #include <iostream>
 
 #include "llm.hpp"
+#include "tokenizer.hpp"
 #include <MNN/expr/ExecutorScope.hpp>
+#include <MNN/AutoTime.hpp>
 
-Llm* Llm::createLLM(const std::string& path) {
+#include <fstream>
+
+Llm* Llm::createLLM(const std::string& path, std::string model_type) {
     auto size = path.size();
     // end with '.mnn' is single model file, otherwise split block models
     bool is_single = (size > 4 &&
@@ -18,31 +23,74 @@ Llm* Llm::createLLM(const std::string& path) {
                       path[size - 3] == 'm' &&
                       path[size - 2] == 'n' &&
                       path[size - 1] == 'n');
-    // default is chatglm2
-    Llm* llm = new Chatglm2_6b;
-    if (path.find("chatglm2") != std::string::npos) {
-        // llm = new Chatglm2_6b;
-    } else if (path.find("chatglm") != std::string::npos) {
-        llm = new Chatglm_6b;
-    } else if (path.find("codegeex2") != std::string::npos) {
+    Llm* llm = nullptr;
+    if (model_type == "auto") {
+        model_type = path;
+    }
+    if (model_type.find("chatglm") != std::string::npos) {
+        if (model_type.find("chatglm2") != std::string::npos) {
+            llm = new Chatglm2_6b;
+        } else if (model_type.find("chatglm3") != std::string::npos) {
+            llm = new Chatglm2_6b;
+            llm->model_name_ = "Chatglm3_6b";
+        } else {
+            llm = new Chatglm_6b;
+        }
+    } else if (model_type.find("codegeex2") != std::string::npos) {
         llm = new Chatglm2_6b;
         llm->model_name_ = "Codegeex2_6b";
-    } else if (path.find("qwen") != std::string::npos) {
-        llm = new Qwen_7b;
-    } else if (path.find("llama2") != std::string::npos) {
+    } else if (model_type.find("qwen") != std::string::npos) {
+        if (model_type.find("1.8") != std::string::npos) {
+            llm = new Qwen_1_8b;
+        } else {
+            llm = new Qwen_7b;
+        }
+    } else if (model_type.find("llama2") != std::string::npos) {
         llm = new Llama2_7b;
-    } else if (path.find("baichuan") != std::string::npos) {
+    } else if (model_type.find("baichuan") != std::string::npos) {
         llm = new Llama2_7b;
         llm->model_name_ = "Baichuan2_7b";
     }
+    if (!llm) {
+        std::cerr << "model type can't judge!" << std::endl;
+        return llm;
+    }
     llm->is_single_ = is_single;
+    std::cout << "### model name : "<< llm->model_name_ << std::endl;
     return llm;
 }
 
-std::string Llm::response(const std::string& query, std::ostream* os) {
+void Llm::chat() {
+    while (true) {
+        std::cout << "\nQ: ";
+        std::string input_str;
+        std::cin >> input_str;
+        if (input_str == "/exit") {
+            break;
+        }
+        if (input_str == "/reset") {
+            reset();
+            std::cout << "\nA: reset done." << std::endl;
+            continue;
+        }
+        std::cout << "\nA: " << std::flush;
+        response(input_str);
+        std::cout << std::endl;
+    }
+    reset();
+}
+
+std::string Llm::response(const std::string& query, std::ostream* os, const char* end_with) {
+    if (!end_with) {
+        end_with = "\n";
+    }
     // init status
+    gen_seq_len_ = 0;
+    all_seq_len_ = 0;
+    prefill_us_ = 0;
+    decode_us_ = 0;
+    past_key_values_.clear();
     if (is_single_) {
-        key_value_shape_.insert(key_value_shape_.begin(), layer_nums_);
         past_key_values_.push_back(_Input(key_value_shape_, NCHW));
     } else {
         for (int i = 0; i < layer_nums_; i++) {
@@ -50,29 +98,66 @@ std::string Llm::response(const std::string& query, std::ostream* os) {
         }
     }
     // response
-    auto st = std::chrono::system_clock::now();
     auto input_ids = tokenizer(query);
+    if (!history_.empty()) {
+        std::copy(input_ids.begin(), input_ids.end(), std::back_inserter(history_));
+        input_ids = history_;
+    } else {
+        history_ = input_ids;
+    }
+
+    prompt_len_ = input_ids.size();
+    // printf("token_num : %lu\n", input_ids.size());
+    auto st = std::chrono::system_clock::now();
     int token = forward(input_ids);
+    auto et = std::chrono::system_clock::now();
+    history_.push_back(token);
     std::string output_str = decode(token);
+    prefill_us_ = std::chrono::duration_cast<std::chrono::microseconds>(et - st).count();
     *os << output_str << std::flush;
     while (gen_seq_len_ < max_seq_len_) {
+        st = std::chrono::system_clock::now();
         token = forward({token});
+        et = std::chrono::system_clock::now();
+        decode_us_ += std::chrono::duration_cast<std::chrono::microseconds>(et - st).count();
         if (is_stop(token)) {
-            *os << std::endl << std::flush;
+            *os << end_with << std::flush;
             break;
         }
+        history_.push_back(token);
         auto word = decode(token);
         *os << word << std::flush;
         output_str += word;
     }
-    auto et = std::chrono::system_clock::now();
-    auto duration = std::chrono::duration_cast<std::chrono::microseconds>(et - st);
-    printf("\n[speed: %f tok/s]\n", gen_seq_len_ / (duration.count() * 1e-6));
+#ifdef DUMP_PROFILE_INFO
+    print_speed();
+#endif
+    // update Cache
+    // runtime_manager_->updateCache();
+    // reset forward info
     return output_str;
 }
 
+void Llm::print_speed() {
+    auto prefill_s = prefill_us_ * 1e-6;
+    auto decode_s = decode_us_ * 1e-6;
+    auto total_s = prefill_s + decode_s;
+    printf("\n#################################\n");
+    printf(" total tokens num  = %d\n", prompt_len_ + gen_seq_len_);
+    printf("prompt tokens num  = %d\n", prompt_len_);
+    printf("output tokens num  = %d\n", gen_seq_len_);
+    printf("  total time = %.2f s\n", total_s);
+    printf("prefill time = %.2f s\n", prefill_s);
+    printf(" decode time = %.2f s\n", decode_s);
+    printf("  total speed = %.2f tok/s\n", (prompt_len_ + gen_seq_len_) / total_s);
+    printf("prefill speed = %.2f tok/s\n", prompt_len_ / prefill_s);
+    printf(" decode speed = %.2f tok/s\n", gen_seq_len_ / decode_s);
+    printf("   chat speed = %.2f tok/s\n", gen_seq_len_ / total_s);
+    printf("##################################\n");
+}
+
 void Llm::reset() {
-    // TODO
+    history_.clear();
 }
 
 void Llm::load(const std::string& model_dir) {
@@ -81,60 +166,87 @@ void Llm::load(const std::string& model_dir) {
     ScheduleConfig config;
     BackendConfig cpuBackendConfig;
     config.type          = MNN_FORWARD_CPU;
-    // config.type          = MNN_FORWARD_CUDA;
+    // config.type          = MNN_FORWARD_OPENCL;
     config.numThread     = 4;
-    cpuBackendConfig.precision = BackendConfig::Precision_Low;
+    // cpuBackendConfig.precision = BackendConfig::Precision_Low;
     cpuBackendConfig.memory = BackendConfig::Memory_Low;
     config.backendConfig = &cpuBackendConfig;
     runtime_manager_.reset(Executor::RuntimeManager::createRuntimeManager(config));
+    if (config.type == MNN_FORWARD_OPENCL) {
+        const char* cacheFileName = ".tempcache";
+        runtime_manager_->setCache(cacheFileName);
+    }
+    load_progress_ = 0.f;
     // 1. load vocab
-    // std::string tokenizer_path = model_dir + "/tokenizer.model";
     std::string tokenizer_path = model_dir + "/tokenizer.txt";
+    load_progress_ += 5.f;
     tokenizer_->load(tokenizer_path);
+    load_progress_ += 5.f;
     // 2. load model
     Module::Config module_config;
     module_config.shapeMutable = true;
     module_config.rearrange = true;
-    load_progress_ = 0.f;
     if (is_single_) {
+        key_value_shape_.insert(key_value_shape_.begin(), layer_nums_);
         modules_.resize(1);
         std::string model_path = model_dir;
         std::string external_path = model_dir + ".weight";
-        printf("load %s ... ", model_path.c_str());
+        MNN_PRINT("load %s ... ", model_path.c_str());
         runtime_manager_->setExternalFile(external_path);
         modules_[0].reset(Module::load(
                 {"input_ids", "attention_mask", "position_ids", "past_key_values"},
                 {"token_id", "presents"}, model_path.c_str(), runtime_manager_, &module_config));
-        printf("Done!\n");
-        fflush(stdout);
+        MNN_PRINT("Done!\n");
+        load_progress_ += 90.f;
     } else {
         // 2. load models
         modules_.resize(layer_nums_ + 2);
-        float step = 100.0 / modules_.size();
+        float step = 90.0 / modules_.size();
         char buffer[50];
         // load lm model
         std::string lm_model_path = model_dir + "/lm.mnn";
         std::string embedding_model_path = model_dir + "/embedding.mnn";
-        printf("[%3.0f%% ] load %s model ... ", load_progress_, lm_model_path.c_str());
+        MNN_PRINT("[%3.0f%% ] load %s model ... ", load_progress_, lm_model_path.c_str());
         modules_[layer_nums_].reset(Module::load({}, {}, lm_model_path.c_str(), runtime_manager_, &module_config));
-        printf("Done!\n");
+        MNN_PRINT("Done!\n");
         load_progress_ += step;
-        printf("[%3.0f%% ] load %s model ... ", load_progress_, embedding_model_path.c_str());fflush(stdout);
+#ifndef USING_DISK_EMBED
+        MNN_PRINT("[%3.0f%% ] load %s model ... ", load_progress_, embedding_model_path.c_str());fflush(stdout);
         modules_[layer_nums_ + 1].reset(Module::load({}, {}, embedding_model_path.c_str(), runtime_manager_, &module_config));
-        printf("Done!\n");
+        MNN_PRINT("Done!\n");
         load_progress_ += step;
+#endif
         // load glm_block models
         for (int i = 0; i < layer_nums_; i++) {
             load_progress_ += step;
             std::string model_path = model_dir + "/block_" + std::to_string(i) + ".mnn";
-            printf("[%3.0f%% ] load %s model ... ", load_progress_, model_path.c_str());
+            MNN_PRINT("[%3.0f%% ] load %s model ... ", load_progress_, model_path.c_str());
             modules_[i].reset(Module::load(
                 {"inputs_embeds", "attention_mask", "position_ids", "past_key_values"},
                 {"hidden_states", "presents"}, model_path.c_str(), runtime_manager_, &module_config));
-            printf("Done!\n");
-            fflush(stdout);
+            MNN_PRINT("Done!\n");
+        }
+    }
+    if (config.type == MNN_FORWARD_OPENCL) {
+        warmup();
+    }
+}
+
+void Llm::warmup() {
+    // warmup
+    MNN_PRINT("### warmup ... ");
+    if (is_single_) {
+        past_key_values_.push_back(_Input(key_value_shape_, NCHW));
+    } else {
+        for (int i = 0; i < layer_nums_; i++) {
+            past_key_values_.push_back(_Input(key_value_shape_, NCHW));
         }
     }
+    std::vector<int> tmp(1, 0);
+    forward(tmp);
+    all_seq_len_ = 0;
+    gen_seq_len_ = 0;
+    printf("Done\n");
 }
 
 int Llm::forward(const std::vector<int>& input_ids) {
@@ -150,27 +262,36 @@ int Llm::forward(const std::vector<int>& input_ids) {
         past_key_values_[0] = outputs[1];
     } else {
         // split block models
+#ifdef USING_DISK_EMBED
+        auto hidden_states = disk_embedding(input_ids);
+#else
         auto hidden_states = modules_[layer_nums_ + 1]->onForward({inputs_ids_})[0];
+#endif
         for (int i = 0; i < layer_nums_; i++) {
+            AUTOTIME;
             auto outputs = modules_[i]->onForward({hidden_states, attention_mask, position_ids, past_key_values_[i]});
             hidden_states = outputs[0];
             past_key_values_[i] = outputs[1];
         }
-        auto outputs = modules_[layer_nums_]->onForward({hidden_states});
-        id = outputs[0]->readMap<int>()[0];
+        {
+            AUTOTIME;
+            auto outputs = modules_[layer_nums_]->onForward({hidden_states});
+            id = outputs[0]->readMap<int>()[0];
+        }
+
     }
     all_seq_len_ += seq_len;
     gen_seq_len_++;
     return id;
 }
 
-VARP Llm::gen_embedding(const std::vector<int>& input_ids) {
+VARP Llm::disk_embedding(const std::vector<int>& input_ids) {
+    AUTOTIME;
     // disk embedding save memory
     size_t seq_len = input_ids.size();
     auto embedding = _Input({static_cast<int>(seq_len), 1, hidden_size_}, NCHW);
-    // auto embedding = _Input({1, static_cast<int>(seq_len), hidden_size_}, NCHW);
     size_t size = hidden_size_ * sizeof(int16_t);
-    std::string file_path = model_dir_ + "/slim_word_embeddings_bf16.bin";
+    std::string file_path = model_dir_ + "/embeddings_bf16.bin";
     FILE* file = fopen(file_path.c_str(), "rb");
     std::unique_ptr<int16_t[]> buffer(new int16_t[hidden_size_]);
     for (size_t i = 0; i < seq_len; i++) {
@@ -372,4 +493,4 @@ VARP Llama2_7b::gen_position_ids(int seq_len) {
 
 bool Llama2_7b::is_stop(int token_id) {
     return token_id == 2;
-}
\ No newline at end of file
+}
diff --git a/llm/src/tokenizer.cpp b/llm/src/tokenizer.cpp
index 0fee3e87e..9aa4439d4 100644
--- a/llm/src/tokenizer.cpp
+++ b/llm/src/tokenizer.cpp
@@ -339,6 +339,8 @@ bool Tiktoken::load(const std::string& filename) {
     }
     tokens_.resize(start + CHARACTER_VOCABULARY_SIZE);
     token_ids_.resize(start + CHARACTER_VOCABULARY_SIZE);
+    tokens_.shrink_to_fit();
+    token_ids_.shrink_to_fit();
     return true;
 }
 
diff --git a/pymnn/src/expr.h b/pymnn/src/expr.h
index 729a41a9e..3cca6b648 100644
--- a/pymnn/src/expr.h
+++ b/pymnn/src/expr.h
@@ -439,11 +439,6 @@ static void dealSlice(PyObject* slice, std::vector<int>& begin, std::vector<int>
             Py_ssize_t startl = 0, stopl = 0, stepl = 1;
             auto slice_res = PySlice_Unpack(item, &startl, &stopl, &stepl);
             // py2 don't check return value.
-#if PY_MAJOR_VERSION >= 3
-            if (!slice_res) {
-                PyMNN_ERROR_LOG("slice is invalid.");
-            }
-#endif
             int start = static_cast<int>(startl);
             int stop = static_cast<int>(stopl);
             int step = static_cast<int>(stepl);
diff --git a/pymnn/src/nn.h b/pymnn/src/nn.h
index e0b345279..e096e1ffc 100644
--- a/pymnn/src/nn.h
+++ b/pymnn/src/nn.h
@@ -374,6 +374,7 @@ static PyObject* PyMNNNN_create_runtime_manager(PyObject *self, PyObject *args)
         return Py_None;
     }
     for (auto i = 0; i < PySequence_Size(dicts); ++i) {
+        backendConfig[i].sharedContext = nullptr;
         config[i].backendConfig = &backendConfig[i];
         bool ret = getScheduleConfig(PySequence_GetItem(dicts, i), config[i]);
         if (!ret) {
diff --git a/pymnn/src/util.h b/pymnn/src/util.h
index 0630292e6..156a3e87e 100644
--- a/pymnn/src/util.h
+++ b/pymnn/src/util.h
@@ -19,7 +19,7 @@
 
 using namespace std;
 typedef vector<int> INTS;
-#define PyMNN_ERROR_LOG(x) PyErr_SetString(PyExc_TypeError, x);
+#define PyMNN_ERROR_LOG(x) PyErr_SetString(PyExc_TypeError, x);MNN_PRINT(x);
 #define PyMNN_ERROR(x) PyMNN_ERROR_LOG(x) \
     Py_RETURN_NONE
 #if PY_MAJOR_VERSION < 3
diff --git a/source/backend/arm82/Arm82Functions.cpp b/source/backend/arm82/Arm82Functions.cpp
index a44f6451f..7ed86d8b0 100644
--- a/source/backend/arm82/Arm82Functions.cpp
+++ b/source/backend/arm82/Arm82Functions.cpp
@@ -45,8 +45,12 @@ void MNNAbsMaxFP16(const float* source, float* absmax, size_t src_depth_quad, si
 void MNNQuantScaleFP16(float* sum, float* absmax, float* quant_scale, float* dequant_scale, size_t thread, size_t batch);
 void MNNDynamicQuantFP16(const float* src, int8_t* dst, const float* scale, size_t src_depth_quad, size_t realSize, int pack);
 void MNNQuantSumFP16(float* sum, const float* dequant_scale, size_t thread, size_t batch);
+#if defined(__aarch64__)
 void MNNGemmHybridInt8FP16_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
 void MNNGemmHybridInt4FP16_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
+void MNNGemmHybridInt4FP16_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
+void MNNGemmHybridInt8FP16_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
+#endif
 #endif
 
 void MNNConvDwF23MulTransUnitFP16(FLOAT16 **cacheLine, const FLOAT16 *weight, FLOAT16 *dest, size_t ow);
@@ -671,6 +675,7 @@ bool Arm82Functions::init() {
     gInstance->supportFp16arith = gCPUInfo.fp16arith;
     gInstance->supportSDot = gCPUInfo.dot;
     gInstance->supportI8mm = gCPUInfo.i8mm;
+    #if defined(__aarch64__)
     if (gInstance->supportSDot) {
         gInstance->MNNGemmHybridInt8 = MNNGemmHybridInt8FP16_sdot;
         gInstance->MNNGemmHybridInt4 = MNNGemmHybridInt4FP16_sdot;
@@ -679,6 +684,7 @@ bool Arm82Functions::init() {
         gInstance->MNNGemmHybridInt8 = MNNGemmHybridInt8FP16_smmla;
         gInstance->MNNGemmHybridInt4 = MNNGemmHybridInt4FP16_smmla;
     }
+    #endif
 #endif
     FUNC_PTR_ASSIGN(gInstance->MNNPackC4ForMatMul_A, Arm82MNNPackForMatMul_A);
     FUNC_PTR_ASSIGN(gInstance->MNNGetMatMulPackMode, Arm82MNNGetMatMulPackMode);
diff --git a/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt4FP16_sdot.S b/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt4FP16_sdot.S
index 74004e409..f2ad2dfd1 100644
--- a/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt4FP16_sdot.S
+++ b/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt4FP16_sdot.S
@@ -82,9 +82,9 @@ TILE_4:
     blt TILE_1
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -94,7 +94,7 @@ LoopDz_TILE_4:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -114,11 +114,9 @@ LoopDz_TILE_4:
     dup v30.4s, wzr
     dup v31.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v14.16b, w27
+    movi v14.16b, #15
     // offset
-    mov w27, #8
-    dup v15.16b, w27
+    movi v15.16b, #8
 LoopSz_TILE_4:
     // src    : 2 x [2 x 8] : v4-5
     // weight : 4 x [2 x 8] : v0-3
@@ -176,8 +174,8 @@ LoopSz_TILE_4:
     addp v23.4s, v23.4s, v31.4s
 
 LoopSzEnd_TILE_4:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat v16, v17, v18, v19
     Int32ToFloat v20, v21, v22, v23
     // using float scale dequant for precison
@@ -220,8 +218,8 @@ Tile4Dequant:
     Dequant v13, v1, v2, v3, 1
     Dequant v14, v1, v2, v3, 2
     Dequant v15, v1, v2, v3, 3
-    st1 {v12.8h, v13.8h, v14.8h, v15.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v12.8h, v13.8h, v14.8h, v15.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_4
 Tile4End:
     sub x6, x6, #4      // bach -= 4
@@ -236,9 +234,9 @@ TILE_1:
     blt End
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -247,7 +245,7 @@ LoopDz_TILE_1:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     movi v6.4s, #0
@@ -259,11 +257,9 @@ LoopDz_TILE_1:
     movi v12.4s, #0
     movi v13.4s, #0
     // mask
-    mov w27, #0x0f
-    dup v14.16b, w27
+    movi v14.16b, #15
     // offset
-    mov w27, #8
-    dup v15.16b, w27
+    movi v15.16b, #8
 LoopSz_TILE_1:
     // src    : 1 x [1 x 8] : v4
     // weight : 4 x [2 x 8] : v0-3
@@ -310,8 +306,8 @@ LoopSz_TILE_1:
     addp v19.4s, v12.4s, v13.4s
 
 LoopSzEnd_TILE_1:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     uzp1 v15.4s, v16.4s, v17.4s
     uzp1 v16.4s, v18.4s, v19.4s
     scvtf v15.4s, v15.4s
@@ -335,8 +331,8 @@ Tile1Dequant:
     // sum + (zero * sumx) + bias
     fadd v2.8h, v2.8h, v17.8h
     fmla v2.8h, v1.8h, v3.h[0]
-    st1 {v2.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v2.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_1
 Tile1End:
     sub x6, x6, #1      // batch -= 1
diff --git a/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt4FP16_smmla.S b/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt4FP16_smmla.S
index ae221123c..e20c47f40 100644
--- a/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt4FP16_smmla.S
+++ b/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt4FP16_smmla.S
@@ -80,9 +80,9 @@ TILE_12:
     blt TILE_10
     sub x14, x4, #128  // dst_step
     lsr x15, x14, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -92,7 +92,7 @@ LoopDz_TILE_12:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v8.4s, wzr
@@ -120,11 +120,9 @@ LoopDz_TILE_12:
     dup v30.4s, wzr
     dup v31.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v6.16b, w27
+    movi v6.16b, #15
     // offset
-    mov w27, #8
-    dup v7.16b, w27
+    movi v7.16b, #8
 LoopSz_TILE_12:
     // src    : 6 x [2 x 8] : (v4-5) * 3
     // weight : 4 x [2 x 8] : v0-3
@@ -175,8 +173,8 @@ LoopSz_TILE_12:
     bne LoopSz_TILE_12
 
 LoopSzEnd_TILE_12:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat  v8,  v9, v10, v11
     Int32ToFloat v12, v13, v14, v15
     Int32ToFloat v16, v17, v18, v19
@@ -251,10 +249,10 @@ Tile12Dequant:
     Dequant v14, v0, v1, v2, v4, 1
     Dequant v15, v0, v1, v2, v4, 2
     Dequant v16, v0, v1, v2, v4, 3
-    st1 { v5.8h,  v6.8h,  v7.8h,  v8.8h}, [x17], #64
-    st1 { v9.8h, v10.8h, v11.8h, v12.8h}, [x17], #64
-    st1 {v13.8h, v14.8h, v15.8h, v16.8h}, [x17], x14
-    cmp x16, #1
+    st1 { v5.8h,  v6.8h,  v7.8h,  v8.8h}, [x28], #64
+    st1 { v9.8h, v10.8h, v11.8h, v12.8h}, [x28], #64
+    st1 {v13.8h, v14.8h, v15.8h, v16.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_12
 Tile12End:
     sub x6, x6, #12     // bach -= 12
@@ -269,9 +267,9 @@ TILE_10:
     blt TILE_8
     sub x14, x4, #128  // dst_step
     lsr x15, x14, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -281,7 +279,7 @@ LoopDz_TILE_10:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v12.4s, wzr
@@ -305,11 +303,9 @@ LoopDz_TILE_10:
     dup v30.4s, wzr
     dup v31.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v10.16b, w27
+    movi v10.16b, #15
     // offset
-    mov w27, #8
-    dup v11.16b, w27
+    movi v11.16b, #8
 LoopSz_TILE_10:
     // src    : 5 x [2 x 8] : v4-8
     // weight : 4 x [2 x 8] : v0-3
@@ -355,8 +351,8 @@ LoopSz_TILE_10:
     bne LoopSz_TILE_10
 
 LoopSzEnd_TILE_10:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat v12, v13, v14, v15
     Int32ToFloat v16, v17, v18, v19
     Int32ToFloat v20, v21, v22, v23
@@ -421,10 +417,10 @@ Tile10Dequant:
     Dequant v16, v0, v1, v2, v3, 7
     Dequant v17, v0, v1, v2, v4, 0
     Dequant v18, v0, v1, v2, v4, 1
-    st1 { v9.8h, v10.8h, v11.8h, v12.8h}, [x17], #64
-    st1 {v13.8h, v14.8h, v15.8h, v16.8h}, [x17], #64
-    st1 {v17.8h, v18.8h}, [x17], x14
-    cmp x16, #1
+    st1 { v9.8h, v10.8h, v11.8h, v12.8h}, [x28], #64
+    st1 {v13.8h, v14.8h, v15.8h, v16.8h}, [x28], #64
+    st1 {v17.8h, v18.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_10
 Tile10End:
     sub x6, x6, #10     // bach -= 10
@@ -439,9 +435,9 @@ TILE_8:
     blt TILE_1
     sub x14, x4, #64  // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -451,7 +447,7 @@ LoopDz_TILE_8:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -471,11 +467,9 @@ LoopDz_TILE_8:
     dup v30.4s, wzr
     dup v31.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v10.16b, w27
+    movi v10.16b, #15
     // offset
-    mov w27, #8
-    dup v11.16b, w27
+    movi v11.16b, #8
 LoopSz_TILE_8:
     // src    : 4 x [2 x 8] : v4-7
     // weight : 4 x [2 x 8] : v0-3
@@ -515,8 +509,8 @@ LoopSz_TILE_8:
     bne LoopSz_TILE_8
 
 LoopSzEnd_TILE_8:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat v16, v17, v18, v19
     Int32ToFloat v20, v21, v22, v23
     Int32ToFloat v24, v25, v26, v27
@@ -567,9 +561,9 @@ Tile8Dequant:
     Dequant v16, v0, v1, v2, v3, 5
     Dequant v17, v0, v1, v2, v3, 6
     Dequant v18, v0, v1, v2, v3, 7
-    st1 {v11.8h, v12.8h, v13.8h, v14.8h}, [x17], #64
-    st1 {v15.8h, v16.8h, v17.8h, v18.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v11.8h, v12.8h, v13.8h, v14.8h}, [x28], #64
+    st1 {v15.8h, v16.8h, v17.8h, v18.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_8
 Tile8End:
     sub x6, x6, #8      // bach -= 8
@@ -584,9 +578,9 @@ TILE_4:
     blt TILE_2
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -596,7 +590,7 @@ LoopDz_TILE_4:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -616,11 +610,9 @@ LoopDz_TILE_4:
     dup v30.4s, wzr
     dup v31.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v10.16b, w27
+    movi v10.16b, #15
     // offset
-    mov w27, #8
-    dup v11.16b, w27
+    movi v11.16b, #8
 LoopSz_TILE_4:
     // src    : 2 x [2 x 8] : v4-5
     // weight : 4 x [2 x 8] : v0-3
@@ -652,8 +644,8 @@ LoopSz_TILE_4:
     bne LoopSz_TILE_4
 
 LoopSzEnd_TILE_4:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat v16, v17, v18, v19
     Int32ToFloat v20, v21, v22, v23
     // using float scale dequant for precison
@@ -683,8 +675,8 @@ Tile4Dequant:
     Dequant v12, v0, v1, v2, v3, 1
     Dequant v13, v0, v1, v2, v3, 2
     Dequant v14, v0, v1, v2, v3, 3
-    st1 {v11.8h, v12.8h, v13.8h, v14.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v11.8h, v12.8h, v13.8h, v14.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_4
 Tile4End:
     sub x6, x6, #4      // bach -= 4
@@ -699,9 +691,9 @@ TILE_2:
     blt TILE_1
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -710,7 +702,7 @@ LoopDz_TILE_2:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -718,11 +710,9 @@ LoopDz_TILE_2:
     dup v18.4s, wzr
     dup v19.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v14.16b, w27
+    movi v14.16b, #15
     // offset
-    mov w27, #8
-    dup v15.16b, w27
+    movi v15.16b, #8
 LoopSz_TILE_2:
     // src    : 1 x [2 x 8] : v4
     // weight : 4 x [2 x 8] : v0-3
@@ -750,8 +740,8 @@ LoopSz_TILE_2:
     bne LoopSz_TILE_2
 
 LoopSzEnd_TILE_2:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     uzp1 v13.2d, v16.2d, v17.2d
     uzp1 v14.2d, v18.2d, v19.2d
     uzp2 v15.2d, v16.2d, v17.2d
@@ -776,8 +766,8 @@ Tile2Dequant:
     // alpha * sum + (zero * sumx) + bias
     Dequant v12, v0, v1, v2, v3, 0
     Dequant v13, v0, v1, v2, v3, 1
-    st1 {v12.8h, v13.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v12.8h, v13.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_2
 Tile2End:
     sub x6, x6, #2      // batch -= 2
@@ -793,9 +783,9 @@ TILE_1:
     blt End
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -804,7 +794,7 @@ LoopDz_TILE_1:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -812,11 +802,9 @@ LoopDz_TILE_1:
     dup v18.4s, wzr
     dup v19.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v14.16b, w27
+    movi v14.16b, #15
     // offset
-    mov w27, #8
-    dup v15.16b, w27
+    movi v15.16b, #8
 
 LoopSz_TILE_1:
     // src    : 1 x [1 x 8] : v4
@@ -847,8 +835,8 @@ LoopSz_TILE_1:
     bne LoopSz_TILE_1
 
 LoopSzEnd_TILE_1:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     uzp1 v15.4s, v16.4s, v17.4s
     uzp1 v16.4s, v18.4s, v19.4s
     scvtf v15.4s, v15.4s
@@ -868,8 +856,8 @@ Tile1Dequant:
     // alpha * sum + (zero * sumx) + bias
     fmla v2.8h, v0.8h, v17.8h
     fmla v2.8h, v1.8h, v3.h[0]
-    st1 {v2.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v2.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_1
 Tile1End:
     sub x6, x6, #1      // batch -= 1
diff --git a/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt8FP16_sdot.S b/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt8FP16_sdot.S
index bfb1158a1..72fcbb719 100644
--- a/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt8FP16_sdot.S
+++ b/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt8FP16_sdot.S
@@ -82,9 +82,9 @@ TILE_4:
     blt TILE_1
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -94,7 +94,7 @@ LoopDz_TILE_4:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -157,8 +157,8 @@ LoopSz_TILE_4:
     addp v23.4s, v23.4s, v31.4s
 
 LoopSzEnd_TILE_4:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat v16, v17, v18, v19
     Int32ToFloat v20, v21, v22, v23
     // using float scale dequant for precison
@@ -201,8 +201,8 @@ Tile4Dequant:
     Dequant v13, v1, v2, v3, 1
     Dequant v14, v1, v2, v3, 2
     Dequant v15, v1, v2, v3, 3
-    st1 {v12.8h, v13.8h, v14.8h, v15.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v12.8h, v13.8h, v14.8h, v15.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_4
 Tile4End:
     sub x6, x6, #4      // bach -= 4
@@ -217,9 +217,9 @@ TILE_1:
     blt End
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -228,7 +228,7 @@ LoopDz_TILE_1:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     movi v6.4s, #0
@@ -272,8 +272,8 @@ LoopSz_TILE_1:
     addp v19.4s, v12.4s, v13.4s
 
 LoopSzEnd_TILE_1:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     uzp1 v15.4s, v16.4s, v17.4s
     uzp1 v16.4s, v18.4s, v19.4s
     scvtf v15.4s, v15.4s
@@ -297,8 +297,8 @@ Tile1Dequant:
     // sum + (zero * sumx) + bias
     fadd v2.8h, v2.8h, v17.8h
     fmla v2.8h, v1.8h, v3.h[0]
-    st1 {v2.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v2.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_1
 Tile1End:
     sub x6, x6, #1      // batch -= 1
diff --git a/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt8FP16_smmla.S b/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt8FP16_smmla.S
index f886a0b27..5f339725c 100644
--- a/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt8FP16_smmla.S
+++ b/source/backend/arm82/asm/arm64/low_memory/MNNGemmHybridInt8FP16_smmla.S
@@ -85,9 +85,9 @@ TILE_8:
     //mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
     sub x14, x4, #64
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -97,7 +97,7 @@ LoopDz_TILE_8:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -143,8 +143,8 @@ LoopSz_TILE_8:
     bne LoopSz_TILE_8
 
 LoopSzEnd_TILE_8:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat v16, v17, v18, v19
     Int32ToFloat v20, v21, v22, v23
     Int32ToFloat v24, v25, v26, v27
@@ -199,9 +199,9 @@ Tile8Dequant:
     Dequant v25, v1, v2, v3, 5
     Dequant v26, v1, v2, v3, 6
     Dequant v27, v1, v2, v3, 7
-    st1 {v20.8h, v21.8h, v22.8h, v23.8h}, [x17], #64
-    st1 {v24.8h, v25.8h, v26.8h, v27.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v20.8h, v21.8h, v22.8h, v23.8h}, [x28], #64
+    st1 {v24.8h, v25.8h, v26.8h, v27.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_8
 Tile8End:
     sub x6, x6, #8      // bach -= 8
@@ -216,9 +216,9 @@ TILE_4:
     blt TILE_2
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -228,7 +228,7 @@ LoopDz_TILE_4:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -257,8 +257,8 @@ LoopSz_TILE_4:
     bne LoopSz_TILE_4
 
 LoopSzEnd_TILE_4:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat v16, v17, v18, v19
     Int32ToFloat v20, v21, v22, v23
     // using float scale dequant for precison
@@ -290,8 +290,8 @@ Tile4Dequant:
     Dequant v13, v1, v2, v3, 1
     Dequant v14, v1, v2, v3, 2
     Dequant v15, v1, v2, v3, 3
-    st1 {v12.8h, v13.8h, v14.8h, v15.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v12.8h, v13.8h, v14.8h, v15.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_4
 Tile4End:
     sub x6, x6, #4      // bach -= 4
@@ -306,9 +306,9 @@ TILE_2:
     blt TILE_1
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -317,7 +317,7 @@ LoopDz_TILE_2:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -338,8 +338,8 @@ LoopSz_TILE_2:
     bne LoopSz_TILE_2
 
 LoopSzEnd_TILE_2:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     uzp1 v13.2d, v16.2d, v17.2d
     uzp1 v14.2d, v18.2d, v19.2d
     uzp2 v15.2d, v16.2d, v17.2d
@@ -364,8 +364,8 @@ Tile2Dequant:
     // alpha * sum + (zero * sumx) + bias
     Dequant v11, v1, v2, v3, 0
     Dequant v12, v1, v2, v3, 1
-    st1 {v11.8h, v12.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v11.8h, v12.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_2
 Tile2End:
     sub x6, x6, #2      // batch -= 2
@@ -381,9 +381,9 @@ TILE_1:
     blt End
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -392,7 +392,7 @@ LoopDz_TILE_1:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     ld1 {v29.8h}, [x20], #16  // zero
     ld1 {v30.8h}, [x21], #16  // bias
@@ -419,8 +419,8 @@ LoopSz_TILE_1:
     bne LoopSz_TILE_1
 
 LoopSzEnd_TILE_1:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     uzp1 v22.4s, v16.4s, v17.4s
     uzp1 v23.4s, v18.4s, v19.4s
     scvtf v22.4s, v22.4s
@@ -441,8 +441,8 @@ LoopSzEnd_TILE_1:
 Tile1Dequant:
     // sum + (zero * sumx) + bias
     fadd v30.8h, v30.8h, v17.8h
-    st1 {v30.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v30.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_1
 Tile1End:
     sub x6, x6, #1      // batch -= 1
@@ -456,9 +456,9 @@ TILE_EQ_1:
 
     mov x14, x4       // dst_step
     lsr x15, x4, #1   // src_step = dst_step / 2
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -467,7 +467,7 @@ LoopDz:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     ld1 {v29.8h}, [x20], #16  // zero
     ld1 {v30.8h}, [x21], #16  // bias
@@ -520,8 +520,8 @@ LoopSz_1:
     bne LoopSz_1
 
 LoopSzEnd:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
 
     trn1 v26.2d, v14.2d, v15.2d
     trn1 v27.2d, v16.2d, v17.2d
@@ -547,8 +547,8 @@ LoopSzEnd:
 Int8ToFP16:
     // sum + (zero * sumx) + bias
     fadd v30.8h, v30.8h, v17.8h
-    st1 {v30.8h}, [x17], x14
-    cmp x16, #1
+    st1 {v30.8h}, [x28], x14
+    cmp x27, #1
     bge LoopDz
 
 End:
diff --git a/source/backend/arm82/asm/arm64/low_memory/MNNPackedMatMulRemainFP16_int4.S b/source/backend/arm82/asm/arm64/low_memory/MNNPackedMatMulRemainFP16_int4.S
index d1f8ffb30..8431ef578 100644
--- a/source/backend/arm82/asm/arm64/low_memory/MNNPackedMatMulRemainFP16_int4.S
+++ b/source/backend/arm82/asm/arm64/low_memory/MNNPackedMatMulRemainFP16_int4.S
@@ -19,13 +19,14 @@ asm_function MNNPackedMatMulRemainFP16_int4
 //Auto x0: C, x1:A, x2:B, x3:eSize, x4:parameter, x5:postParameters, x6:bias, x7: k, x8: b
 // parameter: {aStride, l, h, cStride, bExtraStride}
 ldr x8, [sp] // bias
-stp d14, d15, [sp, #-112]!
+stp d14, d15, [sp, #(-16 * 8)]!
 stp d12, d13, [sp, #16]
 stp d10, d11, [sp, #32]
 stp d8,  d9,  [sp, #48]
 stp x19, x20, [sp, #64]
 stp x21, x22, [sp, #80]
 stp x23, x24, [sp, #96]
+stp x25, x26, [sp, #(16 * 7)]
 
 mov x22, x7 // alpha
 mov x23, x8 // bias
@@ -58,7 +59,7 @@ LoopE8:
     mov x21, x0
     mov x13, x2
     mov x14, x22
-    mov x16, x23
+    mov x25, x23
 
     LH8:
     cmp x8, #2
@@ -71,7 +72,7 @@ LoopE8:
         dup v3.16b, w17
         mov w17, #8
         dup v4.16b, w17
-        ld1 {v14.8h, v15.8h}, [x16], #32 // bias
+        ld1 {v14.8h, v15.8h}, [x25], #32 // bias
         subs x12, x9, #2
         ld1 {v0.8h}, [x13], #16
         ushr v1.16b, v0.16b, #4
@@ -371,7 +372,7 @@ blt E1
     mov x21, x0
     mov x13, x2
     mov x14, x22
-    mov x16, x23
+    mov x25, x23
 
     cmp x8, #2
     blt E4LH4
@@ -384,7 +385,7 @@ blt E1
         dup v30.16b, w17
         mov w17, #8
         dup v31.16b, w17
-        ld1 {v26.8h, v27.8h}, [x16], #32 // bias
+        ld1 {v26.8h, v27.8h}, [x25], #32 // bias
         subs x12, x9, #2
         ld1 {v0.8h}, [x13], #16
         ushr v1.16b, v0.16b, #4
@@ -567,7 +568,7 @@ blt E1
     dup v30.8b, w17
     mov w17, #8
     dup v31.8b, w17
-    ld1 {v14.8h}, [x16], #16 // bias
+    ld1 {v14.8h}, [x25], #16 // bias
     // mov v14.d[1], v14.d[0]
     subs x12, x9, #2
     // load 16xint4 to 16xfloat
@@ -679,7 +680,7 @@ LoopE1:
     mov x21, x0
     mov x13, x2
     mov x14, x22
-    mov x16, x23
+    mov x25, x23
 
     cmp x8, #2
     blt E1LH4
@@ -692,7 +693,7 @@ LoopE1:
         dup v30.16b, w17
         mov w17, #8
         dup v31.16b, w17
-        ld1 {v26.8h, v27.8h}, [x16], #32 // bias
+        ld1 {v26.8h, v27.8h}, [x25], #32 // bias
         subs x12, x9, #2
         ld1 {v0.8h}, [x13], #16
         ushr v1.16b, v0.16b, #4
@@ -830,13 +831,14 @@ LoopE1:
 
 
 End:
+ldp x25, x26, [sp, #(16 * 7)]
 ldp x23, x24, [sp, #96]
 ldp x21, x22, [sp, #80]
 ldp x19, x20, [sp, #64]
 ldp d8, d9, [sp, #48]
 ldp d10, d11, [sp, #32]
 ldp d12, d13, [sp, #16]
-ldp d14, d15, [sp], #112
+ldp d14, d15, [sp], #128
 ret
 
 
diff --git a/source/backend/cpu/CPUUnary.cpp b/source/backend/cpu/CPUUnary.cpp
index 4f3514859..f0b10f794 100644
--- a/source/backend/cpu/CPUUnary.cpp
+++ b/source/backend/cpu/CPUUnary.cpp
@@ -226,8 +226,8 @@ static void _SignInt8(void* out, const void* inp, int realSize, QuanPrePostParam
 #ifdef MNN_USE_NEON
     int8_t* outPtr = (int8_t*)out;
     int8_t* inPtr  = (int8_t*)inp;
-    int16x8_t one = vdupq_n_s8(1);
-    int16x8_t negone = vdupq_n_s8(-1);
+    int16x8_t one = vdupq_n_s16(1);
+    int16x8_t negone = vdupq_n_s16(-1);
     int16x8_t zero = vdupq_n_s16(0);
     int8x8_t inZeroPoint = vdup_n_s8(params->inputZeroPoint[0]);
     int8x8_t outZeroPoint = vdup_n_s8(params->outputZeroPoint[0]);
diff --git a/source/backend/cpu/arm/arm64/MNNGelu.S b/source/backend/cpu/arm/arm64/MNNGelu.S
index 55dcae8a9..f7d7dba00 100644
--- a/source/backend/cpu/arm/arm64/MNNGelu.S
+++ b/source/backend/cpu/arm/arm64/MNNGelu.S
@@ -45,12 +45,15 @@ dup v10.4s, w9        // v10: [28.f]x4
 dup v9.4s, w10        // v9: [3150.f]x4
 dup v8.4s, w11        // v8: [62370.f]x4
 
-mov w4, #5.0
-mov w5, #-5.0
+mov w4, #5
+mov w5, #-5
 
 dup v30.4s, w4
 dup v31.4s, w5
 
+scvtf v30.4s, v30.4s
+scvtf v31.4s, v31.4s
+
 GeluZLoop:
 
 ld1 {v0.4s, v1.4s}, [x1], #32   // v0, v1: fp32x4
diff --git a/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV82_Unit.S b/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV82_Unit.S
index 02c13110c..943e5655f 100644
--- a/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV82_Unit.S
+++ b/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV82_Unit.S
@@ -67,7 +67,7 @@ asm_function MNNGemmInt8AddBiasScale_ARMV82_Unit
 //Auto: x0:dst, x1:src, x2:weight, x3:src_depth_quad, x4:dst_step
 //x5:dst_depth_quad, x6: parameters, x7: realDstCount
 
-//Load from x7: x8: scale, x9: bias, w12: maxValue, w13: minValue, w17: useInt8
+//Load from x7: x8: scale, x9: bias, w12: maxValue, w13: minValue, w28: useInt8
 ldr x8, [x6, #0]
 ldr x9, [x6, #8]
 ldr w12, [x6, #16]
@@ -79,11 +79,11 @@ stp d10, d11, [sp, #(16 * 2)]
 stp d8,  d9,  [sp, #(16 * 3)]
 stp x21, x22, [sp, #(16 * 4)]
 stp x19, x20, [sp, #(16 * 5)]
-stp x17, x18, [sp, #(16 * 6)]
-ldr w17, [x6, #24]  // useInt8
+stp x27, x28, [sp, #(16 * 6)]
+ldr w28, [x6, #24]  // useInt8
 
 mov x21, #4 // sizeof(int8_t) * UNIT
-cbnz w17, Start
+cbnz w28, Start
 mov x21, #16 // sizeof(float) * UNIT
 Start:
 lsl x15, x3, #4 // x15 = src_depth_quad * UNIT * SRC_UNIT
@@ -158,7 +158,7 @@ L8LoopDz_TILE_12:
     MUL_SCALE v1, v20, v21, v22, v23
     MUL_SCALE v1, v24, v25, v26, v27
     MUL_SCALE v1, v28, v29, v30, v31
-    cmp w17, #1
+    cmp w28, #1
     beq L8Tile12QuanUseInt8
     sub x4, x4, #128
     st1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x0], #64
@@ -241,7 +241,7 @@ L4LoopDz_TILE_12:
     MUL_SCALE v0, v8, v9, v10, v11
     MUL_SCALE v0, v12, v13, v14, v15
     MUL_SCALE v0, v16, v17, v18, v19
-    cmp w17, #1
+    cmp w28, #1
     beq L4Tile12QuanUseInt8
     sub x4, x4, #128
     st1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x0], #64
@@ -326,7 +326,7 @@ L8LoopDz_TILE_8:
     MUL_SCALE v0, v12, v13, v14, v15
     MUL_SCALE v1, v16, v17, v18, v19
     MUL_SCALE v1, v20, v21, v22, v23
-    cmp w17, #1
+    cmp w28, #1
     beq L8Tile8QuanUseInt8
     sub x4, x4, #64
     st1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x10], #64
@@ -393,7 +393,7 @@ L4LoopDz_TILE_8:
     Int32ToFloat v12, v13, v14, v15
     MUL_SCALE v0, v8, v9, v10, v11
     MUL_SCALE v0, v12, v13, v14, v15
-    cmp w17, #1
+    cmp w28, #1
     beq L4Tile8QuanUseInt8
     sub x4, x4, #64
     st1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x10], #64
@@ -462,7 +462,7 @@ L8LoopDz_TILE_4:
     Int32ToFloat v12, v13, v14, v15
     MUL_SCALE v0, v8, v9, v10, v11
     MUL_SCALE v1, v12, v13, v14, v15
-    cmp w17, #1
+    cmp w28, #1
     beq L8Tile4QuanUseInt8
     st1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x10], x4
     st1 {v12.4s, v13.4s, v14.4s, v15.4s}, [x10], x4
@@ -508,7 +508,7 @@ L4LoopDz_TILE_4:
     ld1 {v0.4s}, [x19], #16 // scale
     Int32ToFloat v8, v9, v10, v11
     MUL_SCALE v0, v8, v9, v10, v11
-    cmp w17, #1
+    cmp w28, #1
     beq L4Tile4QuanUseInt8
     st1 {v8.4s, v9.4s, v10.4s, v11.4s}, [x10], x4
     b Tile4End
@@ -561,7 +561,7 @@ L8LoopDz_TILE_1:
     scvtf v9.4s, v9.4s
     fmul v8.4s, v8.4s, v0.4s
     fmul v9.4s, v9.4s, v1.4s
-    cmp w17, #1
+    cmp w28, #1
     beq L8Tile1QuanUseInt8
     st1 {v8.4s}, [x10], x4
     st1 {v9.4s}, [x10], x4
@@ -601,7 +601,7 @@ L4LoopDz_TILE_1:
     ld1 {v0.4s}, [x19], #16 // scale
     scvtf v8.4s, v8.4s
     fmul v8.4s, v8.4s, v0.4s
-    cmp w17, #1
+    cmp w28, #1
     beq L4Tile1QuanUseInt8
     st1 {v8.4s}, [x10], x4
     b Tile1End
@@ -621,7 +621,7 @@ Tile1End:
     b TILE_1
 
 End:
-ldp x17, x18, [sp, #(16 * 6)]
+ldp x27, x28, [sp, #(16 * 6)]
 ldp x19, x20, [sp, #(16 * 5)]
 ldp x21, x22, [sp, #(16 * 4)]
 ldp d8,  d9,  [sp, #(16 * 3)]
diff --git a/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV86_Unit.S b/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV86_Unit.S
index 97eb1ac04..5115c41fa 100644
--- a/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV86_Unit.S
+++ b/source/backend/cpu/arm/arm64/MNNGemmInt8AddBiasScale_ARMV86_Unit.S
@@ -73,13 +73,14 @@ ldr x9, [x6, #8]
 ldr w10, [x6, #16]
 ldr w14, [x6, #20]
 
-stp d14, d15, [sp, #(-16 * 7)]!
+stp d14, d15, [sp, #(-16 * 8)]!
 stp d12, d13, [sp, #(16 * 1)]
 stp d10, d11, [sp, #(16 * 2)]
 stp d8,  d9,  [sp, #(16 * 3)]
 stp x21, x22, [sp, #(16 * 4)]
 stp x19, x20, [sp, #(16 * 5)]
 stp x23, x24, [sp, #(16 * 6)]
+stp x25, x26, [sp, #(16 * 7)]
 ldr w23, [x6, #24]
 
 mov x21, #4 // sizeof(int8_t) * UNIT
@@ -227,14 +228,14 @@ TILE_16:
     cmp x7, #16
     blt TILE_8
     mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x26, x0 // dst
+    mov x25, x2 // weight
     mov x19, x8 // scale
     mov x20, x9 // bias
 LoopDz_TILE_16:   // while (dz = dst_depth_quad)
     ld1 {v0.4s}, [x20], #16  // bias
     mov x11, x1 // src
-    mov x12, x18 // weight
+    mov x12, x25 // weight
     mov x13, x3 // src_depth_quad
     mov v1.16b, v0.16b
     uzp1 v2.2d, v0.2d, v1.2d   // bias_0, bias_1, bias_0, bias_1
@@ -269,7 +270,7 @@ LoopSz_TILE_16:
     .inst 0x4e81a53f // smmla v31.4s, v9.16b, v1.16b
     bne LoopSz_TILE_16
 LoopSzEnd_TILE_16:
-    add x18, x18, x15 // weight += dz * src_depth_quad * (GEMM_INT8_UNIT * GEMM_INT8_SRC_UNIT);
+    add x25, x25, x15 // weight += dz * src_depth_quad * (GEMM_INT8_UNIT * GEMM_INT8_SRC_UNIT);
     sub x16, x16, #1  // dz--
     // transpose
     uzp1 v15.2d, v16.2d, v17.2d
@@ -302,10 +303,10 @@ Tile16Quan:
     cmp w23, #1
     beq Tile16QuanUseInt8
     sub x4, x4, #192
-    st1 {v15.4s, v16.4s, v17.4s, v18.4s}, [x17], #64
-    st1 {v19.4s, v20.4s, v21.4s, v22.4s}, [x17], #64
-    st1 {v23.4s, v24.4s, v25.4s, v26.4s}, [x17], #64
-    st1 {v27.4s, v28.4s, v29.4s, v30.4s}, [x17], x4
+    st1 {v15.4s, v16.4s, v17.4s, v18.4s}, [x26], #64
+    st1 {v19.4s, v20.4s, v21.4s, v22.4s}, [x26], #64
+    st1 {v23.4s, v24.4s, v25.4s, v26.4s}, [x26], #64
+    st1 {v27.4s, v28.4s, v29.4s, v30.4s}, [x26], x4
     add x4, x4, #192
     b Tile16LoopCheck
 
@@ -328,7 +329,7 @@ Tile16Quan:
     smin v17.16b, v11.16b, v17.16b
     smin v18.16b, v11.16b, v18.16b
     smin v19.16b, v11.16b, v19.16b
-    st1 {v16.16b, v17.16b, v18.16b, v19.16b}, [x17], x4  // dst += dz * dst_step;
+    st1 {v16.16b, v17.16b, v18.16b, v19.16b}, [x26], x4  // dst += dz * dst_step;
 Tile16LoopCheck:
     cmp x16, #1
     bge LoopDz_TILE_16
@@ -341,14 +342,14 @@ TILE_8:
     cmp x7, #8
     blt TILE_4
     mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x26, x0 // dst
+    mov x25, x2 // weight
     mov x19, x8 // scale
     mov x20, x9 // bias
 LoopDz_TILE_8:
     ld1 {v0.4s}, [x20], #16  // bias
     mov x11, x1 // src
-    mov x12, x18 // weight
+    mov x12, x25 // weight
     mov x13, x3 // src_depth_quad
     mov v1.16b, v0.16b
     uzp1 v2.2d, v0.2d, v1.2d   // bias_0, bias_1, bias_0, bias_1
@@ -372,7 +373,7 @@ LoopSz_TILE_8:
     subs x13, x13, #1
     bne LoopSz_TILE_8
 LoopSzEnd_TILE_8:
-    add x18, x18, x15
+    add x25, x25, x15
     sub x16, x16, #1
     uzp1 v23.2d, v24.2d, v25.2d
     uzp2 v24.2d, v24.2d, v25.2d
@@ -392,8 +393,8 @@ Tile8Quan:
     cmp w23, #1
     beq Tile8QuanUseInt8
     sub x4, x4, #64
-    st1 {v23.4s, v24.4s, v25.4s, v26.4s}, [x17], #64
-    st1 {v27.4s, v28.4s, v29.4s, v30.4s}, [x17], x4
+    st1 {v23.4s, v24.4s, v25.4s, v26.4s}, [x26], #64
+    st1 {v27.4s, v28.4s, v29.4s, v30.4s}, [x26], x4
     add x4, x4, #64
     b Tile8LoopCheck
 
@@ -407,7 +408,7 @@ Tile8Quan:
     smax v19.16b, v10.16b, v19.16b
     smin v18.16b, v11.16b, v18.16b
     smin v19.16b, v11.16b, v19.16b
-    st1 {v18.16b, v19.16b}, [x17], x4  // dst += dz * dst_step
+    st1 {v18.16b, v19.16b}, [x26], x4  // dst += dz * dst_step
 Tile8LoopCheck:
     cmp x16, #1
     bge LoopDz_TILE_8
@@ -420,14 +421,14 @@ TILE_4:
     cmp x7, #4
     blt TILE_2
     mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x26, x0 // dst
+    mov x25, x2 // weight
     mov x19, x8 // scale
     mov x20, x9 // bias
 LoopDz_TILE_4:
     ld1 {v0.4s}, [x20], #16  // bias
     mov x11, x1 // src
-    mov x12, x18 // weight
+    mov x12, x25 // weight
     mov x13, x3 // src_depth_quad
     mov v1.16b, v0.16b
     uzp1 v28.2d, v0.2d, v1.2d   // bias_0, bias_1, bias_0, bias_1
@@ -447,7 +448,7 @@ LoopSz_TILE_4:
     subs x13, x13, #1
     bne LoopSz_TILE_4
 LoopSzEnd_TILE_4:
-    add x18, x18, x15
+    add x25, x25, x15
     sub x16, x16, #1
     uzp1 v27.2d, v28.2d, v29.2d
     uzp2 v28.2d, v28.2d, v29.2d
@@ -460,7 +461,7 @@ Tile4Quan:
     MUL_SCALE v0, v27, v28, v29, v30
     cmp w23, #1
     beq Tile4QuanUseInt8
-    st1 {v27.4s, v28.4s, v29.4s, v30.4s}, [x17], x4
+    st1 {v27.4s, v28.4s, v29.4s, v30.4s}, [x26], x4
     b Tile4LoopCheck
 
     Tile4QuanUseInt8:
@@ -469,7 +470,7 @@ Tile4Quan:
     Int16ToInt8_ONE v6, v7, v19
     smax v19.16b, v10.16b, v19.16b
     smin v19.16b, v11.16b, v19.16b
-    st1 {v19.16b}, [x17], x4  // dst += dz * dst_step
+    st1 {v19.16b}, [x26], x4  // dst += dz * dst_step
 Tile4LoopCheck:
     cmp x16, #1
     bge LoopDz_TILE_4
@@ -482,14 +483,14 @@ TILE_2:
     cmp x7, #2
     blt TILE_1
     mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x26, x0 // dst
+    mov x25, x2 // weight
     mov x19, x8 // scale
     mov x20, x9 // bias
 LoopDz_TILE_2:
     ld1 {v0.4s}, [x20], #16  // bias
     mov x11, x1 // src
-    mov x12, x18 // weight
+    mov x12, x25 // weight
     mov x13, x3 // src_depth_quad
     mov v1.16b, v0.16b
     uzp1 v30.2d, v0.2d, v1.2d   // bias_0, bias_1, bias_0, bias_1
@@ -505,7 +506,7 @@ LoopSz_TILE_2:
     subs x13, x13, #1
     bne LoopSz_TILE_2
 LoopSzEnd_TILE_2:
-    add x18, x18, x15
+    add x25, x25, x15
     sub x16, x16, #1
     uzp1 v29.2d, v30.2d, v31.2d
     uzp2 v30.2d, v30.2d, v31.2d
@@ -518,7 +519,7 @@ Tile2Quan:
     fmul v30.4s, v30.4s, v0.4s
     cmp w23, #1
     beq Tile2QuanUseInt8
-    st1 {v29.4s, v30.4s}, [x17], x4
+    st1 {v29.4s, v30.4s}, [x26], x4
     b Tile2LoopCheck
     Tile2QuanUseInt8:
     fcvtas v29.4s, v29.4s
@@ -528,7 +529,7 @@ Tile2Quan:
     sqxtn v19.8b, v6.8h
     smax v19.16b, v10.16b, v19.16b
     smin v19.16b, v11.16b, v19.16b
-    st1 {v19.8b}, [x17], x4  // dst += dz * dst_step
+    st1 {v19.8b}, [x26], x4  // dst += dz * dst_step
 
 Tile2LoopCheck:
     cmp x16, #1
@@ -542,14 +543,14 @@ TILE_1:
     cmp x7, #1
     blt End
     mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x26, x0 // dst
+    mov x25, x2 // weight
     mov x19, x8 // scale
     mov x20, x9 // bias
 LoopDz_TILE_1:
     ld1 {v0.4s}, [x20], #16  // bias
     mov x11, x1 // src
-    mov x12, x18 // weight
+    mov x12, x25 // weight
     mov x13, x3 // src_depth_quad
     mov v1.16b, v0.16b
     uzp1 v30.2d, v0.2d, v1.2d   // bias_0, bias_1, bias_0, bias_1
@@ -565,7 +566,7 @@ LoopSz_TILE_1:
     subs x13, x13, #1
     bne LoopSz_TILE_1
 LoopSzEnd_TILE_1:
-    add x18, x18, x15
+    add x25, x25, x15
     sub x16, x16, #1
     uzp1 v29.2d, v30.2d, v31.2d
     uzp2 v30.2d, v30.2d, v31.2d
@@ -578,7 +579,7 @@ Tile1Quan:
     fmul v30.4s, v30.4s, v0.4s
     cmp w23, #1
     beq Tile1QuanUseInt8
-    st1 {v29.4s, v30.4s}, [x17], x4
+    st1 {v29.4s, v30.4s}, [x26], x4
     b Tile1LoopEnd
     Tile1QuanUseInt8:
     fcvtas v29.4s, v29.4s
@@ -588,20 +589,21 @@ Tile1Quan:
     sqxtn v19.8b, v6.8h
     smax v19.16b, v10.16b, v19.16b
     smin v19.16b, v11.16b, v19.16b
-    st1 {v19.s}[0], [x17], x4  // dst += dz * dst_step
+    st1 {v19.s}[0], [x26], x4  // dst += dz * dst_step
 
 Tile1LoopEnd:
     cmp x16, #1
     bge LoopDz_TILE_1
 
 End:
+ldp x25, x26, [sp, #(16 * 7)]
 ldp x23, x24, [sp, #(16 * 6)]
 ldp x19, x20, [sp, #(16 * 5)]
 ldp x21, x22, [sp, #(16 * 4)]
 ldp d8,  d9,  [sp, #(16 * 3)]
 ldp d10, d11, [sp, #(16 * 2)]
 ldp d12, d13, [sp, #(16 * 1)]
-ldp d14, d15, [sp], #(16 * 7)
+ldp d14, d15, [sp], #(16 * 8)
 ret
 
 #endif // __aarch64__
diff --git a/source/backend/cpu/arm/arm64/bf16/MNNGelu_BF16.S b/source/backend/cpu/arm/arm64/bf16/MNNGelu_BF16.S
index 90022da85..e1ea64b81 100644
--- a/source/backend/cpu/arm/arm64/bf16/MNNGelu_BF16.S
+++ b/source/backend/cpu/arm/arm64/bf16/MNNGelu_BF16.S
@@ -45,12 +45,15 @@ dup v10.4s, w9        // v10: [28.f]x4
 dup v9.4s, w10        // v9: [3150.f]x4
 dup v8.4s, w11        // v8: [62370.f]x4
 
-mov w4, #5.0
-mov w5, #-5.0
+mov w4, #5
+mov w5, #-5
 
 dup v30.4s, w4
 dup v31.4s, w5
 
+scvtf v30.4s, v30.4s
+scvtf v31.4s, v31.4s
+
 GeluZLoop:
 
 ld1 {v0.4h, v1.4h}, [x1], #16   // v0, v1: 4xint16_t
diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNAbsMaxFP32.S b/source/backend/cpu/arm/arm64/low_memory/MNNAbsMaxFP32.S
index 3bf272567..59e1b8211 100644
--- a/source/backend/cpu/arm/arm64/low_memory/MNNAbsMaxFP32.S
+++ b/source/backend/cpu/arm/arm64/low_memory/MNNAbsMaxFP32.S
@@ -11,13 +11,6 @@
 .text
 .align 5
 
-.macro Add d0, d1, d2, d3, z0, z1, z2, z3
-    fadd \d0\().4s, \d0\().4s, \z0\().4s
-    fadd \d1\().4s, \d1\().4s, \z1\().4s
-    fadd \d2\().4s, \d2\().4s, \z2\().4s
-    fadd \d3\().4s, \d3\().4s, \z3\().4s
-.endm
-
 .macro Abs z0, z1, z2, z3
     fabs \z0\().4s, \z0\().4s
     fabs \z1\().4s, \z1\().4s
diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNDynamicQuantFP32.S b/source/backend/cpu/arm/arm64/low_memory/MNNDynamicQuantFP32.S
index 2bc8984f0..059951403 100644
--- a/source/backend/cpu/arm/arm64/low_memory/MNNDynamicQuantFP32.S
+++ b/source/backend/cpu/arm/arm64/low_memory/MNNDynamicQuantFP32.S
@@ -31,7 +31,7 @@
     trn2 \z3\().2d, \t2\().2d, \t3\().2d
 .endm
 
-.macro Add d0, d1, d2, d3
+.macro Add_4x4 d0, d1, d2, d3
     add \d0\().4s, \d1\().4s, \d0\().4s
     add \d2\().4s, \d3\().4s, \d2\().4s
     add \d0\().4s, \d0\().4s, \d2\().4s
@@ -88,7 +88,7 @@ sqxtn2 v6.16b, v5.8h
 st1 {v6.16b}, [x10], x6
 // sum
 Transpose v0, v1, v2, v3, v14, v15, v16, v17
-Add v0, v1, v2, v3
+Add_4x4 v0, v1, v2, v3
 add v10.4s, v0.4s, v10.4s
 
 subs x12, x12, #1
@@ -129,7 +129,7 @@ sqxtn v7.4h, v0.4s
 sqxtn v7.8b, v7.8h
 // sum
 
-Add v0, v1, v2, v3
+Add_4x4 v0, v1, v2, v3
 add v4.4s, v0.4s, v4.4s
 
 st1 {v7.s}[0], [x10], x6
diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32.S b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32.S
new file mode 100644
index 000000000..2a3b61d48
--- /dev/null
+++ b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32.S
@@ -0,0 +1,312 @@
+//
+//  MNNGemmHybridInt4_sdot.S
+//  MNN
+//
+//  Created by MNN on 2023/11/09.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __aarch64__
+
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+.macro Int32ToFloat z0, z1, z2, z3
+    scvtf \z0\().4s, \z0\().4s
+    scvtf \z1\().4s, \z1\().4s
+    scvtf \z2\().4s, \z2\().4s
+    scvtf \z3\().4s, \z3\().4s
+.endm
+
+.macro MulScale d0, d1, d2, d3, s
+    fmul \d0\().4s, \d0\().4s, \s\().s[0]
+    fmul \d1\().4s, \d1\().4s, \s\().s[1]
+    fmul \d2\().4s, \d2\().4s, \s\().s[2]
+    fmul \d3\().4s, \d3\().4s, \s\().s[3]
+.endm
+
+.macro Dequant c0, a0, z0, b0, s0, idx
+    fmul \c0\().4s, \c0\().4s, \a0\().4s
+    fmla \c0\().4s, \z0\().4s, \s0\().s[\idx]
+    fadd \c0\().4s, \c0\().4s, \b0\().4s
+.endm
+
+asm_function MNNGemmHybridInt4FP32
+
+//struct QuanPostTreatParameters {
+//    const float* scale;
+//    const int32_t* bias;
+//    int32_t maxValue;
+//    int32_t minValue;
+//    int32_t useInt8;
+//};
+
+//void MNNGemmHybridInt4FP32(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, float** param); 
+
+
+// Auto: x0: C*, x1: A*, x2:B*, x3: src_depth_quad, x4: dst_step, x5: dst_depth_quad, x6: realSize, x7: param
+// load from param: x7: alpha*, x8: zero*, x9: bias*, x10: sums*, x11: scales*
+stp d14, d15, [sp, #(-16 * 9)]!
+stp d12, d13, [sp, #(16 * 1)]
+stp d10, d11, [sp, #(16 * 2)]
+stp d8,  d9,  [sp, #(16 * 3)]
+stp x21, x22, [sp, #(16 * 4)]
+stp x19, x20, [sp, #(16 * 5)]
+stp x23, x24, [sp, #(16 * 6)]
+stp x25, x26, [sp, #(16 * 7)]
+stp x27, x28, [sp, #(16 * 8)]
+
+ldr x8, [x7, #0]
+ldr x9, [x7, #8]
+ldr x10, [x7, #16]
+ldr x11, [x7, #24]
+ldr x12, [x7, #32]
+
+Start:
+lsl x13, x3, #3 // x13 = src_depth_quad * UNIT * UNIT_SRC / 2(int4) = src_depth_quad * 8  = src_depth_quad << 3
+
+TILE_4:
+    cmp x6, #4
+    blt TILE_1
+    mov x14, x4       // dst_step
+    lsr x15, x4, #2   // src_step = dst_step / 4
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
+    // dequant info
+    mov x19, x8 // alpha
+    mov x20, x9 // zero
+    mov x21, x10 // bias
+LoopDz_TILE_4:
+    // dequant info for batch
+    mov x22, x11 // sums
+    mov x23, x12 // scales
+    mov x24, x1  // src
+    mov x25, x7 // weight
+    mov x26, x3  // src_depth_quad
+    // init
+    // batch=0,oc=0-3
+    movi v10.4s, #0 //ic=0-3
+    movi v11.4s, #0
+    movi v12.4s, #0
+    movi v13.4s, #0
+    // batch=1,oc=0-3
+    movi v16.4s, #0
+    movi v17.4s, #0
+    movi v18.4s, #0
+    movi v19.4s, #0
+    // batch=2,oc=0-3
+    movi v20.4s, #0
+    movi v21.4s, #0
+    movi v22.4s, #0
+    movi v23.4s, #0
+    // batch=3,oc=0-3
+    movi v24.4s, #0
+    movi v25.4s, #0
+    movi v26.4s, #0
+    movi v27.4s, #0
+    // mask
+    movi v14.16b, #15
+    // offset
+    movi v15.16b, #8
+LoopSz_TILE_4:
+    // src    : 4(batch) x [1 x 4] : v4
+    // weight : 4(oc) x [1 x 4] : v0
+    // dst    : 4 x 4 x [1] : v16-v19
+    ld1 {v0.8b}, [x25], #8    // weight
+    ld1 {v4.16b}, [x24], x15   // src
+    // int4->int8
+    ushr v8.16b, v0.16b, #4
+    and v9.16b, v0.16b, v14.16b
+    sub v8.16b, v8.16b, v15.16b
+    sub v9.16b, v9.16b, v15.16b
+    zip1 v0.16b, v8.16b, v9.16b
+
+    Unit_TILE_4:
+        sxtl v5.8h, v4.8b // src batch=0,1
+        sxtl2 v6.8h, v4.16b // batch=2,3
+        sxtl v1.8h, v0.8b // weight oc=0,1
+        sxtl2 v2.8h, v0.16b // oc=2,3
+        dup v28.2d, v1.d[0] // oc=0,0
+        dup v29.2d, v1.d[1] // oc=1,1
+        dup v30.2d, v2.d[0] // oc=2,2
+        dup v31.2d, v2.d[1] // oc=3,3
+        // batch=0
+        smlal v10.4s, v5.4h, v28.4h
+        smlal v11.4s, v5.4h, v29.4h
+        smlal v12.4s, v5.4h, v30.4h
+        smlal v13.4s, v5.4h, v31.4h
+        // batch=1
+        smlal2 v16.4s, v5.8h, v28.8h
+        smlal2 v17.4s, v5.8h, v29.8h
+        smlal2 v18.4s, v5.8h, v30.8h
+        smlal2 v19.4s, v5.8h, v31.8h
+        // batch=2
+        smlal v20.4s, v6.4h, v28.4h
+        smlal v21.4s, v6.4h, v29.4h
+        smlal v22.4s, v6.4h, v30.4h
+        smlal v23.4s, v6.4h, v31.4h
+        // batch=3
+        smlal2 v24.4s, v6.8h, v28.8h
+        smlal2 v25.4s, v6.8h, v29.8h
+        smlal2 v26.4s, v6.8h, v30.8h
+        smlal2 v27.4s, v6.8h, v31.8h
+    // .inst 0x4f84e010 // sdot v16.4s, v0.16b, v4.4b[0] // batch0
+    // .inst 0x4fa4e011 // sdot v17.4s, v0.16b, v4.4b[1] // batch1
+    // .inst 0x4f84e812 // sdot v18.4s, v0.16b, v4.4b[2] // batch2
+    // .inst 0x4fa4e813 // sdot v19.4s, v0.16b, v4.4b[3] // batch3
+
+    subs x26, x26, #1
+    bne LoopSz_TILE_4
+
+LoopSzEnd_TILE_4:
+    // add 4 ic
+    addp v10.4s, v10.4s, v11.4s
+    addp v12.4s, v12.4s, v13.4s
+    addp v16.4s, v16.4s, v17.4s
+    addp v18.4s, v18.4s, v19.4s
+    addp v20.4s, v20.4s, v21.4s
+    addp v22.4s, v22.4s, v23.4s
+    addp v24.4s, v24.4s, v25.4s
+    addp v26.4s, v26.4s, v27.4s
+
+    addp v10.4s, v10.4s, v12.4s // batch=0,oc=0-3
+    addp v11.4s, v16.4s, v18.4s
+    addp v12.4s, v20.4s, v22.4s
+    addp v13.4s, v24.4s, v26.4s
+
+    add x7, x7, x13
+    sub x27, x27, #1
+    Int32ToFloat v10, v11, v12, v13
+    // Int32ToFloat v20, v21, v22, v23
+    // using float scale dequant for precison
+    ld1 {v5.4s}, [x23]  // scales, 4 batch,so 4 scale
+
+    MulScale v10, v11, v12, v13, v5
+
+Tile4Dequant:
+    ld1 {v0.4s}, [x19], #16  // alpha
+    ld1 {v1.4s}, [x20], #16  // zero
+    ld1 {v2.4s}, [x21], #16  // bias
+    ld1 {v3.4s}, [x22]  // sums
+    // alpha * sum + (zero * sums) + bias
+    Dequant v10, v0, v1, v2, v3, 0
+    Dequant v11, v0, v1, v2, v3, 1
+    Dequant v12, v0, v1, v2, v3, 2
+    Dequant v13, v0, v1, v2, v3, 3
+    st1 {v10.4s, v11.4s, v12.4s, v13.4s}, [x28], x14
+    cmp x27, #1
+    bge LoopDz_TILE_4
+Tile4End:
+    sub x6, x6, #4      // bach -= 4
+    add x0, x0, #64     // dst += 4 * 4 * sizeof(float32_t)
+    add x1, x1, #16     // src += 4 * 4 * sizeof(int8_t)
+    add x11, x11, #16    // sum += 4 * sizeof(float32_t)
+    add x12, x12, #16    // scale += 4 * sizeof(float32_t)
+    b TILE_4
+
+TILE_1:
+    cmp x6, #1
+    blt End
+    mov x14, x4       // dst_step
+    lsr x15, x4, #2   // src_step = dst_step / 4, sizeof(float32_t)/4=sizeof(int8_t)
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
+    // dequant info
+    mov x19, x8 // alpha
+    mov x20, x9 // zero
+    mov x21, x10 // bias
+LoopDz_TILE_1:
+    mov x22, x11 // sums
+    mov x23, x12 // scales
+    mov x24, x1  // src
+    mov x25, x7 // weight
+    mov x26, x3  // src_depth_quad
+    // init
+    // batch=0,oc=0-3
+    movi v10.4s, #0 //ic=0-3
+    movi v11.4s, #0
+    movi v12.4s, #0
+    movi v13.4s, #0
+    // mask
+    movi v14.16b, #15
+    // offset
+    movi v15.16b, #8
+LoopSz_TILE_1:
+    // src    : 1(batch) x [1 x 4] : v4
+    // weight : 4(oc) x [1 x 4] : v0
+    // dst    : 1 x 4 x [1] : v16
+    ld1 {v0.8b}, [x25], #8    // weight pack*pack*0.5
+    ld1 {v4.s}[0], [x24], x15   // src
+    // int4->int8
+    ushr v8.16b, v0.16b, #4
+    and v9.16b, v0.16b, v14.16b
+    sub v8.16b, v8.16b, v15.16b
+    sub v9.16b, v9.16b, v15.16b
+    zip1 v0.16b, v8.16b, v9.16b
+
+    Unit_TILE_1:
+        sxtl v5.8h, v4.8b // src batch=0
+        sxtl v1.8h, v0.8b // weight oc=0,1
+        sxtl2 v2.8h, v0.16b // oc=2,3
+        dup v28.2d, v1.d[0] // oc=0,0
+        dup v29.2d, v1.d[1] // oc=1,1
+        dup v30.2d, v2.d[0] // oc=2,2
+        dup v31.2d, v2.d[1] // oc=3,3
+        // batch=0
+        smlal v10.4s, v5.4h, v28.4h
+        smlal v11.4s, v5.4h, v29.4h
+        smlal v12.4s, v5.4h, v30.4h
+        smlal v13.4s, v5.4h, v31.4h
+    
+    //.inst 0x4f84e010 // sdot v16.4s, v0.16b, v4.4b[0]
+
+    subs x26, x26, #1
+    bne LoopSz_TILE_1
+
+LoopSzEnd_TILE_1:
+    // add 4 ic
+    addp v10.4s, v10.4s, v11.4s
+    addp v12.4s, v12.4s, v13.4s
+    addp v16.4s, v10.4s, v12.4s
+    add x7, x7, x13
+    sub x27, x27, #1
+    scvtf v16.4s, v16.4s
+    // using float scale dequant for precison
+    ld1 {v4.s}[0], [x23]  // scales
+    fmul v16.4s, v16.4s, v4.s[0]
+Tile1Dequant:
+    ld1 {v0.4s}, [x19], #16  // alpha
+    ld1 {v1.4s}, [x20], #16  // zero
+    ld1 {v2.4s}, [x21], #16  // bias
+    ld1 {v3.s}[0], [x22]  // sums
+    // alpha * sum + (zero * sumx) + bias
+    fmla v2.4s, v0.4s, v16.4s
+    fmla v2.4s, v1.4s, v3.s[0]
+    st1 {v2.4s}, [x28], x14
+    cmp x27, #1
+    bge LoopDz_TILE_1
+Tile1End:
+    subs x6, x6, #1      // batch -= 1
+    add x0, x0, #16     // dst += 1 * 4 * sizeof(float32_t)
+    add x1, x1, #4      // src += 1 * 4 * sizeof(int8_t)
+    add x11, x11, #4   // sum += 1 * sizeof(float32_t)
+    add x12, x12, #4   // scale += 1 * sizeof(float32_t)
+    bne TILE_1
+
+End:
+ldp x27, x28, [sp, #(16 * 8)]
+ldp x25, x26, [sp, #(16 * 7)]
+ldp x23, x24, [sp, #(16 * 6)]
+ldp x19, x20, [sp, #(16 * 5)]
+ldp x21, x22, [sp, #(16 * 4)]
+ldp d8,  d9,  [sp, #(16 * 3)]
+ldp d10, d11, [sp, #(16 * 2)]
+ldp d12, d13, [sp, #(16 * 1)]
+ldp d14, d15, [sp], #(16 * 9)
+ret
+
+#endif
\ No newline at end of file
diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32_sdot.S b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32_sdot.S
index edc8e4992..52b99efd8 100644
--- a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32_sdot.S
+++ b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32_sdot.S
@@ -72,9 +72,9 @@ TILE_4:
     blt TILE_1
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -84,7 +84,7 @@ LoopDz_TILE_4:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -92,11 +92,9 @@ LoopDz_TILE_4:
     dup v18.4s, wzr
     dup v19.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v14.16b, w27
+    movi v14.16b, #15
     // offset
-    mov w27, #8
-    dup v15.16b, w27
+    movi v15.16b, #8
 LoopSz_TILE_4:
     // src    : 4(batch) x [1 x 4] : v4
     // weight : 4(oc) x [1 x 4] : v0
@@ -117,8 +115,8 @@ LoopSz_TILE_4:
     bne LoopSz_TILE_4
 
 LoopSzEnd_TILE_4:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat v16, v17, v18, v19
     // Int32ToFloat v20, v21, v22, v23
     // using float scale dequant for precison
@@ -136,8 +134,8 @@ Tile4Dequant:
     Dequant v17, v0, v1, v2, v3, 1
     Dequant v18, v0, v1, v2, v3, 2
     Dequant v19, v0, v1, v2, v3, 3
-    st1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_4
 Tile4End:
     sub x6, x6, #4      // bach -= 4
@@ -152,9 +150,9 @@ TILE_1:
     blt End
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4, sizeof(float32_t)/4=sizeof(int8_t)
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -163,16 +161,14 @@ LoopDz_TILE_1:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v14.16b, w27
+    movi v14.16b, #15
     // offset
-    mov w27, #8
-    dup v15.16b, w27
+    movi v15.16b, #8
 LoopSz_TILE_1:
     // src    : 1(batch) x [1 x 4] : v4
     // weight : 4(oc) x [1 x 4] : v0
@@ -192,8 +188,8 @@ LoopSz_TILE_1:
     bne LoopSz_TILE_1
 
 LoopSzEnd_TILE_1:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     scvtf v16.4s, v16.4s
     // using float scale dequant for precison
     ld1 {v4.s}[0], [x23]  // scales
@@ -206,8 +202,8 @@ Tile1Dequant:
     // alpha * sum + (zero * sumx) + bias
     fmla v2.4s, v0.4s, v16.4s
     fmla v2.4s, v1.4s, v3.s[0]
-    st1 {v2.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v2.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_1
 Tile1End:
     subs x6, x6, #1      // batch -= 1
diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32_smmla.S b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32_smmla.S
index e7e12bff6..17a6c031f 100644
--- a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32_smmla.S
+++ b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt4FP32_smmla.S
@@ -73,9 +73,9 @@ TILE_4:
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4
     sub x14, x14, #64
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -85,7 +85,7 @@ LoopDz_TILE_4:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -97,11 +97,9 @@ LoopDz_TILE_4:
     dup v22.4s, wzr
     dup v23.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v10.16b, w27
+    movi v10.16b, #15
     // offset
-    mov w27, #8
-    dup v11.16b, w27
+    movi v11.16b, #8
 LoopSz_TILE_4:
     // src    : 2 x [2 x 8] : v4-5
     // weight : 4 x [2 x 8] : v0-3
@@ -134,8 +132,8 @@ LoopSz_TILE_4:
     bne LoopSz_TILE_4
 
 LoopSzEnd_TILE_4:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
 
     trn1 v24.2d, v16.2d, v17.2d // batch:0 oc:0-3
     trn1 v25.2d, v18.2d, v19.2d // batch:0 oc:4-7
@@ -165,9 +163,9 @@ Tile4Dequant:
     Dequant v29, v1, v3, v9, v6, 2
     Dequant v30, v0, v2, v8, v6, 3 // Batch3
     Dequant v31, v1, v3, v9, v6, 3
-    st1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x17], #64
-    st1 {v28.4s, v29.4s, v30.4s, v31.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x28], #64
+    st1 {v28.4s, v29.4s, v30.4s, v31.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_4
 Tile4End:
     sub x6, x6, #4      // bach -= 4
@@ -182,9 +180,9 @@ TILE_2:
     blt TILE_1
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -193,7 +191,7 @@ LoopDz_TILE_2:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -201,11 +199,9 @@ LoopDz_TILE_2:
     dup v18.4s, wzr
     dup v19.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v14.16b, w27
+    movi v14.16b, #15
     // offset
-    mov w27, #8
-    dup v15.16b, w27
+    movi v15.16b, #8
 LoopSz_TILE_2:
     // src    : 1 x [2 x 8] : v4
     // weight : 4 x [2 x 8] : v0-3
@@ -234,8 +230,8 @@ LoopSz_TILE_2:
     bne LoopSz_TILE_2
 
 LoopSzEnd_TILE_2:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     trn1 v20.2d, v16.2d, v17.2d
     trn1 v21.2d, v18.2d, v19.2d
     trn2 v22.2d, v16.2d, v17.2d
@@ -257,8 +253,8 @@ Tile2Dequant:
     Dequant v21, v1, v3, v9, v10, 0
     Dequant v22, v0, v2, v8, v10, 1
     Dequant v23, v1, v3, v9, v10, 1
-    st1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_2
 Tile2End:
     sub x6, x6, #2      // batch -= 2
@@ -273,9 +269,9 @@ TILE_1:
     blt End
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4, sizeof(float32_t)/4=sizeof(int8_t)
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -284,7 +280,7 @@ LoopDz_TILE_1:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -292,11 +288,9 @@ LoopDz_TILE_1:
     dup v18.4s, wzr
     dup v19.4s, wzr
     // mask
-    mov w27, #0x0f
-    dup v14.16b, w27
+    movi v14.16b, #15
     // offset
-    mov w27, #8
-    dup v15.16b, w27
+    movi v15.16b, #8
 
 LoopSz_TILE_1:
     // src    : 1 x [1 x 8] : v4
@@ -327,8 +321,8 @@ LoopSz_TILE_1:
     bne LoopSz_TILE_1
 
 LoopSzEnd_TILE_1:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     uzp1 v20.4s, v16.4s, v17.4s
     uzp1 v21.4s, v18.4s, v19.4s
     scvtf v20.4s, v20.4s
@@ -347,8 +341,8 @@ Tile1Dequant:
     fmla v13.4s, v21.4s, v1.4s
     fmla v12.4s, v2.4s, v6.s[0]
     fmla v13.4s, v3.4s, v6.s[0]
-    st1 {v12.4s, v13.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v12.4s, v13.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_1
 Tile1End:
     sub x6, x6, #1      // batch -= 1
diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32.S b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32.S
new file mode 100644
index 000000000..418638fce
--- /dev/null
+++ b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32.S
@@ -0,0 +1,293 @@
+//
+//  MNNGemmHybridInt4_sdot.S
+//  MNN
+//
+//  Created by MNN on 2023/11/09.
+//  Copyright © 2018, Alibaba Group Holding Limited
+//
+
+#ifdef __aarch64__
+
+#include "MNNAsmGlobal.h"
+
+.text
+.align 5
+
+.macro Int32ToFloat z0, z1, z2, z3
+    scvtf \z0\().4s, \z0\().4s
+    scvtf \z1\().4s, \z1\().4s
+    scvtf \z2\().4s, \z2\().4s
+    scvtf \z3\().4s, \z3\().4s
+.endm
+
+.macro MulScale d0, d1, d2, d3, s
+    fmul \d0\().4s, \d0\().4s, \s\().s[0]
+    fmul \d1\().4s, \d1\().4s, \s\().s[1]
+    fmul \d2\().4s, \d2\().4s, \s\().s[2]
+    fmul \d3\().4s, \d3\().4s, \s\().s[3]
+.endm
+
+.macro Dequant c0, a0, z0, b0, s0, idx
+    fmul \c0\().4s, \c0\().4s, \a0\().4s
+    fmla \c0\().4s, \z0\().4s, \s0\().s[\idx]
+    fadd \c0\().4s, \c0\().4s, \b0\().4s
+.endm
+
+asm_function MNNGemmHybridInt8FP32
+
+//struct QuanPostTreatParameters {
+//    const float* scale;
+//    const int32_t* bias;
+//    int32_t maxValue;
+//    int32_t minValue;
+//    int32_t useInt8;
+//};
+
+//void MNNGemmHybridInt8FP32(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, float** param); 
+
+
+// Auto: x0: C*, x1: A*, x2:B*, x3: src_depth_quad, x4: dst_step, x5: dst_depth_quad, x6: realSize, x7: param
+// load from param: x7: alpha*, x8: zero*, x9: bias*, x10: sums*, x11: scales*
+stp d14, d15, [sp, #(-16 * 9)]!
+stp d12, d13, [sp, #(16 * 1)]
+stp d10, d11, [sp, #(16 * 2)]
+stp d8,  d9,  [sp, #(16 * 3)]
+stp x21, x22, [sp, #(16 * 4)]
+stp x19, x20, [sp, #(16 * 5)]
+stp x23, x24, [sp, #(16 * 6)]
+stp x25, x26, [sp, #(16 * 7)]
+stp x27, x28, [sp, #(16 * 8)]
+
+ldr x8, [x7, #0]
+ldr x9, [x7, #8]
+ldr x10, [x7, #16]
+ldr x11, [x7, #24]
+ldr x12, [x7, #32]
+
+Start:
+lsl x13, x3, #4 // x13 = src_depth_quad * UNIT * UNIT_SRC / 1(int8) = src_depth_quad * 16  = src_depth_quad << 4
+
+TILE_4:
+    cmp x6, #4
+    blt TILE_1
+    mov x14, x4       // dst_step
+    lsr x15, x4, #2   // src_step = dst_step / 4
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
+    // dequant info
+    mov x19, x8 // alpha
+    mov x20, x9 // zero
+    mov x21, x10 // bias
+LoopDz_TILE_4:
+    // dequant info for batch
+    mov x22, x11 // sums
+    mov x23, x12 // scales
+    mov x24, x1  // src
+    mov x25, x7 // weight
+    mov x26, x3  // src_depth_quad
+    // init
+    // batch=0,oc=0-3
+    movi v10.4s, #0 //ic=0-3
+    movi v11.4s, #0
+    movi v12.4s, #0
+    movi v13.4s, #0
+    // batch=1,oc=0-3
+    movi v16.4s, #0
+    movi v17.4s, #0
+    movi v18.4s, #0
+    movi v19.4s, #0
+    // batch=2,oc=0-3
+    movi v20.4s, #0
+    movi v21.4s, #0
+    movi v22.4s, #0
+    movi v23.4s, #0
+    // batch=3,oc=0-3
+    movi v24.4s, #0
+    movi v25.4s, #0
+    movi v26.4s, #0
+    movi v27.4s, #0
+
+LoopSz_TILE_4:
+    // src    : 4(batch) x [1 x 4] : v4
+    // weight : 4(oc) x [1 x 4] : v0
+    ld1 {v0.16b}, [x25], #16    // weight
+    ld1 {v4.16b}, [x24], x15   // src
+
+    Unit_TILE_4:
+        sxtl v5.8h, v4.8b // src batch=0,1
+        sxtl2 v6.8h, v4.16b // batch=2,3
+        sxtl v1.8h, v0.8b // weight oc=0,1
+        sxtl2 v2.8h, v0.16b // oc=2,3
+        dup v28.2d, v1.d[0] // oc=0,0
+        dup v29.2d, v1.d[1] // oc=1,1
+        dup v30.2d, v2.d[0] // oc=2,2
+        dup v31.2d, v2.d[1] // oc=3,3
+        // batch=0
+        smlal v10.4s, v5.4h, v28.4h
+        smlal v11.4s, v5.4h, v29.4h
+        smlal v12.4s, v5.4h, v30.4h
+        smlal v13.4s, v5.4h, v31.4h
+        // batch=1
+        smlal2 v16.4s, v5.8h, v28.8h
+        smlal2 v17.4s, v5.8h, v29.8h
+        smlal2 v18.4s, v5.8h, v30.8h
+        smlal2 v19.4s, v5.8h, v31.8h
+        // batch=2
+        smlal v20.4s, v6.4h, v28.4h
+        smlal v21.4s, v6.4h, v29.4h
+        smlal v22.4s, v6.4h, v30.4h
+        smlal v23.4s, v6.4h, v31.4h
+        // batch=3
+        smlal2 v24.4s, v6.8h, v28.8h
+        smlal2 v25.4s, v6.8h, v29.8h
+        smlal2 v26.4s, v6.8h, v30.8h
+        smlal2 v27.4s, v6.8h, v31.8h
+    // .inst 0x4f84e010 // sdot v16.4s, v0.16b, v4.4b[0] // batch0
+    // .inst 0x4fa4e011 // sdot v17.4s, v0.16b, v4.4b[1] // batch1
+    // .inst 0x4f84e812 // sdot v18.4s, v0.16b, v4.4b[2] // batch2
+    // .inst 0x4fa4e813 // sdot v19.4s, v0.16b, v4.4b[3] // batch3
+
+    subs x26, x26, #1
+    bne LoopSz_TILE_4
+
+LoopSzEnd_TILE_4:
+    // add 4 ic
+    addp v10.4s, v10.4s, v11.4s
+    addp v12.4s, v12.4s, v13.4s
+    addp v16.4s, v16.4s, v17.4s
+    addp v18.4s, v18.4s, v19.4s
+    addp v20.4s, v20.4s, v21.4s
+    addp v22.4s, v22.4s, v23.4s
+    addp v24.4s, v24.4s, v25.4s
+    addp v26.4s, v26.4s, v27.4s
+
+    addp v10.4s, v10.4s, v12.4s // batch=0,oc=0-3
+    addp v11.4s, v16.4s, v18.4s
+    addp v12.4s, v20.4s, v22.4s
+    addp v13.4s, v24.4s, v26.4s
+
+    add x7, x7, x13
+    sub x27, x27, #1
+    Int32ToFloat v10, v11, v12, v13
+    // Int32ToFloat v20, v21, v22, v23
+    // using float scale dequant for precison
+    ld1 {v5.4s}, [x23]  // scales, 4 batch,so 4 scale
+
+    MulScale v10, v11, v12, v13, v5
+
+Tile4Dequant:
+    ld1 {v0.4s}, [x19], #16  // alpha
+    ld1 {v1.4s}, [x20], #16  // zero
+    ld1 {v2.4s}, [x21], #16  // bias
+    ld1 {v3.4s}, [x22]  // sums
+    // alpha * sum + (zero * sums) + bias
+    Dequant v10, v0, v1, v2, v3, 0
+    Dequant v11, v0, v1, v2, v3, 1
+    Dequant v12, v0, v1, v2, v3, 2
+    Dequant v13, v0, v1, v2, v3, 3
+    st1 {v10.4s, v11.4s, v12.4s, v13.4s}, [x28], x14
+    cmp x27, #1
+    bge LoopDz_TILE_4
+Tile4End:
+    sub x6, x6, #4      // bach -= 4
+    add x0, x0, #64     // dst += 4 * 4 * sizeof(float32_t)
+    add x1, x1, #16     // src += 4 * 4 * sizeof(int8_t)
+    add x11, x11, #16    // sum += 4 * sizeof(float32_t)
+    add x12, x12, #16    // scale += 4 * sizeof(float32_t)
+    b TILE_4
+
+TILE_1:
+    cmp x6, #1
+    blt End
+    mov x14, x4       // dst_step
+    lsr x15, x4, #2   // src_step = dst_step / 4, sizeof(float32_t)/4=sizeof(int8_t)
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
+    // dequant info
+    mov x19, x8 // alpha
+    mov x20, x9 // zero
+    mov x21, x10 // bias
+LoopDz_TILE_1:
+    mov x22, x11 // sums
+    mov x23, x12 // scales
+    mov x24, x1  // src
+    mov x25, x7 // weight
+    mov x26, x3  // src_depth_quad
+    // init
+    // batch=0,oc=0-3
+    movi v10.4s, #0 //ic=0-3
+    movi v11.4s, #0
+    movi v12.4s, #0
+    movi v13.4s, #0
+
+LoopSz_TILE_1:
+    // src    : 1(batch) x [1 x 4] : v4
+    // weight : 4(oc) x [1 x 4] : v0
+    // dst    : 1 x 4 x [1] : v16
+    ld1 {v0.16b}, [x25], #16    // weight pack*pack
+    ld1 {v4.s}[0], [x24], x15   // src
+
+    Unit_TILE_1:
+        sxtl v5.8h, v4.8b // src batch=0
+        sxtl v1.8h, v0.8b // weight oc=0,1
+        sxtl2 v2.8h, v0.16b // oc=2,3
+        dup v28.2d, v1.d[0] // oc=0,0
+        dup v29.2d, v1.d[1] // oc=1,1
+        dup v30.2d, v2.d[0] // oc=2,2
+        dup v31.2d, v2.d[1] // oc=3,3
+        // batch=0
+        smlal v10.4s, v5.4h, v28.4h
+        smlal v11.4s, v5.4h, v29.4h
+        smlal v12.4s, v5.4h, v30.4h
+        smlal v13.4s, v5.4h, v31.4h
+    
+    //.inst 0x4f84e010 // sdot v16.4s, v0.16b, v4.4b[0]
+
+    subs x26, x26, #1
+    bne LoopSz_TILE_1
+
+LoopSzEnd_TILE_1:
+    // add 4 ic
+    addp v10.4s, v10.4s, v11.4s
+    addp v12.4s, v12.4s, v13.4s
+    addp v16.4s, v10.4s, v12.4s
+    add x7, x7, x13
+    sub x27, x27, #1
+    scvtf v16.4s, v16.4s
+    // using float scale dequant for precison
+    ld1 {v4.s}[0], [x23]  // scales
+    fmul v16.4s, v16.4s, v4.s[0]
+Tile1Dequant:
+    ld1 {v0.4s}, [x19], #16  // alpha
+    ld1 {v1.4s}, [x20], #16  // zero
+    ld1 {v2.4s}, [x21], #16  // bias
+    ld1 {v3.s}[0], [x22]  // sums
+    // alpha * sum + (zero * sumx) + bias
+    fmla v2.4s, v0.4s, v16.4s
+    fmla v2.4s, v1.4s, v3.s[0]
+    st1 {v2.4s}, [x28], x14
+    cmp x27, #1
+    bge LoopDz_TILE_1
+Tile1End:
+    subs x6, x6, #1      // batch -= 1
+    add x0, x0, #16     // dst += 1 * 4 * sizeof(float32_t)
+    add x1, x1, #4      // src += 1 * 4 * sizeof(int8_t)
+    add x11, x11, #4   // sum += 1 * sizeof(float32_t)
+    add x12, x12, #4   // scale += 1 * sizeof(float32_t)
+    bne TILE_1
+
+End:
+ldp x27, x28, [sp, #(16 * 8)]
+ldp x25, x26, [sp, #(16 * 7)]
+ldp x23, x24, [sp, #(16 * 6)]
+ldp x19, x20, [sp, #(16 * 5)]
+ldp x21, x22, [sp, #(16 * 4)]
+ldp d8,  d9,  [sp, #(16 * 3)]
+ldp d10, d11, [sp, #(16 * 2)]
+ldp d12, d13, [sp, #(16 * 1)]
+ldp d14, d15, [sp], #(16 * 9)
+ret
+
+#endif
\ No newline at end of file
diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32_sdot.S b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32_sdot.S
index 38817ad4b..18612346c 100644
--- a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32_sdot.S
+++ b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32_sdot.S
@@ -72,9 +72,9 @@ TILE_4:
     blt TILE_1
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -84,7 +84,7 @@ LoopDz_TILE_4:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -106,8 +106,8 @@ LoopSz_TILE_4:
     bne LoopSz_TILE_4
 
 LoopSzEnd_TILE_4:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     Int32ToFloat v16, v17, v18, v19
     // Int32ToFloat v20, v21, v22, v23
     // using float scale dequant for precison
@@ -125,8 +125,8 @@ Tile4Dequant:
     Dequant v17, v0, v1, v2, v3, 1
     Dequant v18, v0, v1, v2, v3, 2
     Dequant v19, v0, v1, v2, v3, 3
-    st1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v16.4s, v17.4s, v18.4s, v19.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_4
 Tile4End:
     sub x6, x6, #4      // bach -= 4
@@ -141,9 +141,9 @@ TILE_1:
     blt End
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4, sizeof(float32_t)/4=sizeof(int8_t)
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -152,7 +152,7 @@ LoopDz_TILE_1:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -169,8 +169,8 @@ LoopSz_TILE_1:
     bne LoopSz_TILE_1
 
 LoopSzEnd_TILE_1:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     scvtf v16.4s, v16.4s
     // using float scale dequant for precison
     ld1 {v4.s}[0], [x23]  // scales
@@ -183,8 +183,8 @@ Tile1Dequant:
     // alpha * sum + (zero * sumx) + bias
     fmla v2.4s, v0.4s, v16.4s
     fmla v2.4s, v1.4s, v3.s[0]
-    st1 {v2.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v2.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_1
 Tile1End:
     sub x6, x6, #1      // batch -= 1
diff --git a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32_smmla.S b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32_smmla.S
index 82a416a06..5be4586d3 100644
--- a/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32_smmla.S
+++ b/source/backend/cpu/arm/arm64/low_memory/MNNGemmHybridInt8FP32_smmla.S
@@ -73,9 +73,9 @@ TILE_4:
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4
     sub x14, x14, #64
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -85,7 +85,7 @@ LoopDz_TILE_4:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -114,8 +114,8 @@ LoopSz_TILE_4:
     bne LoopSz_TILE_4
 
 LoopSzEnd_TILE_4:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
 
     trn1 v24.2d, v16.2d, v17.2d // batch:0 oc:0-3
     trn1 v25.2d, v18.2d, v19.2d // batch:0 oc:4-7
@@ -145,9 +145,9 @@ Tile4Dequant:
     Dequant v29, v1, v3, v9, v6, 2
     Dequant v30, v0, v2, v8, v6, 3 // Batch3
     Dequant v31, v1, v3, v9, v6, 3
-    st1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x17], #64
-    st1 {v28.4s, v29.4s, v30.4s, v31.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v24.4s, v25.4s, v26.4s, v27.4s}, [x28], #64
+    st1 {v28.4s, v29.4s, v30.4s, v31.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_4
 Tile4End:
     sub x6, x6, #4      // bach -= 4
@@ -162,9 +162,9 @@ TILE_2:
     blt TILE_1
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -173,7 +173,7 @@ LoopDz_TILE_2:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -194,8 +194,8 @@ LoopSz_TILE_2:
     bne LoopSz_TILE_2
 
 LoopSzEnd_TILE_2:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     trn1 v20.2d, v16.2d, v17.2d
     trn1 v21.2d, v18.2d, v19.2d
     trn2 v22.2d, v16.2d, v17.2d
@@ -217,8 +217,8 @@ Tile2Dequant:
     Dequant v21, v1, v3, v9, v10, 0
     Dequant v22, v0, v2, v8, v10, 1
     Dequant v23, v1, v3, v9, v10, 1
-    st1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v20.4s, v21.4s, v22.4s, v23.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_2
 Tile2End:
     sub x6, x6, #2      // batch -= 2
@@ -234,9 +234,9 @@ TILE_1:
     blt End
     mov x14, x4       // dst_step
     lsr x15, x4, #2   // src_step = dst_step / 4, sizeof(float32_t)/4=sizeof(int8_t)
-    mov x16, x5 // dst_depth_quad
-    mov x17, x0 // dst
-    mov x18, x2 // weight
+    mov x27, x5 // dst_depth_quad
+    mov x28, x0 // dst
+    mov x7, x2 // weight
     // dequant info
     mov x19, x8 // alpha
     mov x20, x9 // zero
@@ -245,7 +245,7 @@ LoopDz_TILE_1:
     mov x22, x11 // sums
     mov x23, x12 // scales
     mov x24, x1  // src
-    mov x25, x18 // weight
+    mov x25, x7 // weight
     mov x26, x3  // src_depth_quad
     // init
     dup v16.4s, wzr
@@ -268,8 +268,8 @@ LoopSz_TILE_1:
     bne LoopSz_TILE_1
 
 LoopSzEnd_TILE_1:
-    add x18, x18, x13
-    sub x16, x16, #1
+    add x7, x7, x13
+    sub x27, x27, #1
     uzp1 v20.4s, v16.4s, v17.4s
     uzp1 v21.4s, v18.4s, v19.4s
     scvtf v20.4s, v20.4s
@@ -288,8 +288,8 @@ Tile1Dequant:
     fmla v11.4s, v21.4s, v1.4s
     fmla v10.4s, v2.4s, v8.s[0]
     fmla v11.4s, v3.4s, v8.s[0]
-    st1 {v10.4s, v11.4s}, [x17], x14
-    cmp x16, #1
+    st1 {v10.4s, v11.4s}, [x28], x14
+    cmp x27, #1
     bge LoopDz_TILE_1
 Tile1End:
     sub x6, x6, #1      // batch -= 1
diff --git a/source/backend/cpu/compute/CommonOptFunction.cpp b/source/backend/cpu/compute/CommonOptFunction.cpp
index ba8bb5f08..abb6523dd 100644
--- a/source/backend/cpu/compute/CommonOptFunction.cpp
+++ b/source/backend/cpu/compute/CommonOptFunction.cpp
@@ -35,6 +35,16 @@ void MNNInt8ToInt16(int16_t* dest, const int8_t* source, size_t count) {
 }
 #endif
 
+#if defined(__aarch64__)
+#ifdef MNN_LOW_MEMORY
+extern "C" {
+void MNNGemmHybridInt4FP32_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
+void MNNGemmHybridInt8FP32_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
+void MNNGemmHybridInt4FP32_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
+void MNNGemmHybridInt8FP32_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
+}
+#endif
+#endif
 
 template<typename T>
 void MNNPackC4Common(T* dst, const T* src, size_t area, size_t depth, int* areaOffset) {
@@ -758,7 +768,7 @@ void MNNDynamicQuantFP32(const float* src, int8_t* dst, const float* scale, floa
         ((int32_t*)sum)[i] = acc;
     }
 }
-void MNNGemmHybridInt8FP32_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param) {
+void MNNGemmHybridInt8FP32(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param) {
     // C:(oc/4,N,4) A:(ic/4,N,4) B:(oc/4,ic/4,4,4)
     int pack = 4;
     size_t weight_step = src_depth_quad * pack * pack;
@@ -801,7 +811,7 @@ void MNNGemmHybridInt8FP32_smmla(float* C, const int8_t* A, const int8_t* B, siz
         }
     }
 }
-void MNNGemmHybridInt4FP32_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param) {
+void MNNGemmHybridInt4FP32(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param) {
     // C:(oc/4,N,4) A:(ic/4,N,4) B:(oc/4,ic/4,4,4)
     int pack = 4;
     size_t weight_step = src_depth_quad * pack * pack * 0.5;
@@ -851,12 +861,6 @@ void MNNGemmHybridInt4FP32_smmla(float* C, const int8_t* A, const int8_t* B, siz
         }
     }
 }
-void MNNGemmHybridInt8FP32_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param) {
-    MNNGemmHybridInt8FP32_smmla(C, A, B, src_depth_quad, dst_step, dst_depth_quad, realSize, param);
-}
-void MNNGemmHybridInt4FP32_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param) {
-    MNNGemmHybridInt4FP32_smmla(C, A, B, src_depth_quad, dst_step, dst_depth_quad, realSize, param);
-}
 #endif
 
 void MNNPackC4ForMatMul_A(float* destOrigin, float const** sourceGroup, const int32_t* info, const int32_t* el) {
@@ -3401,8 +3405,9 @@ void MNNCoreFunctionInit() {
     gCoreFunction->supportSDot = gCPUInfo.dot;
     gCoreFunction->supportI8mm = gCPUInfo.i8mm;
 #ifdef MNN_LOW_MEMORY
-    gCoreFunction->MNNGemmHybridInt8 = MNNGemmHybridInt8FP32_sdot;
-    gCoreFunction->MNNGemmHybridInt4 = MNNGemmHybridInt4FP32_sdot;
+    gCoreFunction->MNNGemmHybridInt8 = MNNGemmHybridInt8FP32;
+    gCoreFunction->MNNGemmHybridInt4 = MNNGemmHybridInt4FP32;
+#if defined(__aarch64__)
     if (gCoreFunction->supportSDot) {
         gCoreFunction->MNNGemmHybridInt8 = MNNGemmHybridInt8FP32_sdot;
         gCoreFunction->MNNGemmHybridInt4 = MNNGemmHybridInt4FP32_sdot;
@@ -3411,6 +3416,7 @@ void MNNCoreFunctionInit() {
         gCoreFunction->MNNGemmHybridInt8 = MNNGemmHybridInt8FP32_smmla;
         gCoreFunction->MNNGemmHybridInt4 = MNNGemmHybridInt4FP32_smmla;
     }
+#endif
 #endif
     MNNCoreInt8FunctionInit();
     MNNFunctionInit();
diff --git a/source/backend/cpu/compute/CommonOptFunction.h b/source/backend/cpu/compute/CommonOptFunction.h
index b2474a3da..84d8c50a6 100644
--- a/source/backend/cpu/compute/CommonOptFunction.h
+++ b/source/backend/cpu/compute/CommonOptFunction.h
@@ -167,14 +167,8 @@ void MNNSourceTransformCommonF23(const float *source, float *dest, int unit, int
 void MNNConvDwF23MulTransUnit(float **cacheLine, const float *weigth, float *dest, size_t ow, const float* bias, const float* postParameter);
 void MNNMultiAndDestTransformCommon23(float **cacheLine, const float *weigth, float *dest, int cacheLineSize, int ow);
 void MNNInt8ToInt16(int16_t* dest, const int8_t* source, size_t count);
-void MNNGemmHybridInt4FP32_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
-void MNNGemmHybridInt8FP32_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
-void MNNGemmHybridInt4FP32_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
-void MNNGemmHybridInt8FP32_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
-void MNNGemmHybridInt4FP16_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
-void MNNGemmHybridInt8FP16_smmla(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
-void MNNGemmHybridInt4FP16_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
-void MNNGemmHybridInt8FP16_sdot(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
+void MNNGemmHybridInt4FP32(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
+void MNNGemmHybridInt8FP32(float* C, const int8_t* A, const int8_t* B, size_t src_depth_quad, size_t dst_step, size_t dst_depth_quad, size_t realSize, const float** param);
 }
 
 typedef void(*MNNBinaryExecute)(void* outputRaw, const void* inputRaw0, const void* inputRaw1, int elementSize, int broadcastIndex);
diff --git a/source/backend/cpu/compute/Convolution1x1Strassen.cpp b/source/backend/cpu/compute/Convolution1x1Strassen.cpp
index 6e732a0b7..31f11ea24 100644
--- a/source/backend/cpu/compute/Convolution1x1Strassen.cpp
+++ b/source/backend/cpu/compute/Convolution1x1Strassen.cpp
@@ -34,9 +34,7 @@ Convolution1x1Strassen::Convolution1x1Strassen(const Convolution2DCommon *common
         return;
     }
 #ifdef MNN_LOW_MEMORY
-    if (originWeightSize == 0 || nullptr == originWeight) { // Use Int8 Weight.
-        MNN_ASSERT(nullptr != quantInfo.get());
-
+    if ((originWeightSize == 0 || nullptr == originWeight) && nullptr != quantInfo.get()) { // Use Int8 Weight.
         originWeightSize = quantInfo->weight.size();
         int lSize = (int)originWeightSize / (int)biasSize * common->kernelX() * common->kernelY();
         auto hU = UP_DIV(outputCount, hPack);
diff --git a/source/backend/cpu/compute/ConvolutionFloatFactory.cpp b/source/backend/cpu/compute/ConvolutionFloatFactory.cpp
index b494ed8fc..77abed7fb 100644
--- a/source/backend/cpu/compute/ConvolutionFloatFactory.cpp
+++ b/source/backend/cpu/compute/ConvolutionFloatFactory.cpp
@@ -51,8 +51,7 @@ static Execution* _createUnit(const Tensor* input, const Tensor* output, Backend
         && common->strideX() == 1 && common->strideY() == 1;
 
     if (lowMemory) {
-        if (fastWay) {
-            // return new DenseConvolutionTiledExecutor(common, backend, originWeight, originWeightSize, bias, biasSize, weightQuantInfo);
+        if (fastWay && nullptr != weightQuantInfo.get()) {
             return new ConvolutionHybrid(common, backend, originWeight, originWeightSize, bias, biasSize, weightQuantInfo);
         } else {
             return new DenseConvolutionTiledExecutor(common, backend, originWeight, originWeightSize, bias, biasSize, weightQuantInfo);
diff --git a/source/backend/cuda/core/runtime/CUDARuntime.cpp b/source/backend/cuda/core/runtime/CUDARuntime.cpp
index 76749affb..931322185 100644
--- a/source/backend/cuda/core/runtime/CUDARuntime.cpp
+++ b/source/backend/cuda/core/runtime/CUDARuntime.cpp
@@ -33,9 +33,11 @@ CUDARuntime::CUDARuntime(int device_id) {
     int version;
     cuda_check(cudaRuntimeGetVersion(&version));
     int id = device_id;
-    if (id < 0) {
+    cuda_check(cudaGetDeviceCount(&mDeviceCount));
+    if (id < 0 || id >= mDeviceCount) {
         cuda_check(cudaGetDevice(&id));
     }
+    
     // printf("use GPU device id:%d\n", id);
     // id = selectDeviceMaxFreeMemory();
     cuda_check(cudaSetDevice(id));
@@ -59,8 +61,6 @@ CUDARuntime::~CUDARuntime() {
 
 int CUDARuntime::selectDeviceMaxFreeMemory() {
     cudaDeviceProp deviceProp;
-    int deviceCount;
-    cuda_check(cudaGetDeviceCount(&deviceCount));
 
     // Check id:0 card info
     int id = 0;
@@ -70,7 +70,7 @@ int CUDARuntime::selectDeviceMaxFreeMemory() {
     cuda_check(memStatus);
     // printf("card:0, free:%zu, total:%zu, memStatusSuccess:%d\n", free_size_max, total_size, memStatus == cudaSuccess);
 
-    for(int i = 1; i < deviceCount; i++) {
+    for(int i = 1; i < mDeviceCount; i++) {
         cuda_check(cudaSetDevice(i));
         size_t free_size;
         cuda_check(cudaMemGetInfo(&free_size, &total_size));
diff --git a/source/backend/cuda/core/runtime/CUDARuntime.hpp b/source/backend/cuda/core/runtime/CUDARuntime.hpp
index e5c2204e2..7d83f73ad 100644
--- a/source/backend/cuda/core/runtime/CUDARuntime.hpp
+++ b/source/backend/cuda/core/runtime/CUDARuntime.hpp
@@ -132,6 +132,7 @@ class CUDARuntime {
 private:
     cudaDeviceProp mProp;
     int mDeviceId;
+    int mDeviceCount;
 
     bool mIsSupportedFP16   = false;
     bool mSupportDotInt8    = false;
diff --git a/source/backend/opencl/execution/cl/grid_sample.cl b/source/backend/opencl/execution/cl/grid_sample.cl
index e77dc5bd8..6a41f0050 100644
--- a/source/backend/opencl/execution/cl/grid_sample.cl
+++ b/source/backend/opencl/execution/cl/grid_sample.cl
@@ -169,10 +169,10 @@ __kernel void bilinear(GLOBAL_SIZE_3_DIMS  __read_only image2d_t input,
     FLOAT4 i11 = sample(in_h1, in_w1, inp_w_offset,inp_h_offset, input, input_height, input_width, paddingMode);
 
     // bilinear interpolation
-    FLOAT4 value = CONVERT_FLOAT4(((float4)x_weight * CONVERT_FLOAT4(i00)  + (float4)(1.0f - x_weight) * CONVERT_FLOAT4(i01)) * (float4)y_weight  + 
-                    ((float4)x_weight * CONVERT_FLOAT4(i10)  + (float4)(1.0f - x_weight) * CONVERT_FLOAT4(i11)) * (float4)(1.0f- y_weight)); 
+    FLOAT4 value = CONVERT_FLOAT4(((FLOAT4)x_weight * CONVERT_FLOAT4(i00)  + (FLOAT4)(1.0f - x_weight) * CONVERT_FLOAT4(i01)) * (FLOAT4)y_weight  +
+                    ((FLOAT4)x_weight * CONVERT_FLOAT4(i10)  + (FLOAT4)(1.0f - x_weight) * CONVERT_FLOAT4(i11)) * (FLOAT4)(1.0f- y_weight));
 
     const int output_w_offset = mad24(output_channel_block_idx, output_width, output_width_block_idx);
     const int output_h_offset = mad24(output_batch_idx, output_height, output_height_idx);
     WI_F(output, (int2)(output_w_offset, output_h_offset), value);
-}
\ No newline at end of file
+}
diff --git a/source/backend/opencl/execution/cl/grid_sample_buf.cl b/source/backend/opencl/execution/cl/grid_sample_buf.cl
index ea4b9e75d..9d78bad19 100644
--- a/source/backend/opencl/execution/cl/grid_sample_buf.cl
+++ b/source/backend/opencl/execution/cl/grid_sample_buf.cl
@@ -35,7 +35,7 @@ static int CLAMP(int v, int min, int max) {
 
 FLOAT4 sample(int h, int w, 
               const int offset_base, 
-              __global const float *buffer, 
+              __global const FLOAT *buffer, 
               int height, int width, 
               enum BorderMode paddingMode){
 
@@ -170,9 +170,9 @@ __kernel void bilinear_buf(GLOBAL_SIZE_3_DIMS  __global const FLOAT* input,
     FLOAT4 i10 = sample(in_h1, in_w0, inp_offset_base, input, input_height, input_width, paddingMode);
     FLOAT4 i11 = sample(in_h1, in_w1, inp_offset_base, input, input_height, input_width, paddingMode);
 
-    FLOAT4 value = CONVERT_FLOAT4(((float4)x_weight * CONVERT_FLOAT4(i00)  + (float4)(1.0f - x_weight) * CONVERT_FLOAT4(i01)) * (float4)y_weight  + 
-                    ((float4)x_weight * CONVERT_FLOAT4(i10)  + (float4)(1.0f - x_weight) * CONVERT_FLOAT4(i11)) * (float4)(1.0f- y_weight));  
+    FLOAT4 value = CONVERT_FLOAT4(((FLOAT4)x_weight * CONVERT_FLOAT4(i00)  + (FLOAT4)(1.0f - x_weight) * CONVERT_FLOAT4(i01)) * (FLOAT4)y_weight  +
+                    ((FLOAT4)x_weight * CONVERT_FLOAT4(i10)  + (FLOAT4)(1.0f - x_weight) * CONVERT_FLOAT4(i11)) * (FLOAT4)(1.0f- y_weight));
     
     const int output_offset = ((output_batch_idx * channelBlocks + output_channel_block_idx ) * output_height + output_height_idx) * output_width + output_width_block_idx;
     vstore4(value, output_offset, output);
-}
\ No newline at end of file
+}
diff --git a/source/backend/opencl/execution/cl/opencl_program.cc b/source/backend/opencl/execution/cl/opencl_program.cc
index fff27bded..64584877a 100644
--- a/source/backend/opencl/execution/cl/opencl_program.cc
+++ b/source/backend/opencl/execution/cl/opencl_program.cc
@@ -21,7 +21,7 @@ extern const std::map<std::string, std::vector<unsigned char>> OpenCLProgramMap
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
  "grid_sample_buf", 
-     { 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} 
  }, 
 #endif
 {
@@ -152,7 +152,7 @@ extern const std::map<std::string, std::vector<unsigned char>> OpenCLProgramMap
 #endif
 {
  "grid_sample", 
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} 
  }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 {
@@ -240,6 +240,10 @@ extern const std::map<std::string, std::vector<unsigned char>> OpenCLProgramMap
      { 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} 
  }, 
 #endif
+{
+ "convert_int8", 
+     { 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} 
+ }, 
 #ifndef MNN_OPENCL_BUFFER_CLOSED
 #ifdef MNN_SUPPORT_INTEL_SUBGROUP
 {
diff --git a/tools/converter/source/common/writeFb.cpp b/tools/converter/source/common/writeFb.cpp
index c34cdf276..c4cc32f14 100644
--- a/tools/converter/source/common/writeFb.cpp
+++ b/tools/converter/source/common/writeFb.cpp
@@ -20,7 +20,7 @@
 #include "cpp/ConfigFile.hpp"
 #include <MNN/MNNDefine.h>
 #include "cli.hpp"
-#include "commonKit.hpp""
+#include "commonKit.hpp"
 #include "MNN_compression.pb.h"
 
 using namespace MNN;