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Start FROM Nvidia PyTorch image https://ngc.nvidia.com/catalog/containers/nvidia:pytorch | |
FROM nvcr.io/nvidia/pytorch:20.08-py3 | |
# Install dependencies | |
RUN pip install --upgrade pip | |
COPY requirements.txt . | |
RUN pip install -r requirements.txt | |
RUN pip install gsutil | |
# Create working directory | |
RUN mkdir -p /usr/src/app | |
WORKDIR /usr/src/app | |
# Copy contents | |
COPY . /usr/src/app | |
# Copy weights | |
RUN python3 -c "from models import *; \ | |
#attempt_download('weights/yolov5s.pt'); \ | |
#attempt_download('weights/yolov5m.pt'); \ | |
#attempt_download('weights/yolov5l.pt')" | |
# --------------------------------------------------- Extras Below --------------------------------------------------- | |
# Build and Push | |
t=ultralytics/yolov5:latest && sudo docker build -t $t . && sudo docker push $t | |
for v in {300..303}; do t=ultralytics/coco:v$v && sudo docker build -t $t . && sudo docker push $t; done | |
# Pull and Run | |
t=ultralytics/yolov5:latest && sudo docker pull $t && sudo docker run -it --ipc=host $t | |
# Pull and Run with local directory access | |
t=ultralytics/yolov5:latest && sudo docker pull $t && sudo docker run -it --ipc=host --gpus all -v "$(pwd)"/coco:/usr/src/coco $t | |
# Kill all | |
sudo docker kill "$(sudo docker ps -q)" | |
# Kill all image-based | |
sudo docker kill $(sudo docker ps -a -q --filter ancestor=ultralytics/yolov5:latest) | |
# Bash into running container | |
sudo docker container exec -it ba65811811ab bash | |
# Bash into stopped container | |
sudo docker commit 092b16b25c5b usr/resume && sudo docker run -it --gpus all --ipc=host -v "$(pwd)"/coco:/usr/src/coco --entrypoint=sh usr/resume | |
# Send weights to GCP | |
python -c "from utils.general import *; strip_optimizer('runs/exp0_*/weights/best.pt', 'tmp.pt')" && gsutil cp tmp.pt gs://*.pt | |
# Clean up | |
docker system prune -a --volumes | |