diff --git a/spacy/ml/extract_ngrams.py b/spacy/ml/extract_ngrams.py
index 7e1cce884..c1c2929fd 100644
--- a/spacy/ml/extract_ngrams.py
+++ b/spacy/ml/extract_ngrams.py
@@ -1,8 +1,10 @@
 from thinc.api import Model
 
+from ..util import registry
 from ..attrs import LOWER
 
 
+@registry.layers("spacy.extract_ngrams.v1")
 def extract_ngrams(ngram_size: int, attr: int = LOWER) -> Model:
     model = Model("extract_ngrams", forward)
     model.attrs["ngram_size"] = ngram_size