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max_steps_per_epoch: <int> (Optional)

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Description

max_steps_per_epoch controls the maximum number of steps performed in a single epoch during training.
  • A step is defined as training your model on a single mini-batch of size batch_size
  • An epoch is defined as the process of completing the specified number of steps, i.e., max_steps_per_epoch steps, after which validation is performed.
This is particularly useful for managing the trade-off between training time and validation frequency. For example, to double the validation frequency while keeping the total number of mini-batches the model processes unchanged, halve max_steps_per_epoch and double max_epochs.
  • max_steps_per_epoch must be > 0.

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Supported Task Types

  • All

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Default Values

run_modeDefault Value
FAST1000
NORMAL2000
BEST2000