Add Reproducible Environment Setup with Pinned Dependencies - #285
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This PR reopens #284 with an updated source branch. |
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Overview
This PR introduces a Docker-based environment for DINO to simplify repository setup and provide a reproducible development environment by pinning compatible dependency versions.
Background
Some Python dependencies used in this repository are no longer backward compatible with their latest releases. As a result, setting up the project with newer package versions may lead to compatibility issues or unexpected behavior.
Issues
This PR addresses the following issues:
Changes
Dockerfilethat pins selected Python package versions for compatibility.docker-compose.ymland aMakefileto simplify environment setup.docker-compose.override.ymlto.gitignoreto allow users to customize local configurations, such as dataset, pretrained weights, and checkpoint mounts, without committing them to the repository..gitignoreto exclude generated build files.Testing
This setup has been tested on an Ubuntu Linux environment with NVIDIA GPU support.
The host system requires:
Other environments, such as CPU-only or non-Linux systems, have not been verified.