diff --git a/bindings/python/src/tokenizer.rs b/bindings/python/src/tokenizer.rs
index db87ce2c..e3a87df4 100644
--- a/bindings/python/src/tokenizer.rs
+++ b/bindings/python/src/tokenizer.rs
@@ -337,6 +337,7 @@ impl Tokenizer {
     #[args(kwargs = "**")]
     fn enable_padding(&mut self, kwargs: Option<&PyDict>) -> PyResult<()> {
         let mut direction = PaddingDirection::Right;
+        let mut pad_to_multiple_of: Option<usize> = None;
         let mut pad_id: u32 = 0;
         let mut pad_type_id: u32 = 0;
         let mut pad_token = String::from("[PAD]");
@@ -359,6 +360,7 @@ impl Tokenizer {
                             .into_pyerr()),
                         }?;
                     }
+                    "pad_to_multiple_of" => pad_to_multiple_of = value.extract()?,
                     "pad_id" => pad_id = value.extract()?,
                     "pad_type_id" => pad_type_id = value.extract()?,
                     "pad_token" => pad_token = value.extract()?,
@@ -377,6 +379,7 @@ impl Tokenizer {
         self.tokenizer.with_padding(Some(PaddingParams {
             strategy,
             direction,
+            pad_to_multiple_of,
             pad_id,
             pad_type_id,
             pad_token: pad_token.to_owned(),
diff --git a/bindings/python/tokenizers/__init__.pyi b/bindings/python/tokenizers/__init__.pyi
index dcde5063..d7e83deb 100644
--- a/bindings/python/tokenizers/__init__.pyi
+++ b/bindings/python/tokenizers/__init__.pyi
@@ -395,6 +395,7 @@ class Tokenizer:
     def enable_padding(
         self,
         direction: Optional[str] = "right",
+        pad_to_multiple_of: Optional[int] = None,
         pad_id: Optional[int] = 0,
         pad_type_id: Optional[int] = 0,
         pad_token: Optional[str] = "[PAD]",
@@ -406,6 +407,11 @@ class Tokenizer:
             direction: (`optional`) str:
                 Can be one of: `right` or `left`
 
+            pad_to_multiple_of: (`optional`) unsigned int:
+                If specified, the padding length should always snap to the next multiple of
+                the given value. For example if we were going to pad with a length of 250 but
+                `pad_to_multiple_of=8` then we will pad to 256.
+
             pad_id: (`optional`) unsigned int:
                 The indice to be used when padding
 
diff --git a/bindings/python/tokenizers/implementations/base_tokenizer.py b/bindings/python/tokenizers/implementations/base_tokenizer.py
index 7d6fe87e..6b86bb0e 100644
--- a/bindings/python/tokenizers/implementations/base_tokenizer.py
+++ b/bindings/python/tokenizers/implementations/base_tokenizer.py
@@ -52,6 +52,7 @@ class BaseTokenizer:
     def enable_padding(
         self,
         direction: Optional[str] = "right",
+        pad_to_multiple_of: Optional[int] = None,
         pad_id: Optional[int] = 0,
         pad_type_id: Optional[int] = 0,
         pad_token: Optional[str] = "[PAD]",
@@ -63,6 +64,11 @@ class BaseTokenizer:
             direction: (`optional`) str:
                 Can be one of: `right` or `left`
 
+            pad_to_multiple_of: (`optional`) unsigned int:
+                If specified, the padding length should always snap to the next multiple of
+                the given value. For example if we were going to pad with a length of 250 but
+                `pad_to_multiple_of=8` then we will pad to 256.
+
             pad_id: (`optional`) unsigned int:
                 The indice to be used when padding