diff --git a/MLPerf/training/image_segmentation/pytorch/U-Net3D.def b/MLPerf/training/image_segmentation/pytorch/U-Net3D.def
index 8771fe0db7b856d5a056f0409caec16acf8839a3..7b4a50c605bb708386d1950f47b4d208a58b21db 100644
--- a/MLPerf/training/image_segmentation/pytorch/U-Net3D.def
+++ b/MLPerf/training/image_segmentation/pytorch/U-Net3D.def
@@ -22,4 +22,8 @@ mv training/image_segmentation/pytorch/*  /workspace/unet3d/
 rm -rf training
 
 pip install --upgrade pip
-pip install --disable-pip-version-check -r requirements.txt
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+pip install --disable-pip-version-check -r requirements.txt
+
+git clone https://github.com/neheller/kits19
+cd kits19
+pip3 install -r requirements.txt
\ No newline at end of file
diff --git a/MLPerf/training/image_segmentation/pytorch/benchmark.txt b/MLPerf/training/image_segmentation/pytorch/benchmark.txt
new file mode 100644
index 0000000000000000000000000000000000000000..716fc2139be5ca67b45d17823683108ea0374b38
--- /dev/null
+++ b/MLPerf/training/image_segmentation/pytorch/benchmark.txt
@@ -0,0 +1,14 @@
+
+
+MODLE_NAME=U-Net3D
+# MODULE_VERSION=21.11.0
+CONTAINER_DIR=/proj/nsc_testing/xuan/containers/${MODLE_NAME}.sif
+WORK_DIR=/proj/nsc_testing/xuan/berzelius-benchmarks/MLPerf/training/image_segmentation/pytorch
+
+cd $WORK_DIR
+mkdir raw-data-dir
+cd raw-data-dir
+git clone https://github.com/neheller/kits19
+cd kits19
+pip3 install -r requirements.txt
+python3 -m starter_code.get_imaging
\ No newline at end of file