Horovod vs. MXNet Comparison


Horovod	MXNet The Apache Software Foundation	+	+
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About Horovod was originally developed by Uber to make distributed deep learning fast and easy to use, bringing model training time down from days and weeks to hours and minutes. With Horovod, an existing training script can be scaled up to run on hundreds of GPUs in just a few lines of Python code. Horovod can be installed on-premise or run out-of-the-box in cloud platforms, including AWS, Azure, and Databricks. Horovod can additionally run on top of Apache Spark, making it possible to unify data processing and model training into a single pipeline. Once Horovod has been configured, the same infrastructure can be used to train models with any framework, making it easy to switch between TensorFlow, PyTorch, MXNet, and future frameworks as machine learning tech stacks continue to evolve.	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 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 Developers in need of a powerful Development Framework 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 Free Free Version 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 Not 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 Horovod horovod.ai/	Company Information The Apache Software Foundation Founded: 1999 United States mxnet.apache.org
Alternatives AWS Deep Learning AMIs Amazon	Alternatives AWS Deep Learning AMIs Amazon
AWS Neuron Amazon Web Services	Horovod
Fabric for Deep Learning (FfDL) IBM	Deeplearning4j
DeepSpeed Microsoft	Apache NuttX Apache
Google Cloud Deep Learning VM Image Google View All	Caffe BAIR View All
Categories AI/ML Model Training Supported Deep Learning Supported Development Frameworks 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 Inf1 Instances Not Supported Amazon Elastic Inference Not Supported Amazon SageMaker Model Building Not Supported Amazon Web Services (AWS) Supported Azure Databricks Supported Cameralyze Not Supported Flower Not Supported GPUonCLOUD Not Supported Gradient Not Supported Guild AI Not Supported Keras Supported LeaderGPU Not Supported MLReef Not Supported MXNet Supported PyTorch Supported Python Supported TensorFlow Supported Show More Integrations View All 10 Integrations	Integrations AWS Elastic Fabric Adapter (EFA) Supported AWS Marketplace Supported Amazon EC2 Inf1 Instances Supported Amazon Elastic Inference Supported Amazon SageMaker Model Building Supported Amazon Web Services (AWS) Not Supported Azure Databricks Not Supported Cameralyze Supported Flower Supported GPUonCLOUD Supported Gradient Supported Guild AI Supported Keras Not Supported LeaderGPU Supported MLReef Supported MXNet Not Supported PyTorch Not Supported Python Not Supported TensorFlow Not Supported Show More Integrations View All 18 Integrations
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