From 9ce947981358243cd5e9518638286ada531c3c7f Mon Sep 17 00:00:00 2001 From: Charly Lamothe <charly.lamothe@univ-amu.fr> Date: Wed, 8 Jan 2020 14:54:29 +0100 Subject: [PATCH] - Add diamonds results; - Add stage4 (results and experiments); - Do not save model object. --- code/bolsonaro/trainer.py | 2 +- code/compute_results.py | 48 +++++++++++++- code/train.py | 10 ++- .../stage4/none_with_params.json | 62 ++++++++++++++++++ .../stage4/omp_with_params.json | 62 ++++++++++++++++++ .../stage4/random_with_params.json | 62 ++++++++++++++++++ .../boston/stage4/none_with_params.json | 62 ++++++++++++++++++ .../boston/stage4/omp_with_params.json | 62 ++++++++++++++++++ .../boston/stage4/random_with_params.json | 62 ++++++++++++++++++ .../stage4/none_with_params.json | 62 ++++++++++++++++++ .../breast_cancer/stage4/omp_with_params.json | 62 ++++++++++++++++++ .../stage4/random_with_params.json | 62 ++++++++++++++++++ .../stage4/none_with_params.json | 62 ++++++++++++++++++ .../stage4/omp_with_params.json | 62 ++++++++++++++++++ .../stage4/random_with_params.json | 62 ++++++++++++++++++ .../diabetes/stage4/none_with_params.json | 62 ++++++++++++++++++ .../diabetes/stage4/omp_with_params.json | 62 ++++++++++++++++++ .../diabetes/stage4/random_with_params.json | 62 ++++++++++++++++++ .../diamonds/stage1/none_with_params.json | 22 ++++--- .../diamonds/stage1/none_wo_params.json | 22 ++++--- .../diamonds/stage1/omp_with_params.json | 22 ++++--- .../diamonds/stage1/omp_wo_params.json | 26 ++++---- .../diamonds/stage1/random_with_params.json | 22 ++++--- .../diamonds/stage1/random_wo_params.json | 22 ++++--- .../diamonds/stage2/no_normalization.json | 42 ++++++++++++ experiments/diamonds/stage2/normalize_D.json | 42 ++++++++++++ .../stage2/normalize_D_and_weights.json | 42 ++++++++++++ .../diamonds/stage2/normalize_weights.json | 42 ++++++++++++ .../diamonds/stage3/train-dev_subset.json | 22 ++++--- .../stage3/train-dev_train-dev_subset.json | 22 ++++--- .../stage3/train-train-dev_subset.json | 22 ++++--- .../diamonds/stage4/none_with_params.json | 62 ++++++++++++++++++ .../diamonds/stage4/omp_with_params.json | 62 ++++++++++++++++++ .../diamonds/stage4/random_with_params.json | 62 ++++++++++++++++++ .../digits/stage4/none_with_params.json | 62 ++++++++++++++++++ .../digits/stage4/omp_with_params.json | 62 ++++++++++++++++++ .../digits/stage4/random_with_params.json | 62 ++++++++++++++++++ experiments/iris/stage4/none_with_params.json | 62 ++++++++++++++++++ experiments/iris/stage4/omp_with_params.json | 62 ++++++++++++++++++ .../iris/stage4/random_with_params.json | 62 ++++++++++++++++++ .../lfw_pairs/stage4/none_with_params.json | 62 ++++++++++++++++++ .../lfw_pairs/stage4/omp_with_params.json | 62 ++++++++++++++++++ .../lfw_pairs/stage4/random_with_params.json | 62 ++++++++++++++++++ .../linnerud/stage4/none_with_params.json | 62 ++++++++++++++++++ .../linnerud/stage4/omp_with_params.json | 62 ++++++++++++++++++ .../linnerud/stage4/random_with_params.json | 62 ++++++++++++++++++ .../stage4/none_with_params.json | 62 ++++++++++++++++++ .../stage4/omp_with_params.json | 62 ++++++++++++++++++ .../stage4/random_with_params.json | 62 ++++++++++++++++++ experiments/wine/stage4/none_with_params.json | 62 ++++++++++++++++++ experiments/wine/stage4/omp_with_params.json | 62 ++++++++++++++++++ .../wine/stage4/random_with_params.json | 62 ++++++++++++++++++ results/boston/stage4/losses.png | Bin 0 -> 44896 bytes results/breast_cancer/stage4/losses.png | Bin 0 -> 55167 bytes results/california_housing/stage4/losses.png | Bin 0 -> 38382 bytes results/diabetes/stage4/losses.png | Bin 0 -> 43699 bytes results/diamonds/stage1/losses.png | Bin 0 -> 52756 bytes results/diamonds/stage2/losses.png | Bin 0 -> 51661 bytes results/diamonds/stage3/losses.png | Bin 0 -> 46130 bytes results/diamonds/stage4/losses.png | Bin 0 -> 49267 bytes results/digits/stage4/losses.png | Bin 0 -> 49625 bytes results/iris/stage4/losses.png | Bin 0 -> 26623 bytes results/olivetti_faces/stage4/losses.png | Bin 0 -> 34793 bytes results/wine/stage4/losses.png | Bin 0 -> 33018 bytes scripts/run_compute_results.sh | 3 +- scripts/run_compute_results_fix.sh | 11 ++++ scripts/run_stage1_experiments_fix.sh | 14 ++++ scripts/run_stage2_experiments_fix.sh | 12 ++++ scripts/run_stage3_experiments_fix.sh | 11 ++++ scripts/run_stage4_experiments.sh | 11 ++++ 70 files changed, 2632 insertions(+), 92 deletions(-) create mode 100644 experiments/20newsgroups_vectorized/stage4/none_with_params.json create mode 100644 experiments/20newsgroups_vectorized/stage4/omp_with_params.json create mode 100644 experiments/20newsgroups_vectorized/stage4/random_with_params.json create mode 100644 experiments/boston/stage4/none_with_params.json create mode 100644 experiments/boston/stage4/omp_with_params.json create mode 100644 experiments/boston/stage4/random_with_params.json create mode 100644 experiments/breast_cancer/stage4/none_with_params.json create mode 100644 experiments/breast_cancer/stage4/omp_with_params.json create mode 100644 experiments/breast_cancer/stage4/random_with_params.json create mode 100644 experiments/california_housing/stage4/none_with_params.json create mode 100644 experiments/california_housing/stage4/omp_with_params.json create mode 100644 experiments/california_housing/stage4/random_with_params.json create mode 100644 experiments/diabetes/stage4/none_with_params.json create mode 100644 experiments/diabetes/stage4/omp_with_params.json create mode 100644 experiments/diabetes/stage4/random_with_params.json create mode 100644 experiments/diamonds/stage2/no_normalization.json create mode 100644 experiments/diamonds/stage2/normalize_D.json create mode 100644 experiments/diamonds/stage2/normalize_D_and_weights.json create mode 100644 experiments/diamonds/stage2/normalize_weights.json create mode 100644 experiments/diamonds/stage4/none_with_params.json create mode 100644 experiments/diamonds/stage4/omp_with_params.json create mode 100644 experiments/diamonds/stage4/random_with_params.json create mode 100644 experiments/digits/stage4/none_with_params.json create mode 100644 experiments/digits/stage4/omp_with_params.json create mode 100644 experiments/digits/stage4/random_with_params.json create mode 100644 experiments/iris/stage4/none_with_params.json create mode 100644 experiments/iris/stage4/omp_with_params.json create mode 100644 experiments/iris/stage4/random_with_params.json create mode 100644 experiments/lfw_pairs/stage4/none_with_params.json create mode 100644 experiments/lfw_pairs/stage4/omp_with_params.json create mode 100644 experiments/lfw_pairs/stage4/random_with_params.json create mode 100644 experiments/linnerud/stage4/none_with_params.json create mode 100644 experiments/linnerud/stage4/omp_with_params.json create mode 100644 experiments/linnerud/stage4/random_with_params.json create mode 100644 experiments/olivetti_faces/stage4/none_with_params.json create mode 100644 experiments/olivetti_faces/stage4/omp_with_params.json create mode 100644 experiments/olivetti_faces/stage4/random_with_params.json create mode 100644 experiments/wine/stage4/none_with_params.json create mode 100644 experiments/wine/stage4/omp_with_params.json create mode 100644 experiments/wine/stage4/random_with_params.json create mode 100644 results/boston/stage4/losses.png create mode 100644 results/breast_cancer/stage4/losses.png create mode 100644 results/california_housing/stage4/losses.png create mode 100644 results/diabetes/stage4/losses.png create mode 100644 results/diamonds/stage1/losses.png create mode 100644 results/diamonds/stage2/losses.png create mode 100644 results/diamonds/stage3/losses.png create mode 100644 results/diamonds/stage4/losses.png create mode 100644 results/digits/stage4/losses.png create mode 100644 results/iris/stage4/losses.png create mode 100644 results/olivetti_faces/stage4/losses.png create mode 100644 results/wine/stage4/losses.png create mode 100644 scripts/run_compute_results_fix.sh create mode 100644 scripts/run_stage1_experiments_fix.sh create mode 100644 scripts/run_stage2_experiments_fix.sh create mode 100644 scripts/run_stage3_experiments_fix.sh create mode 100644 scripts/run_stage4_experiments.sh diff --git a/code/bolsonaro/trainer.py b/code/bolsonaro/trainer.py index 218ba76..0956295 100644 --- a/code/bolsonaro/trainer.py +++ b/code/bolsonaro/trainer.py @@ -122,7 +122,7 @@ class Trainer(object): :param models_dir: Where the results will be saved """ results = ModelRawResults( - model_object=model, + model_object='', training_time=self._end_time - self._begin_time, datetime=datetime.datetime.now(), train_score=self.__score_func(model, self._dataset.X_train, self._dataset.y_train), diff --git a/code/compute_results.py b/code/compute_results.py index 42d90ca..d0dadfc 100644 --- a/code/compute_results.py +++ b/code/compute_results.py @@ -122,7 +122,7 @@ if __name__ == "__main__": DEFAULT_MODELS_DIR = os.environ["project_dir"] + os.sep + 'models' parser = argparse.ArgumentParser(formatter_class=argparse.ArgumentDefaultsHelpFormatter) - parser.add_argument('--stage', nargs='?', type=int, required=True, help='Specify the stage number among [1, 4].') + parser.add_argument('--stage', nargs='?', type=int, required=True, help='Specify the stage number among [1, 5].') parser.add_argument('--experiment_ids', nargs='+', type=int, required=True, help='Compute the results of the specified experiment id(s).' + \ 'stage=1: {{base_with_params}} {{random_with_params}} {{omp_with_params}} {{base_wo_params}} {{random_wo_params}} {{omp_wo_params}}' + \ 'stage=2: {{no_normalization}} {{normalize_D}} {{normalize_weights}} {{normalize_D_and_weights}}' + \ @@ -132,8 +132,8 @@ if __name__ == "__main__": parser.add_argument('--models_dir', nargs='?', type=str, default=DEFAULT_MODELS_DIR, help='The output directory of the trained models.') args = parser.parse_args() - if args.stage not in list(range(1, 5)): - raise ValueError('stage must be a supported stage id (i.e. [1, 4]).') + if args.stage not in list(range(1, 6)): + raise ValueError('stage must be a supported stage id (i.e. [1, 5]).') logger = LoggerFactory.create(LOG_PATH, os.path.basename(__file__)) @@ -327,6 +327,48 @@ if __name__ == "__main__": xlabel='Number of trees extracted', ylabel=experiments_score_metric, title='Loss values of {}\nusing different training subsets'.format(args.dataset_name))""" + elif args.stage == 4: + if len(args.experiment_ids) != 3: + raise ValueError('In the case of stage 4, the number of specified experiment ids must be 3.') + + # Retreive the extracted forest sizes number used in order to have a base forest axis as long as necessary + extracted_forest_sizes_number = retreive_extracted_forest_sizes_number(args.models_dir, args.experiment_ids[1]) + + # base_with_params + logger.info('Loading base_with_params experiment scores...') + base_with_params_train_scores, base_with_params_dev_scores, base_with_params_test_scores, \ + base_with_params_experiment_score_metric = \ + extract_scores_across_seeds_and_forest_size(args.models_dir, args.results_dir, args.experiment_ids[0], + extracted_forest_sizes_number) + # random_with_params + logger.info('Loading random_with_params experiment scores...') + random_with_params_train_scores, random_with_params_dev_scores, random_with_params_test_scores, \ + with_params_extracted_forest_sizes, random_with_params_experiment_score_metric = \ + extract_scores_across_seeds_and_extracted_forest_sizes(args.models_dir, args.results_dir, args.experiment_ids[1]) + # omp_with_params + logger.info('Loading omp_with_params experiment scores...') + omp_with_params_train_scores, omp_with_params_dev_scores, omp_with_params_test_scores, _, \ + omp_with_params_experiment_score_metric = extract_scores_across_seeds_and_extracted_forest_sizes( + args.models_dir, args.results_dir, args.experiment_ids[2]) + + # Sanity check on the metrics retreived + if not (base_with_params_experiment_score_metric == random_with_params_experiment_score_metric + == omp_with_params_experiment_score_metric): + raise ValueError('Score metrics of all experiments must be the same.') + experiments_score_metric = base_with_params_experiment_score_metric + + output_path = os.path.join(args.results_dir, args.dataset_name, 'stage4') + pathlib.Path(output_path).mkdir(parents=True, exist_ok=True) + + Plotter.plot_stage2_losses( + file_path=output_path + os.sep + 'losses.png', + all_experiment_scores=[base_with_params_test_scores, random_with_params_test_scores, + omp_with_params_test_scores], + all_labels=['base', 'random', 'omp'], + x_value=with_params_extracted_forest_sizes, + xlabel='Number of trees extracted', + ylabel=experiments_score_metric, + title='Loss values of {}\nusing best params of previous stages'.format(args.dataset_name)) else: raise ValueError('This stage number is not supported yet, but it will be!') diff --git a/code/train.py b/code/train.py index 10b083c..0931191 100644 --- a/code/train.py +++ b/code/train.py @@ -122,6 +122,12 @@ python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --save_ python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --save_experiment_configuration 3 train-dev_train-dev_subset --extracted_forest_size_stop=0.05 --subsets_used train+dev,train+dev python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --save_experiment_configuration 3 train-train-dev_subset --extracted_forest_size_stop=0.05 --subsets_used train,train+dev python code/compute_results.py --stage 3 --experiment_ids 11 12 13 --dataset_name=california_housing + +Command lines example for stage 4: +python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --extraction_strategy=none --save_experiment_configuration 4 none_with_params --extracted_forest_size_stop=0.05 +python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --extraction_strategy=random --save_experiment_configuration 4 random_with_params --extracted_forest_size_stop=0.05 +python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --save_experiment_configuration 4 omp_with_params --extracted_forest_size_stop=0.05 --subsets_used train+dev,train+dev +python code/compute_results.py --stage 4 --experiment_ids 1 2 3 --dataset_name=california_housing """ if __name__ == "__main__": load_dotenv(find_dotenv('.env')) @@ -229,8 +235,8 @@ if __name__ == "__main__": if args.save_experiment_configuration: if len(args.save_experiment_configuration) != 2: raise ValueError('save_experiment_configuration must have two parameters.') - elif int(args.save_experiment_configuration[0]) not in list(range(1, 5)): - raise ValueError('save_experiment_configuration first parameter must be a supported stage id (i.e. [1, 4]).') + elif int(args.save_experiment_configuration[0]) not in list(range(1, 6)): + raise ValueError('save_experiment_configuration first parameter must be a supported stage id (i.e. [1, 5]).') output_experiment_stage_path = os.path.join(args.experiment_configuration_path, args.dataset_name, 'stage' + args.save_experiment_configuration[0]) pathlib.Path(output_experiment_stage_path).mkdir(parents=True, exist_ok=True) diff --git a/experiments/20newsgroups_vectorized/stage4/none_with_params.json b/experiments/20newsgroups_vectorized/stage4/none_with_params.json new file mode 100644 index 0000000..c23c044 --- /dev/null +++ b/experiments/20newsgroups_vectorized/stage4/none_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "20newsgroups_vectorized", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/20newsgroups_vectorized/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 10, + 21, + 31, + 42, + 52, + 63, + 73, + 84, + 94, + 104, + 115, + 125, + 136, + 146, + 157, + 167, + 177, + 188, + 198, + 209, + 219, + 230, + 240, + 251, + 261, + 271, + 282, + 292, + 303, + 313 + ] +} \ No newline at end of file diff --git a/experiments/20newsgroups_vectorized/stage4/omp_with_params.json b/experiments/20newsgroups_vectorized/stage4/omp_with_params.json new file mode 100644 index 0000000..7ed6e55 --- /dev/null +++ b/experiments/20newsgroups_vectorized/stage4/omp_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "20newsgroups_vectorized", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/20newsgroups_vectorized/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "omp_with_params" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 10, + 21, + 31, + 42, + 52, + 63, + 73, + 84, + 94, + 104, + 115, + 125, + 136, + 146, + 157, + 167, + 177, + 188, + 198, + 209, + 219, + 230, + 240, + 251, + 261, + 271, + 282, + 292, + 303, + 313 + ] +} \ No newline at end of file diff --git a/experiments/20newsgroups_vectorized/stage4/random_with_params.json b/experiments/20newsgroups_vectorized/stage4/random_with_params.json new file mode 100644 index 0000000..87f22cd --- /dev/null +++ b/experiments/20newsgroups_vectorized/stage4/random_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "20newsgroups_vectorized", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/20newsgroups_vectorized/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "random_with_params" + ], + "job_number": -1, + "extraction_strategy": "random", + "extracted_forest_size": [ + 10, + 21, + 31, + 42, + 52, + 63, + 73, + 84, + 94, + 104, + 115, + 125, + 136, + 146, + 157, + 167, + 177, + 188, + 198, + 209, + 219, + 230, + 240, + 251, + 261, + 271, + 282, + 292, + 303, + 313 + ] +} \ No newline at end of file diff --git a/experiments/boston/stage4/none_with_params.json b/experiments/boston/stage4/none_with_params.json new file mode 100644 index 0000000..9c8dcca --- /dev/null +++ b/experiments/boston/stage4/none_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "boston", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/boston/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/boston/stage4/omp_with_params.json b/experiments/boston/stage4/omp_with_params.json new file mode 100644 index 0000000..fdf5673 --- /dev/null +++ b/experiments/boston/stage4/omp_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "boston", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/boston/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "omp_with_params" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/boston/stage4/random_with_params.json b/experiments/boston/stage4/random_with_params.json new file mode 100644 index 0000000..281036b --- /dev/null +++ b/experiments/boston/stage4/random_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "boston", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/boston/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "random_with_params" + ], + "job_number": -1, + "extraction_strategy": "random", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/breast_cancer/stage4/none_with_params.json b/experiments/breast_cancer/stage4/none_with_params.json new file mode 100644 index 0000000..fa938bc --- /dev/null +++ b/experiments/breast_cancer/stage4/none_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "breast_cancer", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/breast_cancer/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 1, + 3, + 4, + 5, + 6, + 8, + 9, + 10, + 12, + 13, + 14, + 15, + 17, + 18, + 19, + 21, + 22, + 23, + 25, + 26, + 27, + 28, + 30, + 31, + 32, + 34, + 35, + 36, + 37, + 39 + ] +} \ No newline at end of file diff --git a/experiments/breast_cancer/stage4/omp_with_params.json b/experiments/breast_cancer/stage4/omp_with_params.json new file mode 100644 index 0000000..16e4f61 --- /dev/null +++ b/experiments/breast_cancer/stage4/omp_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "breast_cancer", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/breast_cancer/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "omp_with_params" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 1, + 3, + 4, + 5, + 6, + 8, + 9, + 10, + 12, + 13, + 14, + 15, + 17, + 18, + 19, + 21, + 22, + 23, + 25, + 26, + 27, + 28, + 30, + 31, + 32, + 34, + 35, + 36, + 37, + 39 + ] +} \ No newline at end of file diff --git a/experiments/breast_cancer/stage4/random_with_params.json b/experiments/breast_cancer/stage4/random_with_params.json new file mode 100644 index 0000000..9990bb6 --- /dev/null +++ b/experiments/breast_cancer/stage4/random_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "breast_cancer", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/breast_cancer/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "random_with_params" + ], + "job_number": -1, + "extraction_strategy": "random", + "extracted_forest_size": [ + 1, + 3, + 4, + 5, + 6, + 8, + 9, + 10, + 12, + 13, + 14, + 15, + 17, + 18, + 19, + 21, + 22, + 23, + 25, + 26, + 27, + 28, + 30, + 31, + 32, + 34, + 35, + 36, + 37, + 39 + ] +} \ No newline at end of file diff --git a/experiments/california_housing/stage4/none_with_params.json b/experiments/california_housing/stage4/none_with_params.json new file mode 100644 index 0000000..6ec2dc4 --- /dev/null +++ b/experiments/california_housing/stage4/none_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "california_housing", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/california_housing/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/california_housing/stage4/omp_with_params.json b/experiments/california_housing/stage4/omp_with_params.json new file mode 100644 index 0000000..3832ab5 --- /dev/null +++ b/experiments/california_housing/stage4/omp_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "california_housing", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/california_housing/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "omp_with_params" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/california_housing/stage4/random_with_params.json b/experiments/california_housing/stage4/random_with_params.json new file mode 100644 index 0000000..382ecbe --- /dev/null +++ b/experiments/california_housing/stage4/random_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "california_housing", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/california_housing/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "random_with_params" + ], + "job_number": -1, + "extraction_strategy": "random", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/diabetes/stage4/none_with_params.json b/experiments/diabetes/stage4/none_with_params.json new file mode 100644 index 0000000..e21bf5f --- /dev/null +++ b/experiments/diabetes/stage4/none_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diabetes", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diabetes/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 1, + 3, + 4, + 6, + 7, + 8, + 10, + 11, + 13, + 14, + 15, + 17, + 18, + 20, + 21, + 22, + 24, + 25, + 26, + 28, + 29, + 31, + 32, + 33, + 35, + 36, + 38, + 39, + 40, + 42 + ] +} \ No newline at end of file diff --git a/experiments/diabetes/stage4/omp_with_params.json b/experiments/diabetes/stage4/omp_with_params.json new file mode 100644 index 0000000..299ea3a --- /dev/null +++ b/experiments/diabetes/stage4/omp_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diabetes", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diabetes/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "omp_with_params" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 1, + 3, + 4, + 6, + 7, + 8, + 10, + 11, + 13, + 14, + 15, + 17, + 18, + 20, + 21, + 22, + 24, + 25, + 26, + 28, + 29, + 31, + 32, + 33, + 35, + 36, + 38, + 39, + 40, + 42 + ] +} \ No newline at end of file diff --git a/experiments/diabetes/stage4/random_with_params.json b/experiments/diabetes/stage4/random_with_params.json new file mode 100644 index 0000000..df53065 --- /dev/null +++ b/experiments/diabetes/stage4/random_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diabetes", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diabetes/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "random_with_params" + ], + "job_number": -1, + "extraction_strategy": "random", + "extracted_forest_size": [ + 1, + 3, + 4, + 6, + 7, + 8, + 10, + 11, + 13, + 14, + 15, + 17, + 18, + 20, + 21, + 22, + 24, + 25, + 26, + 28, + 29, + 31, + 32, + 33, + 35, + 36, + 38, + 39, + 40, + 42 + ] +} \ No newline at end of file diff --git a/experiments/diamonds/stage1/none_with_params.json b/experiments/diamonds/stage1/none_with_params.json index 2e8c196..6ce31b8 100644 --- a/experiments/diamonds/stage1/none_with_params.json +++ b/experiments/diamonds/stage1/none_with_params.json @@ -6,8 +6,8 @@ "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/diamonds/stage1", "dev_size": 0.2, "test_size": 0.2, @@ -15,9 +15,7 @@ "seeds": [ 1, 2, - 3, - 4, - 5 + 3 ], "subsets_used": "train,dev", "normalize_weights": false, @@ -30,9 +28,15 @@ "job_number": -1, "extraction_strategy": "none", "extracted_forest_size": [ - 1, - 2, - 3, - 4 + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 ] } \ No newline at end of file diff --git a/experiments/diamonds/stage1/none_wo_params.json b/experiments/diamonds/stage1/none_wo_params.json index 626dbd5..927e4c2 100644 --- a/experiments/diamonds/stage1/none_wo_params.json +++ b/experiments/diamonds/stage1/none_wo_params.json @@ -6,8 +6,8 @@ "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/diamonds/stage1", "dev_size": 0.2, "test_size": 0.2, @@ -15,9 +15,7 @@ "seeds": [ 1, 2, - 3, - 4, - 5 + 3 ], "subsets_used": "train,dev", "normalize_weights": false, @@ -30,9 +28,15 @@ "job_number": -1, "extraction_strategy": "none", "extracted_forest_size": [ - 1, - 2, - 3, - 4 + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 ] } \ No newline at end of file diff --git a/experiments/diamonds/stage1/omp_with_params.json b/experiments/diamonds/stage1/omp_with_params.json index a8a36be..e972f88 100644 --- a/experiments/diamonds/stage1/omp_with_params.json +++ b/experiments/diamonds/stage1/omp_with_params.json @@ -6,17 +6,13 @@ "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/diamonds/stage1", "dev_size": 0.2, "test_size": 0.2, "random_seed_number": 1, "seeds": [ - 1, - 2, - 3, - 4, 5 ], "subsets_used": "train,dev", @@ -30,9 +26,15 @@ "job_number": -1, "extraction_strategy": "omp", "extracted_forest_size": [ - 1, - 2, - 3, - 4 + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 ] } \ No newline at end of file diff --git a/experiments/diamonds/stage1/omp_wo_params.json b/experiments/diamonds/stage1/omp_wo_params.json index 627b919..1989239 100644 --- a/experiments/diamonds/stage1/omp_wo_params.json +++ b/experiments/diamonds/stage1/omp_wo_params.json @@ -5,9 +5,9 @@ "dataset_name": "diamonds", "normalize_D": false, "dataset_normalizer": "standard", - "forest_size": 1000, - "extracted_forest_size_samples": 5, - "extracted_forest_size_stop": 0.05, + "forest_size": null, + "extracted_forest_size_samples": 10, + "extracted_forest_size_stop": 0.4, "models_dir": "models/diamonds/stage1", "dev_size": 0.2, "test_size": 0.2, @@ -15,10 +15,7 @@ "seeds": [ 1, 2, - 3, - 4, - 5, - 6 + 3 ], "subsets_used": "train,dev", "normalize_weights": false, @@ -31,10 +28,15 @@ "job_number": -1, "extraction_strategy": "omp", "extracted_forest_size": [ - 8, - 17, - 25, - 33, - 42 + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 ] } \ No newline at end of file diff --git a/experiments/diamonds/stage1/random_with_params.json b/experiments/diamonds/stage1/random_with_params.json index 88a2051..b4b2cee 100644 --- a/experiments/diamonds/stage1/random_with_params.json +++ b/experiments/diamonds/stage1/random_with_params.json @@ -6,8 +6,8 @@ "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/diamonds/stage1", "dev_size": 0.2, "test_size": 0.2, @@ -15,9 +15,7 @@ "seeds": [ 1, 2, - 3, - 4, - 5 + 3 ], "subsets_used": "train,dev", "normalize_weights": false, @@ -30,9 +28,15 @@ "job_number": -1, "extraction_strategy": "random", "extracted_forest_size": [ - 1, - 2, - 3, - 4 + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 ] } \ No newline at end of file diff --git a/experiments/diamonds/stage1/random_wo_params.json b/experiments/diamonds/stage1/random_wo_params.json index 296acff..a835f68 100644 --- a/experiments/diamonds/stage1/random_wo_params.json +++ b/experiments/diamonds/stage1/random_wo_params.json @@ -6,8 +6,8 @@ "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/diamonds/stage1", "dev_size": 0.2, "test_size": 0.2, @@ -15,9 +15,7 @@ "seeds": [ 1, 2, - 3, - 4, - 5 + 3 ], "subsets_used": "train,dev", "normalize_weights": false, @@ -30,9 +28,15 @@ "job_number": -1, "extraction_strategy": "random", "extracted_forest_size": [ - 1, - 2, - 3, - 4 + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 ] } \ No newline at end of file diff --git a/experiments/diamonds/stage2/no_normalization.json b/experiments/diamonds/stage2/no_normalization.json new file mode 100644 index 0000000..2af65ef --- /dev/null +++ b/experiments/diamonds/stage2/no_normalization.json @@ -0,0 +1,42 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diamonds", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 10, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diamonds/stage2", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train,dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "2", + "no_normalization" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 + ] +} \ No newline at end of file diff --git a/experiments/diamonds/stage2/normalize_D.json b/experiments/diamonds/stage2/normalize_D.json new file mode 100644 index 0000000..b69f4a0 --- /dev/null +++ b/experiments/diamonds/stage2/normalize_D.json @@ -0,0 +1,42 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diamonds", + "normalize_D": true, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 10, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diamonds/stage2", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train,dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "2", + "normalize_D" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 + ] +} \ No newline at end of file diff --git a/experiments/diamonds/stage2/normalize_D_and_weights.json b/experiments/diamonds/stage2/normalize_D_and_weights.json new file mode 100644 index 0000000..a9ca586 --- /dev/null +++ b/experiments/diamonds/stage2/normalize_D_and_weights.json @@ -0,0 +1,42 @@ +{ + "experiment_id": 4, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diamonds", + "normalize_D": true, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 10, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diamonds/stage2", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train,dev", + "normalize_weights": true, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "2", + "normalize_D_and_weights" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 + ] +} \ No newline at end of file diff --git a/experiments/diamonds/stage2/normalize_weights.json b/experiments/diamonds/stage2/normalize_weights.json new file mode 100644 index 0000000..795b1a6 --- /dev/null +++ b/experiments/diamonds/stage2/normalize_weights.json @@ -0,0 +1,42 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diamonds", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 10, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diamonds/stage2", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train,dev", + "normalize_weights": true, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "2", + "normalize_weights" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 + ] +} \ No newline at end of file diff --git a/experiments/diamonds/stage3/train-dev_subset.json b/experiments/diamonds/stage3/train-dev_subset.json index dd1e949..935c506 100644 --- a/experiments/diamonds/stage3/train-dev_subset.json +++ b/experiments/diamonds/stage3/train-dev_subset.json @@ -6,8 +6,8 @@ "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/diamonds/stage3", "dev_size": 0.2, "test_size": 0.2, @@ -15,9 +15,7 @@ "seeds": [ 1, 2, - 3, - 4, - 5 + 3 ], "subsets_used": "train,dev", "normalize_weights": false, @@ -30,9 +28,15 @@ "job_number": -1, "extraction_strategy": "omp", "extracted_forest_size": [ - 1, - 2, - 3, - 4 + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 ] } \ No newline at end of file diff --git a/experiments/diamonds/stage3/train-dev_train-dev_subset.json b/experiments/diamonds/stage3/train-dev_train-dev_subset.json index 9a88eaa..9297d9c 100644 --- a/experiments/diamonds/stage3/train-dev_train-dev_subset.json +++ b/experiments/diamonds/stage3/train-dev_train-dev_subset.json @@ -6,8 +6,8 @@ "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/diamonds/stage3", "dev_size": 0.2, "test_size": 0.2, @@ -15,9 +15,7 @@ "seeds": [ 1, 2, - 3, - 4, - 5 + 3 ], "subsets_used": "train+dev,train+dev", "normalize_weights": false, @@ -30,9 +28,15 @@ "job_number": -1, "extraction_strategy": "omp", "extracted_forest_size": [ - 1, - 2, - 3, - 4 + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 ] } \ No newline at end of file diff --git a/experiments/diamonds/stage3/train-train-dev_subset.json b/experiments/diamonds/stage3/train-train-dev_subset.json index 3fca5f5..7cdd51b 100644 --- a/experiments/diamonds/stage3/train-train-dev_subset.json +++ b/experiments/diamonds/stage3/train-train-dev_subset.json @@ -6,8 +6,8 @@ "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/diamonds/stage3", "dev_size": 0.2, "test_size": 0.2, @@ -15,9 +15,7 @@ "seeds": [ 1, 2, - 3, - 4, - 5 + 3 ], "subsets_used": "train,train+dev", "normalize_weights": false, @@ -30,9 +28,15 @@ "job_number": -1, "extraction_strategy": "omp", "extracted_forest_size": [ - 1, - 2, - 3, - 4 + 16, + 31, + 47, + 62, + 78, + 94, + 109, + 125, + 140, + 156 ] } \ No newline at end of file diff --git a/experiments/diamonds/stage4/none_with_params.json b/experiments/diamonds/stage4/none_with_params.json new file mode 100644 index 0000000..156b2a6 --- /dev/null +++ b/experiments/diamonds/stage4/none_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diamonds", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diamonds/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 6, + 11, + 17, + 22, + 28, + 33, + 39, + 44, + 50, + 55, + 61, + 66, + 72, + 77, + 83, + 89, + 94, + 100, + 105, + 111, + 116, + 122, + 127, + 133, + 138, + 144, + 149, + 155, + 161, + 166 + ] +} \ No newline at end of file diff --git a/experiments/diamonds/stage4/omp_with_params.json b/experiments/diamonds/stage4/omp_with_params.json new file mode 100644 index 0000000..ef97c05 --- /dev/null +++ b/experiments/diamonds/stage4/omp_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diamonds", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diamonds/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "omp_with_params" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 6, + 11, + 17, + 22, + 28, + 33, + 39, + 44, + 50, + 55, + 61, + 66, + 72, + 77, + 83, + 89, + 94, + 100, + 105, + 111, + 116, + 122, + 127, + 133, + 138, + 144, + 149, + 155, + 161, + 166 + ] +} \ No newline at end of file diff --git a/experiments/diamonds/stage4/random_with_params.json b/experiments/diamonds/stage4/random_with_params.json new file mode 100644 index 0000000..2fd6858 --- /dev/null +++ b/experiments/diamonds/stage4/random_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "diamonds", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/diamonds/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "random_with_params" + ], + "job_number": -1, + "extraction_strategy": "random", + "extracted_forest_size": [ + 6, + 11, + 17, + 22, + 28, + 33, + 39, + 44, + 50, + 55, + 61, + 66, + 72, + 77, + 83, + 89, + 94, + 100, + 105, + 111, + 116, + 122, + 127, + 133, + 138, + 144, + 149, + 155, + 161, + 166 + ] +} \ No newline at end of file diff --git a/experiments/digits/stage4/none_with_params.json b/experiments/digits/stage4/none_with_params.json new file mode 100644 index 0000000..3645703 --- /dev/null +++ b/experiments/digits/stage4/none_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "digits", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/digits/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/digits/stage4/omp_with_params.json b/experiments/digits/stage4/omp_with_params.json new file mode 100644 index 0000000..400aed9 --- /dev/null +++ b/experiments/digits/stage4/omp_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "digits", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/digits/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "omp_with_params" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/digits/stage4/random_with_params.json b/experiments/digits/stage4/random_with_params.json new file mode 100644 index 0000000..ea5c8e4 --- /dev/null +++ b/experiments/digits/stage4/random_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "digits", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/digits/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "random_with_params" + ], + "job_number": -1, + "extraction_strategy": "random", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/iris/stage4/none_with_params.json b/experiments/iris/stage4/none_with_params.json new file mode 100644 index 0000000..711fd2f --- /dev/null +++ b/experiments/iris/stage4/none_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "iris", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/iris/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/iris/stage4/omp_with_params.json b/experiments/iris/stage4/omp_with_params.json new file mode 100644 index 0000000..e450848 --- /dev/null +++ b/experiments/iris/stage4/omp_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "iris", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/iris/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "omp_with_params" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/iris/stage4/random_with_params.json b/experiments/iris/stage4/random_with_params.json new file mode 100644 index 0000000..06c8c9e --- /dev/null +++ b/experiments/iris/stage4/random_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "iris", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/iris/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "random_with_params" + ], + "job_number": -1, + "extraction_strategy": "random", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/lfw_pairs/stage4/none_with_params.json b/experiments/lfw_pairs/stage4/none_with_params.json new file mode 100644 index 0000000..d2c8bdf --- /dev/null +++ b/experiments/lfw_pairs/stage4/none_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 1, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "lfw_pairs", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/lfw_pairs/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/lfw_pairs/stage4/omp_with_params.json b/experiments/lfw_pairs/stage4/omp_with_params.json new file mode 100644 index 0000000..2368bc2 --- /dev/null +++ b/experiments/lfw_pairs/stage4/omp_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 3, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "lfw_pairs", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/lfw_pairs/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "omp_with_params" + ], + "job_number": -1, + "extraction_strategy": "omp", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/lfw_pairs/stage4/random_with_params.json b/experiments/lfw_pairs/stage4/random_with_params.json new file mode 100644 index 0000000..b4cbce9 --- /dev/null +++ b/experiments/lfw_pairs/stage4/random_with_params.json @@ -0,0 +1,62 @@ +{ + "experiment_id": 2, + "experiment_configuration": null, + "experiment_configuration_path": "experiments", + "dataset_name": "lfw_pairs", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": 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+ "dataset_name": "linnerud", + "normalize_D": false, + "dataset_normalizer": "standard", + "forest_size": null, + "extracted_forest_size_samples": 30, + "extracted_forest_size_stop": 0.4, + "models_dir": "models/linnerud/stage4", + "dev_size": 0.2, + "test_size": 0.2, + "random_seed_number": 1, + "seeds": [ + 1, + 2, + 3 + ], + "subsets_used": "train+dev,train+dev", + "normalize_weights": false, + "verbose": false, + "skip_best_hyperparams": false, + "save_experiment_configuration": [ + "4", + "none_with_params" + ], + "job_number": -1, + "extraction_strategy": "none", + "extracted_forest_size": [ + 13, + 26, + 39, + 52, + 65, + 77, + 90, + 103, + 116, + 129, + 142, + 155, + 168, + 181, + 194, + 206, + 219, + 232, + 245, + 258, + 271, + 284, + 297, + 310, + 323, + 335, + 348, + 361, + 374, + 387 + ] +} \ No newline at end of file diff --git a/experiments/linnerud/stage4/omp_with_params.json b/experiments/linnerud/stage4/omp_with_params.json new file mode 100644 index 0000000..a501445 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zB@!N2>8df+i_ziEj>5(Fy4SP{fa|sE*TXfYdL^c&s)Ftr-B|ax>gumWi<At@-^Dz9 z@<b)YXl6laspw=iUm;6N%SC(k#PrD9$AP@CGe&RDoH;HT87nIO{3zV}(KdI_pFcH; z`T6V11gle1msb3II{oO4jme?8-QxOUe0+RPN)th2KOBm$>gNj!3%4#_yf{E>s*-_0 zK+VUa;!^LA9&BcBUB7;PfQHDT+}qng5?lAJ`ySlU*8h94d;gL6|G&aP7v3i3=j(^9 ziCFkGy>Z3Pi5wr7cPoRY*jL2OF;-PlBBjaPCUTXFfq_B8)5S4_pvHs$8GU5rjVFg( SSi!)+z~JfX=d#Wzp$Pz-YHj@h literal 0 HcmV?d00001 diff --git a/scripts/run_compute_results.sh b/scripts/run_compute_results.sh index 7f1e22d..f9f130e 100644 --- a/scripts/run_compute_results.sh +++ b/scripts/run_compute_results.sh @@ -1,6 +1,7 @@ -for dataset in california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs diamonds +for dataset in diamonds california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs do python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=$dataset --models_dir=models/$dataset/stage1 python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=$dataset --models_dir=models/$dataset/stage2 python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=$dataset --models_dir=models/$dataset/stage3 + python code/compute_results.py --stage=4 --experiment_ids 1 2 3 --dataset_name=$dataset --models_dir=models/$dataset/stage4 done diff --git a/scripts/run_compute_results_fix.sh b/scripts/run_compute_results_fix.sh new file mode 100644 index 0000000..a2a3f9c --- /dev/null +++ b/scripts/run_compute_results_fix.sh @@ -0,0 +1,11 @@ +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=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 +python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=wine --models_dir=models/wine/stage3 +python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=breast_cancer --models_dir=models/breast_cancer/stage3 +python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=olivetti_faces --models_dir=models/olivetti_faces/stage3 +python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=20newsgroups_vectorized --models_dir=models/20newsgroups_vectorized/stage3 +python code/compute_results.py --stage=3 --experiment_ids 1 2 3 --dataset_name=lfw_pairs --models_dir=models/lfw_pairs/stage3 \ No newline at end of file diff --git a/scripts/run_stage1_experiments_fix.sh b/scripts/run_stage1_experiments_fix.sh new file mode 100644 index 0000000..7ffa5c7 --- /dev/null +++ b/scripts/run_stage1_experiments_fix.sh @@ -0,0 +1,14 @@ +#!/bin/bash +core_number=10 +walltime=1:00 +seeds='1 2 3' + +for dataset in diamonds +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" +done diff --git a/scripts/run_stage2_experiments_fix.sh b/scripts/run_stage2_experiments_fix.sh new file mode 100644 index 0000000..908112c --- /dev/null +++ b/scripts/run_stage2_experiments_fix.sh @@ -0,0 +1,12 @@ +#!/bin/bash +core_number=10 +walltime=1:00 +seeds='1 2 3' + +for dataset in diamonds +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 $seeds --save_experiment_configuration 2 no_normalization --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=1 --models_dir=models/$dataset/stage2" + oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --save_experiment_configuration 2 normalize_D --normalize_D --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=2 --models_dir=models/$dataset/stage2" + oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --save_experiment_configuration 2 normalize_weights --normalize_weights --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=3 --models_dir=models/$dataset/stage2" + oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --save_experiment_configuration 2 normalize_D_and_weights --normalize_D --normalize_weights --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --experiment_id=4 --models_dir=models/$dataset/stage2" +done diff --git a/scripts/run_stage3_experiments_fix.sh b/scripts/run_stage3_experiments_fix.sh new file mode 100644 index 0000000..b672202 --- /dev/null +++ b/scripts/run_stage3_experiments_fix.sh @@ -0,0 +1,11 @@ +#!/bin/bash +core_number=10 +walltime=1:00 +seeds='1 2 3' + +for dataset in diamonds +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 $seeds --save_experiment_configuration 3 train-dev_subset --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --subsets_used=train,dev --experiment_id=1 --models_dir=models/$dataset/stage3" + oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --save_experiment_configuration 3 train-dev_train-dev_subset --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --subsets_used=train+dev,train+dev --experiment_id=2 --models_dir=models/$dataset/stage3" + oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --save_experiment_configuration 3 train-train-dev_subset --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=10 --subsets_used=train,train+dev --experiment_id=3 --models_dir=models/$dataset/stage3" +done diff --git a/scripts/run_stage4_experiments.sh b/scripts/run_stage4_experiments.sh new file mode 100644 index 0000000..9e0043a --- /dev/null +++ b/scripts/run_stage4_experiments.sh @@ -0,0 +1,11 @@ +#!/bin/bash +core_number=5 +walltime=1:00 +seeds='1 2 3' + +for dataset in diamonds california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs +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 $seeds --extraction_strategy=none --save_experiment_configuration 4 none_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=30 --experiment_id=1 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev" + oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --save_experiment_configuration 4 random_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=30 --experiment_id=2 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev" + oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=omp --save_experiment_configuration 4 omp_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=30 --experiment_id=3 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev" +done -- GitLab