Flyte

Flyte

Union.ai
+
+

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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

​JAX is a Python library designed for high-performance numerical computing and machine learning research. It offers a NumPy-like API, facilitating seamless adoption for those familiar with NumPy. Key features of JAX include automatic differentiation, just-in-time compilation, vectorization, and parallelization, all optimized for execution on CPUs, GPUs, and TPUs. These capabilities enable efficient computation for complex mathematical functions and large-scale machine-learning models. JAX also integrates with various libraries within its ecosystem, such as Flax for neural networks and Optax for optimization tasks. Comprehensive documentation, including tutorials and user guides, is available to assist users in leveraging JAX's full potential. ​

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers in need of a workflow automation platform to create concurrent, scalable, and maintainable workflows

Audience

Professional researchers and developers searching for a solution to manage their numerical computing and machine learning operations in Python

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

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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
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Union.ai
Founded: 2020
United States
flyte.org

Company Information

JAX
United States
docs.jax.dev/en/latest/

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Categories

Categories

Integrations

Hugging Face
TensorFlow
AWS EC2 Trn3 Instances
Apache Spark
Equinox
Feast
Gemma 3n
Google Cloud BigQuery
Google Cloud Platform
Grain
Great Expectations
Horovod
Keras
Kubernetes
MLflow
NumPy
PyTorch
Python
Union Cloud
pandas

Integrations

Hugging Face
TensorFlow
AWS EC2 Trn3 Instances
Apache Spark
Equinox
Feast
Gemma 3n
Google Cloud BigQuery
Google Cloud Platform
Grain
Great Expectations
Horovod
Keras
Kubernetes
MLflow
NumPy
PyTorch
Python
Union Cloud
pandas
Claim Flyte and update features and information
Claim Flyte and update features and information
Claim JAX and update features and information
Claim JAX and update features and information