From 1379c412fb9a34ca8382a67bb61275893e76b201 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?L=C3=A9o=20Bouscarrat?= <leo.bouscarrat@euranova.eu> Date: Wed, 26 Feb 2020 11:11:33 +0100 Subject: [PATCH] Change for multiclass --- code/bolsonaro/models/omp_forest.py | 3 +- .../bolsonaro/models/omp_forest_classifier.py | 48 ++++++++++++++++-- code/bolsonaro/utils.py | 1 - .../boston/stage1/none_with_params.json | 26 +++++----- experiments/iris/stage1/none_with_params.json | 8 ++- experiments/iris/stage1/none_wo_params.json | 8 ++- experiments/iris/stage1/omp_with_params.json | 8 ++- experiments/iris/stage1/omp_wo_params.json | 8 ++- .../iris/stage1/random_with_params.json | 8 ++- experiments/iris/stage1/random_wo_params.json | 8 ++- results/iris/stage1/losses.png | Bin 36042 -> 66300 bytes results/iris/stage2/losses.png | Bin 31214 -> 0 bytes results/iris/stage3/losses.png | Bin 31348 -> 0 bytes results/iris/stage4/losses.png | Bin 31447 -> 0 bytes scripts/run_compute_results_fix.sh | 2 +- scripts/run_stage1_experiments_fix.sh | 18 +++---- 16 files changed, 88 insertions(+), 58 deletions(-) delete mode 100644 results/iris/stage2/losses.png delete mode 100644 results/iris/stage3/losses.png delete mode 100644 results/iris/stage4/losses.png diff --git a/code/bolsonaro/models/omp_forest.py b/code/bolsonaro/models/omp_forest.py index 16c3e1c..b5339f8 100644 --- a/code/bolsonaro/models/omp_forest.py +++ b/code/bolsonaro/models/omp_forest.py @@ -24,6 +24,7 @@ class OmpForest(BaseEstimator, metaclass=ABCMeta): return self._base_forest_estimator.score(X, y) def _base_estimator_predictions(self, X): + # We need to use predict_proba to get the probabilities of each class return np.array([tree.predict(X) for tree in self._base_forest_estimator.estimators_]).T @property @@ -66,7 +67,7 @@ class OmpForest(BaseEstimator, metaclass=ABCMeta): if normalize_weights: # we can normalize weights (by their sum) so that they sum to 1 # and they can be interpreted as impact percentages for interpretability. - # this necessits to remove the (-) in weights, e.g. move it to the predictions (use unsigned_coef) + # this necessits to remove the (-) in weights, e.g. move it to the predictions (use unsigned_coef) --> I don't see why # question: je comprend pas le truc avec nonszero? # predictions = self._omp.predict(forest_predictions) * (1 / (np.sum(self._omp.coef_) / len(np.nonzero(self._omp.coef_)))) diff --git a/code/bolsonaro/models/omp_forest_classifier.py b/code/bolsonaro/models/omp_forest_classifier.py index 128347a..270f115 100644 --- a/code/bolsonaro/models/omp_forest_classifier.py +++ b/code/bolsonaro/models/omp_forest_classifier.py @@ -60,7 +60,7 @@ class OmpForestMulticlassClassifier(OmpForest): for class_label in possible_classes: atoms_binary = binarize_class_data(atoms, class_label, inplace=False) objective_binary = binarize_class_data(objective, class_label, inplace=False) - # todo peut etre considérer que la taille de forêt est globale et donc seulement une fraction est disponible pour chaque OMP... + # TODO: peut etre considérer que la taille de forêt est globale et donc seulement une fraction est disponible pour chaque OMP... omp_class = OrthogonalMatchingPursuit( n_nonzero_coefs=self.models_parameters.extracted_forest_size, fit_intercept=True, normalize=False) @@ -69,7 +69,9 @@ class OmpForestMulticlassClassifier(OmpForest): return self._dct_class_omp def predict(self, X): - forest_predictions = self._base_estimator_predictions(X) + '''forest_predictions = self._base_estimator_predictions(X) + + print(forest_predictions.shape) if self._models_parameters.normalize_D: forest_predictions /= self._forest_norms @@ -79,9 +81,26 @@ class OmpForestMulticlassClassifier(OmpForest): for class_label, omp_class in self._dct_class_omp.items(): label_names.append(class_label) atoms_binary = binarize_class_data(forest_predictions, class_label, inplace=False) + print(atoms_binary.shape) preds.append(self._make_omp_weighted_prediction(atoms_binary, omp_class, self._models_parameters.normalize_weights)) - # todo verifier que ce n'est pas bugué ici + # TODO: verifier que ce n'est pas bugué ici + + preds = np.array(preds).T''' + + forest_predictions = np.array([tree.predict_proba(X) for tree in self._base_forest_estimator.estimators_]).T + + if self._models_parameters.normalize_D: + forest_predictions /= self._forest_norms + + label_names = [] + preds = [] + num_class = 0 + for class_label, omp_class in self._dct_class_omp.items(): + label_names.append(class_label) + atoms_binary = (forest_predictions[num_class] - 0.5) * 2 # centré réduit de 0/1 à -1/1 + preds.append(self._make_omp_weighted_prediction(atoms_binary, omp_class, self._models_parameters.normalize_weights)) + num_class += 1 preds = np.array(preds).T max_preds = np.argmax(preds, axis=1) @@ -97,10 +116,31 @@ class OmpForestMulticlassClassifier(OmpForest): return evaluation + @staticmethod + def _make_omp_weighted_prediction(base_predictions, omp_obj, normalize_weights=False): + if normalize_weights: + # we can normalize weights (by their sum) so that they sum to 1 + # and they can be interpreted as impact percentages for interpretability. + # this necessits to remove the (-) in weights, e.g. move it to the predictions (use unsigned_coef) --> I don't see why + + # question: je comprend pas le truc avec nonszero? + # predictions = self._omp.predict(forest_predictions) * (1 / (np.sum(self._omp.coef_) / len(np.nonzero(self._omp.coef_)))) + coef_signs = np.sign(omp_obj.coef_)[np.newaxis, :] # add axis to make sure it will be broadcasted line-wise (there might be a confusion when forest_prediction is square) + unsigned_coef = (coef_signs * omp_obj.coef_).squeeze() + intercept = omp_obj.intercept_ + + adjusted_forest_predictions = base_predictions * coef_signs + predictions = adjusted_forest_predictions.dot(unsigned_coef) + intercept + + else: + predictions = omp_obj.predict(base_predictions) + + return predictions + if __name__ == "__main__": forest = RandomForestClassifier(n_estimators=10) X = np.random.rand(10, 5) y = np.random.choice([-1, +1], 10) forest.fit(X, y) - print(forest.predict(np.random.rand(10, 5))) \ No newline at end of file + print(forest.predict(np.random.rand(10, 5))) diff --git a/code/bolsonaro/utils.py b/code/bolsonaro/utils.py index 797f300..daa695d 100644 --- a/code/bolsonaro/utils.py +++ b/code/bolsonaro/utils.py @@ -60,7 +60,6 @@ def binarize_class_data(data, class_pos, inplace=True): """ if not inplace: data = deepcopy(data) - position_class_labels = (data == class_pos) data[~(position_class_labels)] = -1 data[(position_class_labels)] = +1 diff --git a/experiments/boston/stage1/none_with_params.json b/experiments/boston/stage1/none_with_params.json index e40f593..b15ad4b 100644 --- a/experiments/boston/stage1/none_with_params.json +++ b/experiments/boston/stage1/none_with_params.json @@ -6,18 +6,15 @@ "normalize_D": false, "dataset_normalizer": "standard", "forest_size": null, - "extracted_forest_size_samples": 5, - "extracted_forest_size_stop": 0.05, + "extracted_forest_size_samples": 10, + "extracted_forest_size_stop": 0.4, "models_dir": "models/boston/stage1", "dev_size": 0.2, "test_size": 0.2, "random_seed_number": 1, "seeds": [ - 1, - 2, - 3, - 4, - 5 + 2078, + 90 ], "subsets_used": "train,dev", "normalize_weights": false, @@ -30,10 +27,15 @@ "job_number": -1, "extraction_strategy": "none", "extracted_forest_size": [ - 8, - 17, - 25, - 33, - 42 + 36, + 73, + 109, + 145, + 182, + 218, + 255, + 291, + 327, + 364 ] } \ No newline at end of file diff --git a/experiments/iris/stage1/none_with_params.json b/experiments/iris/stage1/none_with_params.json index c6915e3..b26a467 100644 --- a/experiments/iris/stage1/none_with_params.json +++ b/experiments/iris/stage1/none_with_params.json @@ -13,11 +13,9 @@ "test_size": 0.2, "random_seed_number": 1, "seeds": [ - 1, - 2, - 3, - 4, - 5 + 58, + 43535, + 234234 ], "subsets_used": "train,dev", "normalize_weights": false, diff --git a/experiments/iris/stage1/none_wo_params.json b/experiments/iris/stage1/none_wo_params.json index 95f9aa2..fd88fd9 100644 --- a/experiments/iris/stage1/none_wo_params.json +++ b/experiments/iris/stage1/none_wo_params.json @@ -13,11 +13,9 @@ "test_size": 0.2, "random_seed_number": 1, "seeds": [ - 1, - 2, - 3, - 4, - 5 + 58, + 43535, + 234234 ], "subsets_used": "train,dev", "normalize_weights": false, diff --git a/experiments/iris/stage1/omp_with_params.json b/experiments/iris/stage1/omp_with_params.json index 9417885..35cbb39 100644 --- a/experiments/iris/stage1/omp_with_params.json +++ b/experiments/iris/stage1/omp_with_params.json @@ -13,11 +13,9 @@ "test_size": 0.2, "random_seed_number": 1, "seeds": [ - 1, - 2, - 3, - 4, - 5 + 58, + 43535, + 234234 ], "subsets_used": "train,dev", "normalize_weights": false, diff --git a/experiments/iris/stage1/omp_wo_params.json b/experiments/iris/stage1/omp_wo_params.json index 8b4dbf6..fd75894 100644 --- a/experiments/iris/stage1/omp_wo_params.json +++ b/experiments/iris/stage1/omp_wo_params.json @@ -13,11 +13,9 @@ "test_size": 0.2, "random_seed_number": 1, "seeds": [ - 1, - 2, - 3, - 4, - 5 + 58, + 43535, + 234234 ], "subsets_used": "train,dev", "normalize_weights": false, diff --git a/experiments/iris/stage1/random_with_params.json b/experiments/iris/stage1/random_with_params.json index c67dbb4..0e2e2d8 100644 --- a/experiments/iris/stage1/random_with_params.json +++ b/experiments/iris/stage1/random_with_params.json @@ -13,11 +13,9 @@ "test_size": 0.2, "random_seed_number": 1, "seeds": [ - 1, - 2, - 3, - 4, - 5 + 58, + 43535, + 234234 ], "subsets_used": "train,dev", "normalize_weights": false, diff --git a/experiments/iris/stage1/random_wo_params.json b/experiments/iris/stage1/random_wo_params.json index c56e2a4..c0cb407 100644 --- a/experiments/iris/stage1/random_wo_params.json +++ b/experiments/iris/stage1/random_wo_params.json @@ -13,11 +13,9 @@ "test_size": 0.2, 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a2a3f9c..65ebf6b 100644 --- a/scripts/run_compute_results_fix.sh +++ b/scripts/run_compute_results_fix.sh @@ -1,6 +1,6 @@ python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=california_housing --models_dir=models/california_housing/stage3 python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=boston --models_dir=models/boston/stage3 -python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=iris --models_dir=models/iris/stage3 +python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=iris --models_dir=models/iris/stage1 python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=diabetes --models_dir=models/diabetes/stage3 python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=digits --models_dir=models/digits/stage3 python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=linnerud --models_dir=models/linnerud/stage3 diff --git a/scripts/run_stage1_experiments_fix.sh b/scripts/run_stage1_experiments_fix.sh index 7ffa5c7..ef4962c 100644 --- a/scripts/run_stage1_experiments_fix.sh +++ b/scripts/run_stage1_experiments_fix.sh @@ -1,14 +1,14 @@ #!/bin/bash -core_number=10 +core_number=5 walltime=1:00 -seeds='1 2 3' +seeds='58 43535 234234' -for dataset in diamonds +for dataset in iris do - oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=none --save_experiment_configuration 1 none_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=1 --models_dir=models/$dataset/stage1" - oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --save_experiment_configuration 1 random_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=2 --models_dir=models/$dataset/stage1" - oarsub -p "(gpu is null)" -l /core=$core_number,walltime=5:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds 5 --save_experiment_configuration 1 omp_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=3 --models_dir=models/$dataset/stage1" - oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=none --skip_best_hyperparams --save_experiment_configuration 1 none_wo_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=4 --models_dir=models/$dataset/stage1" - oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --skip_best_hyperparams --save_experiment_configuration 1 random_wo_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=5 --models_dir=models/$dataset/stage1" - oarsub -p "(gpu is null)" -l /core=$core_number,walltime=5:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --skip_best_hyperparams --save_experiment_configuration 1 omp_wo_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=6 --models_dir=models/$dataset/stage1" + python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=none --save_experiment_configuration 1 none_with_params --extracted_forest_size_stop=0.05 --extracted_forest_size_samples=5 --experiment_id=1 --models_dir=models/$dataset/stage1 + python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --save_experiment_configuration 1 random_with_params --extracted_forest_size_stop=0.05 --extracted_forest_size_samples=5 --experiment_id=2 --models_dir=models/$dataset/stage1 + python code/train.py --dataset_name=$dataset --seeds $seeds --save_experiment_configuration 1 omp_with_params --extracted_forest_size_stop=0.05 --extracted_forest_size_samples=5 --experiment_id=3 --models_dir=models/$dataset/stage1 + python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=none --skip_best_hyperparams --save_experiment_configuration 1 none_wo_params --extracted_forest_size_stop=0.05 --extracted_forest_size_samples=5 --experiment_id=4 --models_dir=models/$dataset/stage1 + python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --skip_best_hyperparams --save_experiment_configuration 1 random_wo_params --extracted_forest_size_stop=0.05 --extracted_forest_size_samples=5 --experiment_id=5 --models_dir=models/$dataset/stage1 + python code/train.py --dataset_name=$dataset --seeds $seeds --skip_best_hyperparams --save_experiment_configuration 1 omp_wo_params --extracted_forest_size_stop=0.05 --extracted_forest_size_samples=5 --experiment_id=6 --models_dir=models/$dataset/stage1 done -- GitLab