Horovod
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About
Horovod is a distributed deep learning training framework for PyTorch, TensorFlow, Keras and Apache MXNet. 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 PyTorch, TensorFlow, MXNet, and future frameworks as machine learning tech stacks continue to evolve.
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Task
Features
• portable: runs the same for pytorch, tensorflow, keras, and mxnet; on premise, in the cloud, and on apache spark.
• easy: start scaling your model training with just a few lines of python code.
• fast: scale up to hundreds of gpus with upwards of 90% scaling efficiency.
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