AWS Neuron

AWS Neuron

Amazon Web Services
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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

Build, train, and deploy models faster at scale with fully managed infrastructure, tools, and workflows. Deploy custom AI & LLMs on any infrastructure in seconds and scale inference with ease. Handle your most demanding tasks with batch job scheduling, only paying with per-second billing. Optimize costs with GPU usage, spot instances, and built-in automatic failover. Train with a single command with YAML, simplifying complex infrastructure setups. Automatically scale up workers during high traffic and scale down to zero during inactivity. Deploy cutting-edge models with persistent endpoints in a serverless environment, optimizing resource usage. Monitor system and inference metrics in real-time, including worker count, GPU utilization, latency, and throughput. Efficiently conduct A/B testing by splitting traffic among multiple models for evaluation.

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 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

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

High-performance ML teams

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 Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

No information available.
Free Version Not Supported
Free Trial Not Supported

Pricing

$100 + compute/month
Free Version Supported
Free Trial Not 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 Not Supported
Live Online Not Supported
In Person Not Supported

Company Information

Amazon Web Services
Founded: 2006
United States
aws.amazon.com/machine-learning/neuron/

Company Information

VESSL AI
Founded: 2020
United States
vessl.ai/

Alternatives

Alternatives

Categories

AI Inference Supported
AI Infrastructure Supported
Deep Learning Supported
Machine Learning Supported

Categories

AI Development Supported
AI Inference Supported
AI Infrastructure Supported
Machine Learning Supported

Integrations

Amazon Web Services (AWS) Supported
AWS Trainium Supported
Amazon EC2 Inf1 Instances Supported
Amazon EC2 P4 Instances Supported
Amazon EC2 Trn2 Instances Supported
Amazon EKS Supported
Amazon SageMaker Supported
FLUX.2 Not Supported
Gemma Not Supported
Gemma 2 Not Supported
Google Cloud Platform Not Supported
Jupyter Notebook Not Supported
Kubernetes Not Supported
LangChain Not Supported
Llama 3 Not Supported
Llama 3.2 Not Supported
OpenAI Whisper Not Supported
Pinecone Not Supported
Stable Diffusion Not Supported
Vultr Not Supported

Integrations

Amazon Web Services (AWS) Supported
AWS Trainium Not Supported
Amazon EC2 Inf1 Instances Not Supported
Amazon EC2 P4 Instances Not Supported
Amazon EC2 Trn2 Instances Not Supported
Amazon EKS Not Supported
Amazon SageMaker Not Supported
FLUX.2 Supported
Gemma Supported
Gemma 2 Supported
Google Cloud Platform Supported
Jupyter Notebook Supported
Kubernetes Supported
LangChain Supported
Llama 3 Supported
Llama 3.2 Supported
OpenAI Whisper Supported
Pinecone Supported
Stable Diffusion Supported
Vultr Supported
Claim AWS Neuron and update features and information
Claim AWS Neuron and update features and information
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