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D1zzYzz/unsloth-qlora-llama3-3b-QnA-r16

sourceHugging Faceapache-2.0updated 1y agoView on Hugging Face
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LLaMA-3 3B Fine-tuned with QLoRA (Unsloth) on Alpaca

This model is a fine-tuned version of `unsloth/llama-3-3b-bnb-4bit` using QLoRA and Unsloth for efficient instruction-tuning.

๐Ÿ“– Training Details

  • โ€”Dataset: `tatsu-lab/alpaca`
  • โ€”QLoRA: 4-bit quantization (NF4) using bitsandbytes
  • โ€”LoRA Rank: 4 (adjust based on your config)
  • โ€”LoRA Alpha: 8
  • โ€”Batch Size: 2 per device
  • โ€”Gradient Accumulation: 4
  • โ€”Learning Rate: 2e-4
  • โ€”Epochs: 1
  • โ€”Trainer: trl.SFTTrainer

๐Ÿ’ก Notes

  • โ€”Optimized for memory-efficient fine-tuning with Unsloth
  • โ€”LoRA adapters are injected into Q, O, V attention projections
  • โ€”No evaluation was run during training โ€” please evaluate separately

๐Ÿ“ License

Apache 2.0