diff --git a/Dockerfile b/Dockerfile
index e691b4a9f08b..489dd04ce5c9 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,7 +1,7 @@
 # YOLOv5 🚀 by Ultralytics, GPL-3.0 license
 
 # Start FROM Nvidia PyTorch image https://ngc.nvidia.com/catalog/containers/nvidia:pytorch
-FROM nvcr.io/nvidia/pytorch:22.01-py3
+FROM nvcr.io/nvidia/pytorch:21.10-py3
 
 # Install linux packages
 RUN apt update && apt install -y zip htop screen libgl1-mesa-glx
@@ -10,8 +10,8 @@ RUN apt update && apt install -y zip htop screen libgl1-mesa-glx
 COPY requirements.txt .
 RUN python -m pip install --upgrade pip
 RUN pip uninstall -y torch torchvision torchtext
-RUN pip install --no-cache torch==1.10.2+cu113 torchvision==0.11.3+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html
-RUN pip install --no-cache -r requirements.txt albumentations wandb gsutil notebook
+RUN pip install --no-cache -r requirements.txt albumentations wandb gsutil notebook \
+    torch==1.10.2+cu113 torchvision==0.11.3+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html
 # RUN pip install --no-cache -U torch torchvision
 
 # Create working directory