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Update 01-GPU-intro.md
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csccva authored May 10, 2024
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# GPU architecture
<div class="column">
- Designed for running tens of thousands of threads simultaneously on
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- Designed for simultaneous exe-cution of tens of thousands of threads on
thousands of cores
- Very small penalty for switching threads
- Running large amounts of threads hides memory access penalties
- Very expensive to synchronize all threads
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![](img/mi250x-gcd-rotated.svg){.center width=42% height=60%}

<small>Overview of MI250x Graphics Compute Die (GCD) (source: AMD)</small>
![](img/mi250x-gcd.svg)

<small>Overview of MI250x Graphics Compute Die</small>

</div>

# Challenges in using Accelerators
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