2019-08-29 16:58:09 +00:00
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# Start from Nvidia PyTorch image https://ngc.nvidia.com/catalog/containers/nvidia:pytorch
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2019-08-31 11:39:14 +00:00
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FROM nvcr.io/nvidia/pytorch:19.08-py3
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2019-08-29 16:58:09 +00:00
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2019-08-29 17:57:08 +00:00
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# Create working directory
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RUN mkdir -p /usr/src/app
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WORKDIR /usr/src/app
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# Copy contents
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COPY . /usr/src/app
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2019-08-29 16:58:09 +00:00
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2019-08-29 18:13:29 +00:00
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# Install dependencies (pip or conda)
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2019-08-29 17:57:08 +00:00
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# RUN pip install -U -r requirements.txt
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2019-08-29 18:13:29 +00:00
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# RUN conda update -n base -c defaults conda
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# RUN conda install -y -c anaconda future numpy opencv matplotlib tqdm pillow
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# RUN conda install -y -c conda-forge scikit-image tensorboard pycocotools
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2019-08-29 17:57:08 +00:00
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# conda install pytorch torchvision -c pytorch
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2019-08-29 16:58:09 +00:00
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2019-09-04 11:11:17 +00:00
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# Install OpenCV with Gstreamer support
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# ...
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2019-08-29 16:58:09 +00:00
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# Move model into container
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# RUN mv yolov3-spp.pt ./weights
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# --------------------------------------------------- Extras Below ---------------------------------------------------
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# Build container
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2019-08-29 18:13:29 +00:00
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# rm -rf yolov3 # Warning: remove existing
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# git clone https://github.com/ultralytics/yolov3 && cd yolov3 && python3 detect.py
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2019-08-31 12:53:17 +00:00
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# sudo docker image prune -af && sudo docker build -t ultralytics/yolov3:v0 .
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2019-08-29 16:58:09 +00:00
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# Run container
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2019-09-04 12:08:39 +00:00
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# sudo nvidia-docker run --ipc=host ultralytics/yolov3:v0 python3 detect.py
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2019-09-04 12:34:44 +00:00
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# Run container with local directory access
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2019-09-04 12:08:39 +00:00
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# sudo nvidia-docker run --ipc=host --mount type=bind,source="$(pwd)"/coco,target=/usr/src/coco ultralytics/yolov3:v0 python3 train.py
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2019-08-29 18:13:29 +00:00
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2019-08-29 16:58:09 +00:00
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# Push container to https://hub.docker.com/u/ultralytics
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2019-09-04 12:08:39 +00:00
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# docker push ultralytics/yolov3:v0
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2019-09-04 12:34:44 +00:00
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# Build and Push
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2019-09-04 13:55:27 +00:00
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# export tag=ultralytics/yolov3:v0 && sudo docker build -t $tag . && docker push $tag
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