diff --git a/bindings/python/src/lib.rs b/bindings/python/src/lib.rs
index 2ecd6709..796156bc 100644
--- a/bindings/python/src/lib.rs
+++ b/bindings/python/src/lib.rs
@@ -35,6 +35,7 @@ fn models(_py: Python, m: &PyModule) -> PyResult<()> {
 fn pre_tokenizers(_py: Python, m: &PyModule) -> PyResult<()> {
     m.add_class::<pre_tokenizers::PreTokenizer>()?;
     m.add_class::<pre_tokenizers::ByteLevel>()?;
+    m.add_class::<pre_tokenizers::Whitespace>()?;
     m.add_class::<pre_tokenizers::BertPreTokenizer>()?;
     Ok(())
 }
diff --git a/bindings/python/src/pre_tokenizers.rs b/bindings/python/src/pre_tokenizers.rs
index 9ba49580..e1c18b7b 100644
--- a/bindings/python/src/pre_tokenizers.rs
+++ b/bindings/python/src/pre_tokenizers.rs
@@ -52,6 +52,18 @@ impl ByteLevel {
     }
 }
 
+#[pyclass]
+pub struct Whitespace {}
+#[pymethods]
+impl Whitespace {
+    #[staticmethod]
+    fn new() -> PyResult<PreTokenizer> {
+        Ok(PreTokenizer {
+            pretok: Container::Owned(Box::new(tk::pre_tokenizers::whitespace::Whitespace)),
+        })
+    }
+}
+
 #[pyclass]
 pub struct BertPreTokenizer {}
 #[pymethods]