From 0f353e0b21df0145033dbddc7ea3fe7d2c3a9d00 Mon Sep 17 00:00:00 2001
From: dinisAbranches <82345525+dinisAbranches@users.noreply.github.com>
Date: Thu, 7 Dec 2023 01:55:16 -0500
Subject: [PATCH] Add files via upload
---
.../MMFF/3_BO_Architecture/trial_00/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_01/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_02/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_03/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_04/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_05/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_06/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_07/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_08/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_09/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_10/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_11/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_12/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_13/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_14/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_15/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_16/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_17/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_18/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_19/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_20/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_21/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_22/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_23/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_24/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_25/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_26/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_27/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_28/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_29/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_30/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_31/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_32/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_33/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_34/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_35/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_36/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_37/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_38/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_39/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_40/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_41/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_42/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_43/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_44/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_45/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_46/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_47/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_48/trial.json | 1 +
.../MMFF/3_BO_Architecture/trial_49/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_00/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_01/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_02/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_03/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_04/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_05/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_06/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_07/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_08/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_09/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_10/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_11/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_12/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_13/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_14/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_15/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_16/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_17/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_18/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_19/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_20/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_21/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_22/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_23/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_24/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_25/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_26/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_27/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_28/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_29/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_30/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_31/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_32/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_33/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_34/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_35/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_36/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_37/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_38/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_39/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_40/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_41/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_42/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_43/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_44/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_45/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_46/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_47/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_48/trial.json | 1 +
Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_49/trial.json | 1 +
100 files changed, 100 insertions(+)
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_00/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_01/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_02/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_03/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_04/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_05/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_06/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_07/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_08/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_09/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_10/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_11/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_12/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_13/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_14/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_15/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_16/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_17/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_18/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_19/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_20/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_21/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_22/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_23/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_24/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_25/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_26/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_27/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_28/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_29/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_30/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_31/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_32/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_33/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_34/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_35/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_36/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_37/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_38/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_39/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_40/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_41/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_42/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_43/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_44/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_45/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_46/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_47/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_48/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_49/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_00/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_01/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_02/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_03/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_04/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_05/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_06/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_07/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_08/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_09/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_10/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_11/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_12/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_13/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_14/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_15/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_16/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_17/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_18/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_19/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_20/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_21/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_22/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_23/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_24/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_25/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_26/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_27/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_28/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_29/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_30/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_31/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_32/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_33/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_34/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_35/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_36/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_37/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_38/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_39/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_40/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_41/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_42/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_43/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_44/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_45/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_46/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_47/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_48/trial.json
create mode 100644 Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_49/trial.json
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_00/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_00/trial.json
new file mode 100644
index 00000000..3ac89463
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_00/trial.json
@@ -0,0 +1 @@
+{"trial_id": "00", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 107, "conv2_channels": 202, "conv3_channels": 28, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7733438611030579], "step": 0}]}}}, "score": 0.7733438611030579, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_01/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_01/trial.json
new file mode 100644
index 00000000..3c2408a8
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_01/trial.json
@@ -0,0 +1 @@
+{"trial_id": "01", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 57, "conv2_channels": 64, "conv3_channels": 194, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7551354169845581], "step": 0}]}}}, "score": 0.7551354169845581, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_02/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_02/trial.json
new file mode 100644
index 00000000..90b2ed0d
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_02/trial.json
@@ -0,0 +1 @@
+{"trial_id": "02", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 160, "conv2_channels": 94, "conv3_channels": 136, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7398498058319092], "step": 0}]}}}, "score": 0.7398498058319092, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_03/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_03/trial.json
new file mode 100644
index 00000000..4a704cdb
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_03/trial.json
@@ -0,0 +1 @@
+{"trial_id": "03", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 163, "conv2_channels": 64, "conv3_channels": 190, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7610304951667786], "step": 0}]}}}, "score": 0.7610304951667786, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_04/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_04/trial.json
new file mode 100644
index 00000000..da00ba4e
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_04/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_05/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_05/trial.json
new file mode 100644
index 00000000..6d246bda
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_05/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_06/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_06/trial.json
new file mode 100644
index 00000000..3ba8438b
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_06/trial.json
@@ -0,0 +1 @@
+{"trial_id": "06", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 84, "conv2_channels": 8, "conv3_channels": 159, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7643674612045288], "step": 0}]}}}, "score": 0.7643674612045288, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_07/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_07/trial.json
new file mode 100644
index 00000000..3f0d95ed
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_07/trial.json
@@ -0,0 +1 @@
+{"trial_id": "07", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 69, "conv2_channels": 17, "conv3_channels": 179, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7847394347190857], "step": 0}]}}}, "score": 0.7847394347190857, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_08/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_08/trial.json
new file mode 100644
index 00000000..648d1c19
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_08/trial.json
@@ -0,0 +1 @@
+{"trial_id": "08", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 274, "conv2_channels": 45, "conv3_channels": 80, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7452646493911743], "step": 0}]}}}, "score": 0.7452646493911743, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_09/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_09/trial.json
new file mode 100644
index 00000000..e77db33a
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_09/trial.json
@@ -0,0 +1 @@
+{"trial_id": "09", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 163, "conv2_channels": 284, "conv3_channels": 162, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7251273393630981], "step": 0}]}}}, "score": 0.7251273393630981, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_10/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_10/trial.json
new file mode 100644
index 00000000..559e5c6b
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_10/trial.json
@@ -0,0 +1 @@
+{"trial_id": "10", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 9, "conv2_channels": 120, "conv3_channels": 86, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.8014647960662842], "step": 0}]}}}, "score": 0.8014647960662842, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_11/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_11/trial.json
new file mode 100644
index 00000000..70163e63
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_11/trial.json
@@ -0,0 +1 @@
+{"trial_id": "11", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 20, "conv2_channels": 200, "conv3_channels": 153, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7695138454437256], "step": 0}]}}}, "score": 0.7695138454437256, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_12/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_12/trial.json
new file mode 100644
index 00000000..57e9e259
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_12/trial.json
@@ -0,0 +1 @@
+{"trial_id": "12", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 131, "conv2_channels": 171, "conv3_channels": 41, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.76991868019104], "step": 0}]}}}, "score": 0.76991868019104, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_13/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_13/trial.json
new file mode 100644
index 00000000..bc22ea5f
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_13/trial.json
@@ -0,0 +1 @@
+{"trial_id": "13", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 292, "conv2_channels": 56, "conv3_channels": 183, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7101234197616577], "step": 0}]}}}, "score": 0.7101234197616577, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_14/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_14/trial.json
new file mode 100644
index 00000000..05cb4bf4
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_14/trial.json
@@ -0,0 +1 @@
+{"trial_id": "14", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 133, "conv2_channels": 289, "conv3_channels": 142, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7257088422775269], "step": 0}]}}}, "score": 0.7257088422775269, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_15/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_15/trial.json
new file mode 100644
index 00000000..0b46411b
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_15/trial.json
@@ -0,0 +1 @@
+{"trial_id": "15", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 196, "conv2_channels": 244, "conv3_channels": 183, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7266908884048462], "step": 0}]}}}, "score": 0.7266908884048462, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_16/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_16/trial.json
new file mode 100644
index 00000000..a5013218
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_16/trial.json
@@ -0,0 +1 @@
+{"trial_id": "16", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 164, "conv2_channels": 125, "conv3_channels": 66, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7985788583755493], "step": 0}]}}}, "score": 0.7985788583755493, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_17/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_17/trial.json
new file mode 100644
index 00000000..8522d063
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_17/trial.json
@@ -0,0 +1 @@
+{"trial_id": "17", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7001531720161438], "step": 0}]}}}, "score": 0.7001531720161438, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_18/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_18/trial.json
new file mode 100644
index 00000000..10a75766
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_18/trial.json
@@ -0,0 +1 @@
+{"trial_id": "18", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 286, "conv2_channels": 283, "conv3_channels": 14, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.8251761198043823], "step": 0}]}}}, "score": 0.8251761198043823, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_19/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_19/trial.json
new file mode 100644
index 00000000..4f358e86
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_19/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_20/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_20/trial.json
new file mode 100644
index 00000000..80afbd99
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_20/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_21/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_21/trial.json
new file mode 100644
index 00000000..706472cc
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_21/trial.json
@@ -0,0 +1 @@
+{"trial_id": "21", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 285, "conv2_channels": 127, "conv3_channels": 43, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.9800893068313599], "step": 0}]}}}, "score": 0.9800893068313599, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_22/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_22/trial.json
new file mode 100644
index 00000000..83fb3697
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_22/trial.json
@@ -0,0 +1 @@
+{"trial_id": "22", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 293, "conv2_channels": 73, "conv3_channels": 195, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7206968665122986], "step": 0}]}}}, "score": 0.7206968665122986, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_23/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_23/trial.json
new file mode 100644
index 00000000..48a4f6da
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_23/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_24/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_24/trial.json
new file mode 100644
index 00000000..73a442d8
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_24/trial.json
@@ -0,0 +1 @@
+{"trial_id": "24", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 4, "conv2_channels": 215, "conv3_channels": 63, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.8089970946311951], "step": 0}]}}}, "score": 0.8089970946311951, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_25/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_25/trial.json
new file mode 100644
index 00000000..be606deb
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_25/trial.json
@@ -0,0 +1 @@
+{"trial_id": "25", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 290, "conv2_channels": 165, "conv3_channels": 118, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7371624708175659], "step": 0}]}}}, "score": 0.7371624708175659, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_26/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_26/trial.json
new file mode 100644
index 00000000..9feef45e
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_26/trial.json
@@ -0,0 +1 @@
+{"trial_id": "26", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 136, "conv2_channels": 85, "conv3_channels": 43, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7795094847679138], "step": 0}]}}}, "score": 0.7795094847679138, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_27/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_27/trial.json
new file mode 100644
index 00000000..1c8898d5
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_27/trial.json
@@ -0,0 +1 @@
+{"trial_id": "27", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 84, "conv2_channels": 105, "conv3_channels": 1, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [7.289028644561768], "step": 0}]}}}, "score": 7.289028644561768, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_28/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_28/trial.json
new file mode 100644
index 00000000..e2b47c40
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_28/trial.json
@@ -0,0 +1 @@
+{"trial_id": "28", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 176, "conv2_channels": 30, "conv3_channels": 54, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7929166555404663], "step": 0}]}}}, "score": 0.7929166555404663, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_29/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_29/trial.json
new file mode 100644
index 00000000..fb65c1c3
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_29/trial.json
@@ -0,0 +1 @@
+{"trial_id": "29", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 192, "conv2_channels": 228, "conv3_channels": 4, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [2.328805446624756], "step": 0}]}}}, "score": 2.328805446624756, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_30/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_30/trial.json
new file mode 100644
index 00000000..36a3fc7b
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_30/trial.json
@@ -0,0 +1 @@
+{"trial_id": "30", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 95, "conv2_channels": 130, "conv3_channels": 109, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7681640386581421], "step": 0}]}}}, "score": 0.7681640386581421, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_31/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_31/trial.json
new file mode 100644
index 00000000..94ac0668
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_31/trial.json
@@ -0,0 +1 @@
+{"trial_id": "31", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 122, "conv2_channels": 245, "conv3_channels": 252, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7456357479095459], "step": 0}]}}}, "score": 0.7456357479095459, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_32/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_32/trial.json
new file mode 100644
index 00000000..b3776971
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_32/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_33/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_33/trial.json
new file mode 100644
index 00000000..8c4629b2
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_33/trial.json
@@ -0,0 +1 @@
+{"trial_id": "33", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 279, "conv2_channels": 201, "conv3_channels": 1, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [3.7384257316589355], "step": 0}]}}}, "score": 3.7384257316589355, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_34/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_34/trial.json
new file mode 100644
index 00000000..bf0813d3
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_34/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_35/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_35/trial.json
new file mode 100644
index 00000000..f9c2dbdc
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_35/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_36/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_36/trial.json
new file mode 100644
index 00000000..48cfa765
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_36/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_37/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_37/trial.json
new file mode 100644
index 00000000..43d95bf1
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_37/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_38/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_38/trial.json
new file mode 100644
index 00000000..d4c5d52b
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_38/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_39/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_39/trial.json
new file mode 100644
index 00000000..81738c26
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_39/trial.json
@@ -0,0 +1 @@
+{"trial_id": "39", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 191, "conv2_channels": 36, "conv3_channels": 299, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.723583459854126], "step": 0}]}}}, "score": 0.723583459854126, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_40/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_40/trial.json
new file mode 100644
index 00000000..560cfe31
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_40/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_41/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_41/trial.json
new file mode 100644
index 00000000..b6676548
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_41/trial.json
@@ -0,0 +1 @@
+{"trial_id": "41", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 155, "conv2_channels": 207, "conv3_channels": 231, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7323726415634155], "step": 0}]}}}, "score": 0.7323726415634155, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_42/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_42/trial.json
new file mode 100644
index 00000000..0afc6a7f
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_42/trial.json
@@ -0,0 +1 @@
+{"trial_id": "42", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 104, "conv2_channels": 65, "conv3_channels": 147, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7908732891082764], "step": 0}]}}}, "score": 0.7908732891082764, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_43/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_43/trial.json
new file mode 100644
index 00000000..74a8300a
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_43/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_44/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_44/trial.json
new file mode 100644
index 00000000..05086c0d
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_44/trial.json
@@ -0,0 +1 @@
+{"trial_id": "44", "hyperparameters": {"space": [{"class_name": "Int", "config": {"name": "conv1_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv2_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Int", "config": {"name": "conv3_channels", "default": null, "conditions": [], "min_value": 0, "max_value": 300, "step": 1, "sampling": "linear"}}, {"class_name": "Fixed", "config": {"name": "L2 coeff.", "conditions": [], "value": 1e-10}}, {"class_name": "Fixed", "config": {"name": "alpha", "conditions": [], "value": 0.0003477786370329936}}, {"class_name": "Fixed", "config": {"name": "batchSize", "conditions": [], "value": 4}}], "values": {"conv1_channels": 206, "conv2_channels": 261, "conv3_channels": 33, "L2 coeff.": 1e-10, "alpha": 0.0003477786370329936, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [1.8969371318817139], "step": 0}]}}}, "score": 1.8969371318817139, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_45/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_45/trial.json
new file mode 100644
index 00000000..daa1c6c5
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_45/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_46/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_46/trial.json
new file mode 100644
index 00000000..e4282e35
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_46/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_47/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_47/trial.json
new file mode 100644
index 00000000..053b7b2a
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_47/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_48/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_48/trial.json
new file mode 100644
index 00000000..96d3e7ba
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_48/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_49/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_49/trial.json
new file mode 100644
index 00000000..061ebe4e
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Architecture/trial_49/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_00/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_00/trial.json
new file mode 100644
index 00000000..d9c4f92b
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_00/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_01/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_01/trial.json
new file mode 100644
index 00000000..2cc3e61d
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_01/trial.json
@@ -0,0 +1 @@
+{"trial_id": "01", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 0.00011846416307082159, "alpha": 0.0005566443210859141, "batchSize": 16}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7158944010734558], "step": 0}]}}}, "score": 0.7158944010734558, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_02/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_02/trial.json
new file mode 100644
index 00000000..2f0e7174
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_02/trial.json
@@ -0,0 +1 @@
+{"trial_id": "02", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 3.0109049070170083e-10, "alpha": 0.0001522750146696109, "batchSize": 16}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.74582439661026], "step": 0}]}}}, "score": 0.74582439661026, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_03/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_03/trial.json
new file mode 100644
index 00000000..12a6b50f
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_03/trial.json
@@ -0,0 +1 @@
+{"trial_id": "03", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 0.013484261663731801, "alpha": 0.0010199916044921445, "batchSize": 64}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [1.4424200057983398], "step": 0}]}}}, "score": 1.4424200057983398, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_04/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_04/trial.json
new file mode 100644
index 00000000..c8875bf4
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_04/trial.json
@@ -0,0 +1 @@
+{"trial_id": "04", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 5.480709519197651e-06, "alpha": 0.000956365387697726, "batchSize": 32}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.817455530166626], "step": 0}]}}}, "score": 0.817455530166626, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_05/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_05/trial.json
new file mode 100644
index 00000000..6f81a6ab
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_05/trial.json
@@ -0,0 +1 @@
+{"trial_id": "05", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 3.552700198420081e-09, "alpha": 0.0014963532286302354, "batchSize": 32}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.725904107093811], "step": 0}]}}}, "score": 0.725904107093811, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_06/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_06/trial.json
new file mode 100644
index 00000000..16500658
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_06/trial.json
@@ -0,0 +1 @@
+{"trial_id": "06", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 6.610970607356598e-10, "alpha": 0.0012231622236158533, "batchSize": 32}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7685577273368835], "step": 0}]}}}, "score": 0.7685577273368835, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_07/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_07/trial.json
new file mode 100644
index 00000000..e3afdce2
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_07/trial.json
@@ -0,0 +1 @@
+{"trial_id": "07", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 5.6236852413848504e-09, "alpha": 0.00011183105292845106, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.8122897744178772], "step": 0}]}}}, "score": 0.8122897744178772, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_08/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_08/trial.json
new file mode 100644
index 00000000..5398323a
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_08/trial.json
@@ -0,0 +1 @@
+{"trial_id": "08", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 1.9418279266463934e-05, "alpha": 0.005308861714168345, "batchSize": 32}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7260239124298096], "step": 0}]}}}, "score": 0.7260239124298096, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_09/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_09/trial.json
new file mode 100644
index 00000000..f62917b6
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_09/trial.json
@@ -0,0 +1 @@
+{"trial_id": "09", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 0.2193433571410296, "alpha": 0.0026479673228466494, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [3.060231924057007], "step": 0}]}}}, "score": 3.060231924057007, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_10/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_10/trial.json
new file mode 100644
index 00000000..cdf7c3ff
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_10/trial.json
@@ -0,0 +1 @@
+{"trial_id": "10", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 2.462328759593797e-08, "alpha": 0.006415517608465564, "batchSize": 16}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7717711925506592], "step": 0}]}}}, "score": 0.7717711925506592, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_11/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_11/trial.json
new file mode 100644
index 00000000..13621560
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_11/trial.json
@@ -0,0 +1 @@
+{"trial_id": "11", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 0.000362608292799634, "alpha": 0.0014430559198512392, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7523335218429565], "step": 0}]}}}, "score": 0.7523335218429565, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_12/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_12/trial.json
new file mode 100644
index 00000000..729de4f4
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_12/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_13/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_13/trial.json
new file mode 100644
index 00000000..3de38c51
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_13/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_14/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_14/trial.json
new file mode 100644
index 00000000..43c36855
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_14/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_15/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_15/trial.json
new file mode 100644
index 00000000..9339ac7d
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_15/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_16/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_16/trial.json
new file mode 100644
index 00000000..cbdccc7b
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_16/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_17/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_17/trial.json
new file mode 100644
index 00000000..085b76b1
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_17/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_18/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_18/trial.json
new file mode 100644
index 00000000..b45524ba
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_18/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_19/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_19/trial.json
new file mode 100644
index 00000000..4532ba56
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_19/trial.json
@@ -0,0 +1 @@
+{"trial_id": "19", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 4.162244061265643e-10, "alpha": 0.00046484757924959426, "batchSize": 8}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.9207864999771118], "step": 0}]}}}, "score": 0.9207864999771118, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_20/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_20/trial.json
new file mode 100644
index 00000000..b3c8bdfa
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_20/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_21/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_21/trial.json
new file mode 100644
index 00000000..f55aaad3
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_21/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_22/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_22/trial.json
new file mode 100644
index 00000000..0e6a1014
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_22/trial.json
@@ -0,0 +1 @@
+{"trial_id": "22", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 2.7405356252830668e-06, "alpha": 0.0006969349776747828, "batchSize": 128}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7971984148025513], "step": 0}]}}}, "score": 0.7971984148025513, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_23/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_23/trial.json
new file mode 100644
index 00000000..c47938ee
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_23/trial.json
@@ -0,0 +1 @@
+{"trial_id": "23", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 7.917555807244204e-09, "alpha": 0.01, "batchSize": 128}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7671762108802795], "step": 0}]}}}, "score": 0.7671762108802795, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_24/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_24/trial.json
new file mode 100644
index 00000000..ca1d37e7
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_24/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_25/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_25/trial.json
new file mode 100644
index 00000000..0d86f0ac
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_25/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_26/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_26/trial.json
new file mode 100644
index 00000000..93968d5f
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_26/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_27/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_27/trial.json
new file mode 100644
index 00000000..42c4f6f2
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_27/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_28/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_28/trial.json
new file mode 100644
index 00000000..d8fd89bd
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_28/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_29/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_29/trial.json
new file mode 100644
index 00000000..126b6f59
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_29/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_30/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_30/trial.json
new file mode 100644
index 00000000..5a131a0b
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_30/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_31/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_31/trial.json
new file mode 100644
index 00000000..b2711691
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_31/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_32/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_32/trial.json
new file mode 100644
index 00000000..b9f08f89
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_32/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_33/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_33/trial.json
new file mode 100644
index 00000000..df006d64
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_33/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_34/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_34/trial.json
new file mode 100644
index 00000000..71b49e23
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_34/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_35/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_35/trial.json
new file mode 100644
index 00000000..b57c2213
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_35/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_36/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_36/trial.json
new file mode 100644
index 00000000..8ed85201
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_36/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_37/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_37/trial.json
new file mode 100644
index 00000000..c8be336b
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_37/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_38/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_38/trial.json
new file mode 100644
index 00000000..72740b2f
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_38/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_39/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_39/trial.json
new file mode 100644
index 00000000..247275a1
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_39/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_40/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_40/trial.json
new file mode 100644
index 00000000..6181f5a3
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_40/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_41/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_41/trial.json
new file mode 100644
index 00000000..1379df71
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_41/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_42/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_42/trial.json
new file mode 100644
index 00000000..3426b9b6
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_42/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_43/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_43/trial.json
new file mode 100644
index 00000000..ff38ebc4
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_43/trial.json
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_44/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_44/trial.json
new file mode 100644
index 00000000..96e200ea
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_44/trial.json
@@ -0,0 +1 @@
+{"trial_id": "44", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 5.68298402779464e-09, "alpha": 0.0001, "batchSize": 128}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.8368706107139587], "step": 0}]}}}, "score": 0.8368706107139587, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_45/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_45/trial.json
new file mode 100644
index 00000000..a7791ea2
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_45/trial.json
@@ -0,0 +1 @@
+{"trial_id": "45", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 1e-10, "alpha": 0.00021784273541151263, "batchSize": 4}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7817968130111694], "step": 0}]}}}, "score": 0.7817968130111694, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_46/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_46/trial.json
new file mode 100644
index 00000000..fe52168d
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_46/trial.json
@@ -0,0 +1 @@
+{"trial_id": "46", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 1e-10, "alpha": 0.01, "batchSize": 16}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7760067582130432], "step": 0}]}}}, "score": 0.7760067582130432, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_47/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_47/trial.json
new file mode 100644
index 00000000..3a6b8abf
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_47/trial.json
@@ -0,0 +1 @@
+{"trial_id": "47", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 1e-10, "alpha": 0.01, "batchSize": 128}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.7859204411506653], "step": 0}]}}}, "score": 0.7859204411506653, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_48/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_48/trial.json
new file mode 100644
index 00000000..cac82c9d
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_48/trial.json
@@ -0,0 +1 @@
+{"trial_id": "48", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 1.2772413483947603e-07, "alpha": 0.000248533811238832, "batchSize": 128}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.9381709098815918], "step": 0}]}}}, "score": 0.9381709098815918, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file
diff --git a/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_49/trial.json b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_49/trial.json
new file mode 100644
index 00000000..ac26c7a0
--- /dev/null
+++ b/Main/HyperparameterSearch/MMFF/3_BO_Fitting/trial_49/trial.json
@@ -0,0 +1 @@
+{"trial_id": "49", "hyperparameters": {"space": [{"class_name": "Fixed", "config": {"name": "conv1_channels", "conditions": [], "value": 178}}, {"class_name": "Fixed", "config": {"name": "conv2_channels", "conditions": [], "value": 171}}, {"class_name": "Fixed", "config": {"name": "conv3_channels", "conditions": [], "value": 115}}, {"class_name": "Float", "config": {"name": "L2 coeff.", "default": 1e-10, "conditions": [], "min_value": 1e-10, "max_value": 1.0, "step": null, "sampling": "log"}}, {"class_name": "Float", "config": {"name": "alpha", "default": 0.0001, "conditions": [], "min_value": 0.0001, "max_value": 0.01, "step": null, "sampling": "log"}}, {"class_name": "Choice", "config": {"name": "batchSize", "default": 4, "conditions": [], "values": [4, 8, 16, 32, 64, 128], "ordered": true}}], "values": {"conv1_channels": 178, "conv2_channels": 171, "conv3_channels": 115, "L2 coeff.": 0.00018426888138605826, "alpha": 0.0015130763442154187, "batchSize": 128}}, "metrics": {"metrics": {"default_objective": {"direction": "min", "observations": [{"value": [0.8197981715202332], "step": 0}]}}}, "score": 0.8197981715202332, "best_step": 0, "status": "COMPLETED", "message": null}
\ No newline at end of file