From 3096d6736133eec30412e941616cfc567b70f90d Mon Sep 17 00:00:00 2001 From: Charly Lamothe <charly.lamothe@univ-amu.fr> Date: Tue, 7 Jan 2020 10:35:55 +0100 Subject: [PATCH] - Add result of stage3 for breast_cancer; - Add diamonds in experiment scripts and add factorize run_compute_results.sh script; - Add best params for diamonds dataset. --- experiments/diamonds/stage1/params.json | 28 ++++++++++++++++ results/breast_cancer/stage3/losses.png | Bin 0 -> 54880 bytes scripts/run_compute_results.sh | 41 ++++-------------------- scripts/run_stage1_experiments.sh | 2 +- scripts/run_stage2_experiments.sh | 2 +- scripts/run_stage3_experiments.sh | 2 +- 6 files changed, 37 insertions(+), 38 deletions(-) create mode 100644 experiments/diamonds/stage1/params.json create mode 100644 results/breast_cancer/stage3/losses.png diff --git a/experiments/diamonds/stage1/params.json b/experiments/diamonds/stage1/params.json new file mode 100644 index 0000000..3d5d8fa --- /dev/null +++ b/experiments/diamonds/stage1/params.json @@ -0,0 +1,28 @@ +{ + "scorer": "neg_mean_squared_error", + "best_score_train": -627872.5455188936, + "best_score_test": -551230.808602097, + "best_parameters": { + "max_features": "auto", + "min_samples_leaf": 1, + "max_depth": 12, + "n_estimators": 429 + }, + "random_seed": [ + 83, + 1000, + 1262, + 1117, + 1899, + 1378, + 1904, + 1661, + 57, + 1143, + 1350, + 871, + 1030, + 1585, + 745 + ] +} \ No newline at end of file diff --git a/results/breast_cancer/stage3/losses.png b/results/breast_cancer/stage3/losses.png new file mode 100644 index 0000000000000000000000000000000000000000..45f7b066ea079b4f72de1d1f9e8626ffad69f80a GIT binary patch literal 54880 zcmeAS@N?(olHy`uVBq!ia0y~yU~*t!V7$)3#=yW3BKS0bfq{Xg*vT`5gM)*kh9jke zfq{Xuz$3Dlfq_2}gc(=ZFVAFPV6Z50jVKAuPb(=;EJ|g_O)M$M$uG&tOj0OIEh^5; z&okCD)HBpk$S5f(u+rB@$m``7rRxi%iAyptC@^@sIEGZrd2_cmruX}Q_7B&uzO^iU zRZ_1U($d0}c++FEOXf~#E#<>$KctGSoims9_Ri9+Nk6j8pj+}-|H7x*({|sPvin8f 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a/scripts/run_compute_results.sh +++ b/scripts/run_compute_results.sh @@ -1,35 +1,6 @@ -python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=california_housing --models_dir=models/california_housing/stage1 -python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=boston --models_dir=models/boston/stage1 -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=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=diabetes --models_dir=models/diabetes/stage1 -python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=digits --models_dir=models/digits/stage1 -python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=linnerud --models_dir=models/linnerud/stage1 -python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=wine --models_dir=models/wine/stage1 -python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=breast_cancer --models_dir=models/breast_cancer/stage1 -python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=olivetti_faces --models_dir=models/olivetti_faces/stage1 -python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=20newsgroups_vectorized --models_dir=models/20newsgroups_vectorized/stage1 -python code/compute_results.py --stage=1 --experiment_ids 1 2 3 4 5 6 --dataset_name=lfw_pairs --models_dir=models/lfw_pairs/stage1 - -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=california_housing --models_dir=models/california_housing/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=boston --models_dir=models/boston/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=iris --models_dir=models/iris/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=diabetes --models_dir=models/diabetes/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=digits --models_dir=models/digits/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=linnerud --models_dir=models/linnerud/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=wine --models_dir=models/wine/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=breast_cancer --models_dir=models/breast_cancer/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=olivetti_faces --models_dir=models/olivetti_faces/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=20newsgroups_vectorized --models_dir=models/20newsgroups_vectorized/stage2 -python code/compute_results.py --stage=2 --experiment_ids 1 2 3 4 --dataset_name=lfw_pairs --models_dir=models/lfw_pairs/stage2 - -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 +for dataset in california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs diamonds +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/$dataset/stage3 +done diff --git a/scripts/run_stage1_experiments.sh b/scripts/run_stage1_experiments.sh index 0d897a9..7656d14 100644 --- a/scripts/run_stage1_experiments.sh +++ b/scripts/run_stage1_experiments.sh @@ -3,7 +3,7 @@ core_number=5 walltime=1:00 seeds='1 2 3 4 5' -for dataset in california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs +for dataset in california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs diamonds do oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=none --save_experiment_configuration 1 none_with_params --extracted_forest_size_stop=0.05 --experiment_id=1 --models_dir=models/$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 $seeds --extraction_strategy=random --save_experiment_configuration 1 random_with_params --extracted_forest_size_stop=0.05 --experiment_id=2 --models_dir=models/$dataset/stage1" diff --git a/scripts/run_stage2_experiments.sh b/scripts/run_stage2_experiments.sh index 89c6447..cb3ddbd 100644 --- a/scripts/run_stage2_experiments.sh +++ b/scripts/run_stage2_experiments.sh @@ -3,7 +3,7 @@ core_number=5 walltime=1:00 seeds='1 2 3 4 5' -for dataset in california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs +for dataset in california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs 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 $seeds --save_experiment_configuration 2 no_normalization --extracted_forest_size_stop=0.05 --experiment_id=1 --models_dir=models/$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 $seeds --save_experiment_configuration 2 normalize_D --normalize_D --extracted_forest_size_stop=0.05 --experiment_id=2 --models_dir=models/$dataset/stage2" diff --git a/scripts/run_stage3_experiments.sh b/scripts/run_stage3_experiments.sh index fcc10a6..f263d06 100644 --- a/scripts/run_stage3_experiments.sh +++ b/scripts/run_stage3_experiments.sh @@ -3,7 +3,7 @@ core_number=5 walltime=1:00 seeds='1 2 3 4 5' -for dataset in california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs +for dataset in california_housing boston iris diabetes digits linnerud wine breast_cancer olivetti_faces 20newsgroups_vectorized lfw_pairs 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 $seeds --save_experiment_configuration 3 train-dev_subset --extracted_forest_size_stop=0.05 --subsets_used=train,dev --experiment_id=1 --models_dir=models/$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 $seeds --save_experiment_configuration 3 train-dev_train-dev_subset --extracted_forest_size_stop=0.05 --subsets_used=train+dev,train+dev --experiment_id=2 --models_dir=models/$dataset/stage3" -- GitLab