Flyte vs. MXNet Comparison


Flyte Union.ai	MXNet The Apache Software Foundation	+	+
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About The workflow automation platform for complex, mission-critical data and ML processes at scale. Flyte makes it easy to create concurrent, scalable, and maintainable workflows for machine learning and data processing. Flyte is used in production at Lyft, Spotify, Freenome, and others. At Lyft, Flyte has been serving production model training and data processing for over four years, becoming the de-facto platform for teams like pricing, locations, ETA, mapping, autonomous, and more. In fact, Flyte manages over 10,000 unique workflows at Lyft, totaling over 1,000,000 executions every month, 20 million tasks, and 40 million containers. Flyte has been battle-tested at Lyft, Spotify, Freenome, and others. It is entirely open-source with an Apache 2.0 license under the Linux Foundation with a cross-industry overseeing committee. Configuring machine learning and data workflows can get complex and error-prone with YAML.	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 Supported Linux Supported Cloud Not 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 Developers in need of a workflow automation platform to create concurrent, scalable, and maintainable workflows	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 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 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 Union.ai Founded: 2020 United States flyte.org	Company Information The Apache Software Foundation Founded: 1999 United States mxnet.apache.org
Alternatives Metaflow Netflix	Alternatives Deeplearning4j
Ray Anyscale	AWS Deep Learning AMIs Amazon
ZenML	Horovod
Lyft Business Lyft	Apache NuttX Apache
Lyft View All	Caffe BAIR View All
Categories AI Automation Supported AI/ML Model Training Supported Machine Learning Supported Workflow Automation Supported	Categories AI Development Supported AI/ML Model Training Supported Deep Learning Supported Neural Network Supported

Integrations Horovod Supported AWS Batch Supported Amazon SageMaker Debugger Not Supported Amazon SageMaker Model Building Not Supported Apache Hive Supported Dolt Supported Feast Supported Flower Not Supported Google Cloud BigQuery Supported Google Cloud Deep Learning VM Image Not Supported Google Cloud Platform Supported Great Expectations Supported Kubeflow Supported MLReef Not Supported ONNX Supported Polars Supported PyTorch Supported Snowflake Supported Spotify Supported Union Cloud Supported Show More Integrations View All 33 Integrations	Integrations Horovod Supported AWS Batch Not Supported Amazon SageMaker Debugger Supported Amazon SageMaker Model Building Supported Apache Hive Not Supported Dolt Not Supported Feast Not Supported Flower Supported Google Cloud BigQuery Not Supported Google Cloud Deep Learning VM Image Supported Google Cloud Platform Not Supported Great Expectations Not Supported Kubeflow Not Supported MLReef Supported ONNX Not Supported Polars Not Supported PyTorch Not Supported Snowflake Not Supported Spotify Not Supported Union Cloud Not Supported Show More Integrations View All 18 Integrations
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