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 2-GPU speed mystery.
LoRA: I Trained
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 2-GPU speed mystery.
Last week I published a 30-scenario red-team harness for AI support bots. Within two days, three...
One deployment returns verbatim, clean or speaker-tagged text by prompt: 3 minutes in 4.4 s on 32 GB. The clean prompt still adds speaker tags.
Thousands of apps run on our engine: a radio station, a sports club, a local paper, a pastry shop,...