diff --git a/examples/demo_llama.cpp b/examples/demo_llama.cpp
index f24a08e7..b68603c1 100644
--- a/examples/demo_llama.cpp
+++ b/examples/demo_llama.cpp
@@ -51,6 +51,7 @@ int main(int argc, char **argv) {
             chatPostProcessing(out_token, input_tensor, {});
         }
         printf("\n");
+        model.profiling();
     }
 
     return 0;
diff --git a/src/backends/cpu/compute/GEMM_AArch64.cpp b/src/backends/cpu/compute/GEMM_AArch64.cpp
index 8280e561..c51696d7 100644
--- a/src/backends/cpu/compute/GEMM_AArch64.cpp
+++ b/src/backends/cpu/compute/GEMM_AArch64.cpp
@@ -2201,4 +2201,11 @@ void quantize_row_q4_0_4x4(const float * __restrict x, void * __restrict y, int
     assert(k%QK4_0 == 0); 
     std::cout<<"Quantize 4x4:"<<k<<"/4096="<<k/4096;
     auto size = quantize_q4_0_nr_bl(x, y, k/4096, 4096, 4, 4);
+}
+
+
+void quantize_row_q4_0_4x4(const float * __restrict x, void * __restrict y, int k, int raw){   
+    assert(k%QK4_0 == 0); 
+    std::cout<<"Quantize 4x4:"<<k<<"/"<<raw<<"="<<k/raw;
+    auto size = quantize_q4_0_nr_bl(x, y, k/raw, raw, 4, 4);
 }
\ No newline at end of file
diff --git a/src/backends/cpu/compute/GEMM_AArch64.hpp b/src/backends/cpu/compute/GEMM_AArch64.hpp
index 61543ea1..93f037e2 100644
--- a/src/backends/cpu/compute/GEMM_AArch64.hpp
+++ b/src/backends/cpu/compute/GEMM_AArch64.hpp
@@ -29,5 +29,6 @@ void mllm_gemm_q4_0_4x8_q8_0(int n, float * __restrict s, size_t bs, const void
 void mllm_gemm_q4_0_8x8_q8_0(int n, float * __restrict s, size_t bs, const void * __restrict vx, const void * __restrict vy, int nr, int nc);
 
 void quantize_row_q4_0_4x4(const float * __restrict x, void * __restrict y, int k);
+void quantize_row_q4_0_4x4(const float * __restrict x, void * __restrict y, int k, int raw);
 
 #endif // MLLM_GEMM_HPP
\ No newline at end of file
diff --git a/src/quantizer/QuantWriter.cpp b/src/quantizer/QuantWriter.cpp
index cee89ea0..752e9c62 100644
--- a/src/quantizer/QuantWriter.cpp
+++ b/src/quantizer/QuantWriter.cpp
@@ -42,6 +42,7 @@ vector<string> fp32_layers = {"norm", "rope", "bias","rotary_emb", "embed_tokens
                                 "modality_preprocessors", "modality_heads", "modality_postprocessors", "pre_transformer_layer"};
 vector<string> q6_layers = {"w2", "wv", "dense_h_to_4h", "v_proj", "down_proj"};
 vector<string> q4x4_2_q4_layers = {"w2", "wv", "dense_h_to_4h", "v_proj", "down_proj"};
+vector<string> q4x4_2_q4_layers_ = {"wv", "v_proj"};
 
 int tmp_hidden_dim = -1;
 
@@ -128,7 +129,7 @@ void QuantWriter::quantParams(DataType dataType) {
                 break;
             case MLLM_TYPE_Q4_0_4_4:
                 std::cout << "Quantize param " << name << " to " << DataTypeName(MLLM_TYPE_Q4_0) << "\t";
-                block_t = alloc_quant_block(size, dataType);
+                block_t = alloc_quant_block(size, MLLM_TYPE_Q4_0);
                 quant_ptr = block_t.first;
                 quantize_row_q4_0(param, quant_ptr, size);
                 size = block_t.second;
@@ -268,6 +269,68 @@ void QuantWriter::quantParams(DataType dataType) {
     }
     writeIndex();
 }
+
+void QuantWriter::quantParams_q4_(DataType dataType) {
+    for (const auto &name : param_names_) {
+        //        int force_quant_type = -1;
+        auto size = param_loader_->offsets_[name].second / sizeof(float);
+        if(find_names(name, {"norm"})) {
+            tmp_hidden_dim = size;
+        }
+    }
+    quant_type_ = dataType;
+    for (const auto &name : param_names_) {
+        //        int force_quant_type = -1;
+        auto *param = getParam(name);
+        if (param == nullptr) {
+            __exit(-1);
+        }
+        auto size = param_loader_->offsets_[name].second / sizeof(float);
+        if(find_names(name, {"norm"})) {
+            tmp_hidden_dim = size;
+        }
+        void *quant_ptr = nullptr;
+        std::pair<void *, uint64_t> block_t;
+        if(find_names(name, fp32_layers)) {
+            std::cout << "Quantize param " << name << " to " << DataTypeName(MLLM_TYPE_F32) << "\t";
+            const auto s = param_loader_->offsets_[name].second / sizeof(float);
+            const auto tsize = alloc_quant_block(s, MLLM_TYPE_F32).second;
+            writeParam(name, MLLM_TYPE_F32, param, tsize);
+            std::cout << "  size:" << tsize << std::endl;
+        }else if (find_names(name, q4x4_2_q4_layers_)) {
+            // std::cout<<"q4x4_2_q4_layers"<<std::endl;
+            std::cout << "Quantize param " << name << " to " << DataTypeName(MLLM_TYPE_Q4_0) << "\t";
+            block_t = alloc_quant_block(size, MLLM_TYPE_Q4_0);
+            quant_ptr = block_t.first;
+            quantize_row_q4_0(param, quant_ptr, size);
+            size = block_t.second;
+            if (quant_ptr != nullptr) {
+                writeParam(name, MLLM_TYPE_Q4_0, quant_ptr, size);
+                std::cout << "  size:" << size <<" type:"<< DataTypeName(MLLM_TYPE_Q4_0)<< std::endl;
+            }
+        }else {
+            std::cout << "Quantize param " << name << " to " << DataTypeName(dataType) << "\t";
+            block_t = alloc_quant_block(size, dataType);
+            quant_ptr = block_t.first;
+            int tmp_hidden_dim_q4 = tmp_hidden_dim;
+            if (find_names(name, {"w2"})){
+                tmp_hidden_dim_q4 =(size/tmp_hidden_dim);
+            }
+            quantize_row_q4_0_4x4(param, quant_ptr, size, tmp_hidden_dim_q4);
+            size = block_t.second;
+            if (quant_ptr != nullptr) {
+                writeParam(name, quant_type_, quant_ptr, size);
+                std::cout << "  size:" << size << std::endl;
+            }
+            // writeParam(name, quant_type_, quant_ptr, size);
+#ifndef TEST
+            delete[] (char *)quant_ptr;
+#endif
+        }
+    }
+    writeIndex();
+}
+
 void QuantWriter::writeParam(string name, DataType type, void *data, uint64_t size) {
 #ifdef TEST
     data_[name] = (char *)data;
diff --git a/src/quantizer/QuantWriter.hpp b/src/quantizer/QuantWriter.hpp
index abbe929e..32916c55 100644
--- a/src/quantizer/QuantWriter.hpp
+++ b/src/quantizer/QuantWriter.hpp
@@ -35,6 +35,7 @@ class QuantWriter : public ParamWriter {
     explicit QuantWriter(std::string output_path, std::string input_path);
     int readParams();
     void quantParams(DataType dataType);
+    void quantParams_q4_(DataType dataType);
 
 #ifdef TEST
     std::unordered_map<string, char *> data_;
diff --git a/src/quantizer/main.cpp b/src/quantizer/main.cpp
index 0b8fd4f6..3889c3d7 100644
--- a/src/quantizer/main.cpp
+++ b/src/quantizer/main.cpp
@@ -35,7 +35,7 @@ int main(int argc, char **argv) {
     } else if (quant_type == "Q8_K") {
         quant_writer.quantParams(MLLM_TYPE_Q8_K);
     }  else if (quant_type == "Q4_0_4_4") {
-        quant_writer.quantParams(MLLM_TYPE_Q4_0_4_4);
+        quant_writer.quantParams_q4_(MLLM_TYPE_Q4_0_4_4);
     } else {
         std::cout << "Quant type " << quant_type << " is not supported\n";
         return -1;