Ranger21 icon indicating copy to clipboard operation
Ranger21 copied to clipboard

Ranger deep learning optimizer rewrite to use newest components

Results 23 Ranger21 issues
Sort by recently updated
recently updated
newest added

Are there any recommended settings for Transformer Language modeling?

To developer: Thanks a lot for developing such a nice project. There are many parameters to be set in Ranger21, but I don't know what these parameters do. If possible,...

Hello, should I use what kind of hyper-paramter for the first try? For example, learning rate, AdamW or Madgrad?

Can you provide a sample notebook on how to use ranger in fastai? Fastai has a ranger optimizer but how do I replace fastai's version with this version? and also...

As I learned ranger21 does internal lr scheduling etc. How should training be resumed? Is there a state dict to be loaded etc.?

Just wanted to say thank you. I've been "playing" with deep learning libraries and zoneminder dvr solution and really love that sphere as hobby. I will delete this comment later...

I found this problem while training ResNet18 on cifar100 for some experiment. I still haven't looked into this issue enough to find out what the cause is.

To developer: Thank you for developing such a grateful optimizer. I have used it with pytorch_1.8 and pytorch_1.9 successfully. When I use the pytorch_1.3.1, ranger21 reports some errors. I think...

Calling Ranger21 with mostly default parameters: ``` optimizer = ranger21.Ranger21( net.parameters(), lr=0.001, num_epochs=50, weight_decay=1e-5, num_batches_per_epoch=len(train_loader) ) ``` Training seems fine for half a day with decent progress on all loss...

Hi @lessw2020, thanks for the very nice work! I noticed that in this Ranger21, the optimizer is tightly coupled with the lr scheduler, could you guide me how I can...