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 unclecode/tinyllama-function-call-lora-adapter-250424 to start chattingUsing HuggingFace Spaces for Unsloth
# No setup required# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for unclecode/tinyllama-function-call-lora-adapter-250424 to start chattingLoad model with FastModel
pip install unsloth
from unsloth import FastModel
model, tokenizer = FastModel.from_pretrained(
model_name="unclecode/tinyllama-function-call-lora-adapter-250424",
max_seq_length=2048,
)Function Calling and Tool Use LLaMA Models
This repository contains two main versions of LLaMA models fine-tuned for function calling and tool use capabilities:
- Fine-tuned version of the
LLama3-8b-instructmodel tinyllama- a smaller model version
For each version, the following variants are available:
- 16-bit quantized model
- 4-bit quantized model
- GGFU format for use with llama.cpp
Dataset
The models were fine-tuned using a modified version of the ilacai/glaive-function-calling-v2-sharegpt dataset, which can be found at unclecode/glaive-function-calling-llama3.
Usage
To learn how to use these models, refer to the Colab notebook:
This is the first version of the models, and work is in progress to further train them with multi-tool detection and native tool binding support.
Library and Tools Support
A library is being developed to manage tools and add tool support for major LLMs, regardless of their built-in capabilities. You can find examples and contribute to the library at the following repository:
https://github.com/unclecode/fllm
Please open an issue in the repository for any bugs or collaboration requests.
Other Models
Here are links to other related models:
- unclecode/llama3-function-call-lora-adapter-240424
- unclecode/llama3-function-call-16bit-240424
- unclecode/llama3-function-call-4bit-240424
- unclecode/llama3-function-call-Q4_K_M_GGFU-240424
- unclecode/tinyllama-function-call-lora-adapter-250424
- unclecode/tinyllama-function-call-16bit-250424
- unclecode/tinyllama-function-call-Q4_K_M_GGFU-250424
License
These models are released under the Apache 2.0 license.
Uploaded model
- Developed by: unclecode
- License: apache-2.0
- Finetuned from model : unsloth/llama-3-8b-Instruct-bnb-4bit
This llama model was trained 2x faster with Unsloth and Huggingface's TRL library.

Install Unsloth Studio (macOS, Linux, WSL)
# Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for unclecode/tinyllama-function-call-lora-adapter-250424 to start chatting