Amazon Elastic Inference vs. MXNet Comparison


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About Amazon Elastic Inference allows you to attach low-cost GPU-powered acceleration to Amazon EC2 and Sagemaker instances or Amazon ECS tasks, to reduce the cost of running deep learning inference by up to 75%. Amazon Elastic Inference supports TensorFlow, Apache MXNet, PyTorch and ONNX models. Inference is the process of making predictions using a trained model. In deep learning applications, inference accounts for up to 90% of total operational costs for two reasons. Firstly, standalone GPU instances are typically designed for model training - not for inference. While training jobs batch process hundreds of data samples in parallel, inference jobs usually process a single input in real time, and thus consume a small amount of GPU compute. This makes standalone GPU inference cost-inefficient. On the other hand, standalone CPU instances are not specialized for matrix operations, and thus are often too slow for deep learning inference.	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 IT teams that need an advanced Infrastructure as a Service solution	Audience Developers and researchers requiring an open-source deep learning framework for research prototyping and production
Support Phone Support Not 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 Founded: 2006 United States aws.amazon.com/machine-learning/elastic-inference/	Company Information The Apache Software Foundation Founded: 1999 United States mxnet.apache.org
Alternatives Amazon EC2 Inf1 Instances Amazon	Alternatives Deeplearning4j
Amazon EC2 G4 Instances Amazon	AWS Deep Learning AMIs Amazon
AWS Neuron Amazon Web Services	Horovod
AWS Inferentia Amazon	Apache NuttX Apache
NVIDIA Triton Inference Server NVIDIA View All	Caffe BAIR View All
Categories Infrastructure-as-a-Service (IaaS) Supported	Categories AI Development Supported AI/ML Model Training Supported Deep Learning Supported Neural Network Supported

Integrations AWS Elastic Fabric Adapter (EFA) Not Supported AWS Marketplace Not Supported Amazon EC2 Supported Amazon EC2 Inf1 Instances Not Supported Amazon EC2 P4 Instances Not Supported Amazon Elastic Inference Not Supported Amazon SageMaker Model Building Not Supported Amazon Web Services (AWS) Supported Cameralyze Not Supported Flower Not Supported Google Cloud Deep Learning VM Image Not Supported Gradient Not Supported Guild AI Not Supported Horovod Not Supported LeaderGPU Not Supported MLReef Not Supported NVIDIA Triton Inference Server Not Supported PyTorch Supported TensorFlow Supported Show More Integrations View All 6 Integrations	Integrations AWS Elastic Fabric Adapter (EFA) Supported AWS Marketplace Supported Amazon EC2 Not Supported Amazon EC2 Inf1 Instances Supported Amazon EC2 P4 Instances Supported Amazon Elastic Inference Supported Amazon SageMaker Model Building Supported Amazon Web Services (AWS) Not Supported Cameralyze Supported Flower Supported Google Cloud Deep Learning VM Image Supported Gradient Supported Guild AI Supported Horovod Supported LeaderGPU Supported MLReef Supported NVIDIA Triton Inference Server Supported PyTorch Not Supported TensorFlow Not Supported Show More Integrations View All 18 Integrations
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