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---
title: README
emoji: 🏢
colorFrom: blue
colorTo: green
sdk: static
pinned: true
tags:
- inference
- function calling
- long context
- mistral
- deepseek
- yi
- code-llama
- quantization
- SFT
- fine-tuning
---
*last updated Dec 20th 2023*
## About
Trelis Research provides:
- Function-calling models.
- Advanced fine-tuning scripts.
- Advanced inference guides.
- One click LLM API templates

## Function-calling Models and Datasets

[Get access here](https://trelis.com/function-calling/)

- Fine-tuned models for function calling - from 1.3B to 70B in size, incl. Yi, Deepseek, Llama and more. [Collection here](https://huggingface.co/collections/Trelis/function-calling-v3-657199ecbe378693925c7915)
- Dataset to fine-tune models for function calling. [Access here](https://huggingface.co/datasets/Trelis/function_calling_v3)
- Scripts to fine-tune models for function calling and structured responses.

## ADVANCED Fine-tuning Scripts

[Get access here](https://trelis.com/advanced-fine-tuning-scripts/)

1. Unsupervised + Supervised Fine-tuning Notebooks
1. Chat fine-tuning scripts
1. Long context fine-tuning scripts
1. Function calling fine-tuning
1. Q&A Dataset Preparation + Cleaning Scripts
1. Scripts to create and use Embeddings
1. Quantization Scripts

## ADVANCED Inference

[Get access here](https://trelis.com/enterprise-server-api-and-inference-guide/)

- Server setup, API setup and inference guide for open source models.
- Inference for function calling.

## One-click LLM API/Server Templates
- Check out the full list [here](https://github.com/TrelisResearch/one-click-llms)
- Includes Llama 70B, Mistral 7B, Mixtral 8x7B and many more