From 858042ae3ec60b04c6a09675bd953f90cc637fec Mon Sep 17 00:00:00 2001
From: "leo.bouscarrat" <leo.bouscarrat@frontend.lif.univ-mrs.fr>
Date: Thu, 5 Mar 2020 17:09:47 +0100
Subject: [PATCH] Adding new results

---
 .../boston/stage4/none_with_params.json       |  54 ++++++++--------
 .../boston/stage4/omp_with_params.json        |  54 ++++++++--------
 .../boston/stage4/random_with_params.json     |  54 ++++++++--------
 .../stage4/none_with_params.json              |  50 ++++++++-------
 .../breast_cancer/stage4/omp_with_params.json |  50 ++++++++-------
 .../stage4/random_with_params.json            |  50 ++++++++-------
 .../stage4/none_with_params.json              |  50 ++++++++-------
 .../stage4/omp_with_params.json               |  50 ++++++++-------
 .../stage4/random_with_params.json            |  50 ++++++++-------
 .../diabetes/stage4/none_with_params.json     |  50 ++++++++-------
 .../diabetes/stage4/omp_with_params.json      |  50 ++++++++-------
 .../diabetes/stage4/random_with_params.json   |  50 ++++++++-------
 .../diamonds/stage4/none_with_params.json     |  50 ++++++++-------
 .../diamonds/stage4/omp_with_params.json      |  50 ++++++++-------
 .../diamonds/stage4/random_with_params.json   |  50 ++++++++-------
 .../digits/stage4/none_with_params.json       |  50 ++++++++-------
 .../digits/stage4/omp_with_params.json        |  50 ++++++++-------
 .../digits/stage4/random_with_params.json     |  50 ++++++++-------
 experiments/iris/stage4/none_with_params.json |  54 ++++++++--------
 experiments/iris/stage4/omp_with_params.json  |  54 ++++++++--------
 .../iris/stage4/random_with_params.json       |  54 ++++++++--------
 .../kin8nm/stage4/none_with_params.json       |  50 ++++++++-------
 .../kin8nm/stage4/omp_with_params.json        |  50 ++++++++-------
 .../kin8nm/stage4/random_with_params.json     |  50 ++++++++-------
 .../kr-vs-kp/stage4/none_with_params.json     |  58 ++++++++++--------
 .../kr-vs-kp/stage4/omp_with_params.json      |  58 ++++++++++--------
 .../kr-vs-kp/stage4/random_with_params.json   |  58 ++++++++++--------
 .../lfw_pairs/stage4/none_with_params.json    |  50 ++++++++-------
 .../lfw_pairs/stage4/omp_with_params.json     |  50 ++++++++-------
 .../lfw_pairs/stage4/random_with_params.json  |  50 ++++++++-------
 .../linnerud/stage4/none_with_params.json     |  54 ++++++++--------
 .../linnerud/stage4/omp_with_params.json      |  54 ++++++++--------
 .../linnerud/stage4/random_with_params.json   |  54 ++++++++--------
 .../stage4/none_with_params.json              |  54 ++++++++--------
 .../stage4/omp_with_params.json               |  54 ++++++++--------
 .../stage4/random_with_params.json            |  54 ++++++++--------
 .../steel-plates/stage4/none_with_params.json |  58 ++++++++++--------
 .../steel-plates/stage4/omp_with_params.json  |  58 ++++++++++--------
 .../stage4/random_with_params.json            |  58 ++++++++++--------
 experiments/wine/stage4/none_with_params.json |  54 ++++++++--------
 experiments/wine/stage4/omp_with_params.json  |  54 ++++++++--------
 .../wine/stage4/random_with_params.json       |  54 ++++++++--------
 results/digits/stage4_fix/losses.png          | Bin 50397 -> 50386 bytes
 results/olivetti_faces/stage4_fix/losses.png  | Bin 0 -> 44113 bytes
 results/spambase/stage4_fix/losses.png        | Bin 0 -> 62514 bytes
 results/wine/stage4_fix/losses.png            | Bin 46220 -> 44400 bytes
 scripts/run_compute_results.sh                |   4 +-
 scripts/run_stage4_experiments.sh             |  11 ++--
 scripts/run_stage5_experiments.sh             |   4 +-
 49 files changed, 1198 insertions(+), 1029 deletions(-)
 create mode 100644 results/olivetti_faces/stage4_fix/losses.png
 create mode 100644 results/spambase/stage4_fix/losses.png

diff --git a/experiments/boston/stage4/none_with_params.json b/experiments/boston/stage4/none_with_params.json
index 9c8dcca..5486b46 100644
--- a/experiments/boston/stage4/none_with_params.json
+++ b/experiments/boston/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/boston/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
+        23,
         26,
+        29,
+        32,
+        35,
         39,
+        42,
+        45,
+        48,
         52,
+        55,
+        58,
+        61,
         65,
+        68,
+        71,
+        74,
         77,
+        81,
+        84,
+        87,
         90,
-        103,
-        116,
-        129,
-        142,
-        155,
-        168,
-        181,
-        194,
-        206,
-        219,
-        232,
-        245,
-        258,
-        271,
-        284,
-        297,
-        310,
-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/boston/stage4/omp_with_params.json b/experiments/boston/stage4/omp_with_params.json
index fdf5673..ca41ed4 100644
--- a/experiments/boston/stage4/omp_with_params.json
+++ b/experiments/boston/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/boston/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
+        23,
         26,
+        29,
+        32,
+        35,
         39,
+        42,
+        45,
+        48,
         52,
+        55,
+        58,
+        61,
         65,
+        68,
+        71,
+        74,
         77,
+        81,
+        84,
+        87,
         90,
-        103,
-        116,
-        129,
-        142,
-        155,
-        168,
-        181,
-        194,
-        206,
-        219,
-        232,
-        245,
-        258,
-        271,
-        284,
-        297,
-        310,
-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/boston/stage4/random_with_params.json b/experiments/boston/stage4/random_with_params.json
index 281036b..5aefb3b 100644
--- a/experiments/boston/stage4/random_with_params.json
+++ b/experiments/boston/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/boston/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
+        3,
+        6,
+        10,
         13,
+        16,
+        19,
+        23,
         26,
+        29,
+        32,
+        35,
         39,
+        42,
+        45,
+        48,
         52,
+        55,
+        58,
+        61,
         65,
+        68,
+        71,
+        74,
         77,
+        81,
+        84,
+        87,
         90,
-        103,
-        116,
-        129,
-        142,
-        155,
-        168,
-        181,
-        194,
-        206,
-        219,
-        232,
-        245,
-        258,
-        271,
-        284,
-        297,
-        310,
-        323,
-        335,
-        348,
-        361,
-        374,
-        387
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage4/none_with_params.json b/experiments/breast_cancer/stage4/none_with_params.json
index fa938bc..564228e 100644
--- a/experiments/breast_cancer/stage4/none_with_params.json
+++ b/experiments/breast_cancer/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/breast_cancer/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
-        1,
         3,
-        4,
-        5,
         6,
-        8,
-        9,
         10,
-        12,
         13,
-        14,
-        15,
-        17,
-        18,
+        16,
         19,
-        21,
-        22,
         23,
-        25,
         26,
-        27,
-        28,
-        30,
-        31,
+        29,
         32,
-        34,
         35,
-        36,
-        37,
-        39
+        39,
+        42,
+        45,
+        48,
+        52,
+        55,
+        58,
+        61,
+        65,
+        68,
+        71,
+        74,
+        77,
+        81,
+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage4/omp_with_params.json b/experiments/breast_cancer/stage4/omp_with_params.json
index 16e4f61..1670dda 100644
--- a/experiments/breast_cancer/stage4/omp_with_params.json
+++ b/experiments/breast_cancer/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/breast_cancer/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
-        1,
         3,
-        4,
-        5,
         6,
-        8,
-        9,
         10,
-        12,
         13,
-        14,
-        15,
-        17,
-        18,
+        16,
         19,
-        21,
-        22,
         23,
-        25,
         26,
-        27,
-        28,
-        30,
-        31,
+        29,
         32,
-        34,
         35,
-        36,
-        37,
-        39
+        39,
+        42,
+        45,
+        48,
+        52,
+        55,
+        58,
+        61,
+        65,
+        68,
+        71,
+        74,
+        77,
+        81,
+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/breast_cancer/stage4/random_with_params.json b/experiments/breast_cancer/stage4/random_with_params.json
index 9990bb6..7a262c4 100644
--- a/experiments/breast_cancer/stage4/random_with_params.json
+++ b/experiments/breast_cancer/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/breast_cancer/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
-        1,
         3,
-        4,
-        5,
         6,
-        8,
-        9,
         10,
-        12,
         13,
-        14,
-        15,
-        17,
-        18,
+        16,
         19,
-        21,
-        22,
         23,
-        25,
         26,
-        27,
-        28,
-        30,
-        31,
+        29,
         32,
-        34,
         35,
-        36,
-        37,
-        39
+        39,
+        42,
+        45,
+        48,
+        52,
+        55,
+        58,
+        61,
+        65,
+        68,
+        71,
+        74,
+        77,
+        81,
+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/california_housing/stage4/none_with_params.json b/experiments/california_housing/stage4/none_with_params.json
index 381579c..da22cb9 100644
--- a/experiments/california_housing/stage4/none_with_params.json
+++ b/experiments/california_housing/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/california_housing/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
-        1,
         3,
-        4,
-        5,
         6,
-        8,
-        9,
         10,
-        12,
         13,
-        14,
-        15,
-        17,
-        18,
+        16,
         19,
-        21,
-        22,
         23,
-        25,
         26,
-        27,
-        28,
-        30,
-        31,
+        29,
         32,
-        34,
         35,
-        36,
-        37,
-        39
+        39,
+        42,
+        45,
+        48,
+        52,
+        55,
+        58,
+        61,
+        65,
+        68,
+        71,
+        74,
+        77,
+        81,
+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/california_housing/stage4/omp_with_params.json b/experiments/california_housing/stage4/omp_with_params.json
index fc85975..c20b139 100644
--- a/experiments/california_housing/stage4/omp_with_params.json
+++ b/experiments/california_housing/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/california_housing/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
-        1,
         3,
-        4,
-        5,
         6,
-        8,
-        9,
         10,
-        12,
         13,
-        14,
-        15,
-        17,
-        18,
+        16,
         19,
-        21,
-        22,
         23,
-        25,
         26,
-        27,
-        28,
-        30,
-        31,
+        29,
         32,
-        34,
         35,
-        36,
-        37,
-        39
+        39,
+        42,
+        45,
+        48,
+        52,
+        55,
+        58,
+        61,
+        65,
+        68,
+        71,
+        74,
+        77,
+        81,
+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/california_housing/stage4/random_with_params.json b/experiments/california_housing/stage4/random_with_params.json
index 089d314..d80440a 100644
--- a/experiments/california_housing/stage4/random_with_params.json
+++ b/experiments/california_housing/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/california_housing/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
     "extracted_forest_size": [
-        1,
         3,
-        4,
-        5,
         6,
-        8,
-        9,
         10,
-        12,
         13,
-        14,
-        15,
-        17,
-        18,
+        16,
         19,
-        21,
-        22,
         23,
-        25,
         26,
-        27,
-        28,
-        30,
-        31,
+        29,
         32,
-        34,
         35,
-        36,
-        37,
-        39
+        39,
+        42,
+        45,
+        48,
+        52,
+        55,
+        58,
+        61,
+        65,
+        68,
+        71,
+        74,
+        77,
+        81,
+        84,
+        87,
+        90,
+        94,
+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/diabetes/stage4/none_with_params.json b/experiments/diabetes/stage4/none_with_params.json
index e21bf5f..c57cce3 100644
--- a/experiments/diabetes/stage4/none_with_params.json
+++ b/experiments/diabetes/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diabetes/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
         1,
         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
     "subsets_used": "train+dev,train+dev",
     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
-        1,
         3,
-        4,
         6,
-        7,
-        8,
         10,
-        11,
         13,
-        14,
-        15,
-        17,
-        18,
-        20,
-        21,
-        22,
-        24,
-        25,
+        16,
+        19,
+        23,
         26,
-        28,
         29,
-        31,
         32,
-        33,
         35,
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 }
\ No newline at end of file
diff --git a/experiments/diabetes/stage4/omp_with_params.json b/experiments/diabetes/stage4/omp_with_params.json
index 299ea3a..d06b747 100644
--- a/experiments/diabetes/stage4/omp_with_params.json
+++ b/experiments/diabetes/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diabetes/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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+        3,
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     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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     ]
 }
\ No newline at end of file
diff --git a/experiments/diabetes/stage4/random_with_params.json b/experiments/diabetes/stage4/random_with_params.json
index df53065..34b1183 100644
--- a/experiments/diabetes/stage4/random_with_params.json
+++ b/experiments/diabetes/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diabetes/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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         2,
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+        4,
+        5,
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+        7
     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/diamonds/stage4/none_with_params.json b/experiments/diamonds/stage4/none_with_params.json
index 0c1ca61..682bf1a 100644
--- a/experiments/diamonds/stage4/none_with_params.json
+++ b/experiments/diamonds/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diamonds/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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+        3,
+        4,
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     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
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 }
\ No newline at end of file
diff --git a/experiments/diamonds/stage4/omp_with_params.json b/experiments/diamonds/stage4/omp_with_params.json
index a431211..abe0066 100644
--- a/experiments/diamonds/stage4/omp_with_params.json
+++ b/experiments/diamonds/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diamonds/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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+        4,
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/diamonds/stage4/random_with_params.json b/experiments/diamonds/stage4/random_with_params.json
index 2e54e01..34e9aa6 100644
--- a/experiments/diamonds/stage4/random_with_params.json
+++ b/experiments/diamonds/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/diamonds/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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+        4,
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     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/digits/stage4/none_with_params.json b/experiments/digits/stage4/none_with_params.json
index 61dd035..7509118 100644
--- a/experiments/digits/stage4/none_with_params.json
+++ b/experiments/digits/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/digits/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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-        3
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+        4,
+        5,
+        6,
+        7
     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/digits/stage4/omp_with_params.json b/experiments/digits/stage4/omp_with_params.json
index 5a80113..c615c42 100644
--- a/experiments/digits/stage4/omp_with_params.json
+++ b/experiments/digits/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/digits/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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+        4,
+        5,
+        6,
+        7
     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/digits/stage4/random_with_params.json b/experiments/digits/stage4/random_with_params.json
index 63fa56d..6d064b9 100644
--- a/experiments/digits/stage4/random_with_params.json
+++ b/experiments/digits/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/digits/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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-        3
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+        4,
+        5,
+        6,
+        7
     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/iris/stage4/none_with_params.json b/experiments/iris/stage4/none_with_params.json
index 711fd2f..4534c50 100644
--- a/experiments/iris/stage4/none_with_params.json
+++ b/experiments/iris/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/iris/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "none",
     "extracted_forest_size": [
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+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/iris/stage4/omp_with_params.json b/experiments/iris/stage4/omp_with_params.json
index e450848..dc66776 100644
--- a/experiments/iris/stage4/omp_with_params.json
+++ b/experiments/iris/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/iris/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
     ],
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "omp",
     "extracted_forest_size": [
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+        97
     ]
 }
\ No newline at end of file
diff --git a/experiments/iris/stage4/random_with_params.json b/experiments/iris/stage4/random_with_params.json
index 06c8c9e..d5395f1 100644
--- a/experiments/iris/stage4/random_with_params.json
+++ b/experiments/iris/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/iris/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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         2,
-        3
+        3,
+        4,
+        5,
+        6,
+        7
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
     "job_number": -1,
     "extraction_strategy": "random",
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+        97
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 }
\ No newline at end of file
diff --git a/experiments/kin8nm/stage4/none_with_params.json b/experiments/kin8nm/stage4/none_with_params.json
index ec5d37d..16e4eb0 100644
--- a/experiments/kin8nm/stage4/none_with_params.json
+++ b/experiments/kin8nm/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kin8nm/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
     "seeds": [
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-        3
+        3,
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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\ No newline at end of file
diff --git a/experiments/kin8nm/stage4/omp_with_params.json b/experiments/kin8nm/stage4/omp_with_params.json
index 71c153e..58c3653 100644
--- a/experiments/kin8nm/stage4/omp_with_params.json
+++ b/experiments/kin8nm/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kin8nm/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/kin8nm/stage4/random_with_params.json b/experiments/kin8nm/stage4/random_with_params.json
index eada16b..f03aed7 100644
--- a/experiments/kin8nm/stage4/random_with_params.json
+++ b/experiments/kin8nm/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kin8nm/stage4",
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     "test_size": 0.2,
@@ -15,7 +15,11 @@
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@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/kr-vs-kp/stage4/none_with_params.json b/experiments/kr-vs-kp/stage4/none_with_params.json
index 8eea49e..04c2d1d 100644
--- a/experiments/kr-vs-kp/stage4/none_with_params.json
+++ b/experiments/kr-vs-kp/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kr-vs-kp/stage4",
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     "test_size": 0.2,
@@ -15,7 +15,11 @@
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@@ -28,35 +32,35 @@
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\ No newline at end of file
diff --git a/experiments/kr-vs-kp/stage4/omp_with_params.json b/experiments/kr-vs-kp/stage4/omp_with_params.json
index a5a2666..71cf207 100644
--- a/experiments/kr-vs-kp/stage4/omp_with_params.json
+++ b/experiments/kr-vs-kp/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
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     "test_size": 0.2,
@@ -15,7 +15,11 @@
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@@ -28,35 +32,35 @@
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\ No newline at end of file
diff --git a/experiments/kr-vs-kp/stage4/random_with_params.json b/experiments/kr-vs-kp/stage4/random_with_params.json
index f36e46e..56a9ddc 100644
--- a/experiments/kr-vs-kp/stage4/random_with_params.json
+++ b/experiments/kr-vs-kp/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/kr-vs-kp/stage4",
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     "test_size": 0.2,
@@ -15,7 +15,11 @@
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@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage4/none_with_params.json b/experiments/lfw_pairs/stage4/none_with_params.json
index 3c7a573..ae7fd56 100644
--- a/experiments/lfw_pairs/stage4/none_with_params.json
+++ b/experiments/lfw_pairs/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/lfw_pairs/stage4",
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     "test_size": 0.2,
@@ -15,7 +15,11 @@
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@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage4/omp_with_params.json b/experiments/lfw_pairs/stage4/omp_with_params.json
index 100058c..446c526 100644
--- a/experiments/lfw_pairs/stage4/omp_with_params.json
+++ b/experiments/lfw_pairs/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
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     "test_size": 0.2,
@@ -15,7 +15,11 @@
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@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/lfw_pairs/stage4/random_with_params.json b/experiments/lfw_pairs/stage4/random_with_params.json
index 793001d..bf84179 100644
--- a/experiments/lfw_pairs/stage4/random_with_params.json
+++ b/experiments/lfw_pairs/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/lfw_pairs/stage4",
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     "test_size": 0.2,
@@ -15,7 +15,11 @@
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@@ -28,35 +32,35 @@
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\ No newline at end of file
diff --git a/experiments/linnerud/stage4/none_with_params.json b/experiments/linnerud/stage4/none_with_params.json
index dcb15ac..025992b 100644
--- a/experiments/linnerud/stage4/none_with_params.json
+++ b/experiments/linnerud/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/linnerud/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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\ No newline at end of file
diff --git a/experiments/linnerud/stage4/omp_with_params.json b/experiments/linnerud/stage4/omp_with_params.json
index a501445..4327440 100644
--- a/experiments/linnerud/stage4/omp_with_params.json
+++ b/experiments/linnerud/stage4/omp_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/linnerud/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/linnerud/stage4/random_with_params.json b/experiments/linnerud/stage4/random_with_params.json
index cf59ff4..07982a7 100644
--- a/experiments/linnerud/stage4/random_with_params.json
+++ b/experiments/linnerud/stage4/random_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
     "models_dir": "models/linnerud/stage4",
     "dev_size": 0.2,
     "test_size": 0.2,
@@ -15,7 +15,11 @@
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     "normalize_weights": false,
@@ -28,35 +32,35 @@
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 }
\ No newline at end of file
diff --git a/experiments/olivetti_faces/stage4/none_with_params.json b/experiments/olivetti_faces/stage4/none_with_params.json
index eb46dd8..3c3e0f9 100644
--- a/experiments/olivetti_faces/stage4/none_with_params.json
+++ b/experiments/olivetti_faces/stage4/none_with_params.json
@@ -7,7 +7,7 @@
     "dataset_normalizer": "standard",
     "forest_size": null,
     "extracted_forest_size_samples": 30,
-    "extracted_forest_size_stop": 0.4,
+    "extracted_forest_size_stop": 1.0,
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diff --git a/experiments/olivetti_faces/stage4/omp_with_params.json b/experiments/olivetti_faces/stage4/omp_with_params.json
index 2f73580..2682a08 100644
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diff --git a/experiments/olivetti_faces/stage4/random_with_params.json b/experiments/olivetti_faces/stage4/random_with_params.json
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--- a/experiments/olivetti_faces/stage4/random_with_params.json
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diff --git a/experiments/steel-plates/stage4/none_with_params.json b/experiments/steel-plates/stage4/none_with_params.json
index 070e498..4cb5e21 100644
--- a/experiments/steel-plates/stage4/none_with_params.json
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diff --git a/experiments/steel-plates/stage4/omp_with_params.json b/experiments/steel-plates/stage4/omp_with_params.json
index 7ca4069..7e52bab 100644
--- a/experiments/steel-plates/stage4/omp_with_params.json
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diff --git a/experiments/steel-plates/stage4/random_with_params.json b/experiments/steel-plates/stage4/random_with_params.json
index 71d2bf1..e36c7f1 100644
--- a/experiments/steel-plates/stage4/random_with_params.json
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diff --git a/experiments/wine/stage4/none_with_params.json b/experiments/wine/stage4/none_with_params.json
index 015200f..72014b7 100644
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diff --git a/experiments/wine/stage4/omp_with_params.json b/experiments/wine/stage4/omp_with_params.json
index 9289c0d..5f9a533 100644
--- a/experiments/wine/stage4/omp_with_params.json
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diff --git a/experiments/wine/stage4/random_with_params.json b/experiments/wine/stage4/random_with_params.json
index a0cc59b..954a832 100644
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diff --git a/results/digits/stage4_fix/losses.png b/results/digits/stage4_fix/losses.png
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diff --git a/scripts/run_compute_results.sh b/scripts/run_compute_results.sh
index 1e8cf51..b25f090 100644
--- a/scripts/run_compute_results.sh
+++ b/scripts/run_compute_results.sh
@@ -1,4 +1,4 @@
-for dataset in breast_cancer kr-vs-kp steel-plates
+for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates kr-vs-kp digits iris kin8nm lfw_pairs linnerud olivetti_faces wine spambase
 do
-    python code/compute_results.py --stage=4 --experiment_ids 1 2 3 --dataset_name=$dataset --models_dir=models/$dataset/stage5
+    python code/compute_results.py --stage=4 --experiment_ids 1 2 3 --dataset_name=$dataset --models_dir=models/$dataset/stage4
 done
diff --git a/scripts/run_stage4_experiments.sh b/scripts/run_stage4_experiments.sh
index 9bece16..5ea7804 100644
--- a/scripts/run_stage4_experiments.sh
+++ b/scripts/run_stage4_experiments.sh
@@ -1,11 +1,12 @@
 #!/bin/bash
 core_number=5
 walltime=1:00
-seeds='1 2 3'
+seeds='1 2 3 4 5 6 7'
 
-for dataset in kin8nm
+for dataset in gamma
+#for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates kr-vs-kp digits iris kin8nm lfw_pairs linnerud olivetti_faces wine spambase
 do
-    oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=none --save_experiment_configuration 4 none_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=30 --experiment_id=1 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev"
-    oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --save_experiment_configuration 4 random_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=30 --experiment_id=2 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev"
-    oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=omp --save_experiment_configuration 4 omp_with_params --extracted_forest_size_stop=0.40 --extracted_forest_size_samples=30 --experiment_id=3 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev"
+    oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=none --save_experiment_configuration 4 none_with_params --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=1 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev"
+    oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --save_experiment_configuration 4 random_with_params --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=2 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev"
+    oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=omp --save_experiment_configuration 4 omp_with_params --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=3 --models_dir=models/$dataset/stage4 --subsets_used train+dev,train+dev"
 done
diff --git a/scripts/run_stage5_experiments.sh b/scripts/run_stage5_experiments.sh
index 93abbe7..5f8a52b 100644
--- a/scripts/run_stage5_experiments.sh
+++ b/scripts/run_stage5_experiments.sh
@@ -3,8 +3,8 @@ core_number=5
 walltime=1:00
 seeds='1 2 3 4 5 6 7'
 
-#for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates
-for dataset in breast_cancer kr-vs-kp steel-plates
+for dataset in breast_cancer diabetes diamonds california_housing boston linnerud steel-plates kr-vs-kp digits iris kin8nm lfw_pairs linnerud olivetti_faces wine
+# for dataset in breast_cancer kr-vs-kp steel-plates
 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 $seeds --extraction_strategy=none --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=1 --models_dir=models/$dataset/stage5 --subsets_used train+dev,train+dev"
     oarsub -p "(gpu is null)" -l /core=$core_number,walltime=1:00 "conda activate test_env && python code/train.py --dataset_name=$dataset --seeds $seeds --extraction_strategy=random --extracted_forest_size_stop=1 --extracted_forest_size_samples=30 --experiment_id=2 --models_dir=models/$dataset/stage5 --subsets_used train+dev,train+dev"
-- 
GitLab