๐ฆ DVC is designed to improve upon past solutions to make the life of ML teams easier. Hereโs how it differentiates from other related technologies:
๐ฑ Git
๐ฆ Git-LFS (Large File Storage)
๐ Git-annex
@Iterativeai @DVCorg
#mlOps #data #git #lfs
๐งต[1/5]
๐ฑ Git
๐ฆ Git-LFS (Large File Storage)
๐ Git-annex
@Iterativeai @DVCorg
#mlOps #data #git #lfs
๐งต[1/5]
๐ฑ Git vs DVC
DVC builds upon Git by the concept of data files โ large files that should not be stored in a Git repository, but need to be tracked and versioned.
It leverages Git's features to enable managing different versions of data, data pipelines, and experiments.
๐งต[2/5]
DVC builds upon Git by the concept of data files โ large files that should not be stored in a Git repository, but need to be tracked and versioned.
It leverages Git's features to enable managing different versions of data, data pipelines, and experiments.
๐งต[2/5]
๐ฆ Git-LFS vs DVC
DVC does not require special servers like Git-LFS demands. Any cloud storage like S3, Google Cloud Storage, or even an SSH server can be used as a remote storage.
No additional databases, servers, or infrastructure are required.
๐งต[3/5]
DVC does not require special servers like Git-LFS demands. Any cloud storage like S3, Google Cloud Storage, or even an SSH server can be used as a remote storage.
No additional databases, servers, or infrastructure are required.
๐งต[3/5]
๐ Git-annex vs DVC
Git-annex is a datafile-centric system whereas DVC focuses on providing a workflow for machine learning and reproducible experiments.
Moreover, DVC can use โreflinks or hardlinksโ instead of โsymlinksโ to improve performance.
๐งต[4/5]
Git-annex is a datafile-centric system whereas DVC focuses on providing a workflow for machine learning and reproducible experiments.
Moreover, DVC can use โreflinks or hardlinksโ instead of โsymlinksโ to improve performance.
๐งต[4/5]
โค๏ธ Thanks for the time
Check out dvc.org/doc/user-guideโฆ for a more detailed comparison.
๐งต[5/5]
Check out dvc.org/doc/user-guideโฆ for a more detailed comparison.
๐งต[5/5]
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