diff --git a/docker/transformers-all-latest-gpu/Dockerfile b/docker/transformers-all-latest-gpu/Dockerfile
index 4a26c674f8286..8feea5d0390fe 100644
--- a/docker/transformers-all-latest-gpu/Dockerfile
+++ b/docker/transformers-all-latest-gpu/Dockerfile
@@ -53,6 +53,9 @@ RUN python3 -m pip install --no-cache-dir bitsandbytes
 
 RUN python3 -m pip install --no-cache-dir decord
 
+# For `dinat` model
+RUN python3 -m pip install --no-cache-dir natten
+
 # When installing in editable mode, `transformers` is not recognized as a package.
 # this line must be added in order for python to be aware of transformers.
 RUN cd transformers && python3 setup.py develop