Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.

Load multiple LoRA modules simultaneously and automatically switch the appropriate combination of LoRA modules to generate the best answer based on user queries.

[COLM 2024] LoraHub: Efficient Cross-Task Generalization via Dynamic LoRA Composition

Enforce the output format (JSON Schema, Regex etc) of a language model

A Python package to assess and improve fairness of machine learning models.

Toolkit for efficient and pythonic FHIR resource manipulation

Efficiently Fine-Tune 100+ LLMs in WebUI (ACL 2024)

Go ahead and axolotl questions

[NeurIPS'23 Oral] Visual Instruction Tuning (LLaVA) built towards GPT-4V level capabilities and beyond.

An awesome & curated list of best LLMOps tools for developers

Structured Text Generation

A pywal script to create an obsidian.md theme.

A guidance language for controlling large language models.

A portable Pythonic Data Catalog API powered by Ray that brings exabyte-level scalability and fast, ACID-compliant, change-data-capture to your big data workloads.

Laplace approximations for Deep Learning.

LLaMA-TRL: Fine-tuning LLaMA with PPO and LoRA

Run macOS on QEMU/KVM. With OpenCore + Monterey + Ventura + Sonoma support now! Only commercial (paid) support is available now to avoid spammy issues. No Mac system is required.

Tools to set up a quick macOS VM in QEMU, accelerated by KVM.

A Bulletproof Way to Generate Structured JSON from Language Models

An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.

A framework for benchmarking clustering algorithms – Benchmark results (for version 1 of the Suite)

An implementation of Performer, a linear attention-based transformer, in Pytorch

Implementation of TabTransformer, attention network for tabular data, in Pytorch

A simple way to keep track of an Exponential Moving Average (EMA) version of your pytorch model

Usable Implementation of "Bootstrap Your Own Latent" self-supervised learning, from Deepmind, in Pytorch

Object mapping, and more, for Redis and Python