Fine-Tuning Gwen3? More Like Fine-Paying-for-Cloud



The Fine Print

Gwen3’s “fine-tuning guide” is a masterclass in vendor lock-in:

  • Step 1: Sign up for Azure.
  • Step 2: Upload your data (to their servers).
  • Step 3: Pray the API doesn’t leak your dataset.

The Local Way

Use llama.cpp to fine-tune offline:

./finetune.sh --dataset ./malware_logs.json --model ggml-base.bin

Requirements:

  • A CPU (any CPU).
  • Basic knowledge of sed.
  • Zero tolerance for cloud nonsense.

Key Quote:

“If your ‘open’ model requires a credit card, it’s a rental.”


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