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13 changes: 10 additions & 3 deletions README.rst
Original file line number Diff line number Diff line change
Expand Up @@ -175,15 +175,22 @@ For example to use the NGC PyTorch container interactively,

.. code-block:: bash

docker run --gpus all -it --rm nvcr.io/nvidia/pytorch:25.08-py3
docker run --gpus all -it --rm nvcr.io/nvidia/pytorch:26.01-py3

For example to use the NGC JAX container interactively,

.. code-block:: bash

docker run --gpus all -it --rm nvcr.io/nvidia/jax:25.08-py3
docker run --gpus all -it --rm nvcr.io/nvidia/jax:26.01-py3

Where 25.08 (corresponding to August 2025 release) is the container version.
Where 26.01 (corresponding to January 2026 release) is the container version.

We recommend updating to the latest NGC container available here:

* https://catalog.ngc.nvidia.com/orgs/nvidia/containers/pytorch
* https://catalog.ngc.nvidia.com/orgs/nvidia/containers/jax

If you run any examples, please ensure you are using a matching version of TransformerEngine. TransformerEngine is pre-built and packaged inside the containers with examples available at ``/opt/transformerengine`` or ``/opt/transformer-engine``. If you would like to use examples from TE main branch and are running into import errors, please try the latest pip package or building from source, although NGC containers are recommended for ease-of-use for most users.

**Benefits of using NGC containers:**

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