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860 B
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24 lines
860 B
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:orphan:
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################################
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Fault-tolerant Training (expert)
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################################
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**Audience**: Experts looking to enable and handle their own fault-tolerance.
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**Pre-requisites**: Users must have first read :doc:`Fault-tolrance Training (basic) <fault_tolerant_training_basic>`
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----
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***************************************
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Enable fault-tolerant behavior anywhere
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***************************************
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To enable fault tolerance on your own cloud or cluster environment enable the *PL_FAULT_TOLERANT_TRAINING* environment variable:
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.. code-block:: bash
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PL_FAULT_TOLERANT_TRAINING=1 python script.py
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Although Lighting will now be fault-tolerant, you'll have to handle all the nuances of making sure the models are automatically restarted.
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.. note:: This complexity is already handled for you if you use **lightning-grid**.
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