fix

dist/index.html

@@ -1122,7 +1122,7 @@
         
         <p><img alt="image.png" src="/assets/images/placeholder.png" /></p>
 
-        The bubble still has the same size so our training efficiency is not significantly improved. However we only need to store activations for <d-math>p</d-math> micro-batches instead of <d-math>m</d-math> which quite reduce the activation memory explosion we had in the AFAB schedule. As a consequence we can add more microbatches which then will actually reduce the bubble.
+        <p>The bubble still has the same size so our training efficiency is not significantly improved. However we only need to store activations for <d-math>p</d-math> micro-batches instead of <d-math>m</d-math> which quite reduce the activation memory explosion we had in the AFAB schedule. As a consequence we can add more microbatches which then will actually reduce the bubble.</p>
         
         <p><img alt="image.png" src="/assets/images/placeholder.png" /></p>
 

src/index.html

@@ -1122,7 +1122,7 @@
         
         <p><img alt="image.png" src="/assets/images/placeholder.png" /></p>
 
-        The bubble still has the same size so our training efficiency is not significantly improved. However we only need to store activations for <d-math>p</d-math> micro-batches instead of <d-math>m</d-math> which quite reduce the activation memory explosion we had in the AFAB schedule. As a consequence we can add more microbatches which then will actually reduce the bubble.
+        <p>The bubble still has the same size so our training efficiency is not significantly improved. However we only need to store activations for <d-math>p</d-math> micro-batches instead of <d-math>m</d-math> which quite reduce the activation memory explosion we had in the AFAB schedule. As a consequence we can add more microbatches which then will actually reduce the bubble.</p>
         
         <p><img alt="image.png" src="/assets/images/placeholder.png" /></p>