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Maarij-Aqeel/CLI_model

sourceHugging Facemitupdated 1y agoView on Hugging Face
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๐Ÿ› ๏ธ 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.


๐Ÿง  Model Details

FieldValue
Base ModelDeepSeek-Coder-V2-Lite-Base
Fine-tuned onCustom CLI-focused code dataset
ObjectiveNext-token prediction / code generation
DomainCLI tools, Bash scripts, Python CLI apps
FrameworkHuggingFace Transformers (PyTorch)
Finetuning MethodLoRA (Low-Rank Adaptation)
Hardware2ร— Tesla T4 GPUs
Training Duration~5 hours

๐Ÿ“‚ Training Data

The model was trained on a custom dataset containing real-world command-line and scripting examples:

  • โ€”Shell scripts (.sh)
  • โ€”Python CLI utilities
  • โ€”Terminal workflows (e.g., Git, curl)
  • โ€”API wrappers and automation scripts
  • โ€”Dockerfiles and Makefiles

Format: JSONL with {"prompt": ..., "completion": ...} pairs


๐ŸŽฏ Use Cases

This model is designed for developers who:

  • โ€”Want to generate CLI-based tools and scaffolds
  • โ€”Need help with automating tasks using Bash or Python
  • โ€”Build terminal wrappers around REST APIs
  • โ€”Create documentation and examples for terminal apps