fix docs (#2877)

NVIDIA · Aug 29, 2024 · a8245d2 · a8245d2
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diff --git a/docs/release_notes/flare_250.rst b/docs/release_notes/flare_250.rst
@@ -98,11 +98,8 @@ BioNemo example for Drug Discovery
 `BioNeMo <https://www.nvidia.com/en-us/clara/bionemo/>`_ is NVIDIA's generative AI platform for drug discovery.
 We included several examples of running BioNeMo in a federated learning environment using NVFlare:
 
-  - The :github_nvflare_link:`task fitting example <examples/advanced/bionemo/task_fitting/README.md>` includes a notebook that
-  shows how to obtain protein-learned representations in the form of embeddings using the ESM-1nv pre-trained model. The
-  model is trained with NVIDIA's BioNeMo framework for Large Language Model training and inference.
-  - The :github_nvflare_link:`downstream example <examples/advanced/bionemo/downstream/README.md>` shows three different downstream
-  tasks for fine-tuning a BioNeMo ESM-style model.
+  - The :github_nvflare_link:`task fitting example <examples/advanced/bionemo/task_fitting/README.md>` includes a notebook that shows how to obtain protein-learned representations in the form of embeddings using the ESM-1nv pre-trained model. The model is trained with NVIDIA's BioNeMo framework for Large Language Model training and inference.
+  - The :github_nvflare_link:`downstream example <examples/advanced/bionemo/downstream/README.md>` shows three different downstream tasks for fine-tuning a BioNeMo ESM-style model.
 
 Hearchical Federated Statistics
 --------------------------------

diff --git a/examples/advanced/bionemo/README.md b/examples/advanced/bionemo/README.md
@@ -10,14 +10,15 @@ The model is trained with NVIDIA's BioNeMo framework for Large Language Model tr
 
 ## Requirements
 
-Download and run the latest [BioNeMo docker container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/clara/containers/bionemo-framework).
+Download and run the [BioNeMo docker container](https://catalog.ngc.nvidia.com/orgs/nvidia/teams/clara/containers/bionemo-framework).
+Note, we tested this example with `nvcr.io/nvidia/clara/bionemo-framework:1.0`.
 
 We recommend following the [Quickstart Guide](https://docs.nvidia.com/bionemo-framework/latest/quickstart-fw.html#docker-container-access) 
 on how to get the BioNeMo container. 
 
 First, copy the NeMo code to a local directory and configure the launch script so that downloaded models can be reused 
 ```commandline
-CONTAINER="nvcr.io/nvidia/clara/bionemo-framework:latest"
+CONTAINER="nvcr.io/nvidia/clara/bionemo-framework:1.0"
 DEST_PATH="."
 CONTAINER_NAME=bionemo
 docker run --name $CONTAINER_NAME -itd --rm $CONTAINER bash