The best ray alternatives

transformers

huggingface/transformers

🤗 Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

Choose transformers if…

• you want the more widely starred option (168.5k)
• you specifically need audio or deepseek

Shares deep-learning, llm, machine-learning, python with ray.

kornia

kornia/kornia

🐍 Geometric Computer Vision Library for Spatial AI

Choose kornia if…

• you prefer a smaller, narrower project to a large one
• you specifically need artificial-intelligence or computer-vision

Shares deep-learning, machine-learning, python, pytorch with ray.

inference

xorbitsai/inference

Swap GPT for any LLM by changing a single line of code. Xinference lets you run open-source, speech, and multimodal models on cloud, on-prem, or your laptop — all through one unified, production-ready inference API.

Choose inference if…

• you prefer a smaller, narrower project to a large one
• you specifically need artificial-intelligence or diffusers

Shares deployment, llm, machine-learning, pytorch with ray.

BentoML

bentoml/BentoML

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

Choose BentoML if…

• you prefer a smaller, narrower project to a large one
• you specifically need ai-inference or generative-ai

Shares deep-learning, llm, llm-inference, llm-serving with ray.

stanza

stanfordnlp/stanza

Stanford NLP Python library for tokenization, sentence segmentation, NER, and parsing of many human languages

Choose stanza if…

• you prefer a smaller, narrower project to a large one
• you specifically need artificial-intelligence or corenlp

Shares deep-learning, machine-learning, python, pytorch with ray.

TensorLayer

tensorlayer/TensorLayer

Deep Learning and Reinforcement Learning Library for Scientists and Engineers

Choose TensorLayer if…

• you prefer a smaller, narrower project to a large one
• you specifically need a3c or artificial-intelligence

Shares deep-learning, python, reinforcement-learning, tensorflow with ray.

flower

flwrlabs/flower

Flower: A Friendly Federated AI Framework

Choose flower if…

• you prefer a smaller, narrower project to a large one
• you specifically need ai or android

Shares deep-learning, machine-learning, python, pytorch with ray.

gradio

gradio-app/gradio

Build and share delightful machine learning apps, all in Python. 🌟 Star to support our work!

Choose gradio if…

• you specifically need data-analysis or data-visualization

Shares data-science, deep-learning, machine-learning, python with ray.

spaCy

explosion/spaCy

💫 Industrial-strength Natural Language Processing (NLP) in Python

Choose spaCy if…

• MIT License suits your use better than Apache License 2.0
• you specifically need ai or artificial-intelligence

Shares data-science, deep-learning, machine-learning, python with ray.

pytorch-lightning

Lightning-AI/pytorch-lightning

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

Choose pytorch-lightning if…

• you specifically need ai or artificial-intelligence

Shares data-science, deep-learning, machine-learning, python with ray.

datasets

huggingface/datasets

🤗 The largest hub of ready-to-use datasets for AI models with fast, easy-to-use and efficient data manipulation tools

Choose datasets if…

• you specifically need ai or artificial-intelligence

Shares deep-learning, llm, machine-learning, pytorch with ray.

recommenders

recommenders-team/recommenders

Best Practices on Recommendation Systems

Choose recommenders if…

• MIT License suits your use better than Apache License 2.0
• you prefer a smaller, narrower project to a large one
• you specifically need ai or artificial-intelligence

Shares data-science, deep-learning, machine-learning, python with ray.