Update README.md

README.md

@@ -70,8 +70,9 @@ Average MSE for FP16: 0.00000140
 
 Average MSE for BF16: 0.00004125
 
-### FlashAttention2
-Requires PyTorch 2.5+ for the most savings, see [SDPA](https://pytorch.org/docs/stable/generated/torch.nn.functional.scaled_dot_product_attention.html).
+### Inference speed
+We look at various ESM models and their throughput on an H100. FastESM is over twice as fast as ESM2-650 with longer sequences. Requires PyTorch 2.5+ for the most savings, see [SDPA](https://pytorch.org/docs/stable/generated/torch.nn.functional.scaled_dot_product_attention.html).
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/62f2bd3bdb7cbd214b658c48/PvaBGfuJXEW2v_WLkt63y.png)
 
 ### Citation
 ```