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LoRA

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// recent coverage 84 mentions

05:37
2026-05-27
dev.to
machine-learning

The bf16 grad accumulator that killed our SDXL LoRA training

Photoroom's SDXL LoRA fine-tuning for a product photography model silently corrupted its adapter weights over six days due to a bf16 gradient accumulation issue. The custom training loop, forked from …

07:14
2026-05-20
dev.to
large-language-models

I Thought Fine-Tuning LLMs Needed Expensive GPUs. I Was Wrong.

The author successfully fine-tuned a 1.1 billion parameter TinyLlama model using QLoRA on consumer hardware, training only 0.2% of the model's parameters via low-rank adapter matrices. The project inv…

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