diff --git a/__test_files__/__test_model__/.DS_Store b/__test_files__/__test_model__/.DS_Store
index 1b1321c..a30c628 100644
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diff --git a/__test_files__/__test_model__/Model/checkpoint b/__test_files__/__test_model__/Model/checkpoint
deleted file mode 100644
index 5b79926..0000000
--- a/__test_files__/__test_model__/Model/checkpoint
+++ /dev/null
@@ -1,2 +0,0 @@
-model_checkpoint_path: "/Users/mathieuboudreau/neuropoly/github/axondeepseg/test/__test_files__/__test_training_files__/Model/model.ckpt"
-all_model_checkpoint_paths: "/Users/mathieuboudreau/neuropoly/github/axondeepseg/test/__test_files__/__test_training_files__/Model/model.ckpt"
diff --git a/__test_files__/__test_model__/Model/config_network.json b/__test_files__/__test_model__/Model/config_network.json
deleted file mode 100644
index eae8397..0000000
--- a/__test_files__/__test_model__/Model/config_network.json
+++ /dev/null
@@ -1,77 +0,0 @@
-{
-  "n_classes": 3,
-  "thresholds": [
-    0,
-    0.2,
-    0.8
-  ],
-  "trainingset_patchsize": 256,
-  "trainingset": "SEM_3c_256",
-  "batch_size": 2,
-  "save_epoch_freq": 1,
-  "depth": 2,
-  "convolution_per_layer": [
-    2,
-    2
-  ],
-  "size_of_convolutions_per_layer": [
-    [
-      3,
-      3
-    ],
-    [
-      3,
-      3
-    ]
-  ],
-  "features_per_convolution": [
-    [
-      [
-        1,
-        5
-      ],
-      [
-        5,
-        5
-      ]
-    ],
-    [
-      [
-        5,
-        10
-      ],
-      [
-        10,
-        10
-      ]
-    ]
-  ],
-  "downsampling": "maxpooling",
-  "dropout": 0.75,
-  "learning_rate": 0.001,
-  "learning_rate_decay_activate": true,
-  "learning_rate_decay_period": 4,
-  "learning_rate_decay_type": "polynomial",
-  "learning_rate_decay_rate": 0.99,
-  "batch_norm_activate": true,
-  "batch_norm_decay_decay_activate": true,
-  "batch_norm_decay_starting_decay": 0.7,
-  "batch_norm_decay_ending_decay": 0.9,
-  "batch_norm_decay_decay_period": 16000,
-  "weighted_cost-activate": true,
-  "weighted_cost-balanced_activate": true,
-  "weighted_cost-balanced_weights": [
-    1.1,
-    1,
-    1.3
-  ],
-  "weighted_cost-boundaries_sigma": 2,
-  "weighted_cost-boundaries_activate": false,
-  "da-type": "all",
-  "da-2-random_rotation-activate": false,
-  "da-5-noise_addition-activate": false,
-  "da-3-elastic-activate": true,
-  "da-0-shifting-activate": true,
-  "da-4-flipping-activate": true,
-  "da-1-rescaling-activate": false
-}
\ No newline at end of file
diff --git a/__test_files__/__test_model__/Model/evolution.pkl b/__test_files__/__test_model__/Model/evolution.pkl
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index e9a3748..0000000
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diff --git a/__test_files__/__test_model__/Model/evolution_stats.pkl b/__test_files__/__test_model__/Model/evolution_stats.pkl
deleted file mode 100644
index 683e63c..0000000
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diff --git a/__test_files__/__test_model__/Model/model.ckpt.data-00000-of-00001 b/__test_files__/__test_model__/Model/model.ckpt.data-00000-of-00001
deleted file mode 100644
index bc16618..0000000
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diff --git a/__test_files__/__test_model__/Model/model.ckpt.index b/__test_files__/__test_model__/Model/model.ckpt.index
deleted file mode 100644
index c323be4..0000000
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diff --git a/__test_files__/__test_model__/Model/model.ckpt.meta b/__test_files__/__test_model__/Model/model.ckpt.meta
deleted file mode 100644
index c879936..0000000
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diff --git a/__test_files__/__test_model__/Model/report.txt b/__test_files__/__test_model__/Model/report.txt
deleted file mode 100644
index 2dd996a..0000000
--- a/__test_files__/__test_model__/Model/report.txt
+++ /dev/null
@@ -1,21 +0,0 @@
-
-
----Savings---
- Model saved in : /Users/mathieuboudreau/neuropoly/github/axondeepseg/test/__test_files__/__test_training_files__/Model
-
----PARAMETERS---
-learning_rate : 0.001; 
- batch_size :  2;
- depth :  2;
- epoch_size: 2;
- dropout :  0.75;
- (if model restored) restored_model :None
-5763
-
-
----Intermediary results---
-
-----
- Last epoch: 1
- Accuracy: 0.2949371337890625;
- Loss: 1.1041648387908936;
\ No newline at end of file
diff --git a/__test_files__/__test_model__/models/model_empty_ensemble/fold_0/.empty b/__test_files__/__test_model__/models/model_empty_ensemble/fold_0/.empty
new file mode 100644
index 0000000..e69de29
diff --git a/__test_files__/__test_model__/models/model_empty_ensemble/fold_1/.empty b/__test_files__/__test_model__/models/model_empty_ensemble/fold_1/.empty
new file mode 100644
index 0000000..e69de29
diff --git a/__test_files__/__test_model__/models/model_empty_ensemble/fold_2/.empty b/__test_files__/__test_model__/models/model_empty_ensemble/fold_2/.empty
new file mode 100644
index 0000000..e69de29
diff --git a/__test_files__/__test_model__/models/model_empty_ensemble/fold_4/.empty b/__test_files__/__test_model__/models/model_empty_ensemble/fold_4/.empty
new file mode 100644
index 0000000..e69de29