From 559d73c01a81a15aa7ff4acd5cde4a6ebba9ab98 Mon Sep 17 00:00:00 2001
From: Charly Lamothe <charly.lamothe@univ-amu.fr>
Date: Sun, 29 Dec 2019 22:40:28 +0100
Subject: [PATCH] - Remove extracted_forest_sizes_number parameter from
compute_results.py and retreive the value instead; - Add almost all remaining
experiment config files of stages 1, 2 and 3; - Add almost all remaining
result plots of stages 1, 2 and 3; - Add some temporary scripts to run all
stages experiments.
---
code/compute_results.py | 33 +++++++++++++--
code/train.py | 12 +++---
.../stage1/none_with_params.json | 39 ++++++++++++++++++
.../stage1/none_wo_params.json | 39 ++++++++++++++++++
.../stage1/omp_with_params.json | 39 ++++++++++++++++++
.../stage1/omp_wo_params.json | 39 ++++++++++++++++++
.../stage1/random_with_params.json | 39 ++++++++++++++++++
.../stage1/random_wo_params.json | 39 ++++++++++++++++++
.../stage2/no_normalization.json | 39 ++++++++++++++++++
.../stage2/normalize_D.json | 39 ++++++++++++++++++
.../stage2/normalize_D_and_weights.json | 39 ++++++++++++++++++
.../stage2/normalize_weights.json | 39 ++++++++++++++++++
.../stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
.../boston/stage1/none_with_params.json | 39 ++++++++++++++++++
experiments/boston/stage1/none_wo_params.json | 39 ++++++++++++++++++
.../boston/stage1/omp_with_params.json | 39 ++++++++++++++++++
experiments/boston/stage1/omp_wo_params.json | 39 ++++++++++++++++++
.../boston/stage1/random_with_params.json | 39 ++++++++++++++++++
.../boston/stage1/random_wo_params.json | 39 ++++++++++++++++++
.../boston/stage2/no_normalization.json | 39 ++++++++++++++++++
experiments/boston/stage2/normalize_D.json | 39 ++++++++++++++++++
.../stage2/normalize_D_and_weights.json | 39 ++++++++++++++++++
.../boston/stage2/normalize_weights.json | 39 ++++++++++++++++++
.../boston/stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../boston/stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
.../stage1/none_with_params.json | 39 ++++++++++++++++++
.../breast_cancer/stage1/none_wo_params.json | 39 ++++++++++++++++++
.../breast_cancer/stage1/omp_with_params.json | 39 ++++++++++++++++++
.../breast_cancer/stage1/omp_wo_params.json | 39 ++++++++++++++++++
.../stage1/random_with_params.json | 39 ++++++++++++++++++
.../stage1/random_wo_params.json | 39 ++++++++++++++++++
.../stage2/no_normalization.json | 39 ++++++++++++++++++
.../breast_cancer/stage2/normalize_D.json | 39 ++++++++++++++++++
.../stage2/normalize_D_and_weights.json | 39 ++++++++++++++++++
.../stage2/normalize_weights.json | 39 ++++++++++++++++++
.../stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
.../stage1/none_with_params.json | 17 ++++----
.../stage1/none_with_params_1.json | 37 +++++++++++++++++
.../stage1/none_wo_params.json | 17 ++++----
.../stage1/none_wo_params_4.json | 37 +++++++++++++++++
.../stage1/omp_with_params.json | 17 ++++----
.../stage1/omp_with_params_3.json | 37 +++++++++++++++++
.../stage1/omp_wo_params.json | 17 ++++----
.../stage1/omp_wo_params_6.json | 37 +++++++++++++++++
.../stage1/random_with_params.json | 17 ++++----
.../stage1/random_with_params_2.json | 37 +++++++++++++++++
.../stage1/random_wo_params.json | 17 ++++----
.../stage1/random_wo_params_5.json | 37 +++++++++++++++++
.../stage2/no_normalization.json | 3 +-
.../stage2/normalize_D.json | 4 +-
.../stage2/normalize_D_and_weights.json | 4 +-
.../stage2/normalize_weights.json | 4 +-
.../stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
.../diabetes/stage1/none_with_params.json | 38 +++++++++++++++++
.../diabetes/stage1/none_wo_params.json | 38 +++++++++++++++++
.../diabetes/stage1/omp_with_params.json | 38 +++++++++++++++++
.../diabetes/stage1/omp_wo_params.json | 38 +++++++++++++++++
.../diabetes/stage1/random_with_params.json | 38 +++++++++++++++++
.../diabetes/stage1/random_wo_params.json | 38 +++++++++++++++++
.../diabetes/stage2/no_normalization.json | 38 +++++++++++++++++
experiments/diabetes/stage2/normalize_D.json | 38 +++++++++++++++++
.../stage2/normalize_D_and_weights.json | 38 +++++++++++++++++
.../diabetes/stage2/normalize_weights.json | 38 +++++++++++++++++
.../diabetes/stage3/train-dev_subset.json | 38 +++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 38 +++++++++++++++++
.../stage3/train-train-dev_subset.json | 38 +++++++++++++++++
.../digits/stage1/none_with_params.json | 39 ++++++++++++++++++
experiments/digits/stage1/none_wo_params.json | 39 ++++++++++++++++++
.../digits/stage1/omp_with_params.json | 39 ++++++++++++++++++
experiments/digits/stage1/omp_wo_params.json | 39 ++++++++++++++++++
.../digits/stage1/random_with_params.json | 39 ++++++++++++++++++
.../digits/stage1/random_wo_params.json | 39 ++++++++++++++++++
.../digits/stage2/no_normalization.json | 39 ++++++++++++++++++
experiments/digits/stage2/normalize_D.json | 39 ++++++++++++++++++
.../stage2/normalize_D_and_weights.json | 39 ++++++++++++++++++
.../digits/stage2/normalize_weights.json | 39 ++++++++++++++++++
.../digits/stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../digits/stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
experiments/iris/stage1/none_with_params.json | 39 ++++++++++++++++++
experiments/iris/stage1/none_wo_params.json | 39 ++++++++++++++++++
experiments/iris/stage1/omp_with_params.json | 39 ++++++++++++++++++
experiments/iris/stage1/omp_wo_params.json | 39 ++++++++++++++++++
.../iris/stage1/random_with_params.json | 39 ++++++++++++++++++
experiments/iris/stage1/random_wo_params.json | 39 ++++++++++++++++++
experiments/iris/stage2/no_normalization.json | 39 ++++++++++++++++++
experiments/iris/stage2/normalize_D.json | 39 ++++++++++++++++++
.../iris/stage2/normalize_D_and_weights.json | 39 ++++++++++++++++++
.../iris/stage2/normalize_weights.json | 39 ++++++++++++++++++
experiments/iris/stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../iris/stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
.../lfw_pairs/stage1/none_with_params.json | 39 ++++++++++++++++++
.../lfw_pairs/stage1/none_wo_params.json | 39 ++++++++++++++++++
.../lfw_pairs/stage1/omp_with_params.json | 39 ++++++++++++++++++
.../lfw_pairs/stage1/omp_wo_params.json | 39 ++++++++++++++++++
.../lfw_pairs/stage1/random_with_params.json | 39 ++++++++++++++++++
.../lfw_pairs/stage1/random_wo_params.json | 39 ++++++++++++++++++
.../lfw_pairs/stage2/no_normalization.json | 39 ++++++++++++++++++
experiments/lfw_pairs/stage2/normalize_D.json | 39 ++++++++++++++++++
.../stage2/normalize_D_and_weights.json | 39 ++++++++++++++++++
.../lfw_pairs/stage2/normalize_weights.json | 39 ++++++++++++++++++
.../lfw_pairs/stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
.../linnerud/stage1/none_with_params.json | 39 ++++++++++++++++++
.../linnerud/stage1/none_wo_params.json | 39 ++++++++++++++++++
.../linnerud/stage1/omp_with_params.json | 39 ++++++++++++++++++
.../linnerud/stage1/omp_wo_params.json | 39 ++++++++++++++++++
.../linnerud/stage1/random_with_params.json | 39 ++++++++++++++++++
.../linnerud/stage1/random_wo_params.json | 39 ++++++++++++++++++
.../linnerud/stage2/no_normalization.json | 39 ++++++++++++++++++
experiments/linnerud/stage2/normalize_D.json | 39 ++++++++++++++++++
.../stage2/normalize_D_and_weights.json | 39 ++++++++++++++++++
.../linnerud/stage2/normalize_weights.json | 39 ++++++++++++++++++
.../linnerud/stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
.../stage1/none_with_params.json | 39 ++++++++++++++++++
.../olivetti_faces/stage1/none_wo_params.json | 39 ++++++++++++++++++
.../stage1/omp_with_params.json | 39 ++++++++++++++++++
.../olivetti_faces/stage1/omp_wo_params.json | 39 ++++++++++++++++++
.../stage1/random_with_params.json | 39 ++++++++++++++++++
.../stage1/random_wo_params.json | 39 ++++++++++++++++++
.../stage2/no_normalization.json | 39 ++++++++++++++++++
.../olivetti_faces/stage2/normalize_D.json | 39 ++++++++++++++++++
.../stage2/normalize_D_and_weights.json | 39 ++++++++++++++++++
.../stage2/normalize_weights.json | 39 ++++++++++++++++++
.../stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
experiments/wine/stage1/none_with_params.json | 39 ++++++++++++++++++
experiments/wine/stage1/none_wo_params.json | 39 ++++++++++++++++++
experiments/wine/stage1/omp_with_params.json | 39 ++++++++++++++++++
experiments/wine/stage1/omp_wo_params.json | 39 ++++++++++++++++++
.../wine/stage1/random_with_params.json | 39 ++++++++++++++++++
experiments/wine/stage1/random_wo_params.json | 39 ++++++++++++++++++
experiments/wine/stage3/train-dev_subset.json | 39 ++++++++++++++++++
.../stage3/train-dev_train-dev_subset.json | 39 ++++++++++++++++++
.../wine/stage3/train-train-dev_subset.json | 39 ++++++++++++++++++
results/boston/stage1/losses.png | Bin 0 -> 39106 bytes
results/boston/stage2/losses.png | Bin 0 -> 48184 bytes
results/boston/stage3/losses.png | Bin 0 -> 38944 bytes
results/california_housing/stage1/losses.png | Bin 93809 -> 48206 bytes
results/california_housing/stage3/losses.png | Bin 0 -> 56188 bytes
results/diabetes/stage1/losses.png | Bin 0 -> 47752 bytes
results/diabetes/stage2/losses.png | Bin 0 -> 52035 bytes
results/diabetes/stage3/losses.png | Bin 0 -> 53779 bytes
results/digits/stage1/losses.png | Bin 0 -> 46166 bytes
results/digits/stage2/losses.png | Bin 0 -> 31939 bytes
results/digits/stage3/losses.png | Bin 0 -> 42483 bytes
results/iris/stage1/losses.png | Bin 0 -> 36042 bytes
results/iris/stage2/losses.png | Bin 0 -> 31214 bytes
results/iris/stage3/losses.png | Bin 0 -> 31348 bytes
results/lfw_pairs/stage1/losses.png | Bin 0 -> 49673 bytes
results/lfw_pairs/stage3/losses.png | Bin 0 -> 49466 bytes
results/olivetti_faces/stage1/losses.png | Bin 0 -> 36575 bytes
results/olivetti_faces/stage2/losses.png | Bin 0 -> 29580 bytes
results/olivetti_faces/stage3/losses.png | Bin 0 -> 30170 bytes
results/wine/stage1/losses.png | Bin 0 -> 37275 bytes
results/wine/stage2/losses.png | Bin 0 -> 58580 bytes
results/wine/stage3/losses.png | Bin 0 -> 28169 bytes
scripts/run_compute_results.sh | 35 ++++++++++++++++
scripts/run_stage1_experiments.sh | 14 +++++++
scripts/run_stage2_experiments.sh | 12 ++++++
scripts/run_stage3_experiments.sh | 11 +++++
173 files changed, 5415 insertions(+), 59 deletions(-)
create mode 100644 experiments/20newsgroups_vectorized/stage1/none_with_params.json
create mode 100644 experiments/20newsgroups_vectorized/stage1/none_wo_params.json
create mode 100644 experiments/20newsgroups_vectorized/stage1/omp_with_params.json
create mode 100644 experiments/20newsgroups_vectorized/stage1/omp_wo_params.json
create mode 100644 experiments/20newsgroups_vectorized/stage1/random_with_params.json
create mode 100644 experiments/20newsgroups_vectorized/stage1/random_wo_params.json
create mode 100644 experiments/20newsgroups_vectorized/stage2/no_normalization.json
create mode 100644 experiments/20newsgroups_vectorized/stage2/normalize_D.json
create mode 100644 experiments/20newsgroups_vectorized/stage2/normalize_D_and_weights.json
create mode 100644 experiments/20newsgroups_vectorized/stage2/normalize_weights.json
create mode 100644 experiments/20newsgroups_vectorized/stage3/train-dev_subset.json
create mode 100644 experiments/20newsgroups_vectorized/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/20newsgroups_vectorized/stage3/train-train-dev_subset.json
create mode 100644 experiments/boston/stage1/none_with_params.json
create mode 100644 experiments/boston/stage1/none_wo_params.json
create mode 100644 experiments/boston/stage1/omp_with_params.json
create mode 100644 experiments/boston/stage1/omp_wo_params.json
create mode 100644 experiments/boston/stage1/random_with_params.json
create mode 100644 experiments/boston/stage1/random_wo_params.json
create mode 100644 experiments/boston/stage2/no_normalization.json
create mode 100644 experiments/boston/stage2/normalize_D.json
create mode 100644 experiments/boston/stage2/normalize_D_and_weights.json
create mode 100644 experiments/boston/stage2/normalize_weights.json
create mode 100644 experiments/boston/stage3/train-dev_subset.json
create mode 100644 experiments/boston/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/boston/stage3/train-train-dev_subset.json
create mode 100644 experiments/breast_cancer/stage1/none_with_params.json
create mode 100644 experiments/breast_cancer/stage1/none_wo_params.json
create mode 100644 experiments/breast_cancer/stage1/omp_with_params.json
create mode 100644 experiments/breast_cancer/stage1/omp_wo_params.json
create mode 100644 experiments/breast_cancer/stage1/random_with_params.json
create mode 100644 experiments/breast_cancer/stage1/random_wo_params.json
create mode 100644 experiments/breast_cancer/stage2/no_normalization.json
create mode 100644 experiments/breast_cancer/stage2/normalize_D.json
create mode 100644 experiments/breast_cancer/stage2/normalize_D_and_weights.json
create mode 100644 experiments/breast_cancer/stage2/normalize_weights.json
create mode 100644 experiments/breast_cancer/stage3/train-dev_subset.json
create mode 100644 experiments/breast_cancer/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/breast_cancer/stage3/train-train-dev_subset.json
create mode 100644 experiments/california_housing/stage1/none_with_params_1.json
create mode 100644 experiments/california_housing/stage1/none_wo_params_4.json
create mode 100644 experiments/california_housing/stage1/omp_with_params_3.json
create mode 100644 experiments/california_housing/stage1/omp_wo_params_6.json
create mode 100644 experiments/california_housing/stage1/random_with_params_2.json
create mode 100644 experiments/california_housing/stage1/random_wo_params_5.json
create mode 100644 experiments/california_housing/stage3/train-dev_subset.json
create mode 100644 experiments/california_housing/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/california_housing/stage3/train-train-dev_subset.json
create mode 100644 experiments/diabetes/stage1/none_with_params.json
create mode 100644 experiments/diabetes/stage1/none_wo_params.json
create mode 100644 experiments/diabetes/stage1/omp_with_params.json
create mode 100644 experiments/diabetes/stage1/omp_wo_params.json
create mode 100644 experiments/diabetes/stage1/random_with_params.json
create mode 100644 experiments/diabetes/stage1/random_wo_params.json
create mode 100644 experiments/diabetes/stage2/no_normalization.json
create mode 100644 experiments/diabetes/stage2/normalize_D.json
create mode 100644 experiments/diabetes/stage2/normalize_D_and_weights.json
create mode 100644 experiments/diabetes/stage2/normalize_weights.json
create mode 100644 experiments/diabetes/stage3/train-dev_subset.json
create mode 100644 experiments/diabetes/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/diabetes/stage3/train-train-dev_subset.json
create mode 100644 experiments/digits/stage1/none_with_params.json
create mode 100644 experiments/digits/stage1/none_wo_params.json
create mode 100644 experiments/digits/stage1/omp_with_params.json
create mode 100644 experiments/digits/stage1/omp_wo_params.json
create mode 100644 experiments/digits/stage1/random_with_params.json
create mode 100644 experiments/digits/stage1/random_wo_params.json
create mode 100644 experiments/digits/stage2/no_normalization.json
create mode 100644 experiments/digits/stage2/normalize_D.json
create mode 100644 experiments/digits/stage2/normalize_D_and_weights.json
create mode 100644 experiments/digits/stage2/normalize_weights.json
create mode 100644 experiments/digits/stage3/train-dev_subset.json
create mode 100644 experiments/digits/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/digits/stage3/train-train-dev_subset.json
create mode 100644 experiments/iris/stage1/none_with_params.json
create mode 100644 experiments/iris/stage1/none_wo_params.json
create mode 100644 experiments/iris/stage1/omp_with_params.json
create mode 100644 experiments/iris/stage1/omp_wo_params.json
create mode 100644 experiments/iris/stage1/random_with_params.json
create mode 100644 experiments/iris/stage1/random_wo_params.json
create mode 100644 experiments/iris/stage2/no_normalization.json
create mode 100644 experiments/iris/stage2/normalize_D.json
create mode 100644 experiments/iris/stage2/normalize_D_and_weights.json
create mode 100644 experiments/iris/stage2/normalize_weights.json
create mode 100644 experiments/iris/stage3/train-dev_subset.json
create mode 100644 experiments/iris/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/iris/stage3/train-train-dev_subset.json
create mode 100644 experiments/lfw_pairs/stage1/none_with_params.json
create mode 100644 experiments/lfw_pairs/stage1/none_wo_params.json
create mode 100644 experiments/lfw_pairs/stage1/omp_with_params.json
create mode 100644 experiments/lfw_pairs/stage1/omp_wo_params.json
create mode 100644 experiments/lfw_pairs/stage1/random_with_params.json
create mode 100644 experiments/lfw_pairs/stage1/random_wo_params.json
create mode 100644 experiments/lfw_pairs/stage2/no_normalization.json
create mode 100644 experiments/lfw_pairs/stage2/normalize_D.json
create mode 100644 experiments/lfw_pairs/stage2/normalize_D_and_weights.json
create mode 100644 experiments/lfw_pairs/stage2/normalize_weights.json
create mode 100644 experiments/lfw_pairs/stage3/train-dev_subset.json
create mode 100644 experiments/lfw_pairs/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/lfw_pairs/stage3/train-train-dev_subset.json
create mode 100644 experiments/linnerud/stage1/none_with_params.json
create mode 100644 experiments/linnerud/stage1/none_wo_params.json
create mode 100644 experiments/linnerud/stage1/omp_with_params.json
create mode 100644 experiments/linnerud/stage1/omp_wo_params.json
create mode 100644 experiments/linnerud/stage1/random_with_params.json
create mode 100644 experiments/linnerud/stage1/random_wo_params.json
create mode 100644 experiments/linnerud/stage2/no_normalization.json
create mode 100644 experiments/linnerud/stage2/normalize_D.json
create mode 100644 experiments/linnerud/stage2/normalize_D_and_weights.json
create mode 100644 experiments/linnerud/stage2/normalize_weights.json
create mode 100644 experiments/linnerud/stage3/train-dev_subset.json
create mode 100644 experiments/linnerud/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/linnerud/stage3/train-train-dev_subset.json
create mode 100644 experiments/olivetti_faces/stage1/none_with_params.json
create mode 100644 experiments/olivetti_faces/stage1/none_wo_params.json
create mode 100644 experiments/olivetti_faces/stage1/omp_with_params.json
create mode 100644 experiments/olivetti_faces/stage1/omp_wo_params.json
create mode 100644 experiments/olivetti_faces/stage1/random_with_params.json
create mode 100644 experiments/olivetti_faces/stage1/random_wo_params.json
create mode 100644 experiments/olivetti_faces/stage2/no_normalization.json
create mode 100644 experiments/olivetti_faces/stage2/normalize_D.json
create mode 100644 experiments/olivetti_faces/stage2/normalize_D_and_weights.json
create mode 100644 experiments/olivetti_faces/stage2/normalize_weights.json
create mode 100644 experiments/olivetti_faces/stage3/train-dev_subset.json
create mode 100644 experiments/olivetti_faces/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/olivetti_faces/stage3/train-train-dev_subset.json
create mode 100644 experiments/wine/stage1/none_with_params.json
create mode 100644 experiments/wine/stage1/none_wo_params.json
create mode 100644 experiments/wine/stage1/omp_with_params.json
create mode 100644 experiments/wine/stage1/omp_wo_params.json
create mode 100644 experiments/wine/stage1/random_with_params.json
create mode 100644 experiments/wine/stage1/random_wo_params.json
create mode 100644 experiments/wine/stage3/train-dev_subset.json
create mode 100644 experiments/wine/stage3/train-dev_train-dev_subset.json
create mode 100644 experiments/wine/stage3/train-train-dev_subset.json
create mode 100644 results/boston/stage1/losses.png
create mode 100644 results/boston/stage2/losses.png
create mode 100644 results/boston/stage3/losses.png
create mode 100644 results/california_housing/stage3/losses.png
create mode 100644 results/diabetes/stage1/losses.png
create mode 100644 results/diabetes/stage2/losses.png
create mode 100644 results/diabetes/stage3/losses.png
create mode 100644 results/digits/stage1/losses.png
create mode 100644 results/digits/stage2/losses.png
create mode 100644 results/digits/stage3/losses.png
create mode 100644 results/iris/stage1/losses.png
create mode 100644 results/iris/stage2/losses.png
create mode 100644 results/iris/stage3/losses.png
create mode 100644 results/lfw_pairs/stage1/losses.png
create mode 100644 results/lfw_pairs/stage3/losses.png
create mode 100644 results/olivetti_faces/stage1/losses.png
create mode 100644 results/olivetti_faces/stage2/losses.png
create mode 100644 results/olivetti_faces/stage3/losses.png
create mode 100644 results/wine/stage1/losses.png
create mode 100644 results/wine/stage2/losses.png
create mode 100644 results/wine/stage3/losses.png
create mode 100644 scripts/run_compute_results.sh
create mode 100644 scripts/run_stage1_experiments.sh
create mode 100644 scripts/run_stage2_experiments.sh
create mode 100644 scripts/run_stage3_experiments.sh
diff --git a/code/compute_results.py b/code/compute_results.py
index e85caed..42d90ca 100644
--- a/code/compute_results.py
+++ b/code/compute_results.py
@@ -9,6 +9,14 @@ from dotenv import find_dotenv, load_dotenv
import os
+def retreive_extracted_forest_sizes_number(models_dir, experiment_id):
+ experiment_id_path = models_dir + os.sep + str(experiment_id) # models/{experiment_id}
+ experiment_seed_root_path = experiment_id_path + os.sep + 'seeds' # models/{experiment_id}/seeds
+ seed = os.listdir(experiment_seed_root_path)[0]
+ experiment_seed_path = experiment_seed_root_path + os.sep + seed # models/{experiment_id}/seeds/{seed}
+ extracted_forest_sizes_root_path = experiment_seed_path + os.sep + 'extracted_forest_sizes'
+ return len(os.listdir(extracted_forest_sizes_root_path))
+
def extract_scores_across_seeds_and_extracted_forest_sizes(models_dir, results_dir, experiment_id):
experiment_id_path = models_dir + os.sep + str(experiment_id) # models/{experiment_id}
experiment_seed_root_path = experiment_id_path + os.sep + 'seeds' # models/{experiment_id}/seeds
@@ -120,7 +128,6 @@ if __name__ == "__main__":
'stage=2: {{no_normalization}} {{normalize_D}} {{normalize_weights}} {{normalize_D_and_weights}}' + \
'stage=3: {{train-dev_subset}} {{train-dev_train-dev_subset}} {{train-train-dev_subset}}')
parser.add_argument('--dataset_name', nargs='?', type=str, required=True, help='Specify the dataset name. TODO: read it from models dir directly.')
- parser.add_argument('--extracted_forest_sizes_number', nargs='?', type=int, required=True, help='Specify the number of extracted forest sizes. TODO: read it from models dir directly.')
parser.add_argument('--results_dir', nargs='?', type=str, default=DEFAULT_RESULTS_DIR, help='The output directory of the results.')
parser.add_argument('--models_dir', nargs='?', type=str, default=DEFAULT_MODELS_DIR, help='The output directory of the trained models.')
args = parser.parse_args()
@@ -130,6 +137,9 @@ if __name__ == "__main__":
logger = LoggerFactory.create(LOG_PATH, os.path.basename(__file__))
+ logger.info('Compute results of with stage:{} - experiment_ids:{} - dataset_name:{} - results_dir:{} - models_dir:{}'.format(
+ args.stage, args.experiment_ids, args.dataset_name, args.results_dir, args.models_dir))
+
# Create recursively the results dir tree
pathlib.Path(args.results_dir).mkdir(parents=True, exist_ok=True)
@@ -137,6 +147,9 @@ if __name__ == "__main__":
if len(args.experiment_ids) != 6:
raise ValueError('In the case of stage 1, the number of specified experiment ids must be 6.')
+ # 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])
+
# Experiments that used the best hyperparameters found for this dataset
# base_with_params
@@ -144,7 +157,7 @@ if __name__ == "__main__":
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],
- args.extracted_forest_sizes_number)
+ 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, \
@@ -163,7 +176,7 @@ if __name__ == "__main__":
base_wo_params_train_scores, base_wo_params_dev_scores, base_wo_params_test_scores, \
base_wo_params_experiment_score_metric = extract_scores_across_seeds_and_forest_size(
args.models_dir, args.results_dir, args.experiment_ids[3],
- args.extracted_forest_sizes_number)
+ extracted_forest_sizes_number)
# random_wo_params
logger.info('Loading random_wo_params experiment scores...')
random_wo_params_train_scores, random_wo_params_dev_scores, random_wo_params_test_scores, \
@@ -292,6 +305,16 @@ if __name__ == "__main__":
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=[train_dev_subset_test_scores, train_dev_train_dev_subset_test_scores,
+ train_train_dev_subset_test_scores],
+ all_labels=['train,dev', 'train+dev,train+dev', 'train,train+dev'],
+ x_value=extracted_forest_sizes,
+ xlabel='Number of trees extracted',
+ ylabel=experiments_score_metric,
+ title='Loss values of {}\nusing different training subsets'.format(args.dataset_name))
+
+ """Plotter.plot_stage2_losses(
file_path=output_path + os.sep + 'losses.png',
all_experiment_scores=[train_dev_subset_train_scores, train_train_dev_subset_train_scores,
train_train_dev_subset_train_scores, train_dev_subset_dev_scores, train_dev_train_dev_subset_dev_scores,
@@ -303,10 +326,12 @@ if __name__ == "__main__":
x_value=extracted_forest_sizes,
xlabel='Number of trees extracted',
ylabel=experiments_score_metric,
- title='Loss values of {}\nusing different training subsets'.format(args.dataset_name))
+ title='Loss values of {}\nusing different training subsets'.format(args.dataset_name))"""
else:
raise ValueError('This stage number is not supported yet, but it will be!')
+ logger.info('Done.')
+
"""
TODO:
For each dataset:
diff --git a/code/train.py b/code/train.py
index 0747adb..10b083c 100644
--- a/code/train.py
+++ b/code/train.py
@@ -105,23 +105,23 @@ Command lines example for stage 1:
python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --extraction_strategy=none --save_experiment_configuration 1 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 1 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 1 omp_with_params --extracted_forest_size_stop=0.05
-python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --extraction_strategy=none --skip_best_hyperparams --save_experiment_configuration 1 none_wo_params --forest_size=1000 --extracted_forest_size_stop=0.05
-python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --extraction_strategy=random --skip_best_hyperparams --save_experiment_configuration 1 random_wo_params --forest_size=1000 --extracted_forest_size_stop=0.05
-python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --skip_best_hyperparams --save_experiment_configuration 1 omp_wo_params --forest_size=1000 --extracted_forest_size_stop=0.05
-python code/compute_results.py --stage 1 --experiment_ids 1 2 3 4 5 6 --dataset_name=california_housing --extracted_forest_sizes_number=5
+python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --extraction_strategy=none --skip_best_hyperparams --save_experiment_configuration 1 none_wo_params --extracted_forest_size_stop=0.05
+python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --extraction_strategy=random --skip_best_hyperparams --save_experiment_configuration 1 random_wo_params --extracted_forest_size_stop=0.05
+python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --skip_best_hyperparams --save_experiment_configuration 1 omp_wo_params --extracted_forest_size_stop=0.05
+python code/compute_results.py --stage 1 --experiment_ids 1 2 3 4 5 6 --dataset_name=california_housing
Command lines example for stage 2:
python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --save_experiment_configuration 2 no_normalization --extracted_forest_size_stop=0.05
python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --save_experiment_configuration 2 normalize_D --normalize_D --extracted_forest_size_stop=0.05
python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --save_experiment_configuration 2 normalize_weights --normalize_weights --extracted_forest_size_stop=0.05
python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --save_experiment_configuration 2 normalize_D_and_weights --normalize_D --normalize_weights --extracted_forest_size_stop=0.05
-python code/compute_results.py --stage 2 --experiment_ids 7 8 9 10 --dataset_name=california_housing --extracted_forest_sizes_number=5
+python code/compute_results.py --stage 2 --experiment_ids 7 8 9 10 --dataset_name=california_housing
Command lines example for stage 3:
python code/train.py --dataset_name=california_housing --seeds 1 2 3 4 5 --save_experiment_configuration 3 train-dev_subset --extracted_forest_size_stop=0.05 --subsets_used train,dev
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 --extracted_forest_sizes_number=5
+python code/compute_results.py --stage 3 --experiment_ids 11 12 13 --dataset_name=california_housing
"""
if __name__ == "__main__":
load_dotenv(find_dotenv('.env'))
diff --git a/experiments/20newsgroups_vectorized/stage1/none_with_params.json b/experiments/20newsgroups_vectorized/stage1/none_with_params.json
new file mode 100644
index 0000000..5995414
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage1/none_with_params.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "1",
+ "none_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "none",
+ "extracted_forest_size": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage1/none_wo_params.json b/experiments/20newsgroups_vectorized/stage1/none_wo_params.json
new file mode 100644
index 0000000..ce4d440
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage1/none_wo_params.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 4,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "20newsgroups_vectorized",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": true,
+ "save_experiment_configuration": [
+ "1",
+ "none_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "none",
+ "extracted_forest_size": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage1/omp_with_params.json b/experiments/20newsgroups_vectorized/stage1/omp_with_params.json
new file mode 100644
index 0000000..2fc82e9
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage1/omp_with_params.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "1",
+ "omp_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage1/omp_wo_params.json b/experiments/20newsgroups_vectorized/stage1/omp_wo_params.json
new file mode 100644
index 0000000..f743b50
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage1/omp_wo_params.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 6,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "20newsgroups_vectorized",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": true,
+ "save_experiment_configuration": [
+ "1",
+ "omp_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage1/random_with_params.json b/experiments/20newsgroups_vectorized/stage1/random_with_params.json
new file mode 100644
index 0000000..174fb30
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage1/random_with_params.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "1",
+ "random_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "random",
+ "extracted_forest_size": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage1/random_wo_params.json b/experiments/20newsgroups_vectorized/stage1/random_wo_params.json
new file mode 100644
index 0000000..88ffa05
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage1/random_wo_params.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 5,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "20newsgroups_vectorized",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": true,
+ "save_experiment_configuration": [
+ "1",
+ "random_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "random",
+ "extracted_forest_size": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage2/no_normalization.json b/experiments/20newsgroups_vectorized/stage2/no_normalization.json
new file mode 100644
index 0000000..5c1e20e
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage2/no_normalization.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage2",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "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": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage2/normalize_D.json b/experiments/20newsgroups_vectorized/stage2/normalize_D.json
new file mode 100644
index 0000000..e623157
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage2/normalize_D.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 2,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "20newsgroups_vectorized",
+ "normalize_D": true,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage2",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "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": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage2/normalize_D_and_weights.json b/experiments/20newsgroups_vectorized/stage2/normalize_D_and_weights.json
new file mode 100644
index 0000000..e792855
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage2/normalize_D_and_weights.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 4,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "20newsgroups_vectorized",
+ "normalize_D": true,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage2",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "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": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage2/normalize_weights.json b/experiments/20newsgroups_vectorized/stage2/normalize_weights.json
new file mode 100644
index 0000000..96abb64
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage2/normalize_weights.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage2",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "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": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage3/train-dev_subset.json b/experiments/20newsgroups_vectorized/stage3/train-dev_subset.json
new file mode 100644
index 0000000..f9c1e27
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage3/train-dev_subset.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/20newsgroups_vectorized/stage3",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "3",
+ "train-dev_subset"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 7,
+ 13,
+ 20,
+ 27,
+ 34
+ ]
+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage3/train-dev_train-dev_subset.json b/experiments/20newsgroups_vectorized/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..d71bf0c
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage3/train-dev_train-dev_subset.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 2,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
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+}
\ No newline at end of file
diff --git a/experiments/20newsgroups_vectorized/stage3/train-train-dev_subset.json b/experiments/20newsgroups_vectorized/stage3/train-train-dev_subset.json
new file mode 100644
index 0000000..f3f0c27
--- /dev/null
+++ b/experiments/20newsgroups_vectorized/stage3/train-train-dev_subset.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage1/none_with_params.json b/experiments/boston/stage1/none_with_params.json
new file mode 100644
index 0000000..e40f593
--- /dev/null
+++ b/experiments/boston/stage1/none_with_params.json
@@ -0,0 +1,39 @@
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+ "extraction_strategy": "none",
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+ 33,
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage1/none_wo_params.json b/experiments/boston/stage1/none_wo_params.json
new file mode 100644
index 0000000..8b087b6
--- /dev/null
+++ b/experiments/boston/stage1/none_wo_params.json
@@ -0,0 +1,39 @@
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+ 25,
+ 33,
+ 42
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage1/omp_with_params.json b/experiments/boston/stage1/omp_with_params.json
new file mode 100644
index 0000000..9021ff3
--- /dev/null
+++ b/experiments/boston/stage1/omp_with_params.json
@@ -0,0 +1,39 @@
+{
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+ 25,
+ 33,
+ 42
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage1/omp_wo_params.json b/experiments/boston/stage1/omp_wo_params.json
new file mode 100644
index 0000000..d11ba22
--- /dev/null
+++ b/experiments/boston/stage1/omp_wo_params.json
@@ -0,0 +1,39 @@
+{
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+ 25,
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage1/random_with_params.json b/experiments/boston/stage1/random_with_params.json
new file mode 100644
index 0000000..56fb0c6
--- /dev/null
+++ b/experiments/boston/stage1/random_with_params.json
@@ -0,0 +1,39 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ 42
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage1/random_wo_params.json b/experiments/boston/stage1/random_wo_params.json
new file mode 100644
index 0000000..ecb19f8
--- /dev/null
+++ b/experiments/boston/stage1/random_wo_params.json
@@ -0,0 +1,39 @@
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+ 42
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage2/no_normalization.json b/experiments/boston/stage2/no_normalization.json
new file mode 100644
index 0000000..68c2b27
--- /dev/null
+++ b/experiments/boston/stage2/no_normalization.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage2/normalize_D.json b/experiments/boston/stage2/normalize_D.json
new file mode 100644
index 0000000..21d16bc
--- /dev/null
+++ b/experiments/boston/stage2/normalize_D.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage2/normalize_D_and_weights.json b/experiments/boston/stage2/normalize_D_and_weights.json
new file mode 100644
index 0000000..2159cc1
--- /dev/null
+++ b/experiments/boston/stage2/normalize_D_and_weights.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage2/normalize_weights.json b/experiments/boston/stage2/normalize_weights.json
new file mode 100644
index 0000000..de0010e
--- /dev/null
+++ b/experiments/boston/stage2/normalize_weights.json
@@ -0,0 +1,39 @@
+{
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage3/train-dev_subset.json b/experiments/boston/stage3/train-dev_subset.json
new file mode 100644
index 0000000..bd90828
--- /dev/null
+++ b/experiments/boston/stage3/train-dev_subset.json
@@ -0,0 +1,39 @@
+{
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage3/train-dev_train-dev_subset.json b/experiments/boston/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..eaea5da
--- /dev/null
+++ b/experiments/boston/stage3/train-dev_train-dev_subset.json
@@ -0,0 +1,39 @@
+{
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+}
\ No newline at end of file
diff --git a/experiments/boston/stage3/train-train-dev_subset.json b/experiments/boston/stage3/train-train-dev_subset.json
new file mode 100644
index 0000000..e02f5a9
--- /dev/null
+++ b/experiments/boston/stage3/train-train-dev_subset.json
@@ -0,0 +1,39 @@
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+ 42
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+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage1/none_with_params.json b/experiments/breast_cancer/stage1/none_with_params.json
new file mode 100644
index 0000000..4c0f9d6
--- /dev/null
+++ b/experiments/breast_cancer/stage1/none_with_params.json
@@ -0,0 +1,39 @@
+{
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+ 42
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+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage1/none_wo_params.json b/experiments/breast_cancer/stage1/none_wo_params.json
new file mode 100644
index 0000000..897ed5b
--- /dev/null
+++ b/experiments/breast_cancer/stage1/none_wo_params.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage1/omp_with_params.json b/experiments/breast_cancer/stage1/omp_with_params.json
new file mode 100644
index 0000000..8fb64fd
--- /dev/null
+++ b/experiments/breast_cancer/stage1/omp_with_params.json
@@ -0,0 +1,39 @@
+{
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+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "1",
+ "omp_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage1/omp_wo_params.json b/experiments/breast_cancer/stage1/omp_wo_params.json
new file mode 100644
index 0000000..1d14b68
--- /dev/null
+++ b/experiments/breast_cancer/stage1/omp_wo_params.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 6,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "breast_cancer",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": true,
+ "save_experiment_configuration": [
+ "1",
+ "omp_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage1/random_with_params.json b/experiments/breast_cancer/stage1/random_with_params.json
new file mode 100644
index 0000000..d173b3a
--- /dev/null
+++ b/experiments/breast_cancer/stage1/random_with_params.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "1",
+ "random_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "random",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage1/random_wo_params.json b/experiments/breast_cancer/stage1/random_wo_params.json
new file mode 100644
index 0000000..fbc57bd
--- /dev/null
+++ b/experiments/breast_cancer/stage1/random_wo_params.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 5,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "breast_cancer",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": true,
+ "save_experiment_configuration": [
+ "1",
+ "random_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "random",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage2/no_normalization.json b/experiments/breast_cancer/stage2/no_normalization.json
new file mode 100644
index 0000000..9d03c00
--- /dev/null
+++ b/experiments/breast_cancer/stage2/no_normalization.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage2",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "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": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage2/normalize_D.json b/experiments/breast_cancer/stage2/normalize_D.json
new file mode 100644
index 0000000..467fa98
--- /dev/null
+++ b/experiments/breast_cancer/stage2/normalize_D.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 2,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "breast_cancer",
+ "normalize_D": true,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage2",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "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": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage2/normalize_D_and_weights.json b/experiments/breast_cancer/stage2/normalize_D_and_weights.json
new file mode 100644
index 0000000..c686d84
--- /dev/null
+++ b/experiments/breast_cancer/stage2/normalize_D_and_weights.json
@@ -0,0 +1,39 @@
+{
+ "experiment_id": 4,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "breast_cancer",
+ "normalize_D": true,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage2",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "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": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage2/normalize_weights.json b/experiments/breast_cancer/stage2/normalize_weights.json
new file mode 100644
index 0000000..19471bd
--- /dev/null
+++ b/experiments/breast_cancer/stage2/normalize_weights.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage2",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "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": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage3/train-dev_subset.json b/experiments/breast_cancer/stage3/train-dev_subset.json
new file mode 100644
index 0000000..81cb4c3
--- /dev/null
+++ b/experiments/breast_cancer/stage3/train-dev_subset.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage3",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "3",
+ "train-dev_subset"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage3/train-dev_train-dev_subset.json b/experiments/breast_cancer/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..122dd9d
--- /dev/null
+++ b/experiments/breast_cancer/stage3/train-dev_train-dev_subset.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage3",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train+dev,train+dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "3",
+ "train-dev_train-dev_subset"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage3/train-train-dev_subset.json b/experiments/breast_cancer/stage3/train-train-dev_subset.json
new file mode 100644
index 0000000..98c2188
--- /dev/null
+++ b/experiments/breast_cancer/stage3/train-train-dev_subset.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/breast_cancer/stage3",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,train+dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "3",
+ "train-train-dev_subset"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/none_with_params.json b/experiments/california_housing/stage1/none_with_params.json
index 2811670..172afed 100644
--- a/experiments/california_housing/stage1/none_with_params.json
+++ b/experiments/california_housing/stage1/none_with_params.json
@@ -1,4 +1,5 @@
{
+ "experiment_id": 1,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -6,15 +7,17 @@
"dataset_normalizer": "standard",
"forest_size": null,
"extracted_forest_size_samples": 5,
- "extracted_forest_size_stop": 0.1,
- "models_dir": ".\\models",
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/california_housing/stage1",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
"seeds": [
1,
2,
- 3
+ 3,
+ 4,
+ 5
],
"subsets_used": "train,dev",
"normalize_weights": false,
@@ -27,10 +30,10 @@
"job_number": -1,
"extraction_strategy": "none",
"extracted_forest_size": [
- 16,
+ 8,
+ 17,
+ 25,
33,
- 50,
- 66,
- 83
+ 42
]
}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/none_with_params_1.json b/experiments/california_housing/stage1/none_with_params_1.json
new file mode 100644
index 0000000..7b36180
--- /dev/null
+++ b/experiments/california_housing/stage1/none_with_params_1.json
@@ -0,0 +1,37 @@
+{
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "california_housing",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.1,
+ "models_dir": ".\\models",
+ "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": [
+ "1",
+ "none_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "none",
+ "extracted_forest_size": [
+ 16,
+ 33,
+ 50,
+ 66,
+ 83
+ ],
+ "experiment_id": 1
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/none_wo_params.json b/experiments/california_housing/stage1/none_wo_params.json
index 048f89f..ba8866a 100644
--- a/experiments/california_housing/stage1/none_wo_params.json
+++ b/experiments/california_housing/stage1/none_wo_params.json
@@ -1,4 +1,5 @@
{
+ "experiment_id": 4,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -6,15 +7,17 @@
"dataset_normalizer": "standard",
"forest_size": null,
"extracted_forest_size_samples": 5,
- "extracted_forest_size_stop": 0.1,
- "models_dir": ".\\models",
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/california_housing/stage1",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
"seeds": [
1,
2,
- 3
+ 3,
+ 4,
+ 5
],
"subsets_used": "train,dev",
"normalize_weights": false,
@@ -27,10 +30,10 @@
"job_number": -1,
"extraction_strategy": "none",
"extracted_forest_size": [
- 16,
+ 8,
+ 17,
+ 25,
33,
- 50,
- 66,
- 83
+ 42
]
}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/none_wo_params_4.json b/experiments/california_housing/stage1/none_wo_params_4.json
new file mode 100644
index 0000000..1f3a806
--- /dev/null
+++ b/experiments/california_housing/stage1/none_wo_params_4.json
@@ -0,0 +1,37 @@
+{
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "california_housing",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.1,
+ "models_dir": ".\\models",
+ "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": true,
+ "save_experiment_configuration": [
+ "1",
+ "none_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "none",
+ "extracted_forest_size": [
+ 16,
+ 33,
+ 50,
+ 66,
+ 83
+ ],
+ "experiment_id": 4
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/omp_with_params.json b/experiments/california_housing/stage1/omp_with_params.json
index ff2d72d..63eefca 100644
--- a/experiments/california_housing/stage1/omp_with_params.json
+++ b/experiments/california_housing/stage1/omp_with_params.json
@@ -1,4 +1,5 @@
{
+ "experiment_id": 3,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -6,15 +7,17 @@
"dataset_normalizer": "standard",
"forest_size": null,
"extracted_forest_size_samples": 5,
- "extracted_forest_size_stop": 0.1,
- "models_dir": ".\\models",
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/california_housing/stage1",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
"seeds": [
1,
2,
- 3
+ 3,
+ 4,
+ 5
],
"subsets_used": "train,dev",
"normalize_weights": false,
@@ -27,10 +30,10 @@
"job_number": -1,
"extraction_strategy": "omp",
"extracted_forest_size": [
- 16,
+ 8,
+ 17,
+ 25,
33,
- 50,
- 66,
- 83
+ 42
]
}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/omp_with_params_3.json b/experiments/california_housing/stage1/omp_with_params_3.json
new file mode 100644
index 0000000..5b09f67
--- /dev/null
+++ b/experiments/california_housing/stage1/omp_with_params_3.json
@@ -0,0 +1,37 @@
+{
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "california_housing",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.1,
+ "models_dir": ".\\models",
+ "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": [
+ "1",
+ "omp_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 16,
+ 33,
+ 50,
+ 66,
+ 83
+ ],
+ "experiment_id": 3
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/omp_wo_params.json b/experiments/california_housing/stage1/omp_wo_params.json
index d7b63d8..3f910e0 100644
--- a/experiments/california_housing/stage1/omp_wo_params.json
+++ b/experiments/california_housing/stage1/omp_wo_params.json
@@ -1,4 +1,5 @@
{
+ "experiment_id": 6,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -6,15 +7,17 @@
"dataset_normalizer": "standard",
"forest_size": null,
"extracted_forest_size_samples": 5,
- "extracted_forest_size_stop": 0.1,
- "models_dir": ".\\models",
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/california_housing/stage1",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
"seeds": [
1,
2,
- 3
+ 3,
+ 4,
+ 5
],
"subsets_used": "train,dev",
"normalize_weights": false,
@@ -27,10 +30,10 @@
"job_number": -1,
"extraction_strategy": "omp",
"extracted_forest_size": [
- 16,
+ 8,
+ 17,
+ 25,
33,
- 50,
- 66,
- 83
+ 42
]
}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/omp_wo_params_6.json b/experiments/california_housing/stage1/omp_wo_params_6.json
new file mode 100644
index 0000000..c0b1b26
--- /dev/null
+++ b/experiments/california_housing/stage1/omp_wo_params_6.json
@@ -0,0 +1,37 @@
+{
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "california_housing",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.1,
+ "models_dir": ".\\models",
+ "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": true,
+ "save_experiment_configuration": [
+ "1",
+ "omp_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 16,
+ 33,
+ 50,
+ 66,
+ 83
+ ],
+ "experiment_id": 6
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/random_with_params.json b/experiments/california_housing/stage1/random_with_params.json
index 44519f0..f8d16f1 100644
--- a/experiments/california_housing/stage1/random_with_params.json
+++ b/experiments/california_housing/stage1/random_with_params.json
@@ -1,4 +1,5 @@
{
+ "experiment_id": 2,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -6,15 +7,17 @@
"dataset_normalizer": "standard",
"forest_size": null,
"extracted_forest_size_samples": 5,
- "extracted_forest_size_stop": 0.1,
- "models_dir": ".\\models",
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/california_housing/stage1",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
"seeds": [
1,
2,
- 3
+ 3,
+ 4,
+ 5
],
"subsets_used": "train,dev",
"normalize_weights": false,
@@ -27,10 +30,10 @@
"job_number": -1,
"extraction_strategy": "random",
"extracted_forest_size": [
- 16,
+ 8,
+ 17,
+ 25,
33,
- 50,
- 66,
- 83
+ 42
]
}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/random_with_params_2.json b/experiments/california_housing/stage1/random_with_params_2.json
new file mode 100644
index 0000000..4239862
--- /dev/null
+++ b/experiments/california_housing/stage1/random_with_params_2.json
@@ -0,0 +1,37 @@
+{
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "california_housing",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.1,
+ "models_dir": ".\\models",
+ "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": [
+ "1",
+ "random_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "random",
+ "extracted_forest_size": [
+ 16,
+ 33,
+ 50,
+ 66,
+ 83
+ ],
+ "experiment_id": 2
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/random_wo_params.json b/experiments/california_housing/stage1/random_wo_params.json
index 5d658e6..1ac30cb 100644
--- a/experiments/california_housing/stage1/random_wo_params.json
+++ b/experiments/california_housing/stage1/random_wo_params.json
@@ -1,4 +1,5 @@
{
+ "experiment_id": 5,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -6,15 +7,17 @@
"dataset_normalizer": "standard",
"forest_size": null,
"extracted_forest_size_samples": 5,
- "extracted_forest_size_stop": 0.1,
- "models_dir": ".\\models",
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/california_housing/stage1",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
"seeds": [
1,
2,
- 3
+ 3,
+ 4,
+ 5
],
"subsets_used": "train,dev",
"normalize_weights": false,
@@ -27,10 +30,10 @@
"job_number": -1,
"extraction_strategy": "random",
"extracted_forest_size": [
- 16,
+ 8,
+ 17,
+ 25,
33,
- 50,
- 66,
- 83
+ 42
]
}
\ No newline at end of file
diff --git a/experiments/california_housing/stage1/random_wo_params_5.json b/experiments/california_housing/stage1/random_wo_params_5.json
new file mode 100644
index 0000000..db3dfb4
--- /dev/null
+++ b/experiments/california_housing/stage1/random_wo_params_5.json
@@ -0,0 +1,37 @@
+{
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "california_housing",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.1,
+ "models_dir": ".\\models",
+ "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": true,
+ "save_experiment_configuration": [
+ "1",
+ "random_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "random",
+ "extracted_forest_size": [
+ 16,
+ 33,
+ 50,
+ 66,
+ 83
+ ],
+ "experiment_id": 5
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage2/no_normalization.json b/experiments/california_housing/stage2/no_normalization.json
index 8914d62..a41ed50 100644
--- a/experiments/california_housing/stage2/no_normalization.json
+++ b/experiments/california_housing/stage2/no_normalization.json
@@ -1,4 +1,5 @@
{
+ "experiment_id": 1,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -7,7 +8,7 @@
"forest_size": null,
"extracted_forest_size_samples": 5,
"extracted_forest_size_stop": 0.05,
- "models_dir": "./models",
+ "models_dir": "models/california_housing/stage2",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
diff --git a/experiments/california_housing/stage2/normalize_D.json b/experiments/california_housing/stage2/normalize_D.json
index 59583f4..6607d9f 100644
--- a/experiments/california_housing/stage2/normalize_D.json
+++ b/experiments/california_housing/stage2/normalize_D.json
@@ -1,5 +1,5 @@
{
- "experiment_id": 8,
+ "experiment_id": 2,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -8,7 +8,7 @@
"forest_size": null,
"extracted_forest_size_samples": 5,
"extracted_forest_size_stop": 0.05,
- "models_dir": "./models",
+ "models_dir": "models/california_housing/stage2",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
diff --git a/experiments/california_housing/stage2/normalize_D_and_weights.json b/experiments/california_housing/stage2/normalize_D_and_weights.json
index 5ed5349..7173967 100644
--- a/experiments/california_housing/stage2/normalize_D_and_weights.json
+++ b/experiments/california_housing/stage2/normalize_D_and_weights.json
@@ -1,5 +1,5 @@
{
- "experiment_id": 10,
+ "experiment_id": 4,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -8,7 +8,7 @@
"forest_size": null,
"extracted_forest_size_samples": 5,
"extracted_forest_size_stop": 0.05,
- "models_dir": "./models",
+ "models_dir": "models/california_housing/stage2",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
diff --git a/experiments/california_housing/stage2/normalize_weights.json b/experiments/california_housing/stage2/normalize_weights.json
index 5860597..f31fbbc 100644
--- a/experiments/california_housing/stage2/normalize_weights.json
+++ b/experiments/california_housing/stage2/normalize_weights.json
@@ -1,5 +1,5 @@
{
- "experiment_id": 9,
+ "experiment_id": 3,
"experiment_configuration": null,
"experiment_configuration_path": "experiments",
"dataset_name": "california_housing",
@@ -8,7 +8,7 @@
"forest_size": null,
"extracted_forest_size_samples": 5,
"extracted_forest_size_stop": 0.05,
- "models_dir": "./models",
+ "models_dir": "models/california_housing/stage2",
"dev_size": 0.2,
"test_size": 0.2,
"random_seed_number": 1,
diff --git a/experiments/california_housing/stage3/train-dev_subset.json b/experiments/california_housing/stage3/train-dev_subset.json
new file mode 100644
index 0000000..4ce297b
--- /dev/null
+++ b/experiments/california_housing/stage3/train-dev_subset.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/california_housing/stage3",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "3",
+ "train-dev_subset"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage3/train-dev_train-dev_subset.json b/experiments/california_housing/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..e13decc
--- /dev/null
+++ b/experiments/california_housing/stage3/train-dev_train-dev_subset.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/california_housing/stage3",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train+dev,train+dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "3",
+ "train-dev_train-dev_subset"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/california_housing/stage3/train-train-dev_subset.json b/experiments/california_housing/stage3/train-train-dev_subset.json
new file mode 100644
index 0000000..5fedea2
--- /dev/null
+++ b/experiments/california_housing/stage3/train-train-dev_subset.json
@@ -0,0 +1,39 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/california_housing/stage3",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,train+dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "3",
+ "train-train-dev_subset"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage1/none_with_params.json b/experiments/diabetes/stage1/none_with_params.json
new file mode 100644
index 0000000..9ef9e19
--- /dev/null
+++ b/experiments/diabetes/stage1/none_with_params.json
@@ -0,0 +1,38 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/diabetes/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "1",
+ "none_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "none",
+ "extracted_forest_size": [
+ 1,
+ 2,
+ 3,
+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage1/none_wo_params.json b/experiments/diabetes/stage1/none_wo_params.json
new file mode 100644
index 0000000..b8b3d6f
--- /dev/null
+++ b/experiments/diabetes/stage1/none_wo_params.json
@@ -0,0 +1,38 @@
+{
+ "experiment_id": 4,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "diabetes",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/diabetes/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": true,
+ "save_experiment_configuration": [
+ "1",
+ "none_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "none",
+ "extracted_forest_size": [
+ 1,
+ 2,
+ 3,
+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage1/omp_with_params.json b/experiments/diabetes/stage1/omp_with_params.json
new file mode 100644
index 0000000..e5f6752
--- /dev/null
+++ b/experiments/diabetes/stage1/omp_with_params.json
@@ -0,0 +1,38 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/diabetes/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "1",
+ "omp_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 1,
+ 2,
+ 3,
+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage1/omp_wo_params.json b/experiments/diabetes/stage1/omp_wo_params.json
new file mode 100644
index 0000000..ebf62b2
--- /dev/null
+++ b/experiments/diabetes/stage1/omp_wo_params.json
@@ -0,0 +1,38 @@
+{
+ "experiment_id": 6,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "diabetes",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/diabetes/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": true,
+ "save_experiment_configuration": [
+ "1",
+ "omp_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
+ 1,
+ 2,
+ 3,
+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage1/random_with_params.json b/experiments/diabetes/stage1/random_with_params.json
new file mode 100644
index 0000000..497777e
--- /dev/null
+++ b/experiments/diabetes/stage1/random_with_params.json
@@ -0,0 +1,38 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/diabetes/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": false,
+ "save_experiment_configuration": [
+ "1",
+ "random_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "random",
+ "extracted_forest_size": [
+ 1,
+ 2,
+ 3,
+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage1/random_wo_params.json b/experiments/diabetes/stage1/random_wo_params.json
new file mode 100644
index 0000000..315b737
--- /dev/null
+++ b/experiments/diabetes/stage1/random_wo_params.json
@@ -0,0 +1,38 @@
+{
+ "experiment_id": 5,
+ "experiment_configuration": null,
+ "experiment_configuration_path": "experiments",
+ "dataset_name": "diabetes",
+ "normalize_D": false,
+ "dataset_normalizer": "standard",
+ "forest_size": null,
+ "extracted_forest_size_samples": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/diabetes/stage1",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "subsets_used": "train,dev",
+ "normalize_weights": false,
+ "verbose": false,
+ "skip_best_hyperparams": true,
+ "save_experiment_configuration": [
+ "1",
+ "random_wo_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "random",
+ "extracted_forest_size": [
+ 1,
+ 2,
+ 3,
+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage2/no_normalization.json b/experiments/diabetes/stage2/no_normalization.json
new file mode 100644
index 0000000..4c6d95f
--- /dev/null
+++ b/experiments/diabetes/stage2/no_normalization.json
@@ -0,0 +1,38 @@
+{
+ "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": 5,
+ "extracted_forest_size_stop": 0.05,
+ "models_dir": "models/diabetes/stage2",
+ "dev_size": 0.2,
+ "test_size": 0.2,
+ "random_seed_number": 1,
+ "seeds": [
+ 1,
+ 2,
+ 3,
+ 4,
+ 5
+ ],
+ "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": [
+ 1,
+ 2,
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\ No newline at end of file
diff --git a/experiments/diabetes/stage2/normalize_D.json b/experiments/diabetes/stage2/normalize_D.json
new file mode 100644
index 0000000..3a2d37f
--- /dev/null
+++ b/experiments/diabetes/stage2/normalize_D.json
@@ -0,0 +1,38 @@
+{
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+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage2/normalize_D_and_weights.json b/experiments/diabetes/stage2/normalize_D_and_weights.json
new file mode 100644
index 0000000..c9bef5f
--- /dev/null
+++ b/experiments/diabetes/stage2/normalize_D_and_weights.json
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+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage2/normalize_weights.json b/experiments/diabetes/stage2/normalize_weights.json
new file mode 100644
index 0000000..9054c0d
--- /dev/null
+++ b/experiments/diabetes/stage2/normalize_weights.json
@@ -0,0 +1,38 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage3/train-dev_subset.json b/experiments/diabetes/stage3/train-dev_subset.json
new file mode 100644
index 0000000..10540b5
--- /dev/null
+++ b/experiments/diabetes/stage3/train-dev_subset.json
@@ -0,0 +1,38 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ "verbose": false,
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+ "save_experiment_configuration": [
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+ "extraction_strategy": "omp",
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+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage3/train-dev_train-dev_subset.json b/experiments/diabetes/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..5c980b9
--- /dev/null
+++ b/experiments/diabetes/stage3/train-dev_train-dev_subset.json
@@ -0,0 +1,38 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ "verbose": false,
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+ "extraction_strategy": "omp",
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+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/diabetes/stage3/train-train-dev_subset.json b/experiments/diabetes/stage3/train-train-dev_subset.json
new file mode 100644
index 0000000..74305d2
--- /dev/null
+++ b/experiments/diabetes/stage3/train-train-dev_subset.json
@@ -0,0 +1,38 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ "verbose": false,
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+ "save_experiment_configuration": [
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+ "train-train-dev_subset"
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+ "extraction_strategy": "omp",
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+ 4
+ ]
+}
\ No newline at end of file
diff --git a/experiments/digits/stage1/none_with_params.json b/experiments/digits/stage1/none_with_params.json
new file mode 100644
index 0000000..2ca14c5
--- /dev/null
+++ b/experiments/digits/stage1/none_with_params.json
@@ -0,0 +1,39 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ "verbose": false,
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+ "none_with_params"
+ ],
+ "job_number": -1,
+ "extraction_strategy": "none",
+ "extracted_forest_size": [
+ 8,
+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/digits/stage1/none_wo_params.json b/experiments/digits/stage1/none_wo_params.json
new file mode 100644
index 0000000..0e738ab
--- /dev/null
+++ b/experiments/digits/stage1/none_wo_params.json
@@ -0,0 +1,39 @@
+{
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+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/digits/stage1/omp_with_params.json b/experiments/digits/stage1/omp_with_params.json
new file mode 100644
index 0000000..32f1752
--- /dev/null
+++ b/experiments/digits/stage1/omp_with_params.json
@@ -0,0 +1,39 @@
+{
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+ "verbose": false,
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+ "save_experiment_configuration": [
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+ "extraction_strategy": "omp",
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+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/digits/stage1/omp_wo_params.json b/experiments/digits/stage1/omp_wo_params.json
new file mode 100644
index 0000000..f73e993
--- /dev/null
+++ b/experiments/digits/stage1/omp_wo_params.json
@@ -0,0 +1,39 @@
+{
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+ "verbose": false,
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+ ]
+}
\ No newline at end of file
diff --git a/experiments/digits/stage1/random_with_params.json b/experiments/digits/stage1/random_with_params.json
new file mode 100644
index 0000000..85fe027
--- /dev/null
+++ b/experiments/digits/stage1/random_with_params.json
@@ -0,0 +1,39 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/digits/stage1/random_wo_params.json b/experiments/digits/stage1/random_wo_params.json
new file mode 100644
index 0000000..7c21642
--- /dev/null
+++ b/experiments/digits/stage1/random_wo_params.json
@@ -0,0 +1,39 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ 25,
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+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/digits/stage2/no_normalization.json b/experiments/digits/stage2/no_normalization.json
new file mode 100644
index 0000000..328c35c
--- /dev/null
+++ b/experiments/digits/stage2/no_normalization.json
@@ -0,0 +1,39 @@
+{
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+ "verbose": false,
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+}
\ No newline at end of file
diff --git a/experiments/digits/stage2/normalize_D.json b/experiments/digits/stage2/normalize_D.json
new file mode 100644
index 0000000..61b933a
--- /dev/null
+++ b/experiments/digits/stage2/normalize_D.json
@@ -0,0 +1,39 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ 42
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+}
\ No newline at end of file
diff --git a/experiments/digits/stage2/normalize_D_and_weights.json b/experiments/digits/stage2/normalize_D_and_weights.json
new file mode 100644
index 0000000..df02ed8
--- /dev/null
+++ b/experiments/digits/stage2/normalize_D_and_weights.json
@@ -0,0 +1,39 @@
+{
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+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/digits/stage2/normalize_weights.json b/experiments/digits/stage2/normalize_weights.json
new file mode 100644
index 0000000..df812e0
--- /dev/null
+++ b/experiments/digits/stage2/normalize_weights.json
@@ -0,0 +1,39 @@
+{
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+}
\ No newline at end of file
diff --git a/experiments/digits/stage3/train-dev_subset.json b/experiments/digits/stage3/train-dev_subset.json
new file mode 100644
index 0000000..f014ac1
--- /dev/null
+++ b/experiments/digits/stage3/train-dev_subset.json
@@ -0,0 +1,39 @@
+{
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+}
\ No newline at end of file
diff --git a/experiments/digits/stage3/train-dev_train-dev_subset.json b/experiments/digits/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..dc7e85f
--- /dev/null
+++ b/experiments/digits/stage3/train-dev_train-dev_subset.json
@@ -0,0 +1,39 @@
+{
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+ "experiment_configuration_path": "experiments",
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+}
\ No newline at end of file
diff --git a/experiments/digits/stage3/train-train-dev_subset.json b/experiments/digits/stage3/train-train-dev_subset.json
new file mode 100644
index 0000000..fe92d29
--- /dev/null
+++ b/experiments/digits/stage3/train-train-dev_subset.json
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\ No newline at end of file
diff --git a/experiments/iris/stage1/none_with_params.json b/experiments/iris/stage1/none_with_params.json
new file mode 100644
index 0000000..c6915e3
--- /dev/null
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@@ -0,0 +1,39 @@
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\ No newline at end of file
diff --git a/experiments/iris/stage1/none_wo_params.json b/experiments/iris/stage1/none_wo_params.json
new file mode 100644
index 0000000..95f9aa2
--- /dev/null
+++ b/experiments/iris/stage1/none_wo_params.json
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage1/omp_with_params.json b/experiments/iris/stage1/omp_with_params.json
new file mode 100644
index 0000000..9417885
--- /dev/null
+++ b/experiments/iris/stage1/omp_with_params.json
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage1/omp_wo_params.json b/experiments/iris/stage1/omp_wo_params.json
new file mode 100644
index 0000000..8b4dbf6
--- /dev/null
+++ b/experiments/iris/stage1/omp_wo_params.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage1/random_with_params.json b/experiments/iris/stage1/random_with_params.json
new file mode 100644
index 0000000..c67dbb4
--- /dev/null
+++ b/experiments/iris/stage1/random_with_params.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage1/random_wo_params.json b/experiments/iris/stage1/random_wo_params.json
new file mode 100644
index 0000000..c56e2a4
--- /dev/null
+++ b/experiments/iris/stage1/random_wo_params.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage2/no_normalization.json b/experiments/iris/stage2/no_normalization.json
new file mode 100644
index 0000000..3626694
--- /dev/null
+++ b/experiments/iris/stage2/no_normalization.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage2/normalize_D.json b/experiments/iris/stage2/normalize_D.json
new file mode 100644
index 0000000..e1d2259
--- /dev/null
+++ b/experiments/iris/stage2/normalize_D.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage2/normalize_D_and_weights.json b/experiments/iris/stage2/normalize_D_and_weights.json
new file mode 100644
index 0000000..9841a46
--- /dev/null
+++ b/experiments/iris/stage2/normalize_D_and_weights.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage2/normalize_weights.json b/experiments/iris/stage2/normalize_weights.json
new file mode 100644
index 0000000..b196631
--- /dev/null
+++ b/experiments/iris/stage2/normalize_weights.json
@@ -0,0 +1,39 @@
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+ 42
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage3/train-dev_subset.json b/experiments/iris/stage3/train-dev_subset.json
new file mode 100644
index 0000000..22d6bc8
--- /dev/null
+++ b/experiments/iris/stage3/train-dev_subset.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage3/train-dev_train-dev_subset.json b/experiments/iris/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..700822f
--- /dev/null
+++ b/experiments/iris/stage3/train-dev_train-dev_subset.json
@@ -0,0 +1,39 @@
+{
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+}
\ No newline at end of file
diff --git a/experiments/iris/stage3/train-train-dev_subset.json b/experiments/iris/stage3/train-train-dev_subset.json
new file mode 100644
index 0000000..c35863c
--- /dev/null
+++ b/experiments/iris/stage3/train-train-dev_subset.json
@@ -0,0 +1,39 @@
+{
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+ 42
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+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage1/none_with_params.json b/experiments/lfw_pairs/stage1/none_with_params.json
new file mode 100644
index 0000000..562af03
--- /dev/null
+++ b/experiments/lfw_pairs/stage1/none_with_params.json
@@ -0,0 +1,39 @@
+{
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+ 42
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+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage1/none_wo_params.json b/experiments/lfw_pairs/stage1/none_wo_params.json
new file mode 100644
index 0000000..0781b34
--- /dev/null
+++ b/experiments/lfw_pairs/stage1/none_wo_params.json
@@ -0,0 +1,39 @@
+{
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+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage1/omp_with_params.json b/experiments/lfw_pairs/stage1/omp_with_params.json
new file mode 100644
index 0000000..5643540
--- /dev/null
+++ b/experiments/lfw_pairs/stage1/omp_with_params.json
@@ -0,0 +1,39 @@
+{
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+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage1/omp_wo_params.json b/experiments/lfw_pairs/stage1/omp_wo_params.json
new file mode 100644
index 0000000..9763e81
--- /dev/null
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@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage1/random_with_params.json b/experiments/lfw_pairs/stage1/random_with_params.json
new file mode 100644
index 0000000..694d5e4
--- /dev/null
+++ b/experiments/lfw_pairs/stage1/random_with_params.json
@@ -0,0 +1,39 @@
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+ 42
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+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage1/random_wo_params.json b/experiments/lfw_pairs/stage1/random_wo_params.json
new file mode 100644
index 0000000..8ac4dbd
--- /dev/null
+++ b/experiments/lfw_pairs/stage1/random_wo_params.json
@@ -0,0 +1,39 @@
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+ ],
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+ "extraction_strategy": "random",
+ "extracted_forest_size": [
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+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage2/no_normalization.json b/experiments/lfw_pairs/stage2/no_normalization.json
new file mode 100644
index 0000000..8f46046
--- /dev/null
+++ b/experiments/lfw_pairs/stage2/no_normalization.json
@@ -0,0 +1,39 @@
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+ "save_experiment_configuration": [
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+ "extraction_strategy": "omp",
+ "extracted_forest_size": [
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+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage2/normalize_D.json b/experiments/lfw_pairs/stage2/normalize_D.json
new file mode 100644
index 0000000..6fd6ec9
--- /dev/null
+++ b/experiments/lfw_pairs/stage2/normalize_D.json
@@ -0,0 +1,39 @@
+{
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+ "extraction_strategy": "omp",
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+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage2/normalize_D_and_weights.json b/experiments/lfw_pairs/stage2/normalize_D_and_weights.json
new file mode 100644
index 0000000..ea57d1b
--- /dev/null
+++ b/experiments/lfw_pairs/stage2/normalize_D_and_weights.json
@@ -0,0 +1,39 @@
+{
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+ "experiment_configuration_path": "experiments",
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+ 25,
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+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage2/normalize_weights.json b/experiments/lfw_pairs/stage2/normalize_weights.json
new file mode 100644
index 0000000..18d7ded
--- /dev/null
+++ b/experiments/lfw_pairs/stage2/normalize_weights.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage3/train-dev_subset.json b/experiments/lfw_pairs/stage3/train-dev_subset.json
new file mode 100644
index 0000000..2de1d07
--- /dev/null
+++ b/experiments/lfw_pairs/stage3/train-dev_subset.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage3/train-dev_train-dev_subset.json b/experiments/lfw_pairs/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..65b0362
--- /dev/null
+++ b/experiments/lfw_pairs/stage3/train-dev_train-dev_subset.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage3/train-train-dev_subset.json b/experiments/lfw_pairs/stage3/train-train-dev_subset.json
new file mode 100644
index 0000000..3a6cc20
--- /dev/null
+++ b/experiments/lfw_pairs/stage3/train-train-dev_subset.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage1/none_with_params.json b/experiments/linnerud/stage1/none_with_params.json
new file mode 100644
index 0000000..d3406e6
--- /dev/null
+++ b/experiments/linnerud/stage1/none_with_params.json
@@ -0,0 +1,39 @@
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+ 17,
+ 25,
+ 33,
+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage1/none_wo_params.json b/experiments/linnerud/stage1/none_wo_params.json
new file mode 100644
index 0000000..9b94fde
--- /dev/null
+++ b/experiments/linnerud/stage1/none_wo_params.json
@@ -0,0 +1,39 @@
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+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage1/omp_with_params.json b/experiments/linnerud/stage1/omp_with_params.json
new file mode 100644
index 0000000..cd987c8
--- /dev/null
+++ b/experiments/linnerud/stage1/omp_with_params.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage1/omp_wo_params.json b/experiments/linnerud/stage1/omp_wo_params.json
new file mode 100644
index 0000000..d6b9886
--- /dev/null
+++ b/experiments/linnerud/stage1/omp_wo_params.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage1/random_with_params.json b/experiments/linnerud/stage1/random_with_params.json
new file mode 100644
index 0000000..6262729
--- /dev/null
+++ b/experiments/linnerud/stage1/random_with_params.json
@@ -0,0 +1,39 @@
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+ 42
+ ]
+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage1/random_wo_params.json b/experiments/linnerud/stage1/random_wo_params.json
new file mode 100644
index 0000000..a761f7c
--- /dev/null
+++ b/experiments/linnerud/stage1/random_wo_params.json
@@ -0,0 +1,39 @@
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+ ]
+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage2/no_normalization.json b/experiments/linnerud/stage2/no_normalization.json
new file mode 100644
index 0000000..6294c7c
--- /dev/null
+++ b/experiments/linnerud/stage2/no_normalization.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage2/normalize_D.json b/experiments/linnerud/stage2/normalize_D.json
new file mode 100644
index 0000000..e411daf
--- /dev/null
+++ b/experiments/linnerud/stage2/normalize_D.json
@@ -0,0 +1,39 @@
+{
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+ "experiment_configuration_path": "experiments",
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+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage2/normalize_D_and_weights.json b/experiments/linnerud/stage2/normalize_D_and_weights.json
new file mode 100644
index 0000000..e2c83bf
--- /dev/null
+++ b/experiments/linnerud/stage2/normalize_D_and_weights.json
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\ No newline at end of file
diff --git a/experiments/linnerud/stage2/normalize_weights.json b/experiments/linnerud/stage2/normalize_weights.json
new file mode 100644
index 0000000..1a824fa
--- /dev/null
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\ No newline at end of file
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new file mode 100644
index 0000000..c04babe
--- /dev/null
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\ No newline at end of file
diff --git a/experiments/linnerud/stage3/train-dev_train-dev_subset.json b/experiments/linnerud/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..121137a
--- /dev/null
+++ b/experiments/linnerud/stage3/train-dev_train-dev_subset.json
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+}
\ No newline at end of file
diff --git a/experiments/linnerud/stage3/train-train-dev_subset.json b/experiments/linnerud/stage3/train-train-dev_subset.json
new file mode 100644
index 0000000..60bbb4a
--- /dev/null
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\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage1/none_with_params.json b/experiments/olivetti_faces/stage1/none_with_params.json
new file mode 100644
index 0000000..7496a7e
--- /dev/null
+++ b/experiments/olivetti_faces/stage1/none_with_params.json
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\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage1/none_wo_params.json b/experiments/olivetti_faces/stage1/none_wo_params.json
new file mode 100644
index 0000000..af05745
--- /dev/null
+++ b/experiments/olivetti_faces/stage1/none_wo_params.json
@@ -0,0 +1,39 @@
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\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage1/omp_with_params.json b/experiments/olivetti_faces/stage1/omp_with_params.json
new file mode 100644
index 0000000..41769d0
--- /dev/null
+++ b/experiments/olivetti_faces/stage1/omp_with_params.json
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\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage1/omp_wo_params.json b/experiments/olivetti_faces/stage1/omp_wo_params.json
new file mode 100644
index 0000000..a7b95f1
--- /dev/null
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\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage1/random_with_params.json b/experiments/olivetti_faces/stage1/random_with_params.json
new file mode 100644
index 0000000..857fb22
--- /dev/null
+++ b/experiments/olivetti_faces/stage1/random_with_params.json
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+}
\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage1/random_wo_params.json b/experiments/olivetti_faces/stage1/random_wo_params.json
new file mode 100644
index 0000000..e82c45c
--- /dev/null
+++ b/experiments/olivetti_faces/stage1/random_wo_params.json
@@ -0,0 +1,39 @@
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\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage2/no_normalization.json b/experiments/olivetti_faces/stage2/no_normalization.json
new file mode 100644
index 0000000..ac03dbb
--- /dev/null
+++ b/experiments/olivetti_faces/stage2/no_normalization.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage2/normalize_D.json b/experiments/olivetti_faces/stage2/normalize_D.json
new file mode 100644
index 0000000..7a887f2
--- /dev/null
+++ b/experiments/olivetti_faces/stage2/normalize_D.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage2/normalize_D_and_weights.json b/experiments/olivetti_faces/stage2/normalize_D_and_weights.json
new file mode 100644
index 0000000..9bbd178
--- /dev/null
+++ b/experiments/olivetti_faces/stage2/normalize_D_and_weights.json
@@ -0,0 +1,39 @@
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+}
\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage2/normalize_weights.json b/experiments/olivetti_faces/stage2/normalize_weights.json
new file mode 100644
index 0000000..5bdbb9f
--- /dev/null
+++ b/experiments/olivetti_faces/stage2/normalize_weights.json
@@ -0,0 +1,39 @@
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\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage3/train-dev_subset.json b/experiments/olivetti_faces/stage3/train-dev_subset.json
new file mode 100644
index 0000000..2132a83
--- /dev/null
+++ b/experiments/olivetti_faces/stage3/train-dev_subset.json
@@ -0,0 +1,39 @@
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\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage3/train-dev_train-dev_subset.json b/experiments/olivetti_faces/stage3/train-dev_train-dev_subset.json
new file mode 100644
index 0000000..b426f78
--- /dev/null
+++ b/experiments/olivetti_faces/stage3/train-dev_train-dev_subset.json
@@ -0,0 +1,39 @@
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diff --git a/scripts/run_compute_results.sh b/scripts/run_compute_results.sh
new file mode 100644
index 0000000..8d91c32
--- /dev/null
+++ b/scripts/run_compute_results.sh
@@ -0,0 +1,35 @@
+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
diff --git a/scripts/run_stage1_experiments.sh b/scripts/run_stage1_experiments.sh
new file mode 100644
index 0000000..0d897a9
--- /dev/null
+++ b/scripts/run_stage1_experiments.sh
@@ -0,0 +1,14 @@
+#!/bin/bash
+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
+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"
+ oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --save_experiment_configuration 1 omp_with_params --extracted_forest_size_stop=0.05 --experiment_id=3 --models_dir=models/$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 $seeds --extraction_strategy=none --skip_best_hyperparams --save_experiment_configuration 1 none_wo_params --extracted_forest_size_stop=0.05 --experiment_id=4 --models_dir=models/$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 $seeds --extraction_strategy=random --skip_best_hyperparams --save_experiment_configuration 1 random_wo_params --extracted_forest_size_stop=0.05 --experiment_id=5 --models_dir=models/$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 $seeds --skip_best_hyperparams --save_experiment_configuration 1 omp_wo_params --extracted_forest_size_stop=0.05 --experiment_id=6 --models_dir=models/$dataset/stage1"
+done
diff --git a/scripts/run_stage2_experiments.sh b/scripts/run_stage2_experiments.sh
new file mode 100644
index 0000000..89c6447
--- /dev/null
+++ b/scripts/run_stage2_experiments.sh
@@ -0,0 +1,12 @@
+#!/bin/bash
+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
+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"
+ oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --save_experiment_configuration 2 normalize_weights --normalize_weights --extracted_forest_size_stop=0.05 --experiment_id=3 --models_dir=models/$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 $seeds --save_experiment_configuration 2 normalize_D_and_weights --normalize_D --normalize_weights --extracted_forest_size_stop=0.05 --experiment_id=4 --models_dir=models/$dataset/stage2"
+done
diff --git a/scripts/run_stage3_experiments.sh b/scripts/run_stage3_experiments.sh
new file mode 100644
index 0000000..fcc10a6
--- /dev/null
+++ b/scripts/run_stage3_experiments.sh
@@ -0,0 +1,11 @@
+#!/bin/bash
+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
+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"
+ oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --save_experiment_configuration 3 train-train-dev_subset --extracted_forest_size_stop=0.05 --subsets_used=train,train+dev --experiment_id=3 --models_dir=models/$dataset/stage3"
+done
--
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