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, )
| 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) |