Integrate Group Manager to soccer/retrain with POCA (#5115)

Author: andrewcoh

Project/Assets/ML-Agents/Examples/Soccer/Prefabs/SoccerFieldTwos.prefab

@@ -3,6 +3,12 @@
 using Unity.MLAgents.Actuators;
 using Unity.MLAgents.Policies;
 
+public enum Team
+{
+    Blue = 0,
+    Purple = 1
+}
+
 public class AgentSoccer : Agent
 {
     // Note that that the detectable tags are different for the blue and purple teams. The order is
@@ -12,11 +18,6 @@ public class AgentSoccer : Agent
     // * wall
     // * own teammate
     // * opposing player
-    public enum Team
-    {
-        Blue = 0,
-        Purple = 1
-    }
 
     public enum Position
     {
@@ -28,8 +29,6 @@ public enum Position
     [HideInInspector]
     public Team team;
     float m_KickPower;
-    int m_PlayerIndex;
-    public SoccerFieldArea area;
     // The coefficient for the reward for colliding with a ball. Set using curriculum.
     float m_BallTouch;
     public Position position;
@@ -39,14 +38,13 @@ public enum Position
     float m_LateralSpeed;
     float m_ForwardSpeed;
 
-    [HideInInspector]
-    public float timePenalty;
 
     [HideInInspector]
     public Rigidbody agentRb;
     SoccerSettings m_SoccerSettings;
     BehaviorParameters m_BehaviorParameters;
-    Vector3 m_Transform;
+    public Vector3 initialPos;
+    public float rotSign;
 
     EnvironmentParameters m_ResetParams;
 
@@ -57,12 +55,14 @@ public override void Initialize()
         if (m_BehaviorParameters.TeamId == (int)Team.Blue)
         {
             team = Team.Blue;
-            m_Transform = new Vector3(transform.position.x - 4f, .5f, transform.position.z);
+            initialPos = new Vector3(transform.position.x - 5f, .5f, transform.position.z);
+            rotSign = 1f;
         }
         else
         {
             team = Team.Purple;
-            m_Transform = new Vector3(transform.position.x + 4f, .5f, transform.position.z);
+            initialPos = new Vector3(transform.position.x + 5f, .5f, transform.position.z);
+            rotSign = -1f;
         }
         if (position == Position.Goalie)
         {
@@ -83,16 +83,6 @@ public override void Initialize()
         agentRb = GetComponent<Rigidbody>();
         agentRb.maxAngularVelocity = 500;
 
-        var playerState = new PlayerState
-        {
-            agentRb = agentRb,
-            startingPos = transform.position,
-            agentScript = this,
-        };
-        area.playerStates.Add(playerState);
-        m_PlayerIndex = area.playerStates.IndexOf(playerState);
-        playerState.playerIndex = m_PlayerIndex;
-
         m_ResetParams = Academy.Instance.EnvironmentParameters;
     }
 
@@ -157,11 +147,6 @@ public override void OnActionReceived(ActionBuffers actionBuffers)
             // Existential penalty for Strikers
             AddReward(-m_Existential);
         }
-        else
-        {
-            // Existential penalty cumulant for Generic
-            timePenalty -= m_Existential;
-        }
         MoveAgent(actionBuffers.DiscreteActions);
     }
 
@@ -218,25 +203,7 @@ void OnCollisionEnter(Collision c)
 
     public override void OnEpisodeBegin()
     {
-
-        timePenalty = 0;
         m_BallTouch = m_ResetParams.GetWithDefault("ball_touch", 0);
-        if (team == Team.Purple)
-        {
-            transform.rotation = Quaternion.Euler(0f, -90f, 0f);
-        }
-        else
-        {
-            transform.rotation = Quaternion.Euler(0f, 90f, 0f);
-        }
-        transform.position = m_Transform;
-        agentRb.velocity = Vector3.zero;
-        agentRb.angularVelocity = Vector3.zero;
-        SetResetParameters();
     }
 
-    public void SetResetParameters()
-    {
-        area.ResetBall();
-    }
 }

Project/Assets/ML-Agents/Examples/Soccer/Prefabs/StrikersVsGoalieField.prefab

@@ -2,20 +2,26 @@
 
 public class SoccerBallController : MonoBehaviour
 {
+    public GameObject area;
     [HideInInspector]
-    public SoccerFieldArea area;
+    public SoccerEnvController envController;
     public string purpleGoalTag; //will be used to check if collided with purple goal
     public string blueGoalTag; //will be used to check if collided with blue goal
 
+    void Start()
+    {
+        envController = area.GetComponent<SoccerEnvController>();
+    }
+
     void OnCollisionEnter(Collision col)
     {
         if (col.gameObject.CompareTag(purpleGoalTag)) //ball touched purple goal
         {
-            area.GoalTouched(AgentSoccer.Team.Blue);
+            envController.GoalTouched(Team.Blue);
         }
         if (col.gameObject.CompareTag(blueGoalTag)) //ball touched blue goal
         {
-            area.GoalTouched(AgentSoccer.Team.Purple);
+            envController.GoalTouched(Team.Purple);
         }
     }
 }

Project/Assets/ML-Agents/Examples/Soccer/Scripts/AgentSoccer.cs

@@ -0,0 +1,139 @@
+using System.Collections;
+using System.Collections.Generic;
+using Unity.MLAgents;
+using UnityEngine;
+
+public class SoccerEnvController : MonoBehaviour
+{
+    [System.Serializable]
+    public class PlayerInfo
+    {
+        public AgentSoccer Agent;
+        [HideInInspector]
+        public Vector3 StartingPos;
+        [HideInInspector]
+        public Quaternion StartingRot;
+        [HideInInspector]
+        public Rigidbody Rb;
+    }
+
+
+    /// <summary>
+    /// Max Academy steps before this platform resets
+    /// </summary>
+    /// <returns></returns>
+    [Header("Max Environment Steps")] public int MaxEnvironmentSteps = 25000;
+
+    /// <summary>
+    /// The area bounds.
+    /// </summary>
+
+    /// <summary>
+    /// We will be changing the ground material based on success/failue
+    /// </summary>
+
+    public GameObject ball;
+    [HideInInspector]
+    public Rigidbody ballRb;
+    Vector3 m_BallStartingPos;
+
+    //List of Agents On Platform
+    public List<PlayerInfo> AgentsList = new List<PlayerInfo>();
+
+    private SoccerSettings m_SoccerSettings;
+
+
+    private SimpleMultiAgentGroup m_BlueAgentGroup;
+    private SimpleMultiAgentGroup m_PurpleAgentGroup;
+
+    private int m_ResetTimer;
+
+    void Start()
+    {
+
+        m_SoccerSettings = FindObjectOfType<SoccerSettings>();
+        // Initialize TeamManager
+        m_BlueAgentGroup = new SimpleMultiAgentGroup();
+        m_PurpleAgentGroup = new SimpleMultiAgentGroup();
+        ballRb = ball.GetComponent<Rigidbody>();
+        m_BallStartingPos = new Vector3(ball.transform.position.x, ball.transform.position.y, ball.transform.position.z);
+        foreach (var item in AgentsList)
+        {
+            item.StartingPos = item.Agent.transform.position;
+            item.StartingRot = item.Agent.transform.rotation;
+            item.Rb = item.Agent.GetComponent<Rigidbody>();
+            if (item.Agent.team == Team.Blue)
+            {
+                m_BlueAgentGroup.RegisterAgent(item.Agent);
+            }
+            else
+            {
+                m_PurpleAgentGroup.RegisterAgent(item.Agent);
+            }
+        }
+        ResetScene();
+    }
+
+    void FixedUpdate()
+    {
+        m_ResetTimer += 1;
+        if (m_ResetTimer >= MaxEnvironmentSteps && MaxEnvironmentSteps > 0)
+        {
+            m_BlueAgentGroup.GroupEpisodeInterrupted();
+            m_PurpleAgentGroup.GroupEpisodeInterrupted();
+            ResetScene();
+        }
+    }
+
+
+    public void ResetBall()
+    {
+        var randomPosX = Random.Range(-2.5f, 2.5f);
+        var randomPosZ = Random.Range(-2.5f, 2.5f);
+
+        ball.transform.position = m_BallStartingPos + new Vector3(randomPosX, 0f, randomPosZ); ;
+        ballRb.velocity = Vector3.zero;
+        ballRb.angularVelocity = Vector3.zero;
+
+    }
+
+    public void GoalTouched(Team scoredTeam)
+    {
+        if (scoredTeam == Team.Blue)
+        {
+            m_BlueAgentGroup.AddGroupReward(1 - m_ResetTimer / MaxEnvironmentSteps);
+            m_PurpleAgentGroup.AddGroupReward(-1);
+        }
+        else
+        {
+            m_PurpleAgentGroup.AddGroupReward(1 - m_ResetTimer / MaxEnvironmentSteps);
+            m_BlueAgentGroup.AddGroupReward(-1);
+        }
+        m_PurpleAgentGroup.EndGroupEpisode();
+        m_BlueAgentGroup.EndGroupEpisode();
+        ResetScene();
+
+    }
+
+
+    public void ResetScene()
+    {
+        m_ResetTimer = 0;
+
+        //Reset Agents
+        foreach (var item in AgentsList)
+        {
+            var randomPosX = Random.Range(-5f, 5f);
+            var newStartPos = item.Agent.initialPos + new Vector3(randomPosX, 0f, 0f);
+            var rot = item.Agent.rotSign * Random.Range(80.0f, 100.0f);
+            var newRot = Quaternion.Euler(0, rot, 0);
+            item.Agent.transform.SetPositionAndRotation(newStartPos, newRot);
+
+            item.Rb.velocity = Vector3.zero;
+            item.Rb.angularVelocity = Vector3.zero;
+        }
+
+        //Reset Ball
+        ResetBall();
+    }
+}