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Ice Hockey.csproj

@@ -0,0 +1,10 @@
+<Project Sdk="Godot.NET.Sdk/4.1.3">
+  <PropertyGroup>
+    <TargetFramework>net6.0</TargetFramework>
+    <EnableDynamicLoading>true</EnableDynamicLoading>
+    <RootNamespace>GodotRLAgents</RootNamespace>
+  </PropertyGroup>
+  <ItemGroup>
+    <PackageReference Include="Microsoft.ML.OnnxRuntime" Version="1.15.1" />
+  </ItemGroup>
+</Project>

Ice Hockey.sln

@@ -0,0 +1,19 @@
+Microsoft Visual Studio Solution File, Format Version 12.00
+# Visual Studio 2012
+Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "Ice Hockey", "Ice Hockey.csproj", "{8BE5A28E-7EC7-4457-A61E-3F26ED0FF98B}"
+EndProject
+Global
+	GlobalSection(SolutionConfigurationPlatforms) = preSolution
+	Debug|Any CPU = Debug|Any CPU
+	ExportDebug|Any CPU = ExportDebug|Any CPU
+	ExportRelease|Any CPU = ExportRelease|Any CPU
+	EndGlobalSection
+	GlobalSection(ProjectConfigurationPlatforms) = postSolution
+		{8BE5A28E-7EC7-4457-A61E-3F26ED0FF98B}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
+		{8BE5A28E-7EC7-4457-A61E-3F26ED0FF98B}.Debug|Any CPU.Build.0 = Debug|Any CPU
+		{8BE5A28E-7EC7-4457-A61E-3F26ED0FF98B}.ExportDebug|Any CPU.ActiveCfg = ExportDebug|Any CPU
+		{8BE5A28E-7EC7-4457-A61E-3F26ED0FF98B}.ExportDebug|Any CPU.Build.0 = ExportDebug|Any CPU
+		{8BE5A28E-7EC7-4457-A61E-3F26ED0FF98B}.ExportRelease|Any CPU.ActiveCfg = ExportRelease|Any CPU
+		{8BE5A28E-7EC7-4457-A61E-3F26ED0FF98B}.ExportRelease|Any CPU.Build.0 = ExportRelease|Any CPU
+	EndGlobalSection
+EndGlobal

README.md

@@ -0,0 +1,25 @@
+---
+library_name: godot-rl
+tags:
+- deep-reinforcement-learning
+- reinforcement-learning
+- godot-rl
+- environments
+- video-games
+---
+
+A RL environment called AirHockey for the Godot Game Engine.
+
+This environment was created with: https://github.com/edbeeching/godot_rl_agents 
+
+
+## Downloading the environment 
+
+After installing Godot RL Agents, download the environment with: 
+
+```
+gdrl.env_from_hub -r jtatman/godot_rl_AirHockey
+```
+
+
+

addons/godot_rl_agents/controller/ai_controller_2d.gd

@@ -0,0 +1,82 @@
+extends Node2D
+class_name AIController2D
+
+@export var reset_after := 1000
+
+var heuristic := "human"
+var done := false
+var reward := 0.0
+var n_steps := 0
+var needs_reset := false
+
+var _player: Node2D
+
+func _ready():
+	add_to_group("AGENT")
+	
+func init(player: Node2D):
+	_player = player
+	
+#-- Methods that need implementing using the "extend script" option in Godot --#
+func get_obs() -> Dictionary:
+	assert(false, "the get_obs method is not implemented when extending from ai_controller") 
+	return {"obs":[]}
+
+func get_reward() -> float:	
+	assert(false, "the get_reward method is not implemented when extending from ai_controller") 
+	return 0.0
+	
+func get_action_space() -> Dictionary:
+	assert(false, "the get get_action_space method is not implemented when extending from ai_controller") 
+	return {
+		"example_actions_continous" : {
+			"size": 2,
+			"action_type": "continuous"
+		},
+		"example_actions_discrete" : {
+			"size": 2,
+			"action_type": "discrete"
+		},
+		}
+	
+func set_action(action) -> void:	
+	assert(false, "the get set_action method is not implemented when extending from ai_controller") 	
+# -----------------------------------------------------------------------------#
+	
+func _physics_process(delta):
+	n_steps += 1
+	if n_steps > reset_after:
+		needs_reset = true
+		
+func get_obs_space():
+	# may need overriding if the obs space is complex
+	var obs = get_obs()
+	return {
+		"obs": {
+			"size": [len(obs["obs"])],
+			"space": "box"
+		},
+	}
+
+func reset():
+	n_steps = 0
+	needs_reset = false
+
+func reset_if_done():
+	if done:
+		reset()
+		
+func set_heuristic(h):
+	# sets the heuristic from "human" or "model" nothing to change here
+	heuristic = h
+
+func get_done():
+	return done
+	
+func set_done_false():
+	done = false
+
+func zero_reward():
+	reward = 0.0
+	
+

addons/godot_rl_agents/controller/ai_controller_3d.gd

@@ -0,0 +1,80 @@
+extends Node3D
+class_name AIController3D
+
+@export var reset_after := 1000
+
+var heuristic := "human"
+var done := false
+var reward := 0.0
+var n_steps := 0
+var needs_reset := false
+
+var _player: Node3D
+
+func _ready():
+	add_to_group("AGENT")
+	
+func init(player: Node3D):
+	_player = player
+	
+#-- Methods that need implementing using the "extend script" option in Godot --#
+func get_obs() -> Dictionary:
+	assert(false, "the get_obs method is not implemented when extending from ai_controller") 
+	return {"obs":[]}
+
+func get_reward() -> float:	
+	assert(false, "the get_reward method is not implemented when extending from ai_controller") 
+	return 0.0
+	
+func get_action_space() -> Dictionary:
+	assert(false, "the get get_action_space method is not implemented when extending from ai_controller") 
+	return {
+		"example_actions_continous" : {
+			"size": 2,
+			"action_type": "continuous"
+		},
+		"example_actions_discrete" : {
+			"size": 2,
+			"action_type": "discrete"
+		},
+		}
+	
+func set_action(action) -> void:	
+	assert(false, "the get set_action method is not implemented when extending from ai_controller") 	
+# -----------------------------------------------------------------------------#
+	
+func _physics_process(delta):
+	n_steps += 1
+	if n_steps > reset_after:
+		needs_reset = true
+		
+func get_obs_space():
+	# may need overriding if the obs space is complex
+	var obs = get_obs()
+	return {
+		"obs": {
+			"size": [len(obs["obs"])],
+			"space": "box"
+		},
+	}
+
+func reset():
+	n_steps = 0
+	needs_reset = false
+
+func reset_if_done():
+	if done:
+		reset()
+		
+func set_heuristic(h):
+	# sets the heuristic from "human" or "model" nothing to change here
+	heuristic = h
+
+func get_done():
+	return done
+	
+func set_done_false():
+	done = false
+
+func zero_reward():
+	reward = 0.0

addons/godot_rl_agents/godot_rl_agents.gd

@@ -0,0 +1,16 @@
+@tool
+extends EditorPlugin
+
+
+func _enter_tree():
+	# Initialization of the plugin goes here.
+	# Add the new type with a name, a parent type, a script and an icon.
+	add_custom_type("Sync", "Node", preload("sync.gd"), preload("icon.png"))
+	#add_custom_type("RaycastSensor2D2", "Node", preload("raycast_sensor_2d.gd"), preload("icon.png"))
+
+
+func _exit_tree():
+	# Clean-up of the plugin goes here.
+	# Always remember to remove it from the engine when deactivated.
+	remove_custom_type("Sync")
+	#remove_custom_type("RaycastSensor2D2")

addons/godot_rl_agents/onnx/csharp/ONNXInference.cs

@@ -0,0 +1,103 @@
+using Godot;
+using Microsoft.ML.OnnxRuntime;
+using Microsoft.ML.OnnxRuntime.Tensors;
+using System.Collections.Generic;
+using System.Linq;
+
+namespace GodotONNX
+{
+	/// <include file='docs/ONNXInference.xml' path='docs/members[@name="ONNXInference"]/ONNXInference/*'/>
+	public partial class ONNXInference : GodotObject
+	{
+
+		private InferenceSession session;
+		/// <summary>
+		/// Path to the ONNX model. Use Initialize to change it. 
+		/// </summary>
+		private string modelPath;
+		private int batchSize;
+
+		private SessionOptions SessionOpt;
+
+		//init function
+		/// <include file='docs/ONNXInference.xml' path='docs/members[@name="ONNXInference"]/Initialize/*'/>
+		public void Initialize(string Path, int BatchSize)
+		{
+			modelPath = Path;
+			batchSize = BatchSize;
+            SessionOpt = SessionConfigurator.MakeConfiguredSessionOptions();
+            session = LoadModel(modelPath);
+
+		}
+		/// <include file='docs/ONNXInference.xml' path='docs/members[@name="ONNXInference"]/Run/*'/>
+		public Godot.Collections.Dictionary<string, Godot.Collections.Array<float>> RunInference(Godot.Collections.Array<float> obs, int state_ins)
+		{
+			//Current model: Any (Godot Rl Agents)
+			//Expects a tensor of shape [batch_size, input_size] type float named obs and a tensor of shape [batch_size] type float named state_ins
+
+			//Fill the input tensors
+			// create span from inputSize
+			var span = new float[obs.Count]; //There's probably a better way to do this
+			for (int i = 0; i < obs.Count; i++)
+			{
+				span[i] = obs[i];
+			}
+
+			IReadOnlyCollection<NamedOnnxValue> inputs = new List<NamedOnnxValue>
+			{
+			NamedOnnxValue.CreateFromTensor("obs", new DenseTensor<float>(span, new int[] { batchSize, obs.Count })),
+			NamedOnnxValue.CreateFromTensor("state_ins", new DenseTensor<float>(new float[] { state_ins }, new int[] { batchSize }))
+			};
+			IReadOnlyCollection<string> outputNames = new List<string> { "output", "state_outs" }; //ONNX is sensible to these names, as well as the input names
+
+			IDisposableReadOnlyCollection<DisposableNamedOnnxValue> results; 
+			//We do not use "using" here so we get a better exception explaination later
+			try
+			{
+				results = session.Run(inputs, outputNames);
+			}
+			catch (OnnxRuntimeException e)
+			{
+				//This error usually means that the model is not compatible with the input, beacause of the input shape (size)
+				GD.Print("Error at inference: ", e);
+				return null;
+			}
+			//Can't convert IEnumerable<float> to Variant, so we have to convert it to an array or something
+			Godot.Collections.Dictionary<string, Godot.Collections.Array<float>> output = new Godot.Collections.Dictionary<string, Godot.Collections.Array<float>>();
+			DisposableNamedOnnxValue output1 = results.First();
+			DisposableNamedOnnxValue output2 = results.Last();
+			Godot.Collections.Array<float> output1Array = new Godot.Collections.Array<float>();
+			Godot.Collections.Array<float> output2Array = new Godot.Collections.Array<float>();
+
+			foreach (float f in output1.AsEnumerable<float>())
+			{
+				output1Array.Add(f);
+			}
+
+			foreach (float f in output2.AsEnumerable<float>())
+			{
+				output2Array.Add(f);
+			}
+
+			output.Add(output1.Name, output1Array);
+			output.Add(output2.Name, output2Array);
+
+			//Output is a dictionary of arrays, ex: { "output" : [0.1, 0.2, 0.3, 0.4, ...], "state_outs" : [0.5, ...]}
+			results.Dispose();
+			return output;
+		}
+		/// <include file='docs/ONNXInference.xml' path='docs/members[@name="ONNXInference"]/Load/*'/>
+		public InferenceSession LoadModel(string Path)
+		{
+			using Godot.FileAccess file = FileAccess.Open(Path, Godot.FileAccess.ModeFlags.Read);
+			byte[] model = file.GetBuffer((int)file.GetLength());
+			//file.Close(); file.Dispose(); //Close the file, then dispose the reference.
+			return new InferenceSession(model, SessionOpt); //Load the model
+		}
+		public void FreeDisposables()
+		{
+			session.Dispose();
+			SessionOpt.Dispose();
+		}
+	}
+}

addons/godot_rl_agents/onnx/csharp/SessionConfigurator.cs

@@ -0,0 +1,131 @@
+using Godot;
+using Microsoft.ML.OnnxRuntime;
+
+namespace GodotONNX
+{
+	/// <include file='docs/SessionConfigurator.xml' path='docs/members[@name="SessionConfigurator"]/SessionConfigurator/*'/>
+
+	public static class SessionConfigurator
+	{
+		public enum ComputeName
+		{
+			CUDA,
+			ROCm,
+			DirectML,
+			CoreML,
+			CPU
+		}
+
+        /// <include file='docs/SessionConfigurator.xml' path='docs/members[@name="SessionConfigurator"]/GetSessionOptions/*'/>
+        public static SessionOptions MakeConfiguredSessionOptions()
+        {
+            SessionOptions sessionOptions = new();
+            SetOptions(sessionOptions);
+            return sessionOptions;
+        }
+
+        private static void SetOptions(SessionOptions sessionOptions)
+        {
+            sessionOptions.LogSeverityLevel = OrtLoggingLevel.ORT_LOGGING_LEVEL_WARNING;
+            ApplySystemSpecificOptions(sessionOptions);
+        }
+
+        /// <include file='docs/SessionConfigurator.xml' path='docs/members[@name="SessionConfigurator"]/SystemCheck/*'/>
+        static public void ApplySystemSpecificOptions(SessionOptions sessionOptions)
+        {
+            //Most code for this function is verbose only, the only reason it exists is to track
+            //implementation progress of the different compute APIs.
+
+            //December 2022: CUDA is not working. 
+
+            string OSName = OS.GetName(); //Get OS Name
+
+            //ComputeName ComputeAPI = ComputeCheck(); //Get Compute API
+            //                                         //TODO: Get CPU architecture
+
+            //Linux can use OpenVINO (C#) on x64 and ROCm on x86 (GDNative/C++)
+            //Windows can use OpenVINO (C#) on x64
+            //TODO: try TensorRT instead of CUDA
+            //TODO: Use OpenVINO for Intel Graphics
+
+            // Temporarily using CPU on all platforms to avoid errors detected with DML
+            ComputeName ComputeAPI = ComputeName.CPU;
+
+            //match OS and Compute API
+            GD.Print($"OS: {OSName} Compute API: {ComputeAPI}");
+
+            // CPU is set by default without appending necessary
+            // sessionOptions.AppendExecutionProvider_CPU(0);
+
+            /*
+            switch (OSName)
+            {
+                case "Windows": //Can use CUDA, DirectML
+                    if (ComputeAPI is ComputeName.CUDA)
+                    {
+                        //CUDA 
+                        //sessionOptions.AppendExecutionProvider_CUDA(0);
+                        //sessionOptions.AppendExecutionProvider_DML(0);
+                    }
+                    else if (ComputeAPI is ComputeName.DirectML)
+                    {
+                        //DirectML
+                        //sessionOptions.AppendExecutionProvider_DML(0);
+                    }
+                    break;
+                case "X11": //Can use CUDA, ROCm
+                    if (ComputeAPI is ComputeName.CUDA)
+                    {
+                        //CUDA
+                        //sessionOptions.AppendExecutionProvider_CUDA(0);
+                    }
+                    if (ComputeAPI is ComputeName.ROCm)
+                    {
+                        //ROCm, only works on x86 
+                        //Research indicates that this has to be compiled as a GDNative plugin
+                        //GD.Print("ROCm not supported yet, using CPU.");
+                        //sessionOptions.AppendExecutionProvider_CPU(0);
+                    }
+                    break;
+                case "macOS": //Can use CoreML
+                    if (ComputeAPI is ComputeName.CoreML)
+                    { //CoreML
+                      //TODO: Needs testing
+                        //sessionOptions.AppendExecutionProvider_CoreML(0);
+                        //CoreML on ARM64, out of the box, on x64 needs .tar file from GitHub
+                    }
+                    break;
+                default:
+                    GD.Print("OS not Supported.");
+                    break;
+            }
+            */
+        }
+
+
+        /// <include file='docs/SessionConfigurator.xml' path='docs/members[@name="SessionConfigurator"]/ComputeCheck/*'/>
+        public static ComputeName ComputeCheck()
+		{
+			string adapterName = Godot.RenderingServer.GetVideoAdapterName();
+			//string adapterVendor = Godot.RenderingServer.GetVideoAdapterVendor();
+			adapterName = adapterName.ToUpper(new System.Globalization.CultureInfo(""));
+			//TODO: GPU vendors for MacOS, what do they even use these days?
+		  
+			if (adapterName.Contains("INTEL"))
+			{
+				return ComputeName.DirectML;
+			}
+			if (adapterName.Contains("AMD") || adapterName.Contains("RADEON"))
+			{
+				return ComputeName.DirectML;
+			}
+			if (adapterName.Contains("NVIDIA"))
+			{
+				return ComputeName.CUDA;
+			}
+
+			GD.Print("Graphics Card not recognized."); //Should use CPU
+			return ComputeName.CPU;
+		}
+	}
+}

addons/godot_rl_agents/onnx/csharp/docs/ONNXInference.xml

@@ -0,0 +1,31 @@
+<docs>
+	<members name="ONNXInference">
+		<ONNXInference>
+			<summary>
+       		The main <c>ONNXInference</c> Class that handles the inference process.
+        	</summary>
+		</ONNXInference>
+   		<Initialize>
+        	<summary>
+			Starts the inference process. 
+			</summary>
+			<param name="Path">Path to the ONNX model, expects a path inside resources.</param>
+			<param name="BatchSize">How many observations will the model recieve.</param>
+		</Initialize>
+		<Run>
+			<summary>
+			Runs the given input through the model and returns the output.
+			</summary>
+			<param name="obs">Dictionary containing all observations.</param>
+			<param name="state_ins">How many different agents are creating these observations.</param>
+			<returns>A Dictionary of arrays, containing instructions based on the observations.</returns>
+		</Run>
+		<Load>
+			<summary>
+			Loads the given model into the inference process, using the best Execution provider available.
+			</summary>
+			<param name="Path">Path to the ONNX model, expects a path inside resources.</param>
+			<returns>InferenceSession ready to run.</returns>
+		</Load>
+	</members>
+</docs>

addons/godot_rl_agents/onnx/csharp/docs/SessionConfigurator.xml

@@ -0,0 +1,29 @@
+<docs>
+	<members name="SessionConfigurator">
+		<SessionConfigurator>
+			<summary>
+       		The main <c>SessionConfigurator</c> Class that handles the execution options and providers for the inference process.
+        	</summary>
+		</SessionConfigurator>
+  		<GetSessionOptions>
+    	    <summary>
+    	    Creates a SessionOptions with all available execution providers.
+    	    </summary>
+			<returns>SessionOptions with all available execution providers.</returns>
+    	</GetSessionOptions>
+    	<SystemCheck>
+        	<summary>
+        	Appends any execution provider available in the current system.  
+        	</summary>
+			<remarks>
+				This function is mainly verbose for tracking implementation progress of different compute APIs. 
+			</remarks>
+    	</SystemCheck>
+    	<ComputeCheck>
+        	<summary>
+        		Checks for available GPUs.
+        	</summary>
+			<returns>An integer identifier for each compute platform.</returns>
+    	</ComputeCheck>
+	</members>
+</docs>

addons/godot_rl_agents/onnx/wrapper/ONNX_wrapper.gd

@@ -0,0 +1,24 @@
+extends Resource
+class_name ONNXModel
+var inferencer_script = load("res://addons/godot_rl_agents/onnx/csharp/ONNXInference.cs")
+
+var inferencer = null
+
+# Must provide the path to the model and the batch size
+func _init(model_path, batch_size):
+	inferencer = inferencer_script.new()
+	inferencer.Initialize(model_path, batch_size)
+
+# This function is the one that will be called from the game, 
+# requires the observation as an array and the state_ins as an int
+# returns an Array containing the action the model takes. 
+func run_inference(obs : Array, state_ins : int) -> Dictionary:
+	if inferencer == null:
+		printerr("Inferencer not initialized")
+		return {}
+	return inferencer.RunInference(obs, state_ins)
+
+func _notification(what):
+	if what == NOTIFICATION_PREDELETE:
+		inferencer.FreeDisposables()
+		inferencer.free()

addons/godot_rl_agents/plugin.cfg

@@ -0,0 +1,7 @@
+[plugin]
+
+name="GodotRLAgents"
+description="Custom nodes for the godot rl agents toolkit	"
+author="Edward Beeching"
+version="0.1"
+script="godot_rl_agents.gd"

addons/godot_rl_agents/sensors/sensors_2d/ExampleRaycastSensor2D.tscn

@@ -0,0 +1,48 @@
+[gd_scene load_steps=5 format=3 uid="uid://ddeq7mn1ealyc"]
+
+[ext_resource type="Script" path="res://addons/godot_rl_agents/sensors/sensors_2d/RaycastSensor2D.gd" id="1"]
+
+[sub_resource type="GDScript" id="2"]
+script/source = "extends Node2D
+
+
+
+func _physics_process(delta: float) -> void:
+    print(\"step start\")
+    
+"
+
+[sub_resource type="GDScript" id="1"]
+script/source = "extends RayCast2D
+
+var steps = 1
+
+func _physics_process(delta: float) -> void:
+    print(\"processing raycast\")
+    steps += 1
+    if steps % 2:
+        force_raycast_update()
+
+    print(is_colliding())
+"
+
+[sub_resource type="CircleShape2D" id="3"]
+
+[node name="ExampleRaycastSensor2D" type="Node2D"]
+script = SubResource("2")
+
+[node name="ExampleAgent" type="Node2D" parent="."]
+position = Vector2(573, 314)
+rotation = 0.286234
+
+[node name="RaycastSensor2D" type="Node2D" parent="ExampleAgent"]
+script = ExtResource("1")
+
+[node name="TestRayCast2D" type="RayCast2D" parent="."]
+script = SubResource("1")
+
+[node name="StaticBody2D" type="StaticBody2D" parent="."]
+position = Vector2(1, 52)
+
+[node name="CollisionShape2D" type="CollisionShape2D" parent="StaticBody2D"]
+shape = SubResource("3")

addons/godot_rl_agents/sensors/sensors_2d/ISensor2D.gd

@@ -0,0 +1,20 @@
+extends Node2D
+class_name ISensor2D
+
+var _obs : Array = []
+var _active := false
+
+func get_observation():
+	pass
+	
+func activate():
+	_active = true
+	
+func deactivate():
+	_active = false
+
+func _update_observation():
+	pass
+	
+func reset():
+	pass

addons/godot_rl_agents/sensors/sensors_2d/RaycastSensor2D.gd

@@ -0,0 +1,118 @@
+@tool
+extends ISensor2D
+class_name RaycastSensor2D
+
+@export_flags_2d_physics var collision_mask := 1:
+	get: return collision_mask
+	set(value):
+		collision_mask = value
+		_update()
+
+@export var collide_with_areas := false:
+	get: return collide_with_areas
+	set(value):
+		collide_with_areas = value
+		_update()
+
+@export var collide_with_bodies := true:
+	get: return collide_with_bodies
+	set(value):
+		collide_with_bodies = value
+		_update()
+
+@export var n_rays := 16.0:
+	get: return n_rays
+	set(value):
+		n_rays = value
+		_update()
+	
+@export_range(5,200,5.0) var ray_length := 200:
+	get: return ray_length
+	set(value):
+		ray_length = value
+		_update()
+@export_range(5,360,5.0) var cone_width := 360.0:
+	get: return cone_width
+	set(value):
+		cone_width = value
+		_update()
+	
+@export var debug_draw := true :
+	get: return debug_draw 
+	set(value):
+		debug_draw = value
+		_update()  
+
+
+var _angles = []
+var rays := []
+
+func _update():
+	if Engine.is_editor_hint():
+		if debug_draw:
+			_spawn_nodes()
+		else:
+			for ray in get_children():
+				if ray is RayCast2D:
+					remove_child(ray)
+
+func _ready() -> void:
+	_spawn_nodes()
+
+func _spawn_nodes():
+	for ray in rays:
+		ray.queue_free()
+	rays = []
+		
+	_angles = []
+	var step = cone_width / (n_rays)
+	var start = step/2 - cone_width/2
+	
+	for i in n_rays:
+		var angle = start + i * step
+		var ray = RayCast2D.new()
+		ray.set_target_position(Vector2(
+			ray_length*cos(deg_to_rad(angle)),
+			ray_length*sin(deg_to_rad(angle))
+		))
+		ray.set_name("node_"+str(i))
+		ray.enabled  = true
+		ray.collide_with_areas = collide_with_areas
+		ray.collide_with_bodies = collide_with_bodies
+		ray.collision_mask = collision_mask
+		add_child(ray)
+		rays.append(ray)
+		
+		
+		_angles.append(start + i * step)
+	
+
+func _physics_process(delta: float) -> void:
+	if self._active:
+		self._obs = calculate_raycasts()
+		
+func get_observation() -> Array:
+	if len(self._obs) == 0:
+		print("obs was null, forcing raycast update")
+		return self.calculate_raycasts()
+	return self._obs
+	
+
+func calculate_raycasts() -> Array:
+	var result = []
+	for ray in rays:
+		ray.force_raycast_update()
+		var distance = _get_raycast_distance(ray)
+		result.append(distance)
+	return result
+
+func _get_raycast_distance(ray : RayCast2D) -> float : 
+	if !ray.is_colliding():
+		return 0.0
+		
+	var distance = (global_position - ray.get_collision_point()).length()
+	distance = clamp(distance, 0.0, ray_length)
+	return (ray_length - distance) / ray_length
+	
+	
+	

addons/godot_rl_agents/sensors/sensors_2d/RaycastSensor2D.tscn

@@ -0,0 +1,7 @@
+[gd_scene load_steps=2 format=3 uid="uid://drvfihk5esgmv"]
+
+[ext_resource type="Script" path="res://addons/godot_rl_agents/sensors/sensors_2d/RaycastSensor2D.gd" id="1"]
+
+[node name="RaycastSensor2D" type="Node2D"]
+script = ExtResource("1")
+n_rays = 17.0

addons/godot_rl_agents/sensors/sensors_3d/ExampleRaycastSensor3D.tscn

@@ -0,0 +1,6 @@
+[gd_scene format=3 uid="uid://biu787qh4woik"]
+
+[node name="ExampleRaycastSensor3D" type="Node3D"]
+
+[node name="Camera3D" type="Camera3D" parent="."]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0.804183, 0, 2.70146)

addons/godot_rl_agents/sensors/sensors_3d/ISensor3D.gd

@@ -0,0 +1,20 @@
+extends Node3D
+class_name ISensor3D
+
+var _obs : Array = []
+var _active := false
+
+func get_observation():
+	pass
+	
+func activate():
+	_active = true
+	
+func deactivate():
+	_active = false
+
+func _update_observation():
+	pass
+	
+func reset():
+	pass

addons/godot_rl_agents/sensors/sensors_3d/RGBCameraSensor3D.gd

@@ -0,0 +1,11 @@
+extends Node3D
+class_name RGBCameraSensor3D
+var camera_pixels = null
+
+@onready var camera_texture := $Control/TextureRect/CameraTexture as Sprite2D
+
+func get_camera_pixel_encoding():
+	return camera_texture.get_texture().get_data().data["data"].hex_encode()
+
+func get_camera_shape()-> Array:
+	return [$SubViewport.size[0], $SubViewport.size[1], 4]

addons/godot_rl_agents/sensors/sensors_3d/RGBCameraSensor3D.tscn

@@ -0,0 +1,42 @@
+[gd_scene load_steps=3 format=2]
+
+[ext_resource path="res://addons/godot_rl_agents/sensors/sensors_3d/RGBCameraSensor3D.gd" type="Script" id=1]
+
+[sub_resource type="ViewportTexture" id=1]
+viewport_path = NodePath("SubViewport")
+
+[node name="RGBCameraSensor3D" type="Node3D"]
+script = ExtResource( 1 )
+
+[node name="RemoteTransform3D" type="RemoteTransform3D" parent="."]
+remote_path = NodePath("../SubViewport/Camera3D")
+
+[node name="SubViewport" type="SubViewport" parent="."]
+size = Vector2( 32, 32 )
+render_target_update_mode = 3
+
+[node name="Camera3D" type="Camera3D" parent="SubViewport"]
+near = 0.5
+
+[node name="Control" type="Control" parent="."]
+anchor_right = 1.0
+anchor_bottom = 1.0
+__meta__ = {
+"_edit_use_anchors_": false
+}
+
+[node name="TextureRect" type="ColorRect" parent="Control"]
+offset_left = 1096.0
+offset_top = 534.0
+offset_right = 1114.0
+offset_bottom = 552.0
+scale = Vector2( 10, 10 )
+color = Color( 0.00784314, 0.00784314, 0.00784314, 1 )
+__meta__ = {
+"_edit_use_anchors_": false
+}
+
+[node name="CameraTexture" type="Sprite2D" parent="Control/TextureRect"]
+texture = SubResource( 1 )
+offset = Vector2( 9, 9 )
+flip_v = true

addons/godot_rl_agents/sensors/sensors_3d/RaycastSensor3D.gd

@@ -0,0 +1,166 @@
+@tool
+extends ISensor3D
+class_name RayCastSensor3D
+@export_flags_3d_physics var collision_mask = 1:
+	get: return collision_mask
+	set(value):
+		collision_mask = value
+		_update()
+@export_flags_3d_physics var boolean_class_mask = 1:
+	get: return boolean_class_mask
+	set(value):
+		boolean_class_mask = value
+		_update()
+
+@export var n_rays_width := 6.0:
+	get: return n_rays_width
+	set(value):
+		n_rays_width = value
+		_update()
+	
+@export var n_rays_height := 6.0:
+	get: return n_rays_height
+	set(value):
+		n_rays_height = value
+		_update()
+
+@export var ray_length := 10.0:
+	get: return ray_length
+	set(value):
+		ray_length = value
+		_update()
+		
+@export var cone_width := 60.0:
+	get: return cone_width
+	set(value):
+		cone_width = value
+		_update()
+		
+@export var cone_height := 60.0:
+	get: return cone_height
+	set(value):
+		cone_height = value
+		_update()
+
+@export var collide_with_areas := false:
+	get: return collide_with_areas
+	set(value):
+		collide_with_areas = value
+		_update()
+		
+@export var collide_with_bodies := true:
+	get: return collide_with_bodies
+	set(value):
+		collide_with_bodies = value
+		_update()
+
+@export var class_sensor := false
+		
+var rays := []
+var geo = null
+
+func _update():
+	if Engine.is_editor_hint():
+		if is_node_ready():
+			_spawn_nodes()	
+
+func _ready() -> void:
+	if Engine.is_editor_hint():	
+		if get_child_count() == 0:
+			_spawn_nodes()
+	else:
+		_spawn_nodes()
+
+func _spawn_nodes():
+	print("spawning nodes")
+	for ray in get_children():
+		ray.queue_free()
+	if geo:
+		geo.clear()
+	#$Lines.remove_points()
+	rays = []
+	
+	var horizontal_step = cone_width / (n_rays_width)
+	var vertical_step = cone_height / (n_rays_height)
+	
+	var horizontal_start = horizontal_step/2 - cone_width/2
+	var vertical_start = vertical_step/2 - cone_height/2   
+
+	var points = []
+	
+	for i in n_rays_width:
+		for j in n_rays_height:
+			var angle_w = horizontal_start + i * horizontal_step
+			var angle_h = vertical_start + j * vertical_step
+			#angle_h = 0.0
+			var ray = RayCast3D.new()
+			var cast_to = to_spherical_coords(ray_length, angle_w, angle_h)
+			ray.set_target_position(cast_to)
+
+			points.append(cast_to)
+			
+			ray.set_name("node_"+str(i)+" "+str(j))
+			ray.enabled  = true
+			ray.collide_with_bodies = collide_with_bodies
+			ray.collide_with_areas = collide_with_areas
+			ray.collision_mask = collision_mask
+			add_child(ray)
+			ray.set_owner(get_tree().edited_scene_root)
+			rays.append(ray)
+			ray.force_raycast_update()
+			
+#    if Engine.editor_hint:
+#        _create_debug_lines(points)
+		
+func _create_debug_lines(points):
+	if not geo: 
+		geo = ImmediateMesh.new()
+		add_child(geo)
+		
+	geo.clear()
+	geo.begin(Mesh.PRIMITIVE_LINES)
+	for point in points:
+		geo.set_color(Color.AQUA)
+		geo.add_vertex(Vector3.ZERO)
+		geo.add_vertex(point)
+	geo.end()
+
+func display():
+	if geo:
+		geo.display()
+	
+func to_spherical_coords(r, inc, azimuth) -> Vector3:
+	return Vector3(
+		r*sin(deg_to_rad(inc))*cos(deg_to_rad(azimuth)),
+		r*sin(deg_to_rad(azimuth)),
+		r*cos(deg_to_rad(inc))*cos(deg_to_rad(azimuth))       
+	)
+	
+func get_observation() -> Array:
+	return self.calculate_raycasts()
+
+func calculate_raycasts() -> Array:
+	var result = []
+	for ray in rays:
+		ray.set_enabled(true)
+		ray.force_raycast_update()
+		var distance = _get_raycast_distance(ray)
+
+		result.append(distance)
+		if class_sensor:
+			var hit_class = 0 
+			if ray.get_collider():
+				var hit_collision_layer = ray.get_collider().collision_layer
+				hit_collision_layer = hit_collision_layer & collision_mask
+				hit_class = (hit_collision_layer & boolean_class_mask) > 0
+			result.append(hit_class)
+		ray.set_enabled(false)
+	return result
+
+func _get_raycast_distance(ray : RayCast3D) -> float : 
+	if !ray.is_colliding():
+		return 0.0
+		
+	var distance = (global_transform.origin - ray.get_collision_point()).length()
+	distance = clamp(distance, 0.0, ray_length)
+	return (ray_length - distance) / ray_length

addons/godot_rl_agents/sensors/sensors_3d/RaycastSensor3D.tscn

@@ -0,0 +1,33 @@
+[gd_scene load_steps=2 format=3 uid="uid://b803cbh1fmy66"]
+
+[ext_resource type="Script" path="res://addons/godot_rl_agents/sensors/sensors_3d/RaycastSensor3D.gd" id="1"]
+
+[node name="RaycastSensor3D" type="Node3D"]
+script = ExtResource("1")
+n_rays_width = 4.0
+n_rays_height = 2.0
+ray_length = 11.0
+
+[node name="@node_0 0@18991" type="RayCast3D" parent="."]
+target_position = Vector3(-4.06608, -2.84701, 9.81639)
+
+[node name="node_0 1" type="RayCast3D" parent="."]
+target_position = Vector3(-4.06608, 2.84701, 9.81639)
+
+[node name="@node_1 0@18992" type="RayCast3D" parent="."]
+target_position = Vector3(-1.38686, -2.84701, 10.5343)
+
+[node name="@node_1 1@18993" type="RayCast3D" parent="."]
+target_position = Vector3(-1.38686, 2.84701, 10.5343)
+
+[node name="@node_2 0@18994" type="RayCast3D" parent="."]
+target_position = Vector3(1.38686, -2.84701, 10.5343)
+
+[node name="@node_2 1@18995" type="RayCast3D" parent="."]
+target_position = Vector3(1.38686, 2.84701, 10.5343)
+
+[node name="@node_3 0@18996" type="RayCast3D" parent="."]
+target_position = Vector3(4.06608, -2.84701, 9.81639)
+
+[node name="@node_3 1@18997" type="RayCast3D" parent="."]
+target_position = Vector3(4.06608, 2.84701, 9.81639)

addons/godot_rl_agents/sync.gd

@@ -0,0 +1,338 @@
+extends Node
+# --fixed-fps 2000 --disable-render-loop
+@export_range(1, 10, 1, "or_greater") var action_repeat := 8
+@export_range(1, 10, 1, "or_greater") var speed_up = 1
+@export var onnx_model_path := ""
+
+@onready var start_time = Time.get_ticks_msec()
+
+const MAJOR_VERSION := "0"
+const MINOR_VERSION := "3" 
+const DEFAULT_PORT := "11008"
+const DEFAULT_SEED := "1"
+var stream : StreamPeerTCP = null
+var connected = false
+var message_center
+var should_connect = true
+var agents
+var need_to_send_obs = false
+var args = null
+var initialized = false
+var just_reset = false
+var onnx_model = null
+var n_action_steps = 0
+
+var _action_space : Dictionary
+var _obs_space : Dictionary
+
+# Called when the node enters the scene tree for the first time.
+
+func _ready():
+	await get_tree().root.ready
+	get_tree().set_pause(true) 
+	_initialize()
+	await get_tree().create_timer(1.0).timeout
+	get_tree().set_pause(false) 
+	
+func _initialize():
+	_get_agents()
+	_obs_space = agents[0].get_obs_space()
+	_action_space = agents[0].get_action_space()
+	args = _get_args()
+	Engine.physics_ticks_per_second = _get_speedup() * 60 # Replace with function body.
+	Engine.time_scale = _get_speedup() * 1.0
+	prints("physics ticks", Engine.physics_ticks_per_second, Engine.time_scale, _get_speedup(), speed_up)
+	
+	# Run inference if onnx model path is set, otherwise wait for server connection
+	var run_onnx_model_inference : bool = onnx_model_path != ""
+	if run_onnx_model_inference:
+		assert(FileAccess.file_exists(onnx_model_path), "Onnx Model Path set on Sync node does not exist: " + onnx_model_path)
+		onnx_model = ONNXModel.new(onnx_model_path, 1)
+		_set_heuristic("model")
+	else:		
+		connected = connect_to_server()
+		if connected:
+			_set_heuristic("model")
+			_handshake()
+			_send_env_info()
+		else:
+			_set_heuristic("human")  
+		
+	_set_seed()
+	_set_action_repeat()
+	initialized = true  
+
+func _physics_process(delta): 
+	# two modes, human control, agent control
+	# pause tree, send obs, get actions, set actions, unpause tree
+	if n_action_steps % action_repeat != 0:
+		n_action_steps += 1
+		return
+
+	n_action_steps += 1
+	
+	if connected:
+		get_tree().set_pause(true) 
+		
+		if just_reset:
+			just_reset = false
+			var obs = _get_obs_from_agents()
+		
+			var reply = {
+				"type": "reset",
+				"obs": obs
+			}
+			_send_dict_as_json_message(reply)
+			# this should go straight to getting the action and setting it checked the agent, no need to perform one phyics tick
+			get_tree().set_pause(false) 
+			return
+		
+		if need_to_send_obs:
+			need_to_send_obs = false
+			var reward = _get_reward_from_agents()
+			var done = _get_done_from_agents()
+			#_reset_agents_if_done() # this ensures the new observation is from the next env instance : NEEDS REFACTOR
+			
+			var obs = _get_obs_from_agents()
+			
+			var reply = {
+				"type": "step",
+				"obs": obs,
+				"reward": reward,
+				"done": done
+			}
+			_send_dict_as_json_message(reply)
+		
+		var handled = handle_message()
+	
+	elif onnx_model != null:
+		var obs : Array = _get_obs_from_agents()
+	
+		var actions = []
+		for o in obs:
+			var action = onnx_model.run_inference(o["obs"], 1.0)
+			action["output"] = clamp_array(action["output"], -1.0, 1.0)
+			var action_dict = _extract_action_dict(action["output"])
+			actions.append(action_dict)
+		
+		_set_agent_actions(actions) 
+		need_to_send_obs = true
+		get_tree().set_pause(false) 
+		_reset_agents_if_done()	
+		
+	else:
+		_reset_agents_if_done()	
+
+func _extract_action_dict(action_array: Array):
+	var index = 0
+	var result = {}
+	for key in _action_space.keys():
+		var size = _action_space[key]["size"]
+		if _action_space[key]["action_type"] == "discrete":
+			result[key] = round(action_array[index])
+		else:
+			result[key] = action_array.slice(index,index+size)
+		index += size
+		
+	return result
+
+func _get_agents():
+	agents = get_tree().get_nodes_in_group("AGENT")
+
+func _set_heuristic(heuristic):
+	for agent in agents:
+		agent.set_heuristic(heuristic)
+
+func _handshake():
+	print("performing handshake")
+	
+	var json_dict = _get_dict_json_message()
+	assert(json_dict["type"] == "handshake")
+	var major_version = json_dict["major_version"]
+	var minor_version = json_dict["minor_version"]
+	if major_version != MAJOR_VERSION:
+		print("WARNING: major verison mismatch ", major_version, " ", MAJOR_VERSION)  
+	if minor_version != MINOR_VERSION:
+		print("WARNING: minor verison mismatch ", minor_version, " ", MINOR_VERSION)
+		
+	print("handshake complete")
+
+func _get_dict_json_message():
+	# returns a dictionary from of the most recent message
+	# this is not waiting
+	while stream.get_available_bytes() == 0:
+		stream.poll()
+		if stream.get_status() != 2:
+			print("server disconnected status, closing")
+			get_tree().quit()
+			return null
+
+		OS.delay_usec(10)
+		
+	var message = stream.get_string()
+	var json_data = JSON.parse_string(message)
+	
+	return json_data
+
+func _send_dict_as_json_message(dict):
+	stream.put_string(JSON.stringify(dict))
+
+func _send_env_info():
+	var json_dict = _get_dict_json_message()
+	assert(json_dict["type"] == "env_info")
+
+		
+	var message = {
+		"type" : "env_info",
+		"observation_space": _obs_space,
+		"action_space":_action_space,
+		"n_agents": len(agents)
+		}
+	_send_dict_as_json_message(message)
+
+func connect_to_server():
+	print("Waiting for one second to allow server to start")
+	OS.delay_msec(1000)
+	print("trying to connect to server")
+	stream = StreamPeerTCP.new()
+	
+	# "localhost" was not working on windows VM, had to use the IP
+	var ip = "127.0.0.1"
+	var port = _get_port()
+	var connect = stream.connect_to_host(ip, port)
+	stream.set_no_delay(true) # TODO check if this improves performance or not
+	stream.poll()
+	# Fetch the status until it is either connected (2) or failed to connect (3)
+	while stream.get_status() < 2:
+		stream.poll()
+	return stream.get_status() == 2
+
+func _get_args():
+	print("getting command line arguments")
+	var arguments = {}
+	for argument in OS.get_cmdline_args():
+		print(argument)
+		if argument.find("=") > -1:
+			var key_value = argument.split("=")
+			arguments[key_value[0].lstrip("--")] = key_value[1]
+		else:
+			# Options without an argument will be present in the dictionary,
+			# with the value set to an empty string.
+			arguments[argument.lstrip("--")] = ""
+
+	return arguments   
+
+func _get_speedup():
+	print(args)
+	return args.get("speedup", str(speed_up)).to_int()
+
+func _get_port():    
+	return args.get("port", DEFAULT_PORT).to_int()
+
+func _set_seed():
+	var _seed = args.get("env_seed", DEFAULT_SEED).to_int()
+	seed(_seed)
+
+func _set_action_repeat():
+	action_repeat = args.get("action_repeat", str(action_repeat)).to_int()
+	
+func disconnect_from_server():
+	stream.disconnect_from_host()
+
+
+
+func handle_message() -> bool:
+	# get json message: reset, step, close
+	var message = _get_dict_json_message()
+	if message["type"] == "close":
+		print("received close message, closing game")
+		get_tree().quit()
+		get_tree().set_pause(false) 
+		return true
+		
+	if message["type"] == "reset":
+		print("resetting all agents")
+		_reset_all_agents()
+		just_reset = true
+		get_tree().set_pause(false) 
+		#print("resetting forcing draw")
+#        RenderingServer.force_draw()
+#        var obs = _get_obs_from_agents()
+#        print("obs ", obs)
+#        var reply = {
+#            "type": "reset",
+#            "obs": obs
+#        }
+#        _send_dict_as_json_message(reply)   
+		return true
+		
+	if message["type"] == "call":
+		var method = message["method"]
+		var returns = _call_method_on_agents(method)
+		var reply = {
+			"type": "call",
+			"returns": returns
+		}
+		print("calling method from Python")
+		_send_dict_as_json_message(reply)   
+		return handle_message()
+	
+	if message["type"] == "action":
+		var action = message["action"]
+		_set_agent_actions(action) 
+		need_to_send_obs = true
+		get_tree().set_pause(false) 
+		return true
+		
+	print("message was not handled")
+	return false
+
+func _call_method_on_agents(method):
+	var returns = []
+	for agent in agents:
+		returns.append(agent.call(method))
+		
+	return returns
+
+
+func _reset_agents_if_done():
+	for agent in agents:
+		if agent.get_done(): 
+			agent.set_done_false()
+
+func _reset_all_agents():
+	for agent in agents:
+		agent.needs_reset = true
+		#agent.reset()   
+
+func _get_obs_from_agents():
+	var obs = []
+	for agent in agents:
+		obs.append(agent.get_obs())
+
+	return obs
+	
+func _get_reward_from_agents():
+	var rewards = [] 
+	for agent in agents:
+		rewards.append(agent.get_reward())
+		agent.zero_reward()
+	return rewards    
+	
+func _get_done_from_agents():
+	var dones = [] 
+	for agent in agents:
+		var done = agent.get_done()
+		if done: agent.set_done_false()
+		dones.append(done)
+	return dones    
+	
+func _set_agent_actions(actions):
+	for i in range(len(actions)):
+		agents[i].set_action(actions[i])
+	
+func clamp_array(arr : Array, min:float, max:float):
+	var output : Array = []
+	for a in arr:
+		output.append(clamp(a, min, max))
+	return output

asset-license.txt

@@ -0,0 +1,4 @@
+This license is only for the assets in the file "assets\table.blend", and the assets imported from that file used in Godot scenes in this example.
+
+Author: https://github.com/Ivan-267
+License: https://creativecommons.org/licenses/by/4.0/

onnx/model.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:33cedc2c8048dbe22fc954cdac87d249832538b5fd4ee2f382aae396c28f332b
+size 38351

project.godot

@@ -0,0 +1,47 @@
+; Engine configuration file.
+; It's best edited using the editor UI and not directly,
+; since the parameters that go here are not all obvious.
+;
+; Format:
+;   [section] ; section goes between []
+;   param=value ; assign values to parameters
+
+config_version=5
+
+[application]
+
+config/name="AirHockey"
+run/main_scene="res://scenes/TrainingScene/training_scene.tscn"
+config/features=PackedStringArray("4.1", "C#", "Forward Plus")
+config/icon="res://icon.svg"
+
+[dotnet]
+
+project/assembly_name="Ice Hockey"
+
+[editor_plugins]
+
+enabled=PackedStringArray("res://addons/godot_rl_agents/plugin.cfg")
+
+[input]
+
+forward={
+"deadzone": 0.5,
+"events": [null, Object(InputEventKey,"resource_local_to_scene":false,"resource_name":"","device":-1,"window_id":0,"alt_pressed":false,"shift_pressed":false,"ctrl_pressed":false,"meta_pressed":false,"pressed":false,"keycode":0,"physical_keycode":87,"key_label":0,"unicode":119,"echo":false,"script":null)
+]
+}
+backward={
+"deadzone": 0.5,
+"events": [Object(InputEventKey,"resource_local_to_scene":false,"resource_name":"","device":-1,"window_id":0,"alt_pressed":false,"shift_pressed":false,"ctrl_pressed":false,"meta_pressed":false,"pressed":false,"keycode":0,"physical_keycode":83,"key_label":0,"unicode":115,"echo":false,"script":null)
+]
+}
+left={
+"deadzone": 0.5,
+"events": [Object(InputEventKey,"resource_local_to_scene":false,"resource_name":"","device":-1,"window_id":0,"alt_pressed":false,"shift_pressed":false,"ctrl_pressed":false,"meta_pressed":false,"pressed":false,"keycode":0,"physical_keycode":65,"key_label":0,"unicode":97,"echo":false,"script":null)
+]
+}
+right={
+"deadzone": 0.5,
+"events": [Object(InputEventKey,"resource_local_to_scene":false,"resource_name":"","device":-1,"window_id":0,"alt_pressed":false,"shift_pressed":false,"ctrl_pressed":false,"meta_pressed":false,"pressed":false,"keycode":0,"physical_keycode":68,"key_label":0,"unicode":100,"echo":false,"script":null)
+]
+}

scenes/GameScene/AIController3D.gd

@@ -0,0 +1,122 @@
+extends AIController3D
+
+@export var raycast_sensor: Node3D
+@export var other_player_raycast_sensor: Node3D
+@export var puck: RigidBody3D
+
+var raycast_sensor_previous_frame
+var other_player_raycast_sensor_previous_frame
+
+const POSITION_NORMALIZATION_FACTOR: float = 6.50
+const VELOCITY_NORMALIZATION_FACTOR: float = 5.8
+
+func _physics_process(delta):
+	n_steps += 1
+	if n_steps > reset_after:
+		needs_reset = true
+		done = true
+
+func get_obs() -> Dictionary:
+	# Positions and velocities are converted to the player's frame of reference
+	# Scaled to be mostly within the -1 to 1 range
+	
+	var puck_position = (
+		_player.to_local(puck.global_position)	/
+		POSITION_NORMALIZATION_FACTOR
+	)
+	var puck_velocity = (
+		(_player.global_transform.basis.inverse() *
+		 puck.linear_velocity) /
+		VELOCITY_NORMALIZATION_FACTOR
+	)			
+	var player_velocity = (
+		(_player.global_transform.basis.inverse() *
+		 _player.linear_velocity) /
+		VELOCITY_NORMALIZATION_FACTOR
+	)
+	var goal_position = (
+		_player.to_local(_player.goal.global_position) /
+		POSITION_NORMALIZATION_FACTOR
+	)	
+	
+	var other_player_relative_position = (
+		_player.to_local(_player.other_player.global_position) /
+		POSITION_NORMALIZATION_FACTOR
+	)
+	var other_player_velocity = (
+		(_player.global_transform.basis.inverse() *
+		 _player.other_player.linear_velocity) /
+		VELOCITY_NORMALIZATION_FACTOR
+	)
+	var other_player_goal_position = (
+		_player.to_local(_player.other_player.goal.global_position) /
+		POSITION_NORMALIZATION_FACTOR
+	)
+	
+	var obs = [
+		# How much of the episode has elapsed
+		n_steps / float(reset_after),
+		puck_position.x,
+		puck_position.z,
+		player_velocity.x,
+		player_velocity.z,
+		puck_velocity.x,
+		puck_velocity.z,
+		goal_position.x,
+		goal_position.z,
+		other_player_relative_position.x,
+		other_player_relative_position.z,
+		other_player_velocity.x,
+		other_player_velocity.z,
+		other_player_goal_position.x,
+		other_player_goal_position.z
+	]
+	
+	# Information for the current and previous frame from raycast sensors
+	# (using two frames to include information about velocity)
+	var ray_obs = raycast_sensor.get_observation()
+	obs.append_array(ray_obs)
+	
+	# If there is not a previous frame, repeat the current frame
+	if not raycast_sensor_previous_frame:
+		raycast_sensor_previous_frame = ray_obs
+
+	obs.append_array(raycast_sensor_previous_frame)
+
+	raycast_sensor_previous_frame = ray_obs
+	
+	var other_player_ray_obs = other_player_raycast_sensor.get_observation()
+	obs.append_array(other_player_ray_obs)
+	
+	if not other_player_raycast_sensor_previous_frame:
+		other_player_raycast_sensor_previous_frame = other_player_ray_obs
+	
+	obs.append_array(other_player_raycast_sensor_previous_frame)
+
+	other_player_raycast_sensor_previous_frame = other_player_ray_obs
+	
+	return {"obs": obs}
+
+func reset():
+	raycast_sensor_previous_frame = null
+	other_player_raycast_sensor_previous_frame = null
+	n_steps = 0
+	needs_reset = false
+
+func get_reward() -> float:
+	return reward
+	
+func get_action_space() -> Dictionary:
+	return {
+		"move" : {
+			"size": 2,
+			"action_type": "continuous"
+		}
+		}
+	
+func set_action(action) -> void:
+	_player.requested_movement = Vector3(
+		clampf(action.move[0], -1, 1),
+		0,
+		clampf(action.move[1], -1, 1)
+		)

scenes/GameScene/game_scene.tscn

@@ -0,0 +1,288 @@
+[gd_scene load_steps=16 format=3 uid="uid://bsicj1i5eb7rm"]
+
+[ext_resource type="PackedScene" uid="uid://wq350orb0r51" path="res://scenes/GameScene/pusher.tscn" id="1_ru1sq"]
+[ext_resource type="PackedScene" uid="uid://dtj1k6ombd4qm" path="res://scenes/GameScene/puck.tscn" id="2_qvw6c"]
+[ext_resource type="Script" path="res://scenes/GameScene/puck.gd" id="3_ai667"]
+
+[sub_resource type="BoxShape3D" id="BoxShape3D_x671e"]
+size = Vector3(4.5, 0.25, 6.5)
+
+[sub_resource type="BoxShape3D" id="BoxShape3D_lolix"]
+size = Vector3(0.25, 1.5, 6.5)
+
+[sub_resource type="BoxShape3D" id="BoxShape3D_vbpub"]
+size = Vector3(4.5, 1.5, 0.25)
+
+[sub_resource type="BoxShape3D" id="BoxShape3D_8mfa3"]
+size = Vector3(0.165072, 1.5, 0.25)
+
+[sub_resource type="StandardMaterial3D" id="StandardMaterial3D_qk2kn"]
+resource_name = "Material"
+vertex_color_use_as_albedo = true
+albedo_color = Color(0.139031, 0.139031, 0.139031, 1)
+roughness = 0.817365
+
+[sub_resource type="StandardMaterial3D" id="StandardMaterial3D_kf563"]
+resource_name = "Material.001"
+vertex_color_use_as_albedo = true
+albedo_color = Color(0.498487, 0.602323, 1, 1)
+roughness = 0.17
+
+[sub_resource type="ArrayMesh" id="ArrayMesh_m66dv"]
+_surfaces = [{
+"aabb": AABB(-2.25, -0.174227, -3.25, 4.5, 0.55001, 6.5),
+"format": 4097,
+"index_count": 282,
+"index_data": PackedByteArray(44, 0, 2, 0, 6, 0, 44, 0, 21, 0, 2, 0, 32, 0, 6, 0, 4, 0, 32, 0, 45, 0, 6, 0, 61, 0, 51, 0, 60, 0, 51, 0, 21, 0, 44, 0, 21, 0, 63, 0, 26, 0, 21, 0, 62, 0, 63, 0, 61, 0, 21, 0, 51, 0, 21, 0, 61, 0, 62, 0, 20, 0, 0, 0, 2, 0, 20, 0, 9, 0, 0, 0, 8, 0, 4, 0, 0, 0, 8, 0, 33, 0, 4, 0, 3, 0, 6, 0, 2, 0, 3, 0, 7, 0, 6, 0, 7, 0, 4, 0, 6, 0, 7, 0, 5, 0, 4, 0, 5, 0, 3, 0, 1, 0, 5, 0, 7, 0, 3, 0, 1, 0, 2, 0, 0, 0, 1, 0, 3, 0, 2, 0, 5, 0, 0, 0, 4, 0, 5, 0, 1, 0, 0, 0, 50, 0, 32, 0, 39, 0, 50, 0, 45, 0, 32, 0, 14, 0, 20, 0, 27, 0, 14, 0, 9, 0, 20, 0, 8, 0, 0, 0, 10, 0, 10, 0, 0, 0, 11, 0, 11, 0, 0, 0, 12, 0, 12, 0, 0, 0, 13, 0, 13, 0, 0, 0, 9, 0, 20, 0, 2, 0, 22, 0, 22, 0, 2, 0, 23, 0, 23, 0, 2, 0, 24, 0, 24, 0, 2, 0, 25, 0, 25, 0, 2, 0, 21, 0, 32, 0, 4, 0, 34, 0, 34, 0, 4, 0, 35, 0, 35, 0, 4, 0, 36, 0, 36, 0, 4, 0, 37, 0, 37, 0, 4, 0, 33, 0, 44, 0, 6, 0, 46, 0, 46, 0, 6, 0, 47, 0, 47, 0, 6, 0, 48, 0, 48, 0, 6, 0, 49, 0, 49, 0, 6, 0, 45, 0, 8, 0, 19, 0, 15, 0, 8, 0, 10, 0, 19, 0, 10, 0, 18, 0, 19, 0, 10, 0, 11, 0, 18, 0, 11, 0, 17, 0, 18, 0, 11, 0, 12, 0, 17, 0, 12, 0, 16, 0, 17, 0, 12, 0, 13, 0, 16, 0, 13, 0, 14, 0, 16, 0, 13, 0, 9, 0, 14, 0, 50, 0, 49, 0, 45, 0, 50, 0, 52, 0, 49, 0, 52, 0, 48, 0, 49, 0, 52, 0, 53, 0, 48, 0, 53, 0, 47, 0, 48, 0, 53, 0, 54, 0, 47, 0, 54, 0, 46, 0, 47, 0, 54, 0, 55, 0, 46, 0, 55, 0, 44, 0, 46, 0, 55, 0, 51, 0, 44, 0, 20, 0, 31, 0, 27, 0, 20, 0, 22, 0, 31, 0, 22, 0, 30, 0, 31, 0, 22, 0, 23, 0, 30, 0, 23, 0, 29, 0, 30, 0, 23, 0, 24, 0, 29, 0, 24, 0, 28, 0, 29, 0, 24, 0, 25, 0, 28, 0, 25, 0, 26, 0, 28, 0, 25, 0, 21, 0, 26, 0, 32, 0, 43, 0, 39, 0, 32, 0, 34, 0, 43, 0, 34, 0, 42, 0, 43, 0, 34, 0, 35, 0, 42, 0, 35, 0, 41, 0, 42, 0, 35, 0, 36, 0, 41, 0, 36, 0, 40, 0, 41, 0, 36, 0, 37, 0, 40, 0, 37, 0, 38, 0, 40, 0, 37, 0, 33, 0, 38, 0, 59, 0, 15, 0, 58, 0, 15, 0, 33, 0, 8, 0, 33, 0, 57, 0, 38, 0, 33, 0, 56, 0, 57, 0, 59, 0, 33, 0, 15, 0, 59, 0, 56, 0, 33, 0),
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+"attribute_data": PackedByteArray(0, 0, 0, 62, 0, 0, 128, 62, 0, 0, 192, 62, 0, 0, 0, 0, 0, 0, 192, 62, 0, 0, 128, 63, 0, 0, 32, 63, 0, 0, 0, 0, 0, 0, 32, 63, 0, 0, 128, 63, 0, 0, 96, 63, 0, 0, 128, 62, 0, 0, 0, 62, 0, 0, 0, 63, 0, 0, 192, 62, 0, 0, 64, 63, 0, 0, 192, 62, 0, 0, 64, 63, 0, 0, 192, 62, 0, 0, 128, 62, 0, 0, 192, 62, 0, 0, 128, 62, 0, 0, 192, 62, 0, 0, 128, 62, 0, 0, 32, 63, 0, 0, 128, 62, 0, 0, 32, 63, 0, 0, 128, 62, 0, 0, 32, 63, 0, 0, 128, 62, 0, 0, 32, 63, 0, 0, 64, 63, 0, 0, 32, 63, 0, 0, 64, 63, 0, 0, 96, 63, 0, 0, 0, 63, 0, 0, 192, 62, 0, 0, 0, 63, 0, 0, 192, 62, 0, 0, 0, 63, 0, 0, 192, 62, 0, 0, 0, 63, 0, 0, 32, 63, 0, 0, 0, 63, 0, 0, 32, 63, 0, 0, 0, 63, 0, 0, 32, 63, 0, 0, 0, 63, 0, 0, 32, 63, 204, 204, 76, 63, 0, 0, 96, 63, 104, 102, 230, 62, 47, 51, 51, 62, 104, 102, 230, 62, 0, 0, 0, 62, 104, 102, 230, 62, 0, 0, 192, 62, 204, 204, 76, 63, 0, 0, 192, 62, 104, 102, 230, 62, 0, 0, 192, 62, 104, 102, 230, 62, 0, 0, 32, 63, 104, 102, 230, 62, 0, 0, 32, 63, 104, 102, 230, 62, 0, 0, 0, 62, 154, 153, 153, 62, 0, 0, 192, 62, 51, 51, 115, 63, 0, 0, 32, 63, 51, 51, 115, 63, 0, 0, 96, 63, 154, 153, 153, 62, 0, 0, 32, 63, 154, 153, 153, 62, 0, 0, 32, 63, 154, 153, 153, 62, 0, 0, 192, 62, 154, 153, 153, 62, 0, 0, 192, 62, 154, 153, 153, 62, 103, 102, 166, 62, 154, 153, 153, 62),
+"format": 4119,
+"index_count": 66,
+"index_data": PackedByteArray(28, 0, 16, 0, 8, 0, 28, 0, 24, 0, 16, 0, 7, 0, 23, 0, 19, 0, 7, 0, 15, 0, 23, 0, 21, 0, 29, 0, 18, 0, 21, 0, 31, 0, 29, 0, 26, 0, 20, 0, 30, 0, 20, 0, 27, 0, 6, 0, 26, 0, 27, 0, 20, 0, 25, 0, 22, 0, 17, 0, 25, 0, 32, 0, 22, 0, 35, 0, 2, 0, 4, 0, 35, 0, 34, 0, 2, 0, 9, 0, 37, 0, 12, 0, 9, 0, 39, 0, 37, 0, 10, 0, 3, 0, 1, 0, 10, 0, 14, 0, 3, 0, 41, 0, 0, 0, 33, 0, 0, 0, 40, 0, 11, 0, 0, 0, 41, 0, 40, 0, 13, 0, 36, 0, 5, 0, 13, 0, 38, 0, 36, 0),
+"material": SubResource("StandardMaterial3D_kf563"),
+"name": "Material.001",
+"primitive": 3,
+"vertex_count": 42,
+"vertex_data": PackedByteArray(0, 0, 0, 191, 248, 46, 155, 61, 205, 204, 76, 64, 255, 127, 255, 255, 255, 255, 255, 63, 0, 0, 0, 191, 248, 46, 155, 61, 205, 204, 76, 64, 255, 255, 255, 255, 255, 127, 0, 0, 0, 0, 0, 191, 248, 46, 155, 61, 205, 204, 76, 64, 255, 255, 255, 127, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 205, 204, 76, 64, 255, 255, 255, 255, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 205, 204, 76, 64, 255, 255, 255, 127, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 205, 204, 76, 64, 255, 127, 0, 0, 0, 0, 255, 63, 0, 0, 0, 191, 248, 46, 155, 61, 204, 204, 76, 192, 255, 127, 255, 255, 255, 255, 255, 63, 0, 0, 0, 191, 248, 46, 155, 61, 204, 204, 76, 192, 255, 127, 255, 127, 255, 127, 0, 0, 0, 0, 0, 191, 248, 46, 155, 61, 204, 204, 76, 192, 255, 255, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 248, 46, 155, 61, 205, 204, 76, 64, 0, 0, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 248, 46, 155, 61, 205, 204, 76, 64, 255, 255, 255, 255, 255, 127, 0, 0, 0, 0, 0, 63, 248, 46, 155, 61, 205, 204, 76, 64, 255, 127, 255, 255, 255, 255, 255, 63, 0, 0, 0, 63, 228, 253, 51, 62, 205, 204, 76, 64, 0, 0, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 228, 253, 51, 62, 205, 204, 76, 64, 255, 127, 0, 0, 0, 0, 255, 63, 0, 0, 0, 63, 228, 253, 51, 62, 205, 204, 76, 64, 255, 255, 255, 255, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 204, 204, 76, 192, 255, 127, 255, 127, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 204, 204, 76, 192, 255, 255, 255, 127, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 204, 204, 76, 192, 255, 127, 0, 0, 0, 0, 255, 63, 0, 0, 0, 63, 248, 46, 155, 61, 204, 204, 76, 192, 0, 0, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 248, 46, 155, 61, 204, 204, 76, 192, 255, 127, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 248, 46, 155, 61, 204, 204, 76, 192, 255, 127, 255, 255, 255, 255, 255, 63, 0, 0, 0, 63, 228, 253, 51, 62, 204, 204, 76, 192, 0, 0, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 228, 253, 51, 62, 204, 204, 76, 192, 255, 127, 0, 0, 0, 0, 255, 63, 0, 0, 0, 63, 228, 253, 51, 62, 204, 204, 76, 192, 255, 127, 255, 127, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 0, 0, 64, 192, 255, 255, 255, 127, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 0, 0, 64, 192, 255, 127, 0, 0, 0, 0, 255, 63, 160, 153, 153, 190, 248, 46, 155, 61, 0, 0, 64, 192, 255, 127, 255, 255, 255, 255, 255, 63, 0, 0, 0, 191, 248, 46, 155, 61, 0, 0, 64, 192, 255, 127, 255, 255, 255, 255, 255, 63, 0, 0, 0, 191, 248, 46, 155, 61, 0, 0, 64, 192, 255, 255, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 248, 46, 155, 61, 0, 0, 64, 192, 0, 0, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 248, 46, 155, 61, 0, 0, 64, 192, 255, 127, 255, 255, 255, 255, 255, 63, 0, 0, 0, 63, 228, 253, 51, 62, 0, 0, 64, 192, 0, 0, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 228, 253, 51, 62, 0, 0, 64, 192, 255, 127, 0, 0, 0, 0, 255, 63, 0, 0, 0, 191, 248, 46, 155, 61, 0, 0, 64, 64, 255, 127, 255, 255, 255, 255, 255, 63, 0, 0, 0, 191, 248, 46, 155, 61, 0, 0, 64, 64, 255, 255, 255, 127, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 0, 0, 64, 64, 255, 255, 255, 127, 255, 127, 0, 0, 0, 0, 0, 191, 228, 253, 51, 62, 0, 0, 64, 64, 255, 127, 0, 0, 0, 0, 255, 63, 0, 0, 0, 63, 228, 253, 51, 62, 0, 0, 64, 64, 0, 0, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 228, 253, 51, 62, 0, 0, 64, 64, 255, 127, 0, 0, 0, 0, 255, 63, 0, 0, 0, 63, 248, 46, 155, 61, 0, 0, 64, 64, 0, 0, 255, 127, 255, 127, 0, 0, 0, 0, 0, 63, 248, 46, 155, 61, 0, 0, 64, 64, 255, 127, 255, 255, 255, 255, 255, 63, 152, 153, 153, 62, 248, 46, 155, 61, 0, 0, 64, 64, 255, 127, 255, 255, 255, 255, 255, 63)
+}]
+blend_shape_mode = 0
+shadow_mesh = SubResource("ArrayMesh_m66dv")
+
+[sub_resource type="StandardMaterial3D" id="StandardMaterial3D_sovth"]
+albedo_color = Color(0, 0, 0, 1)
+
+[sub_resource type="BoxMesh" id="BoxMesh_22b21"]
+material = SubResource("StandardMaterial3D_sovth")
+size = Vector3(4, 0.1, 0.05)
+
+[sub_resource type="BoxShape3D" id="BoxShape3D_prddk"]
+size = Vector3(5, 2, 0.05)
+
+[sub_resource type="BoxShape3D" id="BoxShape3D_pi1b7"]
+size = Vector3(1.05, 1, 1.237)
+
+[node name="GameScene" type="Node3D"]
+
+[node name="Pusher" parent="." node_paths=PackedStringArray("puck", "goal", "other_player") instance=ExtResource("1_ru1sq")]
+transform = Transform3D(-1, 0, -8.74228e-08, 0, 1, 0, 8.74228e-08, 0, -1, 0, 0.135, -1.6176)
+collision_mask = 515
+puck = NodePath("../Puck")
+goal = NodePath("../Goal2")
+other_player = NodePath("../Pusher2")
+
+[node name="AIController3D" parent="Pusher" index="2" node_paths=PackedStringArray("raycast_sensor", "other_player_raycast_sensor", "puck")]
+raycast_sensor = NodePath("../RayCastSensor3D")
+other_player_raycast_sensor = NodePath("../../Pusher2/RayCastSensor3D")
+puck = NodePath("../../Puck")
+
+[node name="Pusher2" parent="." node_paths=PackedStringArray("puck", "goal", "other_player") instance=ExtResource("1_ru1sq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0.135, 1.618)
+puck = NodePath("../Puck")
+goal = NodePath("../Goal2")
+other_player = NodePath("../Pusher")
+
+[node name="AIController3D" parent="Pusher2" index="2" node_paths=PackedStringArray("raycast_sensor", "other_player_raycast_sensor", "puck")]
+raycast_sensor = NodePath("../../Pusher/RayCastSensor3D")
+other_player_raycast_sensor = NodePath("../../Pusher/RayCastSensor3D")
+puck = NodePath("../../Puck")
+
+[node name="Puck" parent="." instance=ExtResource("2_qvw6c")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0.00724453, 0.133721, 0.00683117)
+collision_mask = 5
+gravity_scale = 1.0
+script = ExtResource("3_ai667")
+
+[node name="Table" type="StaticBody3D" parent="."]
+
+[node name="CollisionShape3D" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, -0.05, 0)
+shape = SubResource("BoxShape3D_x671e")
+
+[node name="CollisionShape3D2" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 2.125, 0.225, 0)
+shape = SubResource("BoxShape3D_lolix")
+
+[node name="CollisionShape3D3" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -2.125, 0.225, 0)
+shape = SubResource("BoxShape3D_lolix")
+
+[node name="CollisionShape3D4" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0.225, -3.1247)
+shape = SubResource("BoxShape3D_vbpub")
+
+[node name="CollisionShape3D5" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0.225, 3.125)
+shape = SubResource("BoxShape3D_vbpub")
+
+[node name="corner" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.987625, 0, -0.156831, 0, 1, 0, 0.156831, 0, 0.987625, -1.69138, 0.225, 3.11313)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner2" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.882948, 0, -0.469472, 0, 1, 0, 0.469472, 0, 0.882948, -1.84145, 0.225, 3.06277)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner3" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.707107, 0, -0.707107, 0, 1, 0, 0.707107, 0, 0.707107, -1.96369, 0.225, 2.97345)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner4" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.461764, 0, -0.887003, 0, 1, 0, 0.887003, 0, 0.461764, -2.05896, 0.225, 2.84575)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner5" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.148396, 0, -0.988928, 0, 1, 0, 0.988928, 0, 0.148396, -2.11085, 0.225, 2.68723)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner6" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.156831, 0, 0.987625, 0, 1, 0, -0.987625, 0, 0.156831, 2.11041, 0.225, 2.69458)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner7" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.469472, 0, 0.882948, 0, 1, 0, -0.882948, 0, 0.469472, 2.06005, 0.225, 2.84465)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner8" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.707107, 0, 0.707107, 0, 1, 0, -0.707107, 0, 0.707107, 1.97073, 0.225, 2.96689)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner9" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.887003, 0, 0.461764, 0, 1, 0, -0.461764, 0, 0.887003, 1.84303, 0.225, 3.06216)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner10" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(0.988928, 0, 0.148396, 0, 1, 0, -0.148396, 0, 0.988928, 1.68451, 0.225, 3.11405)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner11" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.987625, 0, 0.156831, 0, 1, 0, -0.156831, 0, -0.987625, 1.69186, 0.225, -3.11453)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner12" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.882948, 0, 0.469472, 0, 1, 0, -0.469472, 0, -0.882948, 1.84194, 0.225, -3.06418)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner13" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.707107, 0, 0.707107, 0, 1, 0, -0.707107, 0, -0.707107, 1.96417, 0.225, -2.97485)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner14" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.461764, 0, 0.887003, 0, 1, 0, -0.887003, 0, -0.461764, 2.05944, 0.225, -2.84715)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner15" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.148396, 0, 0.988928, 0, 1, 0, -0.988928, 0, -0.148396, 2.11133, 0.225, -2.68863)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner16" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.156831, 0, -0.987625, 0, 1, 0, 0.987625, 0, -0.156831, -2.10993, 0.225, -2.69598)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner17" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.469471, 0, -0.882948, 0, 1, 0, 0.882948, 0, -0.469471, -2.05957, 0.225, -2.84606)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner18" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.707107, 0, -0.707107, 0, 1, 0, 0.707107, 0, -0.707107, -1.97025, 0.225, -2.96829)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner19" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.887003, 0, -0.461764, 0, 1, 0, 0.461764, 0, -0.887003, -1.84254, 0.225, -3.06356)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="corner20" type="CollisionShape3D" parent="Table"]
+transform = Transform3D(-0.988928, 0, -0.148397, 0, 1, 0, 0.148397, 0, -0.988928, -1.68403, 0.225, -3.11545)
+shape = SubResource("BoxShape3D_8mfa3")
+
+[node name="table" type="MeshInstance3D" parent="Table"]
+mesh = SubResource("ArrayMesh_3768v")
+skeleton = NodePath("")
+
+[node name="middle_line" type="MeshInstance3D" parent="Table"]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0.0318991, 0)
+mesh = SubResource("BoxMesh_22b21")
+
+[node name="MiddleBarrier" type="StaticBody3D" parent="."]
+collision_layer = 512
+collision_mask = 0
+
+[node name="CollisionShape3D" type="CollisionShape3D" parent="MiddleBarrier"]
+shape = SubResource("BoxShape3D_prddk")
+
+[node name="Goal" type="Area3D" parent="."]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, -3.55233)
+collision_layer = 0
+collision_mask = 2
+monitorable = false
+
+[node name="CollisionShape3D" type="CollisionShape3D" parent="Goal"]
+shape = SubResource("BoxShape3D_pi1b7")
+
+[node name="Goal2" type="Area3D" parent="."]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 3.552)
+collision_layer = 0
+collision_mask = 2
+monitorable = false
+
+[node name="CollisionShape3D" type="CollisionShape3D" parent="Goal2"]
+shape = SubResource("BoxShape3D_pi1b7")
+
+[connection signal="body_entered" from="Goal" to="Pusher2" method="_on_goal_body_entered"]
+[connection signal="body_entered" from="Goal" to="Puck" method="_on_goal_body_entered"]
+[connection signal="body_entered" from="Goal2" to="Pusher" method="_on_goal_body_entered"]
+[connection signal="body_entered" from="Goal2" to="Puck" method="_on_goal_body_entered"]
+
+[editable path="Pusher"]
+[editable path="Pusher2"]

scenes/GameScene/puck.gd

@@ -0,0 +1,15 @@
+extends RigidBody3D
+class_name Puck
+
+var _initial_position: Vector3
+
+func _ready():
+	_initial_position = position
+	reset()
+
+func _on_goal_body_entered(_body):
+	reset()
+
+func reset():
+	position = _initial_position + (Vector3.RIGHT * randf_range(-1.2,1.2))
+	linear_velocity = Vector3.ZERO

scenes/GameScene/puck.tscn

@@ -0,0 +1,71 @@
+[gd_scene load_steps=6 format=3 uid="uid://dtj1k6ombd4qm"]
+
+[sub_resource type="PhysicsMaterial" id="PhysicsMaterial_rjp52"]
+friction = 0.01
+bounce = 0.5
+
+[sub_resource type="StandardMaterial3D" id="StandardMaterial3D_vqhyw"]
+resource_name = "Material.002"
+cull_mode = 2
+vertex_color_use_as_albedo = true
+albedo_color = Color(0.492203, 0.00604811, 0, 1)
+
+[sub_resource type="ArrayMesh" id="ArrayMesh_k1b3a"]
+_surfaces = [{
+"aabb": AABB(-0.2, -0.025, -0.2, 0.4, 0.05, 0.4),
+"format": 4097,
+"index_count": 372,
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190, 205, 204, 204, 60, 195, 143, 227, 61, 255, 127, 255, 255, 255, 255, 255, 191, 244, 72, 42, 190, 205, 204, 204, 60, 195, 143, 227, 61, 150, 44, 255, 127, 149, 172, 255, 191, 244, 72, 42, 190, 205, 204, 204, 60, 195, 143, 227, 61, 178, 57, 255, 127, 177, 185, 255, 191, 229, 53, 61, 190, 205, 204, 204, 188, 69, 191, 156, 61, 203, 29, 255, 127, 202, 157, 255, 191, 229, 53, 61, 190, 205, 204, 204, 188, 69, 191, 156, 61, 150, 44, 255, 127, 149, 172, 255, 191, 229, 53, 61, 190, 205, 204, 204, 188, 69, 191, 156, 61, 255, 127, 0, 0, 255, 255, 255, 63, 229, 53, 61, 190, 205, 204, 204, 60, 69, 191, 156, 61, 255, 127, 255, 255, 254, 255, 255, 191, 229, 53, 61, 190, 205, 204, 204, 60, 69, 191, 156, 61, 203, 29, 255, 127, 202, 157, 255, 191, 229, 53, 61, 190, 205, 204, 204, 60, 69, 191, 156, 61, 150, 44, 255, 127, 149, 172, 255, 191, 101, 221, 72, 190, 205, 204, 204, 188, 104, 209, 31, 61, 121, 11, 255, 127, 120, 139, 255, 191, 101, 221, 72, 190, 205, 204, 204, 188, 104, 209, 31, 61, 203, 29, 255, 127, 202, 157, 255, 191, 101, 221, 72, 190, 205, 204, 204, 188, 104, 209, 31, 61, 255, 127, 0, 0, 255, 255, 255, 63, 101, 221, 72, 190, 205, 204, 204, 60, 104, 209, 31, 61, 255, 127, 255, 255, 254, 255, 255, 191, 101, 221, 72, 190, 205, 204, 204, 60, 104, 209, 31, 61, 121, 11, 255, 127, 120, 139, 255, 191, 101, 221, 72, 190, 205, 204, 204, 60, 104, 209, 31, 61, 203, 29, 255, 127, 202, 157, 255, 191, 205, 204, 76, 190, 205, 204, 204, 188, 0, 0, 0, 128, 0, 0, 120, 139, 134, 116, 255, 191, 205, 204, 76, 190, 205, 204, 204, 188, 0, 0, 0, 128, 121, 11, 255, 127, 120, 139, 255, 191, 205, 204, 76, 190, 205, 204, 204, 188, 0, 0, 0, 128, 255, 127, 0, 0, 255, 255, 255, 63, 205, 204, 76, 190, 205, 204, 204, 60, 0, 0, 0, 128, 255, 127, 255, 255, 255, 255, 255, 191, 205, 204, 76, 190, 205, 204, 204, 60, 0, 0, 0, 128, 0, 0, 120, 139, 134, 116, 255, 191, 205, 204, 76, 190, 205, 204, 204, 60, 0, 0, 0, 128, 121, 11, 255, 127, 120, 139, 255, 191, 101, 221, 72, 190, 205, 204, 204, 188, 104, 209, 31, 189, 0, 0, 120, 139, 134, 116, 255, 191, 101, 221, 72, 190, 205, 204, 204, 188, 104, 209, 31, 189, 0, 0, 202, 157, 52, 98, 255, 191, 101, 221, 72, 190, 205, 204, 204, 188, 104, 209, 31, 189, 255, 127, 0, 0, 255, 255, 255, 63, 101, 221, 72, 190, 205, 204, 204, 60, 104, 209, 31, 189, 255, 127, 255, 255, 255, 255, 255, 191, 101, 221, 72, 190, 205, 204, 204, 60, 104, 209, 31, 189, 0, 0, 120, 139, 134, 116, 255, 191, 101, 221, 72, 190, 205, 204, 204, 60, 104, 209, 31, 189, 0, 0, 202, 157, 52, 98, 255, 191, 229, 53, 61, 190, 205, 204, 204, 188, 69, 191, 156, 189, 0, 0, 202, 157, 52, 98, 255, 191, 229, 53, 61, 190, 205, 204, 204, 188, 69, 191, 156, 189, 0, 0, 149, 172, 105, 83, 255, 191, 229, 53, 61, 190, 205, 204, 204, 188, 69, 191, 156, 189, 255, 127, 0, 0, 254, 255, 255, 63, 229, 53, 61, 190, 205, 204, 204, 60, 69, 191, 156, 189, 255, 127, 255, 255, 255, 255, 255, 191, 229, 53, 61, 190, 205, 204, 204, 60, 69, 191, 156, 189, 0, 0, 202, 157, 52, 98, 255, 191, 229, 53, 61, 190, 205, 204, 204, 60, 69, 191, 156, 189, 0, 0, 149, 172, 105, 83, 255, 191, 244, 72, 42, 190, 205, 204, 204, 188, 195, 143, 227, 189, 0, 0, 149, 172, 105, 83, 255, 191, 244, 72, 42, 190, 205, 204, 204, 188, 195, 143, 227, 189, 0, 0, 177, 185, 77, 70, 255, 191, 244, 72, 42, 190, 205, 204, 204, 188, 195, 143, 227, 189, 255, 127, 0, 0, 255, 255, 255, 63, 244, 72, 42, 190, 205, 204, 204, 60, 195, 143, 227, 189, 255, 127, 255, 255, 254, 255, 255, 191, 244, 72, 42, 190, 205, 204, 204, 60, 195, 143, 227, 189, 0, 0, 149, 172, 105, 83, 255, 191, 244, 72, 42, 190, 205, 204, 204, 60, 195, 143, 227, 189, 0, 0, 177, 185, 77, 70, 255, 191, 195, 208, 16, 190, 205, 204, 204, 188, 195, 208, 16, 190, 0, 0, 177, 185, 77, 70, 255, 191, 195, 208, 16, 190, 205, 204, 204, 188, 195, 208, 16, 190, 0, 0, 76, 198, 178, 57, 255, 191, 195, 208, 16, 190, 205, 204, 204, 188, 195, 208, 16, 190, 255, 127, 0, 0, 254, 255, 255, 63, 195, 208, 16, 190, 205, 204, 204, 60, 195, 208, 16, 190, 255, 127, 255, 255, 255, 255, 255, 191, 195, 208, 16, 190, 205, 204, 204, 60, 195, 208, 16, 190, 0, 0, 177, 185, 77, 70, 255, 191, 195, 208, 16, 190, 205, 204, 204, 60, 195, 208, 16, 190, 0, 0, 76, 198, 178, 57, 255, 191, 195, 143, 227, 189, 205, 204, 204, 188, 244, 72, 42, 190, 0, 0, 76, 198, 178, 57, 255, 191, 195, 143, 227, 189, 205, 204, 204, 188, 244, 72, 42, 190, 0, 0, 104, 211, 150, 44, 255, 191, 195, 143, 227, 189, 205, 204, 204, 188, 244, 72, 42, 190, 255, 127, 0, 0, 255, 255, 255, 63, 195, 143, 227, 189, 205, 204, 204, 60, 244, 72, 42, 190, 0, 0, 76, 198, 178, 57, 255, 191, 195, 143, 227, 189, 205, 204, 204, 60, 244, 72, 42, 190, 0, 0, 104, 211, 150, 44, 255, 191, 195, 143, 227, 189, 205, 204, 204, 60, 244, 72, 42, 190, 255, 127, 255, 255, 255, 255, 255, 191, 69, 191, 156, 189, 205, 204, 204, 188, 229, 53, 61, 190, 0, 0, 104, 211, 150, 44, 255, 191, 69, 191, 156, 189, 205, 204, 204, 188, 229, 53, 61, 190, 0, 0, 51, 226, 203, 29, 255, 191, 69, 191, 156, 189, 205, 204, 204, 188, 229, 53, 61, 190, 255, 127, 0, 0, 254, 255, 255, 63, 69, 191, 156, 189, 205, 204, 204, 60, 229, 53, 61, 190, 0, 0, 104, 211, 150, 44, 255, 191, 69, 191, 156, 189, 205, 204, 204, 60, 229, 53, 61, 190, 0, 0, 51, 226, 203, 29, 255, 191, 69, 191, 156, 189, 205, 204, 204, 60, 229, 53, 61, 190, 255, 127, 255, 255, 255, 255, 255, 191, 104, 209, 31, 189, 205, 204, 204, 188, 101, 221, 72, 190, 0, 0, 51, 226, 203, 29, 255, 191, 104, 209, 31, 189, 205, 204, 204, 188, 101, 221, 72, 190, 0, 0, 133, 244, 121, 11, 255, 191, 104, 209, 31, 189, 205, 204, 204, 188, 101, 221, 72, 190, 255, 127, 0, 0, 254, 255, 255, 63, 104, 209, 31, 189, 205, 204, 204, 60, 101, 221, 72, 190, 0, 0, 51, 226, 203, 29, 255, 191, 104, 209, 31, 189, 205, 204, 204, 60, 101, 221, 72, 190, 0, 0, 133, 244, 121, 11, 255, 191, 104, 209, 31, 189, 205, 204, 204, 60, 101, 221, 72, 190, 255, 127, 255, 255, 254, 255, 255, 191, 0, 0, 0, 0, 205, 204, 204, 188, 205, 204, 76, 190, 0, 0, 90, 213, 121, 11, 255, 191, 0, 0, 0, 0, 205, 204, 204, 188, 205, 204, 76, 190, 255, 127, 0, 0, 0, 0, 187, 197, 0, 0, 0, 0, 205, 204, 204, 60, 205, 204, 76, 190, 0, 0, 92, 206, 121, 11, 255, 191, 69, 191, 156, 61, 205, 204, 204, 60, 229, 53, 61, 190, 255, 127, 0, 0, 0, 0, 228, 206, 69, 191, 156, 61, 205, 204, 204, 60, 229, 53, 61, 190, 255, 127, 255, 255, 0, 0, 228, 206, 205, 204, 76, 62, 205, 204, 204, 188, 0, 0, 0, 128, 255, 127, 0, 0, 0, 0, 66, 250, 205, 204, 76, 62, 205, 204, 204, 188, 0, 0, 0, 128, 255, 127, 255, 255, 0, 0, 66, 250, 229, 53, 61, 62, 205, 204, 204, 60, 69, 191, 156, 61, 255, 127, 255, 255, 255, 255, 179, 233, 229, 53, 61, 62, 205, 204, 204, 60, 69, 191, 156, 61, 255, 127, 0, 0, 255, 255, 179, 233, 0, 0, 0, 0, 205, 204, 204, 188, 205, 204, 76, 62, 255, 127, 0, 0, 133, 244, 255, 191, 0, 0, 0, 0, 205, 204, 204, 188, 205, 204, 76, 62, 255, 127, 255, 255, 133, 244, 255, 191, 69, 191, 156, 189, 205, 204, 204, 60, 229, 53, 61, 62, 105, 127, 139, 255, 104, 211, 255, 191, 69, 191, 156, 189, 205, 204, 204, 60, 229, 53, 61, 62, 255, 127, 0, 0, 104, 211, 255, 191, 205, 204, 76, 190, 205, 204, 204, 188, 0, 0, 0, 128, 255, 127, 0, 0, 134, 116, 255, 191, 205, 204, 76, 190, 205, 204, 204, 188, 0, 0, 0, 128, 3, 112, 187, 243, 134, 116, 255, 191, 205, 204, 76, 190, 205, 204, 204, 188, 0, 0, 0, 128, 0, 0, 139, 190, 134, 116, 255, 191, 229, 53, 61, 190, 205, 204, 204, 60, 69, 191, 156, 189, 28, 103, 230, 236, 52, 98, 255, 191, 69, 191, 156, 61, 205, 204, 204, 60, 229, 53, 61, 190, 255, 127, 255, 255, 0, 0, 228, 206, 195, 208, 16, 62, 205, 204, 204, 188, 195, 208, 16, 190, 255, 127, 255, 255, 0, 0, 216, 220, 229, 53, 61, 62, 205, 204, 204, 60, 69, 191, 156, 61, 255, 127, 255, 255, 255, 255, 179, 233, 0, 0, 0, 0, 205, 204, 204, 188, 205, 204, 76, 62, 237, 151, 255, 127, 133, 244, 255, 191, 0, 0, 0, 0, 205, 204, 204, 188, 205, 204, 76, 62, 255, 127, 255, 255, 133, 244, 255, 191, 69, 191, 156, 189, 205, 204, 204, 60, 229, 53, 61, 62, 255, 127, 255, 255, 104, 211, 255, 191, 195, 208, 16, 190, 205, 204, 204, 188, 195, 208, 16, 62, 255, 127, 255, 255, 177, 185, 255, 191, 229, 53, 61, 190, 205, 204, 204, 188, 69, 191, 156, 189, 0, 0, 143, 184, 52, 98, 255, 191, 229, 53, 61, 190, 205, 204, 204, 60, 69, 191, 156, 189, 255, 127, 255, 255, 52, 98, 255, 191)
+}]
+blend_shape_mode = 0
+shadow_mesh = SubResource("ArrayMesh_k1b3a")
+
+[sub_resource type="CylinderShape3D" id="CylinderShape3D_22620"]
+margin = 0.08
+height = 0.329963
+radius = 0.250175
+
+[node name="Puck" type="RigidBody3D"]
+collision_layer = 2
+input_ray_pickable = false
+axis_lock_linear_y = true
+axis_lock_angular_x = true
+axis_lock_angular_y = true
+axis_lock_angular_z = true
+mass = 3.0
+physics_material_override = SubResource("PhysicsMaterial_rjp52")
+gravity_scale = 0.0
+continuous_cd = true
+max_contacts_reported = 3
+contact_monitor = true
+lock_rotation = true
+
+[node name="puck" type="MeshInstance3D" parent="."]
+mesh = SubResource("ArrayMesh_ymv1m")
+skeleton = NodePath("")
+
+[node name="CollisionShape3D" type="CollisionShape3D" parent="."]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0.140387, 0)
+shape = SubResource("CylinderShape3D_22620")

scenes/GameScene/pusher.gd

@@ -0,0 +1,66 @@
+extends RigidBody3D
+class_name Pusher
+
+@export var acceleration := 1000
+var requested_movement: Vector3
+
+@onready var _AIController3D: AIController3D = $AIController3D
+@export var puck: Puck
+@export var goal: Area3D
+@export var other_player: Pusher
+
+var _initial_position: Vector3
+
+func _ready():
+	_AIController3D.init(self)
+	_initial_position = position
+
+func reset():
+	position = _initial_position
+	
+func _physics_process(_delta):
+	if _AIController3D.needs_reset:
+		_AIController3D.reset()
+		reset()
+	
+	var movement: Vector3
+	
+	if _AIController3D.heuristic != "human":
+		movement = requested_movement
+	else:
+		if Input.is_action_pressed("forward"):
+			movement.z -= 1
+		if Input.is_action_pressed("backward"):
+			movement.z += 1
+					
+		if Input.is_action_pressed("left"):
+			movement.x -= 1
+		if Input.is_action_pressed("right"):
+			movement.x += 1
+	
+	if movement:
+		apply_central_force(
+			global_transform.basis *
+			movement.limit_length(1) *
+			acceleration
+			)
+		
+	# Small penalty for standing still
+	if linear_velocity.length() < 0.1:
+		_AIController3D.reward -= 0.00075
+
+
+func _on_body_entered(body: PhysicsBody3D):
+	if body == puck:
+		# Reward for hitting the puck based on velocity
+		_AIController3D.reward += 0.085 * linear_velocity.length()
+
+
+func _on_goal_body_entered(_body):
+	_AIController3D.reward += 10
+	_AIController3D.done = true
+	_AIController3D.needs_reset = true
+	
+	other_player._AIController3D.reward -= 1
+	other_player._AIController3D.done = true
+	other_player._AIController3D.needs_reset = true

scenes/TrainingScene/training_scene.tscn

@@ -0,0 +1,115 @@
+[gd_scene load_steps=6 format=3 uid="uid://b5sssiagwbsw2"]
+
+[ext_resource type="Script" path="res://addons/godot_rl_agents/sync.gd" id="1_1321i"]
+[ext_resource type="PackedScene" uid="uid://bsicj1i5eb7rm" path="res://scenes/GameScene/game_scene.tscn" id="2_uqciq"]
+
+[sub_resource type="ProceduralSkyMaterial" id="ProceduralSkyMaterial_ywvgy"]
+
+[sub_resource type="Sky" id="Sky_vix84"]
+sky_material = SubResource("ProceduralSkyMaterial_ywvgy")
+
+[sub_resource type="Environment" id="Environment_exi2s"]
+background_mode = 2
+sky = SubResource("Sky_vix84")
+ssr_enabled = true
+sdfgi_enabled = true
+glow_enabled = true
+glow_strength = 0.85
+glow_bloom = 0.03
+
+[node name="TrainingScene" type="Node3D"]
+
+[node name="DirectionalLight3D" type="DirectionalLight3D" parent="."]
+transform = Transform3D(-4.37114e-08, -0.906308, 0.422618, 0, 0.422618, 0.906308, -1, 3.9616e-08, -1.84732e-08, 0, 0.49795, 0)
+light_energy = 1.2
+light_indirect_energy = 1.3
+shadow_enabled = true
+
+[node name="Camera3D" type="Camera3D" parent="."]
+transform = Transform3D(0.587785, 0.572062, -0.572061, 0, 0.707107, 0.707107, 0.809017, -0.415627, 0.415627, -3.919, 3.645, 3.178)
+environment = SubResource("Environment_exi2s")
+fov = 69.1
+
+[node name="Sync" type="Node" parent="."]
+script = ExtResource("1_1321i")
+action_repeat = 6
+
+[node name="GameScene" parent="." instance=ExtResource("2_uqciq")]
+
+[node name="GameScene2" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 10, 0, 0)
+
+[node name="GameScene3" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -10, 0, 0)
+
+[node name="GameScene4" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, -10)
+
+[node name="GameScene5" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 10, 0, -10)
+
+[node name="GameScene6" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -10, 0, -10)
+
+[node name="GameScene7" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 10)
+
+[node name="GameScene8" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 10, 0, 10)
+
+[node name="GameScene9" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -10, 0, 10)
+
+[node name="GameScene10" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 30)
+
+[node name="GameScene11" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 10, 0, 30)
+
+[node name="GameScene12" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -10, 0, 30)
+
+[node name="GameScene13" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 20)
+
+[node name="GameScene14" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 10, 0, 20)
+
+[node name="GameScene15" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -10, 0, 20)
+
+[node name="GameScene16" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 40)
+
+[node name="GameScene17" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 10, 0, 40)
+
+[node name="GameScene18" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -10, 0, 40)
+
+[node name="GameScene19" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, -30)
+
+[node name="GameScene20" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 10, 0, -30)
+
+[node name="GameScene21" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -10, 0, -30)
+
+[node name="GameScene22" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, -40)
+
+[node name="GameScene23" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 10, 0, -40)
+
+[node name="GameScene24" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -10, 0, -40)
+
+[node name="GameScene25" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, -20)
+
+[node name="GameScene26" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, 10, 0, -20)
+
+[node name="GameScene27" parent="." instance=ExtResource("2_uqciq")]
+transform = Transform3D(1, 0, 0, 0, 1, 0, 0, 0, 1, -10, 0, -20)