Instructions to use jxxqtech/ft-tinyllama-bnb-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use jxxqtech/ft-tinyllama-bnb-4bit with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("jxxqtech/ft-tinyllama-bnb-4bit", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use jxxqtech/ft-tinyllama-bnb-4bit 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 jxxqtech/ft-tinyllama-bnb-4bit:F16 # Run inference directly in the terminal: llama cli -hf jxxqtech/ft-tinyllama-bnb-4bit:F16
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf jxxqtech/ft-tinyllama-bnb-4bit:F16 # Run inference directly in the terminal: llama cli -hf jxxqtech/ft-tinyllama-bnb-4bit:F16
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 jxxqtech/ft-tinyllama-bnb-4bit:F16 # Run inference directly in the terminal: ./llama-cli -hf jxxqtech/ft-tinyllama-bnb-4bit:F16
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 jxxqtech/ft-tinyllama-bnb-4bit:F16 # Run inference directly in the terminal: ./build/bin/llama-cli -hf jxxqtech/ft-tinyllama-bnb-4bit:F16
Use Docker
docker model run hf.co/jxxqtech/ft-tinyllama-bnb-4bit:F16
- LM Studio
- Jan
- Ollama
How to use jxxqtech/ft-tinyllama-bnb-4bit with Ollama:
ollama run hf.co/jxxqtech/ft-tinyllama-bnb-4bit:F16
- Unsloth Desktop
- Docker Model Runner
How to use jxxqtech/ft-tinyllama-bnb-4bit with Docker Model Runner:
docker model run hf.co/jxxqtech/ft-tinyllama-bnb-4bit:F16
- Lemonade
How to use jxxqtech/ft-tinyllama-bnb-4bit with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull jxxqtech/ft-tinyllama-bnb-4bit:F16
Run and chat with the model
lemonade run user.ft-tinyllama-bnb-4bit-F16
List all available models
lemonade list
- Atomic Chat
| { | |
| "add_bos_token": true, | |
| "add_eos_token": false, | |
| "add_prefix_space": null, | |
| "added_tokens_decoder": { | |
| "0": { | |
| "content": "<unk>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "1": { | |
| "content": "<s>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| }, | |
| "2": { | |
| "content": "</s>", | |
| "lstrip": false, | |
| "normalized": false, | |
| "rstrip": false, | |
| "single_word": false, | |
| "special": true | |
| } | |
| }, | |
| "bos_token": "<s>", | |
| "clean_up_tokenization_spaces": false, | |
| "eos_token": "</s>", | |
| "legacy": false, | |
| "model_max_length": 2048, | |
| "pad_token": "<unk>", | |
| "padding_side": "left", | |
| "sp_model_kwargs": {}, | |
| "tokenizer_class": "LlamaTokenizer", | |
| "unk_token": "<unk>", | |
| "use_default_system_prompt": false | |
| } | |