MLOpsSandbox

Contents

• CVAT - Data labeling system with roles (management) and auto/semiauto-labeling

• MLFLow - Experiment tracking (logging) system with model registry support

• ClearML - Experiment tracking (logging) system with model registry support

• Apache guacamole - Web SSH/RDP client

• scripts - directory with scripts for libraries compilation

  # To work with scripts initialize env first
  source ./scripts/init_env.sh

  • OpenCV

    Build OpenCV locally with GPU or CPU only

    • Get OpenCV build info:

    python3 -c "import cv2; print(cv2.getBuildInformation())"

  • CUDA compute capability detection scripts

    Find out your CUDA compute capability version for compilation

  • Open3D

    Build Open3D point cloud processing framework for C++. For Python you can use PyPI version