Text Generation
Safetensors
English
gemma
unsloth
lora
tunnelling
tunnel-boring-machine
geotechnical-engineering
civil-engineering
conversational
Instructions to use TUSTResearcher/gemma4tunnel with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Local Apps Settings
- Unsloth Studio
How to use TUSTResearcher/gemma4tunnel 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 TUSTResearcher/gemma4tunnel 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 TUSTResearcher/gemma4tunnel to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for TUSTResearcher/gemma4tunnel to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="TUSTResearcher/gemma4tunnel", max_seq_length=2048, )
Gemma4Tunnel
Gemma4Tunnel is a LoRA adapter fine-tuned from unsloth/gemma-4-12b-it for tunnel boring machine and tunnelling engineering research assistance.
Dataset
Training data: TUSTResearcher/gemma4tunnel-data.
The data pipeline is designed to include only sources classified as suitable for public model training. Review the dataset repo's license_audit.csv for source-level decisions.
Intended use
- Research and education in tunnelling/TBM engineering
- Drafting technical explanations
- Preparing checklists, risk registers, and study notes
Limitations
- Not a substitute for professional engineering judgement.
- Must not be used as the only basis for design, construction, safety-critical, legal, or contractual decisions.
- May still hallucinate; use RAG with source citations for paper-specific answers.
Recommended use
Use this adapter together with a private RAG system over your Zotero library for exact source-grounded answers.