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Georgii Kharlampiiev

Oct 28

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

#machinelearning #nlp #ios #pytorch

3 min read

Runcrate

Oct 28

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

#machinelearning #llm #pytorch #gpu

6 min read

Oct 28

PyTorch Custom Dataset and DataLoader: getitem, len, collate_fn, and num_workers

#pytorch #python #deeplearning #datascience

9 min read

Oct 28

How PyTorch Became the Socket Every AI Chip Plugs Into

#machinelearning #pytorch #python #performance

4 min read

Oct 28

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

#ai #pytorch #deeplearning #opensource

5 min read

Oct 28

Blackwell quantisation on my own card

#ai #pytorch #deeplearning #research

5 min read

Leo Newton

Oct 28

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

#python #pytorch #machinelearning #applesilicon

5 min read

Viswaretas Kotra

Oct 28

How do you train a PyTorch model on multiple GPUs?

#pytorch #machinelearning #deeplearning #gpu

8 min read

Runcrate

Oct 27

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

#stablediffusion #gpu #pytorch #benchmark

6 min read

Runcrate

Oct 26

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

#pytorch #gpu #machinelearning #performance

4 min read

Runcrate

Oct 26

How long until a rented GPU runs CUDA? Launch to first matmul on six GPU types, timed

#gpu #cuda #pytorch #devops

5 min read

futurexindiafx-gif

Oct 26

My renderer's seed argument changes nothing — how do I prove the seed actually reaches the sampler?

#machinelearning #pytorch

1 min read

futurexindiafx-gif

Oct 26

Beyond seeds: which determinism flags actually mattered for reproducible fine-tunes on a T4?

#machinelearning #pytorch

1 min read

futurexindiafx-gif

Oct 26

Same fine-tune recipe, different seeds — one narrow behaviour swings wildly. What actually stabilises it?

#machinelearning #pytorch

1 min read

The daily flare

Oct 26

Google and Meta Open-Source TorchTPU for Running PyTorch on TPUs

#pytorch #opensource #ai #google

3 min read

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