metadata
license: mit
base_model: Qwen/Qwen3.5-0.8B
tags:
- nl2bash
- shell
- terminal
- command-line
- qwen3.5
- qlora
- cloudagi
datasets:
- GWHed/nl2bash
language:
- en
pipeline_tag: text-generation
NL2Shell 0.8B — Natural Language to Shell Commands
Fine-tuned Qwen3.5-0.8B for converting natural language to shell commands.
Quick Start
ollama run hf.co/AryaYT/nl2shell-0.8b
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