Update README.md

README.md

@@ -1,3 +1,26 @@
 ---
 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
+<iframe src="https://wandb.ai/shubhamchoudhari00072/ghostmax/runs/cbeei9uh?workspace=user-shubhamchoudhari00072" style="border:none;height:1024px;width:100%">
+  
+```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) )
+
+```
+
+