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How to pick sigma?

Open ex3ndr opened this issue 1 year ago • 3 comments

Hey everyone, i am tryin to figure out what values of σ aka sigma is meant to be used during training? There are no mentioning of a specific value in papers for some reason.

ex3ndr avatar Feb 12 '24 17:02 ex3ndr

The paper does mention 0.00001 as a starting point but unclear if that’s actually what they used. That said if testing out whether a different number could make the model converge faster, I’d go up (not down) and by orders of magnitude each test, and wouldn’t go above 1. So basically test 0.0001, if better than default, go test 0.001, and so on.

zvorinji avatar Feb 13 '24 11:02 zvorinji

Where did you get this number? I don't see it in the paper

ex3ndr avatar Feb 15 '24 09:02 ex3ndr

@ex3ndr Flow Matching paper recommends to set it sufficiently small. Guys from MatchaTTS(which also uses Flow Matching) trained their model with 1e-5 value.

Subuday avatar Feb 21 '24 20:02 Subuday