🛠️ cli-model-deepseek-v2-lite-finetuned
A fine-tuned version of DeepSeek-Coder-V2-Lite-Base specialized in generating and understanding command-line interface (CLI) tools, automation scripts, and terminal-based workflows.
🧠 Model Details
| Field | Value |
|---|---|
| Base Model | DeepSeek-Coder-V2-Lite-Base |
| Fine-tuned on | Custom CLI-focused code dataset |
| Objective | Next-token prediction / code generation |
| Domain | CLI tools, Bash scripts, Python CLI apps |
| Framework | HuggingFace Transformers (PyTorch) |
| Finetuning Method | LoRA (Low-Rank Adaptation) |
| Hardware | 2× Tesla T4 GPUs |
| Training Duration | ~5 hours |
📂 Training Data
The model was trained on a custom dataset containing real-world command-line and scripting examples:
- Shell scripts (
.sh) - Python CLI utilities
- Terminal workflows (e.g., Git, curl)
- API wrappers and automation scripts
- Dockerfiles and Makefiles
Format: JSONL with {"prompt": ..., "completion": ...} pairs
🎯 Use Cases
This model is designed for developers who:
- Want to generate CLI-based tools and scaffolds
- Need help with automating tasks using Bash or Python
- Build terminal wrappers around REST APIs
- Create documentation and examples for terminal apps