SimonBlanke /
Hyperactive
| @@ 154-178 (lines=25) @@ | ||
| 151 | assert abs(best_score0 - best_score1) < err |
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| 152 | ||
| 153 | ||
| 154 | def test_random_state_2(): |
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| 155 | """Test different results with different random states.""" |
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| 156 | hyper0 = Hyperactive() |
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| 157 | hyper0.add_search( |
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| 158 | objective_function, |
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| 159 | search_space, |
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| 160 | n_iter=10, |
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| 161 | initialize={"random": 1}, |
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| 162 | random_state=1, |
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| 163 | ) |
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| 164 | hyper0.run() |
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| 165 | ||
| 166 | hyper1 = Hyperactive() |
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| 167 | hyper1.add_search( |
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| 168 | objective_function, |
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| 169 | search_space, |
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| 170 | n_iter=10, |
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| 171 | initialize={"random": 1}, |
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| 172 | random_state=10, |
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| 173 | ) |
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| 174 | hyper1.run() |
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| 175 | ||
| 176 | best_score0 = hyper0.best_score(objective_function) |
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| 177 | best_score1 = hyper1.best_score(objective_function) |
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| 178 | ||
| 179 | assert abs(best_score0 - best_score1) > err |
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| 180 | ||
| 181 | ||
| @@ 126-150 (lines=25) @@ | ||
| 123 | assert abs(best_score0 - best_score1) < err |
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| 124 | ||
| 125 | ||
| 126 | def test_random_state_1(): |
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| 127 | """Test reproducibility with same random state (different value).""" |
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| 128 | hyper0 = Hyperactive() |
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| 129 | hyper0.add_search( |
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| 130 | objective_function, |
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| 131 | search_space, |
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| 132 | n_iter=10, |
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| 133 | initialize={"random": 1}, |
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| 134 | random_state=10, |
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| 135 | ) |
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| 136 | hyper0.run() |
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| 137 | ||
| 138 | hyper1 = Hyperactive() |
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| 139 | hyper1.add_search( |
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| 140 | objective_function, |
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| 141 | search_space, |
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| 142 | n_iter=10, |
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| 143 | initialize={"random": 1}, |
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| 144 | random_state=10, |
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| 145 | ) |
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| 146 | hyper1.run() |
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| 147 | ||
| 148 | best_score0 = hyper0.best_score(objective_function) |
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| 149 | best_score1 = hyper1.best_score(objective_function) |
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| 150 | ||
| 151 | assert abs(best_score0 - best_score1) < err |
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| 152 | ||
| 153 | ||
| @@ 98-122 (lines=25) @@ | ||
| 95 | assert int(len(results) / n_jobs) != len(no_dup) |
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| 96 | ||
| 97 | ||
| 98 | def test_random_state_0(): |
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| 99 | """Test reproducibility with same random state.""" |
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| 100 | hyper0 = Hyperactive() |
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| 101 | hyper0.add_search( |
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| 102 | objective_function, |
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| 103 | search_space, |
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| 104 | n_iter=10, |
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| 105 | initialize={"random": 1}, |
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| 106 | random_state=1, |
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| 107 | ) |
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| 108 | hyper0.run() |
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| 109 | ||
| 110 | hyper1 = Hyperactive() |
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| 111 | hyper1.add_search( |
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| 112 | objective_function, |
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| 113 | search_space, |
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| 114 | n_iter=10, |
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| 115 | initialize={"random": 1}, |
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| 116 | random_state=1, |
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| 117 | ) |
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| 118 | hyper1.run() |
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| 119 | ||
| 120 | best_score0 = hyper0.best_score(objective_function) |
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| 121 | best_score1 = hyper1.best_score(objective_function) |
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| 122 | ||
| 123 | assert abs(best_score0 - best_score1) < err |
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| 124 | ||
| 125 | ||
