From 9de8906e0eabd5ada370932ef40f5dae05c8f0bf Mon Sep 17 00:00:00 2001 From: Matthias Guillitte Date: Sun, 27 Sep 2026 00:29:50 +0200 Subject: [PATCH] Hyperparameters bruteforce rework Threads Variables parameters Plot graph --- .../Depth_Leafs.png | Bin 0 -> 237954 bytes .../max_depth_n_estimators.png | Bin 0 -> 71471 bytes .../min_samples_leaf_max_features.png | Bin 0 -> 73988 bytes src/training/decision_tree/main.py | 223 ++++++++++++++---- src/training/decision_tree/model.py | 6 + 5 files changed, 185 insertions(+), 44 deletions(-) create mode 100644 doc/hyperparametersOptimisation/Depth_Leafs.png create mode 100644 doc/hyperparametersOptimisation/max_depth_n_estimators.png create mode 100644 doc/hyperparametersOptimisation/min_samples_leaf_max_features.png diff --git a/doc/hyperparametersOptimisation/Depth_Leafs.png b/doc/hyperparametersOptimisation/Depth_Leafs.png new file mode 100644 index 0000000000000000000000000000000000000000..00952513648a9fcf8694b56d28f9981a8c39a188 GIT 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"leafs": leafs, - "train_mae": train_mae, - "train_mse": train_mse, - "test_mae": test_mae, - "test_mse": test_mse - }) - - best_model = min(trained_model, key=lambda x: x["test_mae"]) - - print("Best model so far:") - print("MAE:", best_model["test_mae"]) - print("MSE:", best_model["test_mse"]) - - - #model.save_model(model_path) + for future in completed_futures: + futures.pop(future) + result = future.result() + completed_parameter_1.append(result["parameter_1"]) + completed_parameter_2.append(result["parameter_2"]) + completed_maes.append(result["test_mae"]) + + scatter.set_offsets(np.column_stack(( + completed_parameter_1, + completed_parameter_2 + ))) + scatter.set_array(np.asarray(completed_maes)) + fig.canvas.draw_idle() + fig.canvas.flush_events() + plt.pause(0.001) + + if (best_result is None or + result["test_mae"] < best_result["test_mae"]): + old_best_result = best_result + best_result = result + if old_best_result is not None: + del old_best_result["model"] + else: + del result["model"] + + print( + f"Completed {parameter_1['name']}={result['parameter_1']}, " + f"{parameter_2['name']}={result['parameter_2']}. " + f"Best so far: {parameter_1['name']}=" + f"{best_result['parameter_1']}, " + f"{parameter_2['name']}={best_result['parameter_2']}, " + f"MAE={best_result['test_mae']:.6f}, " + f"duration={result['duration']:.1f}s" + ) + + submit_next() + + model = best_result["model"] + plt.ioff() + graph_path = f"doc/hyperparametersOptimisation/{parameter_1['name']}_{parameter_2['name']}.png" + os.makedirs(os.path.dirname(graph_path), exist_ok=True) + fig.savefig(graph_path, dpi=200, bbox_inches="tight") + print(f"Saved hyperparameter search graph to {graph_path}") + print("Close the graph window to finish.") + plt.show(block=True) visualizer = Visualizer(model=model) visualizer.show_feature_importance(15) diff --git a/src/training/decision_tree/model.py b/src/training/decision_tree/model.py index 3cfc24e..0e5ca3f 100644 --- a/src/training/decision_tree/model.py +++ b/src/training/decision_tree/model.py @@ -67,6 +67,12 @@ class Model: return [train_mae, train_mse, test_mae, test_mse] + def release_training_data(self): + self._x_train = None + self._x_test = None + self._y_train = None + self._y_test = None + def save_model(self, path): joblib.dump({