I fine tuned Gemma 4 12B for a 2.7x improvement on tool calling because I can't fit anything else comfortably into my 16 GBs of Vram
2.70T2 sourcer/LocalLLaMA
r/LocalLLaMAoriginal source ↗
Source record
Published by r/LocalLLaMA (T2 source). The original is at https://www.reddit.com/r/LocalLLaMA/comments/1vvtu9z/i_fine_tuned_gemma_4_12b_for_a_27x_improvement_on/.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryAuthor fine-tuned Gemma 4 12B for tool calling, reporting a 2.7x improvement, specifically to keep the model within a 16GB VRAM budget for local agent use.
Why it mattersConcrete fine-tuning numbers on a constrained-hardware setup — useful reference for anyone running tool-calling agents on a single consumer GPU.
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