Edge Compute
Templates / Unsloth Fine-tuning
CUDA 12.8SSHJupyterFine-tuning

Unsloth Fine-tuning

Fast, memory-efficient LoRA / QLoRA fine-tuning for Llama, Qwen, Gemma and more, driven from JupyterLab.

What's inside

  • ✓
    PyTorch base + unsloth, trl, peft, bitsandbytes, datasets
  • ✓
    Example script /workspace/examples/finetune_lora.py

How you connect

AccessWhereAuth
SSH (root)ssh -p <port> root@clearlayer.caYour SSH key
JupyterLabhttps://r<id>-<random>.gpu.clearlayer.caToken in the link

Quick start

SSH
ssh -p 20012 root@clearlayer.ca
python /workspace/examples/finetune_lora.py   # LoRA fine-tune of a small Qwen model