NL2Shell 0.8B — Natural Language to Shell Commands

Quick Start

Training

• Method: QLoRA (r=16, alpha=32, 4-bit NF4, all linear layers)
• Data: NL2Bash (8,130 pairs) + 40 macOS synthetic
• Epochs: 3 | Loss: 0.6338 | Hardware: A100 40GB
• Architecture: Hybrid DeltaNet (75% linear + 25% softmax attention)

Prompt Format (ChatML)

<|im_start|>system
You are an expert shell programmer. Given a natural language request, output ONLY the corresponding shell command. No explanations.<|im_end|>
<|im_start|>user
find all Python files modified today<|im_end|>
<|im_start|>assistant

License