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Shuffle on first epoch of train
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@ -186,18 +186,12 @@ def train(
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def create_train_batches(iterator, batcher, max_epochs: int):
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epoch = 1
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examples = []
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# Stream the first epoch, so we start training faster and support
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# infinite streams.
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for batch in batcher(iterator):
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yield epoch, batch
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if max_epochs != 1:
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examples.extend(batch)
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epoch = 0
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examples = list(iterator)
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if not examples:
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# Raise error if no data
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raise ValueError(Errors.E986)
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while epoch != max_epochs:
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while max_epochs < 1 or epoch != max_epochs:
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random.shuffle(examples)
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for batch in batcher(examples):
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yield epoch, batch
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