diff --git a/video_prediction_savp/HPC_scripts/train_movingmnist.sh b/video_prediction_savp/HPC_scripts/train_movingmnist.sh
new file mode 100755
index 0000000000000000000000000000000000000000..1ceaebbfcfe62bca30c9dd728b61f6ed2bc22d4d
--- /dev/null
+++ b/video_prediction_savp/HPC_scripts/train_movingmnist.sh
@@ -0,0 +1,44 @@
+#!/bin/bash -x
+#SBATCH --account=deepacf
+#SBATCH --nodes=1
+#SBATCH --ntasks=1
+##SBATCH --ntasks-per-node=1
+#SBATCH --cpus-per-task=1
+#SBATCH --output=train_era5-out.%j
+#SBATCH --error=train_era5-err.%j
+#SBATCH --time=00:20:00
+#SBATCH --gres=gpu:1
+#SBATCH --partition=develgpus
+#SBATCH --mail-type=ALL
+#SBATCH --mail-user=s.stadtler@fz-juelich.de
+##jutil env activate -p cjjsc42
+
+
+# Name of virtual environment 
+VIRT_ENV_NAME="vp"
+
+# Loading mouldes
+source ../env_setup/modules_train.sh
+# Activate virtual environment if needed (and possible)
+if [ -z ${VIRTUAL_ENV} ]; then
+   if [[ -f ../${VIRT_ENV_NAME}/bin/activate ]]; then
+      echo "Activating virtual environment..."
+      source ../${VIRT_ENV_NAME}/bin/activate
+   else 
+      echo "ERROR: Requested virtual environment ${VIRT_ENV_NAME} not found..."
+      exit 1
+   fi
+fi
+
+
+# declare directory-variables which will be modified appropriately during Preprocessing (invoked by mpi_split_data_multi_years.py)
+
+source_dir=/p/project/deepacf/deeprain/video_prediction_shared_folder/preprocessedData/moving_mnist
+destination_dir=/p/project/deepacf/deeprain/video_prediction_shared_folder/models/moving_mnist
+
+# for choosing the model, convLSTM,savp, mcnet,vae,convLSTM_Loliver
+model=convLSTM
+model_hparams=../hparams/era5/${model}/model_hpain_movingmnist.shrams.json
+
+# rund training
+srun python ../scripts/train_moving_mnist.py --input_dir  ${source_dir}/tfrecords/ --dataset moving_mnist  --model ${model} --model_hparams_dict ${model_hparams} --output_dir ${destination_dir}/${model}/  --checkpoint ${destination_dir}/${model}/