Deep Learning toolkit

Accelerate local LLM inference and finetuning (LLaMA, Mistral, ChatGLM, Qwen, Baichuan, Mixtral, Gemma, etc.) on Intel CPU and GPU (e.g., local PC with iGPU, discrete GPU such as Arc, Flex and Max). A PyTorch LLM library that seamlessly integrates with llama.cpp, Ollama, HuggingFace, LangChain, LlamaIndex, DeepSpeed, vLLM, FastChat, etc.

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

FAIR Sequence Modeling Toolkit 2

A Fundamental End-to-End Speech Recognition Toolkit and Open Source SOTA Pretrained Models, Supporting Speech Recognition, Voice Activity Detection, Text Post-processing etc.

Perform data science on data that remains in someone else's server

Easily start medical image segmentation with 3D U-Net, where you can use modules such as ResBlock,MBConv...

PyTorch implementation of 'SDEdit' (Meng et al., 2021) from scratch and applying it to 'DDPM' on CelebA at 64 × 64

A high-throughput and memory-efficient inference and serving engine for LLMs

3D Hybrid GAN using Cross attention, attention and convolution implemented in, C and python

Implementing a ChatGPT-like LLM in PyTorch from scratch, step by step

NEW - YOLOv8 🚀 in PyTorch > ONNX > OpenVINO > CoreML > TFLite

Replace OpenAI GPT with another LLM in your app by changing a single line of code. Xinference gives you the freedom to use any LLM you need. With Xinference, you're empowered to run inference with any open-source language models, speech recognition models, and multimodal models, whether in the cloud, on-premises, or even on your laptop.

The Unified AI Framework

A 1D analogue of the MNIST dataset for measuring spatial biases and answering Science of Deep Learning questions.

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

A retargetable MLIR-based machine learning compiler and runtime toolkit.

Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

Visualizer for neural network, deep learning and machine learning models

OneDiff: An out-of-the-box acceleration library for diffusion models.