diff --git a/LLama.Examples/Program.cs b/LLama.Examples/Program.cs
index bdd43686..494186a6 100644
--- a/LLama.Examples/Program.cs
+++ b/LLama.Examples/Program.cs
@@ -2,11 +2,11 @@
 using LLama.Examples;
 using LLama.Types;
 
-int choice = 0;
+int choice = 3;
 
 if(choice == 0)
 {
-    ChatSession chat = new(@"<Your model file path>", "<Your prompt file path>", new string[] { "User:" });
+    ChatSession chat = new(@"D:\development\llama\weights\LLaMA\7B\ggml-model-q4_0.bin", @"D:\development\llama\llama.cpp\prompts\chat-with-bob.txt", new string[] { "User:" });
     chat.Run();
 }
 else if(choice == 1)
@@ -18,4 +18,10 @@ else if(choice == 2)
 {
     ChatWithLLamaModelV1 chat = new(@"<Your model file path>");
     chat.Run();
+}
+else if (choice == 3) // quantization
+{
+    Quantize q = new Quantize();
+    q.Run(@"D:\development\llama\weights\LLaMA\7B\ggml-model-f16.bin",
+        @"D:\development\llama\weights\LLaMA\7B\ggml-model-q4_1.bin", "q4_1");
 }
\ No newline at end of file
diff --git a/LLama.Examples/Quantize.cs b/LLama.Examples/Quantize.cs
new file mode 100644
index 00000000..cf1f0419
--- /dev/null
+++ b/LLama.Examples/Quantize.cs
@@ -0,0 +1,28 @@
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+using System.Threading.Tasks;
+
+namespace LLama.Examples
+{
+    public class Quantize
+    {
+        public Quantize()
+        {
+
+        }
+
+        public void Run(string srcFileName, string dstFilename, string ftype, int nthread = 0, bool printInfo = true)
+        {
+            if(Quantizer.Quantize(srcFileName, dstFilename, ftype, nthread, printInfo))
+            {
+                Console.WriteLine("Quantization succeed!");
+            }
+            else
+            {
+                Console.WriteLine("Quantization failed!");
+            }
+        }
+    }
+}
diff --git a/LLama/Native/LLamaFtype.cs b/LLama/Native/LLamaFtype.cs
index e196e90d..84a4e372 100644
--- a/LLama/Native/LLamaFtype.cs
+++ b/LLama/Native/LLamaFtype.cs
@@ -4,7 +4,7 @@ using System.Text;
 
 namespace LLama.Native
 {
-    internal enum LLamaFtype
+    public enum LLamaFtype
     {
         LLAMA_FTYPE_ALL_F32 = 0,
         LLAMA_FTYPE_MOSTLY_F16 = 1,  // except 1d tensors
diff --git a/LLama/Native/NativeApi.Quantize.cs b/LLama/Native/NativeApi.Quantize.cs
new file mode 100644
index 00000000..f91fc9d8
--- /dev/null
+++ b/LLama/Native/NativeApi.Quantize.cs
@@ -0,0 +1,14 @@
+using System;
+using System.Collections.Generic;
+using System.Runtime.InteropServices;
+using System.Text;
+
+namespace LLama.Native
+{
+    internal partial class NativeApi
+    {
+        [DllImport(libraryName)]
+        public static extern bool ggml_custom_quantize(string src_filename, string dst_filename,
+            string ftype_str, int nthread, bool print_info);
+    }
+}
diff --git a/LLama/Quantizer.cs b/LLama/Quantizer.cs
new file mode 100644
index 00000000..42ba68b6
--- /dev/null
+++ b/LLama/Quantizer.cs
@@ -0,0 +1,47 @@
+using LLama.Native;
+using System;
+using System.Collections.Generic;
+using System.Linq;
+using System.Text;
+
+namespace LLama
+{
+    public class Quantizer
+    {
+        public static bool Quantize(string srcFileName, string dstFilename, LLamaFtype ftype, int nthread = 0, bool printInfo = true)
+        {
+            return Quantize(srcFileName, dstFilename, FtypeToString(ftype), nthread, printInfo);
+        }
+
+        public static bool Quantize(string srcFileName, string dstFilename, string ftype, int nthread = 0, bool printInfo = true)
+        {
+            if (!ValidateFtype(ftype))
+            {
+                throw new ArgumentException($"The type {Enum.GetName(typeof(LLamaFtype), ftype)} is not a valid type " +
+                    $"to perform quantization.");
+            }
+
+            return NativeApi.ggml_custom_quantize(srcFileName, dstFilename, ftype, nthread, printInfo);
+        }
+
+        private static bool ValidateFtype(string ftype)
+        {
+            return new string[] { "q4_0", "q4_1", "q4_2", "q5_0", "q5_1", "q8_0" }.Contains(ftype);
+        }
+
+        private static string FtypeToString(LLamaFtype ftype)
+        {
+            return ftype switch
+            {
+                LLamaFtype.LLAMA_FTYPE_MOSTLY_Q4_0 => "q4_0",
+                LLamaFtype.LLAMA_FTYPE_MOSTLY_Q4_1 => "q4_1",
+                LLamaFtype.LLAMA_FTYPE_MOSTLY_Q4_2 => "q4_2",
+                LLamaFtype.LLAMA_FTYPE_MOSTLY_Q5_0 => "q5_0",
+                LLamaFtype.LLAMA_FTYPE_MOSTLY_Q5_1 => "q5_1",
+                LLamaFtype.LLAMA_FTYPE_MOSTLY_Q8_0 => "q8_0",
+                _ => throw new ArgumentException($"The type {Enum.GetName(typeof(LLamaFtype), ftype)} is not a valid type " +
+                    $"to perform quantization.")
+            };
+        }
+    }
+}