AWS Neuron vs. Ray Comparison


AWS Neuron Amazon Web Services	Ray Anyscale	+	+
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About It supports high-performance training on AWS Trainium-based Amazon Elastic Compute Cloud (Amazon EC2) Trn1 instances. For model deployment, it supports high-performance and low-latency inference on AWS Inferentia-based Amazon EC2 Inf1 instances and AWS Inferentia2-based Amazon EC2 Inf2 instances. With Neuron, you can use popular frameworks, such as TensorFlow and PyTorch, and optimally train and deploy machine learning (ML) models on Amazon EC2 Trn1, Inf1, and Inf2 instances with minimal code changes and without tie-in to vendor-specific solutions. AWS Neuron SDK, which supports Inferentia and Trainium accelerators, is natively integrated with PyTorch and TensorFlow. This integration ensures that you can continue using your existing workflows in these popular frameworks and get started with only a few lines of code changes. For distributed model training, the Neuron SDK supports libraries, such as Megatron-LM and PyTorch Fully Sharded Data Parallel (FSDP).	About Develop on your laptop and then scale the same Python code elastically across hundreds of nodes or GPUs on any cloud, with no changes. Ray translates existing Python concepts to the distributed setting, allowing any serial application to be easily parallelized with minimal code changes. Easily scale compute-heavy machine learning workloads like deep learning, model serving, and hyperparameter tuning with a strong ecosystem of distributed libraries. Scale existing workloads (for eg. Pytorch) on Ray with minimal effort by tapping into integrations. Native Ray libraries, such as Ray Tune and Ray Serve, lower the effort to scale the most compute-intensive machine learning workloads, such as hyperparameter tuning, training deep learning models, and reinforcement learning. For example, get started with distributed hyperparameter tuning in just 10 lines of code. Creating distributed apps is hard. Ray handles all aspects of distributed execution.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Organizations in need of an SDK solution with a compiler, runtime, and profiling tools that unlocks high-performance and cost-effective deep learning acceleration	Audience ML and AI Engineers, Software Developers
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Free Open source. Consumption-based. Free Version Supported Free Trial Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Supported
Company Information Amazon Web Services Founded: 2006 United States aws.amazon.com/machine-learning/neuron/	Company Information Anyscale Founded: 2019 United States ray.io
Alternatives Amazon EC2 Trn1 Instances Amazon	Alternatives Anyscale
Amazon EC2 Trn2 Instances Amazon	Horovod
Amazon EC2 Inf1 Instances Amazon	Determined AI
AWS Deep Learning AMIs Amazon	Neuralhub
Google Cloud Deep Learning VM Image Google View All	Automaton AI View All
Categories AI Inference Supported AI Infrastructure Supported AI/ML Model Training Supported Deep Learning Supported Machine Learning Supported	Categories Deep Learning Supported Machine Learning Supported ML Model Deployment Supported

Integrations Amazon EC2 Trn2 Instances Supported Amazon EKS Supported Amazon SageMaker Supported Amazon Web Services (AWS) Supported AWS Trainium Supported Amazon EC2 Capacity Blocks for ML Supported Amazon EC2 Inf1 Instances Supported Amazon EC2 P4 Instances Supported Amazon EC2 P5 Instances Supported Amazon EC2 Trn1 Instances Supported Amazon EKS Anywhere Supported Amazon Elastic Container Service (Amazon ECS) Supported Apache Airflow Not Supported Azure Kubernetes Service (AKS) Not Supported Feast Not Supported Flyte Not Supported Kubernetes Not Supported Python Not Supported Snowflake Not Supported io.net Not Supported Show More Integrations View All 16 Integrations	Integrations Amazon EC2 Trn2 Instances Supported Amazon EKS Supported Amazon SageMaker Supported Amazon Web Services (AWS) Supported AWS Trainium Not Supported Amazon EC2 Capacity Blocks for ML Not Supported Amazon EC2 Inf1 Instances Not Supported Amazon EC2 P4 Instances Not Supported Amazon EC2 P5 Instances Not Supported Amazon EC2 Trn1 Instances Not Supported Amazon EKS Anywhere Not Supported Amazon Elastic Container Service (Amazon ECS) Not Supported Apache Airflow Supported Azure Kubernetes Service (AKS) Supported Feast Supported Flyte Supported Kubernetes Supported Python Supported Snowflake Supported io.net Supported Show More Integrations View All 22 Integrations
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