--- license: mit --- ghostmax/softmax1 trained on tinystories for 500M tokens. ckpt will be out_* files trained 2 models 1 with regular softmax REPO: https://github.com/joey00072/llama2.c/tree/ghostmax softmax: https://wandb.ai/shubhamchoudhari00072/ghostmax/reports/loss-val-23-08-25-21-48-58---Vmlldzo1MjM0MjUw
ghostmax: https://wandb.ai/shubhamchoudhari00072/ghostmax/reports/loss-val-23-08-25-21-50-15---Vmlldzo1MjM0MjYw

```python def softmax(x, dim=None): e_x = torch.exp(x - torch.max(x, dim=dim, keepdim=True)[0]) return e_x / e_x.sum(dim=dim, keepdim=True) def ghostmax(x, dim=None): e_x = torch.exp(x - torch.max(x, dim=dim, keepdim=True)[0]) return e_x / (1+e_x.sum(dim=dim, keepdim=True) ) ```