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TIL: weights-only model loading will be the default in PyTorch 2.6

January 8, 2025

I had missed this, but weights-only is going to be the default for torch.load in Pytorch 2.6:

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Deepseek V3

January 6, 2025

https://github.com/deepseek-ai/DeepSeek-V3/tree/main

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TIL: torchdbg

January 2, 2025

https://github.com/ezyang/torchdbg

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HuatuoGPT-o1, domain specific reasoning

January 1, 2025

https://arxiv.org/abs/2412.18925

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Thunderkittens /GPUs go brr

December 31, 2024

Just got round to reading the intro post to the (now improved) thunderkittens kernel DSL.

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Generalization progress in RLHF

December 29, 2024

https://swtheking.notion.site/4e0cbb325aaf458da710f0b36dbb239c?v=c9231e8c988b4d66a1d2dc34df4cf7b5

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Ways to use torch.export

December 23, 2024

Ways to use torch.export

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TLParse

December 22, 2024

https://github.com/ezyang/tlparse – or pip install tlparse

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TIL: TunableOp in PyTorch

December 22, 2024

I wasn’t aware of this particular autotuning lever! There is a breakdown of TunableOpon the AMD blog from back in July:

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nonzero_static in PyTorch

December 18, 2024

Natalia Gimelshein added cuda supportfor nonzero_staticto PyTorch the other day — its a feature Jax has had for a while that lets you avoid a bit of data dependent annoyingness.

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