diff --git a/rs/index/src/hnsw/builder.rs b/rs/index/src/hnsw/builder.rs
index 8d7786b6..207d6332 100644
--- a/rs/index/src/hnsw/builder.rs
+++ b/rs/index/src/hnsw/builder.rs
@@ -590,7 +590,7 @@ mod tests {
         vectors.append(&vec![2, 2, 2, 2, 2]).unwrap();
 
         let mut builder = HnswBuilder {
-            vectors: vectors,
+            vectors,
             max_neighbors: 1,
             layers: vec![layer],
             current_top_layer: 0,
diff --git a/rs/index/src/hnsw/index.rs b/rs/index/src/hnsw/index.rs
index 40c4775d..5d0b5ae8 100644
--- a/rs/index/src/hnsw/index.rs
+++ b/rs/index/src/hnsw/index.rs
@@ -74,7 +74,6 @@ impl<T: VectorT<Q>, Q: Quantizer> Hnsw<T, Q> {
         // let pq = pq_reader.read().unwrap();
 
         let quantizer = Q::read(quantizer_directory).unwrap();
-
         let index_mmap = unsafe { Mmap::map(&backing_file).unwrap() };
 
         Self {
diff --git a/rs/index/src/hnsw/reader.rs b/rs/index/src/hnsw/reader.rs
index b051dc0f..df67b602 100644
--- a/rs/index/src/hnsw/reader.rs
+++ b/rs/index/src/hnsw/reader.rs
@@ -99,6 +99,7 @@ impl HnswReader {
 mod tests {
     use std::fs;
 
+    use quantization::no_op::{NoQuantizer, NoQuantizerWriter};
     use quantization::pq::{ProductQuantizer, ProductQuantizerConfig, ProductQuantizerWriter};
     use quantization::pq_builder::{ProductQuantizerBuilder, ProductQuantizerBuilderConfig};
     use utils::test_utils::generate_random_vector;
@@ -165,4 +166,45 @@ mod tests {
         assert_eq!(49, hnsw.get_data_offset());
         assert_eq!(16, hnsw.get_header().quantized_dimension);
     }
+
+    #[test]
+    fn test_read_no_op_quantizer() {
+        let temp_dir = tempdir::TempDir::new("product_quantizer_test").unwrap();
+        let base_directory = temp_dir.path().to_str().unwrap().to_string();
+        let vector_dir = format!("{}/vectors", base_directory);
+        fs::create_dir_all(vector_dir.clone()).unwrap();
+        let datapoints: Vec<Vec<f32>> = (0..10000).map(|_| generate_random_vector(128)).collect();
+
+        // quantizer
+        let quantizer = NoQuantizer::new(128);
+        let quantizer_dir = format!("{}/quantizer", base_directory);
+        fs::create_dir_all(quantizer_dir.clone()).unwrap();
+        let quantizer_writer = NoQuantizerWriter::new(quantizer_dir);
+        quantizer_writer.write(&quantizer).unwrap();
+
+        let mut hnsw_builder = HnswBuilder::<f32, NoQuantizer>::new(
+            10, 128, 20, 1024, 4096, 128, quantizer, vector_dir,
+        );
+        for i in 0..datapoints.len() {
+            hnsw_builder.insert(i as u64, &datapoints[i]).unwrap();
+        }
+
+        let hnsw_dir = format!("{}/hnsw", base_directory);
+        fs::create_dir_all(hnsw_dir.clone()).unwrap();
+        let writer = HnswWriter::new(hnsw_dir);
+        match writer.write(&mut hnsw_builder, false) {
+            Ok(()) => {
+                assert!(true);
+            }
+            Err(_) => {
+                assert!(false);
+            }
+        }
+
+        // Read from file
+        let reader = HnswReader::new(base_directory.clone());
+        let hnsw = reader.read::<f32, NoQuantizer>();
+        assert_eq!(49, hnsw.get_data_offset());
+        assert_eq!(128, hnsw.get_header().quantized_dimension);
+    }
 }
diff --git a/rs/quantization/src/lib.rs b/rs/quantization/src/lib.rs
index 3eb78b47..b637fb58 100644
--- a/rs/quantization/src/lib.rs
+++ b/rs/quantization/src/lib.rs
@@ -5,3 +5,5 @@ pub mod rabitq;
 pub mod rabitq_builder;
 pub mod quantization;
 pub mod typing;
+pub mod no_op;
+pub mod reader;
diff --git a/rs/quantization/src/no_op.rs b/rs/quantization/src/no_op.rs
new file mode 100644
index 00000000..436f39c7
--- /dev/null
+++ b/rs/quantization/src/no_op.rs
@@ -0,0 +1,94 @@
+use anyhow::Result;
+use serde::{Deserialize, Serialize};
+
+use crate::quantization::Quantizer;
+
+pub struct NoQuantizer {
+    dimension: usize,
+}
+
+impl NoQuantizer {
+    pub fn new(dimension: usize) -> Self {
+        Self { dimension }
+    }
+}
+
+impl Quantizer for NoQuantizer {
+    fn quantize(&self, _value: &[f32]) -> Vec<u8> {
+        // Throw an error if called
+        todo!()
+    }
+
+    fn quantized_dimension(&self) -> usize {
+        self.dimension
+    }
+
+    fn original_vector(&self, _quantized_vector: &[u8]) -> Vec<f32> {
+        // Throw an error if called
+        todo!()
+    }
+
+    fn distance(
+        &self,
+        _query: &[u8],
+        _point: &[u8],
+        _implem: utils::distance::l2::L2DistanceCalculatorImpl,
+    ) -> f32 {
+        // Throw an error if called
+        todo!()
+    }
+
+    fn read(dir: String) -> Result<Self>
+    where
+        Self: Sized,
+    {
+        let reader = NoQuantizerReader::new(dir);
+        reader.read()
+    }
+}
+
+#[derive(Serialize, Deserialize)]
+pub struct NoQuantizerConfig {
+    dimension: usize,
+}
+
+pub struct NoQuantizerReader {
+    base_directory: String,
+}
+
+impl NoQuantizerReader {
+    pub fn new(base_directory: String) -> Self {
+        Self { base_directory }
+    }
+
+    pub fn read(&self) -> Result<NoQuantizer> {
+        // Deserialieze the config
+        let config = serde_yaml::from_str::<NoQuantizerConfig>(&std::fs::read_to_string(
+            &format!("{}/no_op_quantizer_config.yaml", self.base_directory),
+        )?)?;
+        Ok(NoQuantizer::new(config.dimension))
+    }
+}
+
+// Writer
+
+pub struct NoQuantizerWriter {
+    base_directory: String,
+}
+
+impl NoQuantizerWriter {
+    pub fn new(base_directory: String) -> Self {
+        Self { base_directory }
+    }
+
+    pub fn write(&self, quantizer: &NoQuantizer) -> Result<()> {
+        let config = NoQuantizerConfig {
+            dimension: quantizer.dimension,
+        };
+        std::fs::write(
+            &format!("{}/no_op_quantizer_config.yaml", self.base_directory),
+            serde_yaml::to_string(&config)?,
+        )?;
+        Ok(())
+    }
+}
diff --git a/rs/quantization/src/reader.rs b/rs/quantization/src/reader.rs
new file mode 100644
index 00000000..91d79943
--- /dev/null
+++ b/rs/quantization/src/reader.rs
@@ -0,0 +1,42 @@
+use std::path::Path;
+
+use anyhow::Result;
+
+use crate::no_op::{NoQuantizer, NoQuantizerReader};
+use crate::pq::{ProductQuantizer, ProductQuantizerReader};
+
+pub struct QuantizationReader {
+    base_directory: String,
+}
+
+pub enum QuantizationType {
+    ProductQuantizer,
+    NoQuantization,
+}
+
+impl QuantizationReader {
+    pub fn new(base_directory: String) -> Self {
+        Self { base_directory }
+    }
+
+    pub fn get_quantization_type(&self) -> QuantizationType {
+        // If exists the file, then it is a product quantizer
+        if Path::new(&self.base_directory)
+            .join("product_quantizer_config.yaml")
+            .exists()
+        {
+            return QuantizationType::ProductQuantizer;
+        }
+        QuantizationType::NoQuantization
+    }
+
+    pub fn read_product_quantizer(&self) -> Result<ProductQuantizer> {
+        let reader = ProductQuantizerReader::new(self.base_directory.clone());
+        reader.read()
+    }
+
+    pub fn read_no_quantization(&self) -> Result<NoQuantizer> {
+        let reader = NoQuantizerReader::new(self.base_directory.clone());
+        reader.read()
+    }
+}