Instructions to use jacksods/dotnet-development-14b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use jacksods/dotnet-development-14b with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("jacksods/dotnet-development-14b", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Studio
How to use jacksods/dotnet-development-14b with Unsloth Studio:
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for jacksods/dotnet-development-14b to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex # Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for jacksods/dotnet-development-14b to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for jacksods/dotnet-development-14b to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="jacksods/dotnet-development-14b", max_seq_length=2048, )
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library_name: transformers
tags:
- unsloth
---
# Model Card for Model ID
# dotnet-development-14b
Fine‑tuned version of **unsloth/Qwen2.5‑Coder‑14B‑Instruct** using LoRA adapters for .NET / C# development tasks.
## Model Details
- **Base model:** unsloth/Qwen2.5‑Coder‑14B‑Instruct
- **Fine‑tuning technique:** LoRA (Low‑Rank Adaptation)
- **Frameworks:** Transformers | Safetensors | Unsloth
- **Dataset:** Private JSONL dataset of .NET / C# examples and explanations
- **Epochs:** 1
- **Examples:** ≈ 450
## Intended Use
This model is designed to assist with .NET and C# programming tasks such as:
- Generating and explaining C# code snippets
- Providing .NET API usage examples
- Answering development questions in C# context
## Citation
If you use this model, please cite the base architecture:
> [arXiv:1910.09700](https://arxiv.org/abs/1910.09700) — Qwen / Transformer architecture paper
## License
Follow the license of the base model (Qwen2.5‑Coder‑14B‑Instruct).
---
**Author:** [jacksods](https://huggingface.co/jacksods) |