diff --git a/README.md b/README.md
index 253cfae03c62489a2bc911c2db2c45bd1d0521b4..7fb3d95667638a545fd1a7f1dc9a8e4a962a27dc 100644
--- a/README.md
+++ b/README.md
@@ -30,12 +30,24 @@ docker push xuagu37/nvidia_nnu-net_for_pytorch:21.11.0
 ```
 cd /proj/nsc/xuan/ngc
 git clone https://github.com/NVIDIA/DeepLearningExamples
+cd /proj/nsc/xuan/ngc/DeepLearningExamples/PyTorch/Segmentation/nnUNet
+```
+- Pull from xuagu37 and run the image
+```
+singularity pull nvidia_nnu-net_for_pytorch.sif docker://xuagu37/nvidia_nnu-net_for_pytorch:21.11.0
+singularity shell -B ${PWD}/data:/data -B ${PWD}/results:/results --nv nvidia_nnu-net_for_pytorch.sif 
+```
+- Prepare BraTS dataset
+```
+python download.py --task 01
+python preprocess.py --task 01 --dim 2
 ```
 - Run the script.   
 You need to modify the script for e.g. the name of your reservation, number of nodes, batch_size, etc.
 ```
 cd /proj/nsc/xuan/ngc/DeepLearningExamples/PyTorch/Segmentation/nnUNet
 sbash benchmark_nnunet_pytorch_berzelius.sh
+sbash benchmark_nnunet_pytorch_berzelius_multi_node.sh
 ```
 
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