Libraries Transformers How to use Ramikan-BR/tinyllama-coder-py-4bit-v5 with Transformers:
# pip install -U transformers accelerate
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("Ramikan-BR/tinyllama-coder-py-4bit-v5", device_map="auto") Notebooks Google Colab Kaggle Local Apps Settings llama.cpp How to use Ramikan-BR/tinyllama-coder-py-4bit-v5 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 Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0
# Run inference directly in the terminal:
llama cli -hf Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0 Install from WinGet (Windows) winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0
# Run inference directly in the terminal:
llama cli -hf Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0 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 Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0
# Run inference directly in the terminal:
./build/bin/llama cli -hf Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0 Use Docker docker model run hf.co/Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0 Llama new LM Studio Jan Ollama How to use Ramikan-BR/tinyllama-coder-py-4bit-v5 with Ollama:
ollama run hf.co/Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0 Unsloth Desktop Docker Model Runner How to use Ramikan-BR/tinyllama-coder-py-4bit-v5 with Docker Model Runner:
docker model run hf.co/Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0 Lemonade How to use Ramikan-BR/tinyllama-coder-py-4bit-v5 with Lemonade:
Pull the model # Download Lemonade from https://lemonade-server.ai/
lemonade pull Ramikan-BR/tinyllama-coder-py-4bit-v5:Q8_0 Run and chat with the model lemonade run user.tinyllama-coder-py-4bit-v5-Q8_0 List all available models lemonade list Atomic Chat 
