From 2493e0c8a53447c552601a645f18ea0f5172b5b7 Mon Sep 17 00:00:00 2001
From: Richard Jozsa <38407205+richardjozsa@users.noreply.github.com>
Date: Wed, 31 Aug 2022 16:37:02 +0200
Subject: [PATCH] Unnecessary lines in Base4, and changes for box space, to fit
 better for our needs (#7324)

---
 freqtrade/freqai/RL/Base4ActionRLEnv.py | 4 ----
 freqtrade/freqai/RL/BaseEnvironment.py  | 2 +-
 2 files changed, 1 insertion(+), 5 deletions(-)

diff --git a/freqtrade/freqai/RL/Base4ActionRLEnv.py b/freqtrade/freqai/RL/Base4ActionRLEnv.py
index ef5b1c107..d2b92a954 100644
--- a/freqtrade/freqai/RL/Base4ActionRLEnv.py
+++ b/freqtrade/freqai/RL/Base4ActionRLEnv.py
@@ -66,10 +66,6 @@ class Base4ActionRLEnv(BaseEnvironment):
                 self._position = Positions.Neutral
                 trade_type = "neutral"
                 self._last_trade_tick = None
-            elif action == Actions.Exit.value:
-                self._position = Positions.Neutral
-                trade_type = "neutral"
-                self._last_trade_tick = None
             else:
                 print("case not defined")
 
diff --git a/freqtrade/freqai/RL/BaseEnvironment.py b/freqtrade/freqai/RL/BaseEnvironment.py
index bba3c4a1b..bb43f5300 100644
--- a/freqtrade/freqai/RL/BaseEnvironment.py
+++ b/freqtrade/freqai/RL/BaseEnvironment.py
@@ -57,7 +57,7 @@ class BaseEnvironment(gym.Env):
         self.shape = (window_size, self.signal_features.shape[1] + 3)
         self.set_action_space()
         self.observation_space = spaces.Box(
-            low=-np.inf, high=np.inf, shape=self.shape, dtype=np.float32)
+            low=-1, high=1, shape=self.shape, dtype=np.float32)
 
         # episode
         self._start_tick: int = self.window_size