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Add Iteration related Events (#3076)
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Adds ITERATION_START, ITERATION_END, and ITERATION_CHECKPOINT to Event, Engine, and Callback. Increments iteration during training based on iteration length defined in State. Iteration length is a private variable in State and should have no effect by default.

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b-chu authored and Chuck Tang committed May 16, 2024
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