diff --git a/HW/comp/vector_engine/layer_norm/rtl/layer_norm.v b/HW/comp/vector_engine/layer_norm/rtl/layer_norm.v
new file mode 100644
index 000000000..a7e6e6fc6
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+++ b/HW/comp/vector_engine/layer_norm/rtl/layer_norm.v
@@ -0,0 +1,46 @@
+// Copyright (c) 2024, Saligane's Group at University of Michigan and Google Research
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+
+// you may not use this file except in compliance with the License.
+
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+module layer_norm #(
+    parameter sig_width = 10,
+    parameter exp_width = 5,
+    parameter ieee_compliance = 0,
+    parameter en_ubr_flag = 0,
+    parameter INV_LN_NUM = 1023410176, // value of 1/LN_NUM in fp8
+    parameter DATA_DEPTH = `ARR_GBUS_DATA/`ARR_IDATA_BIT,
+    parameter FP_WIDTH = `LN_FP_W,
+    parameter INT_WIDTH = `ARR_IDATA_BIT,
+    parameter LN_NUM = `N_MODEL,
+    parameter LUT_DEPTH = `SEQ_LENGTH
+)( 
+    input clk, rst_n,
+    input  [DATA_DEPTH-1:0][INT_WIDTH-1:0] input_data ,
+    //input  [FP_WIDTH-1:0] gamma ,
+    //input  [FP_WIDTH-1:0] beta ,
+    input  valid_in,
+
+    //input signal of KV Cache
+    input lut_wen,
+    input [$clog2(LUT_DEPTH)-1:0] lut_addr,
+    input [2*FP_WIDTH-1:0] lut_wdata,
+    input lut_ren,
+    output [2*FP_WIDTH-1:0] lut_rdata,
+
+    output wire valid_out,
+    output reg [DATA_DEPTH-1:0][INT_WIDTH-1:0] ln_out 
+); 
+   
+endmodule