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Running Captum on Cloud TPUs with TorchTPU: a work log

Running Captum on Cloud TPUs with TorchTPU: a work log

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19 min read
PyTorch Explained: Machine Learning You Can Watch Learn

PyTorch Explained: Machine Learning You Can Watch Learn

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2 min read
An ExecuTorch .pte has no pickle. Its risk is every size and offset

An ExecuTorch .pte has no pickle. Its risk is every size and offset

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4 min read
TorchTitan's October update is out. I fixed 2 bugs in its quick-start script

TorchTitan's October update is out. I fixed 2 bugs in its quick-start script

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6 min read
torch.compile vs eager for training a 468M Llama-style model on four GPUs: step time, memory and compile cost

torch.compile vs eager for training a 468M Llama-style model on four GPUs: step time, memory and compile cost

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5 min read
Model soups failed until we fixed one line: our 26M grammar tagger from 11% to 1.9% false fixes

Model soups failed until we fixed one line: our 26M grammar tagger from 11% to 1.9% false fixes

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3 min read
Full fine-tune vs LoRA vs QLoRA on one L40S: Qwen2.5-1.5B, memory, speed and held-out loss, measured

Full fine-tune vs LoRA vs QLoRA on one L40S: Qwen2.5-1.5B, memory, speed and held-out loss, measured

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6 min read
PyTorch Custom Dataset and DataLoader: __getitem__, __len__, collate_fn, and num_workers

PyTorch Custom Dataset and DataLoader: __getitem__, __len__, collate_fn, and num_workers

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9 min read
How PyTorch Became the Socket Every AI Chip Plugs Into

How PyTorch Became the Socket Every AI Chip Plugs Into

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4 min read
LoRA on a 16 GB card: what fits and what does not

LoRA on a 16 GB card: what fits and what does not

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5 min read
Blackwell quantisation on my own card

Blackwell quantisation on my own card

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5 min read
Two PyTorch ops that stopped a CUDA text model on an Apple GPU

Two PyTorch ops that stopped a CUDA text model on an Apple GPU

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5 min read
How do you train a PyTorch model on multiple GPUs?

How do you train a PyTorch model on multiple GPUs?

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8 min read
SDXL images per dollar on four GPUs: RTX A6000, L40S, RTX 5090 and H100, eager vs torch.compile

SDXL images per dollar on four GPUs: RTX A6000, L40S, RTX 5090 and H100, eager vs torch.compile

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6 min read
4 GPUs, 2x speed: why PyTorch DDP stalled on a PCIe-only 4x RTX A6000, and two flags that took it to 3.6x

4 GPUs, 2x speed: why PyTorch DDP stalled on a PCIe-only 4x RTX A6000, and two flags that took it to 3.6x

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4 min read
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