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import numpy as np |
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from hyperactive import Hyperactive |
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""" --- test search spaces with mixed int/float types --- """ |
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n_iter = 100 |
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def test_mixed_type_search_space_0(): |
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def objective_function(para): |
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assert isinstance(para["x1"], int) |
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return 1 |
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search_space = { |
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"x1": list(range(10, 20)), |
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} |
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hyper = Hyperactive() |
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hyper.add_search(objective_function, search_space, n_iter=n_iter) |
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hyper.run() |
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def test_mixed_type_search_space_1(): |
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def objective_function(para): |
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assert isinstance(para["x2"], float) |
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return 1 |
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search_space = { |
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"x2": list(np.arange(1, 2, 0.1)), |
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} |
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hyper = Hyperactive() |
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hyper.add_search(objective_function, search_space, n_iter=n_iter) |
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hyper.run() |
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def test_mixed_type_search_space_2(): |
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def objective_function(para): |
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assert isinstance(para["x1"], int) |
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assert isinstance(para["x2"], float) |
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return 1 |
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search_space = { |
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"x1": list(range(10, 20)), |
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"x2": list(np.arange(1, 2, 0.1)), |
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} |
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hyper = Hyperactive() |
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hyper.add_search(objective_function, search_space, n_iter=n_iter) |
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hyper.run() |
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def test_mixed_type_search_space_3(): |
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def objective_function(para): |
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assert isinstance(para["x1"], int) |
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assert isinstance(para["x2"], float) |
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assert isinstance(para["x3"], float) |
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assert isinstance(para["x4"], str) |
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return 1 |
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search_space = { |
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"x1": list(range(10, 20)), |
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"x2": list(np.arange(1, 2, 0.1)), |
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"x3": list(np.arange(1, 2, 0.1)), |
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"x4": ["str1", "str2", "str3"], |
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} |
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hyper = Hyperactive() |
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hyper.add_search(objective_function, search_space, n_iter=n_iter) |
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hyper.run() |
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