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tensorflow/meshArchived

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Mesh

Mesh TensorFlow: Model Parallelism Made Easier

Features

  • Deep Learning - Library for model parallelism in large-scale training.

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  • Deep Learning Ecosystems - Distributed deep learning library.
  • Deep Learning Frameworks - Library for distributed deep learning.
  • Machine Learning Frameworks - Library for distributed deep learning on mesh topologies.
  • Model Implementations - Framework for scaling transformer models to massive parameter counts.
  • Model Training Frameworks - Library for simplifying model parallelism in TensorFlow.
  • 1,624 stars·255 forks·Python·Apache-2.0·14 views

    Star history

    Star history chart for tensorflow/meshStar history chart for tensorflow/mesh

    How this analysis was created: This summary and feature list are AI-generated from collected project material and can contain mistakes. Stars, license and language are imported from GitHub. Inclusion does not mean that we have tested or audited this project. Check the source documentation for any feature you depend on. Learn more on our About page.

    Frequently asked questions

    What does tensorflow/mesh do?

    Mesh TensorFlow: Model Parallelism Made Easier

    What are the main features of tensorflow/mesh?

    The main features of tensorflow/mesh are: Deep Learning, Deep Learning Ecosystems, Deep Learning Frameworks, Machine Learning Frameworks, Model Implementations, Model Training Frameworks.

    Which projects share features with tensorflow/mesh?

    Projects with overlapping indexed features include: google/qkeras — QKeras: a quantization deep learning library for Tensorflow Keras. keras-team/keras-contrib — Keras community contributions. catalyst-team/catalyst — Accelerated deep learning R&D. deepmind/sonnet — Sonnet is a modular machine learning framework and TensorFlow library used for building, training, and managing deep… bsautermeister/tensorlight — TensorLight - A high-level framework for TensorFlow. maxpumperla/elephas — Distributed Deep learning with Keras & Spark.

    Projects sharing features with Mesh

    These projects share indexed features with Mesh. Shared tags can include platform or build tooling; verify the primary use case before treating a result as a replacement.
    • catalyst-team/catalystcatalyst-team avatar

      catalyst-team/catalyst

      3,376View on GitHub↗

      Accelerated deep learning R&D

      Python
      View on GitHub↗3,376
    • deepmind/sonnetdeepmind avatar

      deepmind/sonnet

      9,920View on GitHub↗

      Sonnet is a modular machine learning framework and TensorFlow library used for building, training, and managing deep learning models. It functions as a system for composing neural networks from reusable modules and layers that encapsulate their own parameters and internal states. The project provides specialized tools for distributed model training, enabling the synchronization of gradients across multiple hardware devices. It also serves as a model state management system, allowing for the persistence of neural network weights and the export of portable models that separate the computation g

      Python
      View on GitHub↗9,920
    • bsautermeister/tensorlightbsautermeister avatar

      bsautermeister/tensorlight

      11View on GitHub↗

      TensorLight - A high-level framework for TensorFlow

      Python
      View on GitHub↗11
    • google/qkerasgoogle avatar

      google/qkeras

      583View on GitHub↗

      QKeras: a quantization deep learning library for Tensorflow Keras

      Python
      View on GitHub↗583
    Compare all 30 related projects→