Libraries Transformers How to use twgood/vcvk with Transformers:
# Use a pipeline as a high-level helper
from transformers import pipeline
pipe = pipeline("text-classification", model="twgood/vcvk") # Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("twgood/vcvk", device_map="auto") Notebooks Google Colab Kaggle Local Apps Settings llama.cpp How to use twgood/vcvk 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 twgood/vcvk
# Run inference directly in the terminal:
llama cli -hf twgood/vcvk Install from WinGet (Windows) winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf twgood/vcvk
# Run inference directly in the terminal:
llama cli -hf twgood/vcvk Use pre-built binary # Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf twgood/vcvk
# Run inference directly in the terminal:
./llama-cli -hf twgood/vcvk Build from source code git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-server llama-cli
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama-server -hf twgood/vcvk
# Run inference directly in the terminal:
./build/bin/llama-cli -hf twgood/vcvk Use Docker docker model run hf.co/twgood/vcvk LM Studio Jan Ollama How to use twgood/vcvk with Ollama:
ollama run hf.co/twgood/vcvk Unsloth Studio How to use twgood/vcvk 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 twgood/vcvk 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 twgood/vcvk to start chatting Using HuggingFace Spaces for Unsloth # No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for twgood/vcvk to start chatting Docker Model Runner How to use twgood/vcvk with Docker Model Runner:
docker model run hf.co/twgood/vcvk Lemonade How to use twgood/vcvk with Lemonade:
Pull the model # Download Lemonade from https://lemonade-server.ai/
lemonade pull twgood/vcvk Run and chat with the model lemonade run user.vcvk-{{QUANT_TAG}} List all available models lemonade list Atomic Chat 
