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Make sure eval subset is sampled without replacing (#3651)
Explicitly specify `replace=False` for [numpy.random.choice](https://numpy.org/doc/stable/reference/random/generated/numpy.random.choice.html) (it was missing and default is `replace=True` which could lead to duplicate examples in the evaluation set).
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