Text Generation
PEFT
Safetensors
English
security
penetration-testing
offensive-security
red-team
cybersecurity
agent
tool-use
reasoning
lora
sft
trl
unsloth
conversational
Instructions to use glyphsoftware/sentinel-r2-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use glyphsoftware/sentinel-r2-lora with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("empero-ai/Qwythos-9B-Claude-Mythos-5-1M") model = PeftModel.from_pretrained(base_model, "glyphsoftware/sentinel-r2-lora") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Unsloth Studio
How to use glyphsoftware/sentinel-r2-lora 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 glyphsoftware/sentinel-r2-lora 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 glyphsoftware/sentinel-r2-lora to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for glyphsoftware/sentinel-r2-lora to start chatting
Load model with FastModel
pip install unsloth from unsloth import FastModel model, tokenizer = FastModel.from_pretrained( model_name="glyphsoftware/sentinel-r2-lora", max_seq_length=2048, )
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This model is the proprietary property of Glyph Software LLP. Access is granted only to authorized licensees under a signed agreement. This is an offensive-security agent adapter intended solely for authorized penetration testing and security research. By requesting access you confirm you are an authorized user, that you will only use it against systems you are explicitly permitted to test, and that you agree to the terms in the LICENSE file.
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