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@ -1444,7 +1444,7 @@ class Booster(object):
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One of the importance types defined above.
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"""
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if self.booster != 'gbtree':
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if getattr(self, 'booster', None) is not None and self.booster != 'gbtree':
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raise ValueError('Feature importance is not defined for Booster type {}'
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.format(self.booster))
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