Commit Graph

10 Commits

Author SHA1 Message Date
ff876c2103 Llama more training (#297)
* Rework the var-builder to handle initializations.

* Add some helper functions for layer creation.

* Improve the layer initializations.

* Get initialized variables.

* Precompute the rot embeddings when training lamas.
2023-08-01 19:53:41 +01:00
1064b9b031 Add the cross-entropy loss. (#287) 2023-07-31 14:26:36 +01:00
ffeafbfc43 Make the nll op closer to the pytorch version + add a test. (#286) 2023-07-31 14:14:01 +01:00
3eb2bc6d07 Softmax numerical stability. (#267)
* Softmax numerical stability.

* Fix the flash-attn test.
2023-07-28 13:13:01 +01:00
a2f72edc0d Simplify the parameters used by sum and sum_keepdim. (#165) 2023-07-14 08:22:08 +01:00
2bfa791336 Use the same default as pytorch for sum. (#164) 2023-07-13 21:32:32 +01:00
57be3638d8 Add the pytorch version of the linear regression as a comment. (#163)
* Add the pytorch version of the linear regression.

* Typo.
2023-07-13 21:05:57 +01:00
23e105cd94 Add the gradient for reduce-sum. (#162)
* Add the gradient for reduce-sum.

* And add the gradient for the broadcast ops.

* Add some backprop tests.

* Add some linear regression example.
2023-07-13 20:14:10 +01:00
ded93a1169 Add the SGD optimizer (#160)
* Add the nn::optim and some conversion traits.

* Add the backward_step function for SGD.

* Get the SGD optimizer to work and add a test.

* Make the test slighly simpler.
2023-07-13 19:05:44 +01:00
71cd3745a9 Add some layer-norm tests. (#121) 2023-07-10 14:43:04 +01:00