DVC is closely tied to Git. We've heard people find that quite heavyweight when you're running experiments.
We think we can build a much better experience if we detach ourselves from Git. With Replicate, you just run your training script as usual, and it automatically tracks everything from within Python. You don't have to run any additional commands to track things.
DVC is closely tied to Git. We've heard people find that quite heavyweight when you're running experiments.
We think we can build a much better experience if we detach ourselves from Git. With Replicate, you just run your training script as usual, and it automatically tracks everything from within Python. You don't have to run any additional commands to track things.
DVC is really good for storing data sets though, and we see potential for integration there: https://github.com/replicate/replicate/issues/359