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diff --git a/master/_sources/learn/troubleshoot.md.txt b/master/_sources/learn/troubleshoot.md.txt
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 Take a look at:
 
-[examples/train_resnet_benchmark.py](https://github.com/pytorch/xla/blob/master/examples/train_resnet_benchmark.py)
+[examples/debug/train_resnet_benchmark.py](https://github.com/pytorch/xla/blob/master/examples/debug/train_resnet_benchmark.py)
 for how to benchmark a PyTorch/XLA model.
 
 ## Known Performance Caveats

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@@ -651,7 +651,7 @@ <h2>Performance Profiling<a class="headerlink" href="#performance-profiling" tit
 <div class="section" id="simple-benchmarking">
 <h2>Simple Benchmarking<a class="headerlink" href="#simple-benchmarking" title="Permalink to this heading">¶</a></h2>
 <p>Take a look at:</p>
-<p><a class="reference external" href="https://github.com/pytorch/xla/blob/master/examples/train_resnet_benchmark.py">examples/train_resnet_benchmark.py</a>
+<p><a class="reference external" href="https://github.com/pytorch/xla/blob/master/examples/debug/train_resnet_benchmark.py">examples/debug/train_resnet_benchmark.py</a>
 for how to benchmark a PyTorch/XLA model.</p>
 </div>
 <div class="section" id="known-performance-caveats">

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