SimonBlanke /
Hyperactive
| @@ 54-73 (lines=20) @@ | ||
| 51 | assert hyper.best_para(objective_function)["x1"] in search_space["x1"] |
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| 52 | ||
| 53 | ||
| 54 | def test_search_space_2(): |
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| 55 | def objective_function(opt): |
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| 56 | score = -opt["x1"] * opt["x1"] |
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| 57 | return score |
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| 58 | ||
| 59 | search_space = { |
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| 60 | "x1": list(range(0, 100, 1)), |
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| 61 | "str1": ["0", "1", "2"], |
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| 62 | } |
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| 63 | ||
| 64 | hyper = Hyperactive() |
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| 65 | hyper.add_search( |
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| 66 | objective_function, |
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| 67 | search_space, |
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| 68 | n_iter=15, |
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| 69 | ) |
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| 70 | hyper.run() |
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| 71 | ||
| 72 | assert isinstance(hyper.search_data(objective_function), pd.DataFrame) |
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| 73 | assert hyper.best_para(objective_function)["str1"] in search_space["str1"] |
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| 74 | ||
| 75 | ||
| 76 | def test_search_space_3(): |
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| @@ 33-51 (lines=19) @@ | ||
| 30 | assert hyper.best_para(objective_function)["x1"] in search_space["x1"] |
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| 31 | ||
| 32 | ||
| 33 | def test_search_space_1(): |
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| 34 | def objective_function(opt): |
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| 35 | score = -opt["x1"] * opt["x1"] |
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| 36 | return score |
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| 37 | ||
| 38 | search_space = { |
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| 39 | "x1": list(np.arange(0, 0.003, 0.001)), |
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| 40 | } |
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| 41 | ||
| 42 | hyper = Hyperactive() |
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| 43 | hyper.add_search( |
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| 44 | objective_function, |
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| 45 | search_space, |
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| 46 | n_iter=15, |
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| 47 | ) |
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| 48 | hyper.run() |
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| 49 | ||
| 50 | assert isinstance(hyper.search_data(objective_function), pd.DataFrame) |
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| 51 | assert hyper.best_para(objective_function)["x1"] in search_space["x1"] |
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| 52 | ||
| 53 | ||
| 54 | def test_search_space_2(): |
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| @@ 12-30 (lines=19) @@ | ||
| 9 | pytest.skip("skip these tests for windows", allow_module_level=True) |
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| 10 | ||
| 11 | ||
| 12 | def test_search_space_0(): |
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| 13 | def objective_function(opt): |
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| 14 | score = -opt["x1"] * opt["x1"] |
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| 15 | return score |
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| 16 | ||
| 17 | search_space = { |
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| 18 | "x1": list(range(0, 3, 1)), |
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| 19 | } |
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| 20 | ||
| 21 | hyper = Hyperactive() |
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| 22 | hyper.add_search( |
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| 23 | objective_function, |
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| 24 | search_space, |
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| 25 | n_iter=15, |
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| 26 | ) |
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| 27 | hyper.run() |
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| 28 | ||
| 29 | assert isinstance(hyper.search_data(objective_function), pd.DataFrame) |
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| 30 | assert hyper.best_para(objective_function)["x1"] in search_space["x1"] |
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| 31 | ||
| 32 | ||
| 33 | def test_search_space_1(): |
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