Update author information and documentation

Added Christoph Kowalski to AUTHORS.md and README.md. Removed Annika Österdiekhoff and Dominik Battefeld from setup.py author list. Updated CHANGELOG.md with new RL feature and cleaned up README.md formatting.

AUTHORS.md

 
 # Authors
-
+- Florian Schröder - https://gitlab.ub.uni-bielefeld.de/florian.schroeder
+- Fabian Heinrich - https://gitlab.ub.uni-bielefeld.de/fheinrich
 - Annika Österdiekhoff - https://gitlab.ub.uni-bielefeld.de/annika
 - Dominik Battefeld - https://gitlab.ub.uni-bielefeld.de/dominik.battefeld
-- Fabian Heinrich - https://gitlab.ub.uni-bielefeld.de/fheinrich
-- Florian Schröder - https://gitlab.ub.uni-bielefeld.de/florian.schroeder
-
+- Christoph Kowalski - https://gitlab.ub.uni-bielefeld.de/ckowalski 

CHANGELOG.md

@@ -21,6 +21,7 @@
 - Deterministic Order Generation, opt-in. Instead of random you can define a list of orders that will be generated
 - thumbnails of layouts in pygame 2d debug modus 
 - Sequence Diagrams for understanding internal execution flow.
+- Single-Agent Reinforcement Learning with stable-baselines3
 
 ### Changed
 - Available orders are sorted now (always the same order for the recipe graphs)

README.md

@@ -17,13 +17,11 @@ the [Documentation](https://scs.pages.ub.uni-bielefeld.de/cocosy/cooperative-cui
 </div>
 
 ## Installation
-
 You have two options to install the environment. Either clone it and install it locally or install it in your
 site-packages.
 You need a Python 3.10 or newer environment conda environment.
 
 ### Local Editable Installation
-
 In your `repo`, `PyCharmProjects` or similar directory with the correct environment active:
 
 ```bash
@@ -57,7 +55,6 @@ cooperative-cuisine gui -s localhost -sp 8080 -g localhost -gp 8000
 You can start also several GUIs. The study server does the matchmaking.
 
 ### Library Installation
-
 The correct environment needs to be active:
 
 ```bash
@@ -65,27 +62,22 @@ pip install cooperative_cuisine@git+https://gitlab.ub.uni-bielefeld.de/scs/cocos
 ```
 
 #### Run
-
 You can now use the environment and/or simulator in your python code. Just by importing
 it `import cooperative_cuisine`
 
 ## Configuration
-
 The environment configuration is currently done with 3 config files + GUI configuration.
 
 ### Item Config
-
 The item config defines which ingredients, cooking equipment and meals can exist and how meals and processed ingredients
 can be cooked/created.
 
 ### Layout Config
-
 You can define the layout of the kitchen via a layout file. The position of counters are based on a grid system, even
 when the players do not move grid steps but continuous steps. Each character defines a different type of counter. Which
 character is mapped to which counter is defined in the Environment config.
 
 ### Environment Config
-
 The environment config defines how a level/environment is defined. Here, the available plates, meals, order and player
 configuration is done.
 
@@ -94,10 +86,12 @@ When starting a study, the study config holds all the information about the leve
 orders should in appear in a random ordering or whether their schedule should be pre-defined. 
 
 ### PyGame Visualization Config
-
 Here the visualisation for all objects is defined. Reference the images or define a list of base shapes that represent
 the counters, ingredients, meals and players.
 
+## Reinforcement Learning
+Single agent RL is done with [sb3](https://stable-baselines3.readthedocs.io/en/master/). You can find additional information in the corresponding folder, [here](cooperative_cuisine/reinforcement_learning/README.md).
+
 ## Troubleshooting
 
 ```cannot open shared object file: No such file or directory (search paths /usr/lib/x86_64-linux-gnu/dri:\$${ORIGIN}/dri:/usr/lib/dri, suffix _dri)```

cooperative_cuisine/reinforcement_learning/README.md

@@ -170,5 +170,6 @@ Preparing a tomato soup in the cooperative cuisine environment with a random cou
 Preparing a salad in the cooperative cuisine environment with a random counter layout. 
 </p>
 
-
+---- 
+by Christoph Kowalski
 

setup.py

@@ -48,7 +48,7 @@ def package_files(directory):
 extra_files = package_files('configs') + package_files('pygame_2d_vis')
 
 setup(
-    author="Annika Österdiekhoff, Dominik Battefeld, Fabian Heinrich, Florian Schröder",
+    author="Florian Schröder, Fabian Heinrich",
     author_email="florian.schroeder@uni-bielefeld.de",
     python_requires=">=3.10",
     classifiers=[