Horovod vs. PyTorch Comparison


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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 Transition seamlessly between eager and graph modes with TorchScript, and accelerate the path to production with TorchServe. Scalable distributed training and performance optimization in research and production is enabled by the torch-distributed backend. A rich ecosystem of tools and libraries extends PyTorch and supports development in computer vision, NLP and more. PyTorch is well supported on major cloud platforms, providing frictionless development and easy scaling. Select your preferences and run the install command. Stable represents the most currently tested and supported version of PyTorch. This should be suitable for many users. Preview is available if you want the latest, not fully tested and supported, 1.10 builds that are generated nightly. Please ensure that you have met the prerequisites (e.g., numpy), depending on your package manager. Anaconda is our recommended package manager since it installs all dependencies.
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 Not Supported On-Premises Not Supported iPhone Supported iPad Supported Android Supported Chromebook Not Supported
Audience Developers in need of a powerful Development Framework solution	Audience Researchers in need of an open source machine learning solution to accelerate research prototyping and production deployment
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 Not 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 Supported Live Online Not Supported In Person Not Supported
Company Information Horovod horovod.ai/	Company Information PyTorch Founded: 2016 pytorch.org
Alternatives AWS Deep Learning AMIs Amazon	Alternatives TensorFlow
AWS Neuron Amazon Web Services	Core ML Apple
Fabric for Deep Learning (FfDL) IBM	Create ML Apple
DeepSpeed Microsoft	DeepSpeed Microsoft
Google Cloud Deep Learning VM Image Google View All	AWS Neuron Amazon Web Services View All
Categories AI/ML Model Training Supported Deep Learning Supported Development Frameworks Supported	Categories AI Development Supported AI/ML Model Training Supported Machine Learning Supported Neural Network Supported

Integrations Amazon Web Services (AWS) Supported Flyte Supported Microsoft Azure Supported AWS Marketplace Not Supported Amazon EC2 P5 Instances Not Supported Amazon EC2 Trn1 Instances Not Supported Amazon EC2 UltraClusters Not Supported Amazon SageMaker Debugger Not Supported Amazon SageMaker Studio Not Supported Apolo Not Supported Domino Enterprise AI Platform Not Supported Exafunction Not Supported Gemma 2 Not Supported Groq Not Supported Intel Tiber AI Cloud Not Supported NeevCloud Not Supported Simplismart Not Supported Skyportal Not Supported Unremot Not Supported Show More Integrations View All 10 Integrations	Integrations Amazon Web Services (AWS) Supported Flyte Supported Microsoft Azure Supported AWS Marketplace Supported Amazon EC2 P5 Instances Supported Amazon EC2 Trn1 Instances Supported Amazon EC2 UltraClusters Supported Amazon SageMaker Debugger Supported Amazon SageMaker Studio Supported Apolo Supported Domino Enterprise AI Platform Supported Exafunction Supported Gemma 2 Supported Groq Supported Intel Tiber AI Cloud Supported NeevCloud Supported Simplismart Supported Skyportal Supported Unremot Supported Show More Integrations View All 150 Integrations
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