From 71345c5f5865a86ce5fa59fd37e7806167f1c160 Mon Sep 17 00:00:00 2001
From: Fabrizio Primerano <fabri.96p@gmail.com>
Date: Sun, 28 Mar 2021 00:16:57 +0100
Subject: [PATCH] Mid status
---
agent_code/auto_bomber/configs/configs.zip | Bin 0 -> 79076 bytes
.../auto_bomber/configs/create_config.py | 50 ++++++++++++++++++
.../configs/default_hyper_parameters.json | 29 ++++++++++
...IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.4_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.4_disc0.7_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.7_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.7_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.7_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.4_disc0.9_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.9_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.9_lr1e-05.json | 1 +
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...IANN_eps0.25_temp0.7_disc0.4_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.7_disc0.4_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.7_disc0.4_lr1e-05.json | 1 +
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...IANN_eps0.25_temp0.7_disc0.7_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.7_disc0.7_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.7_disc0.7_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.7_disc0.7_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.7_disc0.9_lr0.0003.json | 1 +
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...IANN_eps0.25_temp0.9_disc0.4_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.4_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.4_lr1e-05.json | 1 +
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...IANN_eps0.25_temp0.9_disc0.7_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.7_lr0.006.json | 1 +
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..._IANN_eps0.25_temp0.9_disc0.7_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.9_disc0.9_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.9_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.9_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.9_lr9e-05.json | 1 +
...beta_SOFTMAX_temp0.4_disc0.4_lr0.0003.json | 1 +
.../beta_SOFTMAX_temp0.4_disc0.4_lr0.006.json | 1 +
.../beta_SOFTMAX_temp0.4_disc0.4_lr1e-05.json | 1 +
.../beta_SOFTMAX_temp0.4_disc0.4_lr9e-05.json | 1 +
...beta_SOFTMAX_temp0.4_disc0.7_lr0.0003.json | 1 +
.../beta_SOFTMAX_temp0.4_disc0.7_lr0.006.json | 1 +
.../beta_SOFTMAX_temp0.4_disc0.7_lr1e-05.json | 1 +
.../beta_SOFTMAX_temp0.4_disc0.7_lr9e-05.json | 1 +
...beta_SOFTMAX_temp0.4_disc0.9_lr0.0003.json | 1 +
.../beta_SOFTMAX_temp0.4_disc0.9_lr0.006.json | 1 +
.../beta_SOFTMAX_temp0.4_disc0.9_lr1e-05.json | 1 +
.../beta_SOFTMAX_temp0.4_disc0.9_lr9e-05.json | 1 +
...beta_SOFTMAX_temp0.7_disc0.4_lr0.0003.json | 1 +
.../beta_SOFTMAX_temp0.7_disc0.4_lr0.006.json | 1 +
.../beta_SOFTMAX_temp0.7_disc0.4_lr1e-05.json | 1 +
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...beta_SOFTMAX_temp0.7_disc0.7_lr0.0003.json | 1 +
.../beta_SOFTMAX_temp0.7_disc0.7_lr0.006.json | 1 +
.../beta_SOFTMAX_temp0.7_disc0.7_lr1e-05.json | 1 +
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...beta_SOFTMAX_temp0.7_disc0.9_lr0.0003.json | 1 +
.../beta_SOFTMAX_temp0.7_disc0.9_lr0.006.json | 1 +
.../beta_SOFTMAX_temp0.7_disc0.9_lr1e-05.json | 1 +
.../beta_SOFTMAX_temp0.7_disc0.9_lr9e-05.json | 1 +
...beta_SOFTMAX_temp0.9_disc0.4_lr0.0003.json | 1 +
.../beta_SOFTMAX_temp0.9_disc0.4_lr0.006.json | 1 +
.../beta_SOFTMAX_temp0.9_disc0.4_lr1e-05.json | 1 +
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.../beta_SOFTMAX_temp0.9_disc0.7_lr0.006.json | 1 +
.../beta_SOFTMAX_temp0.9_disc0.7_lr1e-05.json | 1 +
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.../beta_SOFTMAX_temp0.9_disc0.9_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.4_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.4_disc0.7_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.7_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.7_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.7_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.4_disc0.9_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.4_disc0.9_lr0.006.json | 1 +
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...IANN_eps0.25_temp0.7_disc0.4_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.7_disc0.4_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.7_disc0.4_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.7_disc0.4_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.7_disc0.7_lr0.0003.json | 1 +
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..._IANN_eps0.25_temp0.7_disc0.7_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.7_disc0.9_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.7_disc0.9_lr0.006.json | 1 +
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...IANN_eps0.25_temp0.9_disc0.4_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.4_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.4_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.4_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.9_disc0.7_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.7_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.7_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.7_lr9e-05.json | 1 +
...IANN_eps0.25_temp0.9_disc0.9_lr0.0003.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.9_lr0.006.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.9_lr1e-05.json | 1 +
..._IANN_eps0.25_temp0.9_disc0.9_lr9e-05.json | 1 +
...able_SOFTMAX_temp0.4_disc0.4_lr0.0003.json | 1 +
...table_SOFTMAX_temp0.4_disc0.4_lr0.006.json | 1 +
...table_SOFTMAX_temp0.4_disc0.4_lr1e-05.json | 1 +
...table_SOFTMAX_temp0.4_disc0.4_lr9e-05.json | 1 +
...able_SOFTMAX_temp0.4_disc0.7_lr0.0003.json | 1 +
...table_SOFTMAX_temp0.4_disc0.7_lr0.006.json | 1 +
...table_SOFTMAX_temp0.4_disc0.7_lr1e-05.json | 1 +
...table_SOFTMAX_temp0.4_disc0.7_lr9e-05.json | 1 +
...able_SOFTMAX_temp0.4_disc0.9_lr0.0003.json | 1 +
...table_SOFTMAX_temp0.4_disc0.9_lr0.006.json | 1 +
...table_SOFTMAX_temp0.4_disc0.9_lr1e-05.json | 1 +
...table_SOFTMAX_temp0.4_disc0.9_lr9e-05.json | 1 +
...able_SOFTMAX_temp0.7_disc0.4_lr0.0003.json | 1 +
...table_SOFTMAX_temp0.7_disc0.4_lr0.006.json | 1 +
...table_SOFTMAX_temp0.7_disc0.4_lr1e-05.json | 1 +
...table_SOFTMAX_temp0.7_disc0.4_lr9e-05.json | 1 +
...able_SOFTMAX_temp0.7_disc0.7_lr0.0003.json | 1 +
...table_SOFTMAX_temp0.7_disc0.7_lr0.006.json | 1 +
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...table_SOFTMAX_temp0.7_disc0.7_lr9e-05.json | 1 +
...able_SOFTMAX_temp0.7_disc0.9_lr0.0003.json | 1 +
...table_SOFTMAX_temp0.7_disc0.9_lr0.006.json | 1 +
...table_SOFTMAX_temp0.7_disc0.9_lr1e-05.json | 1 +
...table_SOFTMAX_temp0.7_disc0.9_lr9e-05.json | 1 +
...able_SOFTMAX_temp0.9_disc0.4_lr0.0003.json | 1 +
...table_SOFTMAX_temp0.9_disc0.4_lr0.006.json | 1 +
...table_SOFTMAX_temp0.9_disc0.4_lr1e-05.json | 1 +
...table_SOFTMAX_temp0.9_disc0.4_lr9e-05.json | 1 +
...able_SOFTMAX_temp0.9_disc0.7_lr0.0003.json | 1 +
...table_SOFTMAX_temp0.9_disc0.7_lr0.006.json | 1 +
...table_SOFTMAX_temp0.9_disc0.7_lr1e-05.json | 1 +
...table_SOFTMAX_temp0.9_disc0.7_lr9e-05.json | 1 +
...able_SOFTMAX_temp0.9_disc0.9_lr0.0003.json | 1 +
...table_SOFTMAX_temp0.9_disc0.9_lr0.006.json | 1 +
...table_SOFTMAX_temp0.9_disc0.9_lr1e-05.json | 1 +
...table_SOFTMAX_temp0.9_disc0.9_lr9e-05.json | 1 +
agent_code/auto_bomber/feature_engineering.py | 2 +-
settings.py | 2 +-
149 files changed, 225 insertions(+), 2 deletions(-)
create mode 100644 agent_code/auto_bomber/configs/configs.zip
create mode 100644 agent_code/auto_bomber/configs/create_config.py
create mode 100644 agent_code/auto_bomber/configs/default_hyper_parameters.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr9e-05.json
create mode 100644 agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json
create mode 100644 agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr0.006.json
create mode 100644 agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json
create mode 100644 agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json
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diff --git a/agent_code/auto_bomber/configs/create_config.py b/agent_code/auto_bomber/configs/create_config.py
new file mode 100644
index 000000000..3c938c39e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/create_config.py
@@ -0,0 +1,50 @@
+import json
+from pathlib import Path
+
+# EPSILONS = [0.15, 0.25, 0.35]
+# DISCOUNTS = [0.35, 0.5, 0.65, 0.85, 0.95]
+# LRS = [0.006, 0.0003, 0.00006, 0.00001, 0.000006]
+# POLICIES = ['SOFTMAX', 'IANN']
+# TEMPERATURES = [0.3, 0.5, 0.7, 0.9]
+
+EPSILONS = [0.25]
+DISCOUNTS = [0.4, 0.7, 0.9]
+LRS = [0.006, 0.0003, 0.00009, 0.00001]
+POLICIES = ['SOFTMAX', 'IANN']
+TEMPERATURES = [0.4, 0.7, 0.9]
+
+
+def main():
+ with open(Path('default_hyper_parameters.json')) as f:
+ default = json.load(f)
+
+ for policy in POLICIES:
+ tmp = default
+ if policy == 'SOFTMAX':
+ for temp in TEMPERATURES:
+ for discount in DISCOUNTS:
+ for lr in LRS:
+ tmp['discount'] = discount
+ tmp['learning_rate'] = lr
+ tmp['policy'] = policy
+ tmp['temperature'] = temp
+
+ with open(Path(f"./stable/stable_{policy}_temp{temp}_disc{discount}_lr{lr}.json"), 'w') as f:
+ json.dump(tmp, f)
+ elif policy == 'IANN':
+ for eps in EPSILONS:
+ for temp in TEMPERATURES:
+ for discount in DISCOUNTS:
+ for lr in LRS:
+ tmp['epsilon'] = eps
+ tmp['discount'] = discount
+ tmp['learning_rate'] = lr
+ tmp['policy'] = policy
+ tmp['temperature'] = temp
+
+ with open(Path(f"./stable/stable_{policy}_eps{eps}_temp{temp}_disc{discount}_lr{lr}.json"), 'w') as f:
+ json.dump(tmp, f)
+
+
+if __name__ == '__main__':
+ main()
diff --git a/agent_code/auto_bomber/configs/default_hyper_parameters.json b/agent_code/auto_bomber/configs/default_hyper_parameters.json
new file mode 100644
index 000000000..2e46f05ee
--- /dev/null
+++ b/agent_code/auto_bomber/configs/default_hyper_parameters.json
@@ -0,0 +1,29 @@
+{
+ "actions": [
+ "UP",
+ "RIGHT",
+ "DOWN",
+ "LEFT",
+ "WAIT",
+ "BOMB"
+ ],
+ "epsilon": 0.25,
+ "discount": 0.85,
+ "learning_rate": 0.00009,
+ "policy": "SOFTMAX",
+ "temperature": 0.7,
+ "region_size": 2,
+ "region_time_tolerance": 6,
+ "game_rewards": {
+ "CRATE_DESTROYED": 70,
+ "COIN_FOUND": 30,
+ "COIN_COLLECTED": 70,
+ "KILLED_OPPONENT": 150,
+ "INVALID_ACTION": -100,
+ "KILLED_SELF": -150,
+ "GOT_KILLED": -50,
+ "SURVIVED_ROUND": 10,
+ "WAITED": -5,
+ "BOMB_DROPPED": 15
+ }
+}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..3e2a4f1c8
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr0.006.json
new file mode 100644
index 000000000..ed044a761
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..8250ae596
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..78083f93b
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..0e9013700
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr0.006.json
new file mode 100644
index 000000000..a93810631
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..b8c1cc83c
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..abc4a2ac7
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..fc4f0085d
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr0.006.json
new file mode 100644
index 000000000..85abcc16e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..b64a9983e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..02a2dbc8a
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.4_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..f845fb735
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr0.006.json
new file mode 100644
index 000000000..e91841c30
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..848d7ba20
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..7f0350d49
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..1df50827e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr0.006.json
new file mode 100644
index 000000000..91fc34c86
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..6a4e373ba
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..438bba24e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..cde2fdffd
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr0.006.json
new file mode 100644
index 000000000..935a68ed0
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..f0c867da4
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..3ecae7cd7
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.7_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..c71e4734b
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr0.006.json
new file mode 100644
index 000000000..8ea7172d6
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..75a6e685f
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..c3a5f542e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..24dd4c30a
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr0.006.json
new file mode 100644
index 000000000..15c9d5e74
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..7911a6130
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..f4300ff0a
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..73007ec20
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr0.006.json
new file mode 100644
index 000000000..5ba769158
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..aa19380ac
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..4ad70c444
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_IANN_eps0.25_temp0.9_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..b7de1c2ab
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr0.006.json
new file mode 100644
index 000000000..41b8096d4
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..e28d0810e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..9916eec9d
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..195ffed73
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr0.006.json
new file mode 100644
index 000000000..5e4ed5765
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..ab1042124
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..7caa5422b
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..5cd361236
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr0.006.json
new file mode 100644
index 000000000..8548f3e2b
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..344061cb1
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..348e35434
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.4_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..e0a6e407d
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr0.006.json
new file mode 100644
index 000000000..7f58db255
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..227b4fa58
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..a2aea418d
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..48c28d0dd
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr0.006.json
new file mode 100644
index 000000000..12bd715c1
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..fb3dfe40b
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..6aec9f6c3
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..e0e50e888
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr0.006.json
new file mode 100644
index 000000000..3800ecc0c
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..77dd7215c
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..1f29fcbff
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.7_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..572ce81e1
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr0.006.json
new file mode 100644
index 000000000..a3398bded
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..14cceb463
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..8ee7f7883
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..6004d1157
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr0.006.json
new file mode 100644
index 000000000..97b85c511
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..17cafe20d
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..d772c6d0c
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..8538263d9
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr0.006.json
new file mode 100644
index 000000000..b68ba9e26
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..5a96c5bad
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..88ef3f776
--- /dev/null
+++ b/agent_code/auto_bomber/configs/interesting/beta_SOFTMAX_temp0.9_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 40, "COIN_FOUND": 20, "COIN_COLLECTED": 50, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 80, "WAITED": -5, "BOMB_DROPPED": 10}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..1a1a2a197
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr0.006.json
new file mode 100644
index 000000000..e557d13d1
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..f8d972fa1
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..0c4f196f7
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..f50f4a42b
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr0.006.json
new file mode 100644
index 000000000..415166cfd
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..9a16451af
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..94dcb8978
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..97c2451e5
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr0.006.json
new file mode 100644
index 000000000..2e525deb2
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..3829ce658
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..b7dad9111
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.4_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..62d188bbb
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr0.006.json
new file mode 100644
index 000000000..b2a560020
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..452eaa3be
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..41e36265c
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..1dbf12914
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr0.006.json
new file mode 100644
index 000000000..b9191d6a4
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..1a7c96c5f
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..8e73e61c5
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..0a4e03a91
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr0.006.json
new file mode 100644
index 000000000..450f49a4f
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..96ca5cd77
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..430802f5f
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.7_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..9c97527dd
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr0.006.json
new file mode 100644
index 000000000..a861e099e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..12a71fd2e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..9cdde96c4
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..db0156963
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr0.006.json
new file mode 100644
index 000000000..60da1aaf4
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..12fc4ec67
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..d0d0685fd
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..96a90f617
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr0.006.json
new file mode 100644
index 000000000..1f80add38
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..73543d114
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..a1fe2982d
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_IANN_eps0.25_temp0.9_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "IANN", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..d5c9f9e35
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr0.006.json
new file mode 100644
index 000000000..59f0caea8
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..59b11766e
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..108ecb429
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..3f6ffaf83
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr0.006.json
new file mode 100644
index 000000000..91ea79db2
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..88eb8d6c1
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..5e2ca3f48
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..856ad541f
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr0.006.json
new file mode 100644
index 000000000..412d169b4
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..9a349f69a
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..d2dd16741
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.4_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.4, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..9a0da0919
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr0.006.json
new file mode 100644
index 000000000..5d25689f1
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..fa7d0709a
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..1730d5678
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..8f3ce5e17
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr0.006.json
new file mode 100644
index 000000000..e64aa6fca
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..e5ec9ee98
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..0ad900924
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..14b71c76c
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr0.006.json
new file mode 100644
index 000000000..ea877a20c
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..f2022c968
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..e21cc7163
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.7_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.7, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr0.0003.json
new file mode 100644
index 000000000..3376bfb25
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr0.006.json
new file mode 100644
index 000000000..01b6e4572
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr1e-05.json
new file mode 100644
index 000000000..51ab282d2
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr9e-05.json
new file mode 100644
index 000000000..efb2223cf
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.4_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.4, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr0.0003.json
new file mode 100644
index 000000000..6191396be
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr0.006.json
new file mode 100644
index 000000000..dc9b300c8
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr1e-05.json
new file mode 100644
index 000000000..995824813
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr9e-05.json
new file mode 100644
index 000000000..db8cfb8c9
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.7_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.7, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr0.0003.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr0.0003.json
new file mode 100644
index 000000000..5ea600173
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr0.0003.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.0003, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr0.006.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr0.006.json
new file mode 100644
index 000000000..39ee162d6
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr0.006.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 0.006, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr1e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr1e-05.json
new file mode 100644
index 000000000..c9e072fcf
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr1e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 1e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr9e-05.json b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr9e-05.json
new file mode 100644
index 000000000..d63738662
--- /dev/null
+++ b/agent_code/auto_bomber/configs/stable/stable_SOFTMAX_temp0.9_disc0.9_lr9e-05.json
@@ -0,0 +1 @@
+{"actions": ["UP", "RIGHT", "DOWN", "LEFT", "WAIT", "BOMB"], "epsilon": 0.25, "discount": 0.9, "learning_rate": 9e-05, "policy": "SOFTMAX", "temperature": 0.9, "region_size": 2, "region_time_tolerance": 6, "game_rewards": {"CRATE_DESTROYED": 70, "COIN_FOUND": 30, "COIN_COLLECTED": 70, "KILLED_OPPONENT": 150, "INVALID_ACTION": -100, "KILLED_SELF": -150, "GOT_KILLED": -50, "SURVIVED_ROUND": 10, "WAITED": -5, "BOMB_DROPPED": 15}}
\ No newline at end of file
diff --git a/agent_code/auto_bomber/feature_engineering.py b/agent_code/auto_bomber/feature_engineering.py
index 12baeaf06..42e2d0c22 100644
--- a/agent_code/auto_bomber/feature_engineering.py
+++ b/agent_code/auto_bomber/feature_engineering.py
@@ -71,7 +71,7 @@ def state_to_features(game_state: dict) -> np.array:
weights=opponents_bomb_action,
aggregation_func=lambda v: np.mean(v) if v.size != 0 else 0.0,
# normalization_func=lambda v: np.divide(v, np.max(v), out=np.zeros_like(v), where=v != 0))
- normalization_func=lambda v:np.divide(1, v, out=np.zeros_like(v), where=v != 0))
+ normalization_func=lambda v: np.divide(1, v, out=np.zeros_like(v), where=v != 0))
# TODO Evaluate if weighting bombs also here by their countdown
# TODO Exclude bombs which are not relevant (!!!!)
diff --git a/settings.py b/settings.py
index a98b08d96..53801104d 100644
--- a/settings.py
+++ b/settings.py
@@ -5,7 +5,7 @@
# Game properties
COLS = 17
ROWS = 17
-CRATE_DENSITY = 0.15 # 0.25 # 0.75
+CRATE_DENSITY = 0.15 # 0.75
MAX_AGENTS = 4
# Round properties