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LoRA: I Trained <1% of a 1.5B Model and Matched a Full Fine-Tune

Part 2 of a 4-part series. How LoRA works (the low-rank trick), a working PEFT config, and three real GPU walls I hit — the FP16 unscale error, an OOM, and a...

Dev.to | Jun 21, 2026 | Suman Nath

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