---
tags:
  - code
  - code-generation
  - cli
  - bash
  - python
  - terminal
  - automation
  - transformers
  - lora
  - fine-tuned
language:
  - en
license: mit
datasets:
  - custom
base_model: deepseek-ai/deepseek-coder-v2-lite-base
model_type: causal-lm
library_name: transformers
pipeline_tag: text-generation
---

# 🛠️ cli-model-deepseek-v2-lite-finetuned

A fine-tuned version of **[DeepSeek-Coder-V2-Lite-Base](https://huggingface.co/deepseek-ai/deepseek-coder-2)** specialized in generating and understanding **command-line interface (CLI)** tools, **automation scripts**, and **terminal-based workflows**.

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## 🧠 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                           |

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## 📂 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

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## 🎯 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

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