AWS Neuron vs. MXNet Comparison


AWS Neuron Amazon Web Services	MXNet The Apache Software Foundation	+	+
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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 A hybrid front-end seamlessly transitions between Gluon eager imperative mode and symbolic mode to provide both flexibility and speed. Scalable distributed training and performance optimization in research and production is enabled by the dual parameter server and Horovod support. Deep integration into Python and support for Scala, Julia, Clojure, Java, C++, R and Perl. A thriving ecosystem of tools and libraries extends MXNet and enables use-cases in computer vision, NLP, time series and more. Apache MXNet is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by the Apache Incubator. Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, and decision-making process have stabilized in a manner consistent with other successful ASF projects. Join the MXNet scientific community to contribute, learn, and get answers to your questions.
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 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 Developers and researchers requiring an open-source deep learning framework for research prototyping and production
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 No information available. Free Version Not 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 The Apache Software Foundation Founded: 1999 United States mxnet.apache.org
Alternatives Amazon EC2 Trn1 Instances Amazon	Alternatives Deeplearning4j
Amazon EC2 Trn2 Instances Amazon	AWS Deep Learning AMIs Amazon
Amazon EC2 Inf1 Instances Amazon	Horovod
AWS Deep Learning AMIs Amazon	Apache NuttX Apache
Google Cloud Deep Learning VM Image Google View All	Caffe BAIR View All
Categories AI Inference Supported AI Infrastructure Supported AI/ML Model Training Supported Deep Learning Supported Machine Learning Supported	Categories AI Development Supported AI/ML Model Training Supported Deep Learning Supported Neural Network Supported

Integrations Amazon EC2 Inf1 Instances Supported Amazon EC2 P4 Instances Supported AWS Deep Learning Containers Supported AWS Elastic Fabric Adapter (EFA) Not Supported AWS Marketplace Not Supported AWS Trainium Supported Amazon EC2 G5 Instances Supported Amazon EC2 Trn1 Instances Supported Amazon EKS Supported Amazon EKS Anywhere Supported Amazon Elastic Container Service (Amazon ECS) Supported Amazon SageMaker Supported Amazon SageMaker Debugger Not Supported Amazon SageMaker Model Building Not Supported Amazon Web Services (AWS) Supported GPUonCLOUD Not Supported Google Cloud Deep Learning VM Image Not Supported Gradient Not Supported Horovod Not Supported MLReef Not Supported Show More Integrations View All 16 Integrations	Integrations Amazon EC2 Inf1 Instances Supported Amazon EC2 P4 Instances Supported AWS Deep Learning Containers Not Supported AWS Elastic Fabric Adapter (EFA) Supported AWS Marketplace Supported AWS Trainium Not Supported Amazon EC2 G5 Instances Not Supported Amazon EC2 Trn1 Instances Not Supported Amazon EKS Not Supported Amazon EKS Anywhere Not Supported Amazon Elastic Container Service (Amazon ECS) Not Supported Amazon SageMaker Not Supported Amazon SageMaker Debugger Supported Amazon SageMaker Model Building Supported Amazon Web Services (AWS) Not Supported GPUonCLOUD Supported Google Cloud Deep Learning VM Image Supported Gradient Supported Horovod Supported MLReef Supported Show More Integrations View All 18 Integrations
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