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index.html

@@ -509,7 +509,7 @@ <h1>RedCoast</h1>
 <li><em>Loss function</em>: execute the model and compute loss (e.g., cross-entropy);</li>
 <li><em>Predict function</em> to run the model and deliver outcomes (e.g., beam search).</li>
 </ul>
-<p>Redco <em>automates all the remaining</em> of pipeline execution such as data parallelism, multi-host related processing, distributed checkpointing, randomness controlling, logging, etc.</p>
+<p>Redco <em>automates all the remaining</em> of pipeline execution such as data and model parallelism, multi-host related processing, distributed checkpointing, randomness controlling, logging, etc.</p>
 <p><img alt="" src="images/redco_coding.png" /></p>
 
 

mnist/index.html

@@ -76,7 +76,7 @@
     <div data-md-component="skip">
 
 
-        <a href="#mnist" class="md-skip">
+        <a href="#source-code" class="md-skip">
           Skip to content
         </a>
 
@@ -378,27 +378,12 @@
     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
         <li class="md-nav__item">
-  <a href="#mnist" class="md-nav__link">
-    <span class="md-ellipsis">
-      MNIST
-    </span>
-  </a>
-
-    <nav class="md-nav" aria-label="MNIST">
-      <ul class="md-nav__list">
-
-          <li class="md-nav__item">
   <a href="#source-code" class="md-nav__link">
     <span class="md-ellipsis">
       Source Code
     </span>
   </a>
 
-</li>
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-    </nav>
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 </li>
 
     </ul>
@@ -544,27 +529,12 @@
     <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
 
         <li class="md-nav__item">
-  <a href="#mnist" class="md-nav__link">
-    <span class="md-ellipsis">
-      MNIST
-    </span>
-  </a>
-
-    <nav class="md-nav" aria-label="MNIST">
-      <ul class="md-nav__list">
-
-          <li class="md-nav__item">
   <a href="#source-code" class="md-nav__link">
     <span class="md-ellipsis">
       Source Code
     </span>
   </a>
 
-</li>
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-      </ul>
-    </nav>
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 </li>
 
     </ul>
@@ -587,8 +557,7 @@
 
   <h1>MNIST Example</h1>
 
-<h2 id="mnist">MNIST<a class="headerlink" href="#mnist" title="Permanent link">&para;</a></h2>
-<p>A trivial MNIST example with RedCoast. Runnable by 
+<p>This is a trivial MNIST example with RedCoast. Runnable by 
 <div class="highlight"><pre><span></span><code>python main.py
 </code></pre></div></p>
 <p>To simulate multiple devices in cpu-only envs,