()
| 41 | |
| 42 | |
| 43 | def test_auto_experiment(): |
| 44 | def search_space_example(trial): |
| 45 | return { |
| 46 | "lr": trial.suggest_categorical("lr", [1e-3, 5e-3, 1e-2]), |
| 47 | "hidden_size": trial.suggest_categorical("hidden_size", [16, 32, 64, 128]), |
| 48 | "dropout": trial.suggest_uniform("dropout", 0.5, 0.9), |
| 49 | } |
| 50 | |
| 51 | results = experiment( |
| 52 | dataset="cora", |
| 53 | model="gcn", |
| 54 | seed=[1, 2], |
| 55 | n_trials=2, |
| 56 | epochs=10, |
| 57 | search_space=search_space_example, |
| 58 | cpu=True, |
| 59 | ) |
| 60 | |
| 61 | assert ("cora", "gcn") in results |
| 62 | assert results[("cora", "gcn")][0]["test_acc"] > 0 |
| 63 | |
| 64 | |
| 65 | def test_autognn_experiment(): |
no test coverage detected