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Merge pull request #6958 from italodamato/opt-ask-force-new-points
don't overwrite is_random
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commit
2e67e2f911
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@ -429,18 +429,19 @@ class Hyperopt:
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return new_list
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i = 0
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asked_non_tried: List[List[Any]] = []
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is_random: List[bool] = []
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is_random_non_tried: List[bool] = []
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while i < 5 and len(asked_non_tried) < n_points:
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if i < 3:
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self.opt.cache_ = {}
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asked = unique_list(self.opt.ask(n_points=n_points * 5))
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is_random = [False for _ in range(len(asked))]
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else:
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asked = unique_list(self.opt.space.rvs(n_samples=n_points * 5))
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asked = unique_list(self.opt.space.rvs(
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n_samples=n_points * 5, random_state=self.random_state + i))
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is_random = [True for _ in range(len(asked))]
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is_random += [rand for x, rand in zip(asked, is_random)
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if x not in self.opt.Xi
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and x not in asked_non_tried]
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is_random_non_tried += [rand for x, rand in zip(asked, is_random)
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if x not in self.opt.Xi
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and x not in asked_non_tried]
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asked_non_tried += [x for x in asked
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if x not in self.opt.Xi
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and x not in asked_non_tried]
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@ -449,7 +450,7 @@ class Hyperopt:
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if asked_non_tried:
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return (
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asked_non_tried[:min(len(asked_non_tried), n_points)],
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is_random[:min(len(asked_non_tried), n_points)]
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is_random_non_tried[:min(len(asked_non_tried), n_points)]
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)
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else:
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return self.opt.ask(n_points=n_points), [False for _ in range(n_points)]
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