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Thonk From First Principles

Horace He

ML Systems from first principles. Aims to be better than a ChatGPT summary.

Platform
Substack
PricingFreemiumPublishesWeekly
Issues4SubscribersRead thonking.ai

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Latest Issues

Recent posts by this newsletter. Browse the email archive.

Strangely, Matrix Multiplications on GPUs Run Faster When Given "Predictable" Data! [short]

It’s 2022. I check out this cool new project, CUTLASS, with very fast matmuls. I take a large matmul, 8192 x 8192 x 8192, and benchmark it in PyTorch, which calls CuBLAS.

13 days ago
42
10

What Shapes Do Matrix Multiplications Like? [medium]

A while back, Karpathy tweeted that increasing the size of his matmul made it run faster. Surprisingly, it’s not just relatively faster, it takes less absolute time. In other words, despite doing more work, it is executing in less time.

a month ago
21
0

Supporting Mixtral in gpt-fast through torch.compile [short]

About 2 months after the work was actually done, we finally merged mixtral support into gpt-fast! Check the code out here: https://github.com/pytorch-labs/gpt-fast/tree/main/mixtral-moe

3 months ago
10
2

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Authors

The writers behind this newsletter.

  • Horace He
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