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# YOLOv5 π by Ultralytics, AGPL-3.0 license | |
# Builds ultralytics/yolov5:latest image on DockerHub https://hub.docker.com/r/ultralytics/yolov5 | |
# Image is CUDA-optimized for YOLOv5 single/multi-GPU training and inference | |
# Start FROM PyTorch image https://hub.docker.com/r/pytorch/pytorch | |
FROM pytorch/pytorch:2.0.0-cuda11.7-cudnn8-runtime | |
# Downloads to user config dir | |
ADD https://ultralytics.com/assets/Arial.ttf https://ultralytics.com/assets/Arial.Unicode.ttf /root/.config/Ultralytics/ | |
# Install linux packages | |
ENV DEBIAN_FRONTEND noninteractive | |
RUN apt update | |
RUN TZ=Etc/UTC apt install -y tzdata | |
RUN apt install --no-install-recommends -y gcc git zip curl htop libgl1-mesa-glx libglib2.0-0 libpython3-dev gnupg | |
# RUN alias python=python3 | |
# Security updates | |
# https://security.snyk.io/vuln/SNYK-UBUNTU1804-OPENSSL-3314796 | |
RUN apt upgrade --no-install-recommends -y openssl | |
# Create working directory | |
RUN rm -rf /usr/src/app && mkdir -p /usr/src/app | |
WORKDIR /usr/src/app | |
# Copy contents | |
# COPY . /usr/src/app (issues as not a .git directory) | |
RUN git clone https://github.com/ultralytics/yolov5 /usr/src/app | |
# Install pip packages | |
COPY requirements.txt . | |
RUN python3 -m pip install --upgrade pip wheel | |
RUN pip install --no-cache -r requirements.txt albumentations comet gsutil notebook \ | |
coremltools onnx onnx-simplifier onnxruntime 'openvino-dev>=2022.3' | |
# tensorflow tensorflowjs \ | |
# Set environment variables | |
ENV OMP_NUM_THREADS=1 | |
# Cleanup | |
ENV DEBIAN_FRONTEND teletype | |
# Usage Examples ------------------------------------------------------------------------------------------------------- | |
# Build and Push | |
# t=ultralytics/yolov5:latest && sudo docker build -f utils/docker/Dockerfile -t $t . && sudo docker push $t | |
# Pull and Run | |
# t=ultralytics/yolov5:latest && sudo docker pull $t && sudo docker run -it --ipc=host --gpus all $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)"/datasets:/usr/src/datasets $t | |
# Kill all | |
# sudo docker kill $(sudo docker ps -q) | |
# Kill all image-based | |
# sudo docker kill $(sudo docker ps -qa --filter ancestor=ultralytics/yolov5:latest) | |
# DockerHub tag update | |
# t=ultralytics/yolov5:latest tnew=ultralytics/yolov5:v6.2 && sudo docker pull $t && sudo docker tag $t $tnew && sudo docker push $tnew | |
# Clean up | |
# sudo docker system prune -a --volumes | |
# Update Ubuntu drivers | |
# https://www.maketecheasier.com/install-nvidia-drivers-ubuntu/ | |
# DDP test | |
# python -m torch.distributed.run --nproc_per_node 2 --master_port 1 train.py --epochs 3 | |
# GCP VM from Image | |
# docker.io/ultralytics/yolov5:latest | |