- Libraries
- PEFT
How to use Thox-ai/ThoxMini-3B with PEFT:
from peft import PeftModel
from transformers import AutoModelForCausalLM
base_model = AutoModelForCausalLM.from_pretrained("unsloth/Llama-3.2-3B-Instruct")
model = PeftModel.from_pretrained(base_model, "Thox-ai/ThoxMini-3B") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use Thox-ai/ThoxMini-3B with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Thox-ai/ThoxMini-3B:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Thox-ai/ThoxMini-3B:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Thox-ai/ThoxMini-3B:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf Thox-ai/ThoxMini-3B:Q4_K_M
Build from source code
git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-app
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama serve -hf Thox-ai/ThoxMini-3B:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama cli -hf Thox-ai/ThoxMini-3B:Q4_K_M
Use Docker
docker model run hf.co/Thox-ai/ThoxMini-3B:Q4_K_M
- Llama new
- LM Studio
- Jan
- vLLM
How to use Thox-ai/ThoxMini-3B with vLLM:
Install from pip and serve model
# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Thox-ai/ThoxMini-3B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
-H "Content-Type: application/json" \
--data '{
"model": "Thox-ai/ThoxMini-3B",
"messages": [
{
"role": "user",
"content": "What is the capital of France?"
}
]
}'Use Docker
docker model run hf.co/Thox-ai/ThoxMini-3B:Q4_K_M
- Ollama
How to use Thox-ai/ThoxMini-3B with Ollama:
ollama run hf.co/Thox-ai/ThoxMini-3B:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use Thox-ai/ThoxMini-3B with Docker Model Runner:
docker model run hf.co/Thox-ai/ThoxMini-3B:Q4_K_M
- Lemonade
How to use Thox-ai/ThoxMini-3B with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/
lemonade pull Thox-ai/ThoxMini-3B:Q4_K_M
Run and chat with the model
lemonade run user.ThoxMini-3B-Q4_K_M
List all available models
lemonade list
- Atomic Chat
