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Project/ProjectSettings/DynamicsManager.asset

 --- !u!55 &1
 PhysicsManager:
   m_ObjectHideFlags: 0
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+  serializedVersion: 13
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+  m_DefaultMaxAngularSpeed: 25

Project/ProjectSettings/TagManager.asset

   - symbol_O_Goal
   - purpleAgent
   - purpleGoal
-  - tile
+  - projectile
+  - dodgeBall
+  - dodgeBallPickup
+  - dodgeBallActive
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   - TransparentFX
   - 
   - 
   - invisible
-  - 
-  - 
-  - 
+  - shield
+  - projectile
+  - agent
   - 
   - 
   - 

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 EditorBuildSettings:
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+  m_Scenes:
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Project/ProjectSettings/GraphicsSettings.asset

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+  m_AllowEnlightenSupportForUpgradedProject: 1

Project/ProjectSettings/ProjectVersion.txt

-m_EditorVersion: 2018.4.32f1
+m_EditorVersion: 2019.4.19f1
+m_EditorVersionWithRevision: 2019.4.19f1 (ca5b14067cec)

com.unity.ml-agents.extensions/Runtime/Input/Adaptors/ButtonInputActionAdaptor.cs

 using Unity.MLAgents.Actuators;
 using UnityEngine;
 using UnityEngine.InputSystem;
+using UnityEngine.InputSystem.Controls;
 using UnityEngine.InputSystem.LowLevel;
 
 namespace Unity.MLAgents.Extensions.Input
         }
 
         /// TODO again this might need to be more nuanced for things like continuous buttons.
-        /// <inheritdoc cref="IRLActionInputAdaptor.QueueInputEventForAction"/>
-        public void QueueInputEventForAction(InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
+        /// <inheritdoc cref="IRLActionInputAdaptor.WriteToInputEventForAction"/>
+        public void WriteToInputEventForAction(InputEventPtr eventPtr, InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
-            InputSystem.QueueDeltaStateEvent(control, (byte)val);
+            ((ButtonControl)control).WriteValueIntoEvent((float)val, eventPtr);
         }
 
         /// <inheritdoc cref="IRLActionInputAdaptor.WriteToHeuristic"/>>

com.unity.ml-agents.extensions/Runtime/Input/Adaptors/DoubleInputActionAdaptor.cs

 #if MLA_INPUT_SYSTEM && UNITY_2019_4_OR_NEWER
 using Unity.MLAgents.Actuators;
 using UnityEngine.InputSystem;
+using UnityEngine.InputSystem.Controls;
 using UnityEngine.InputSystem.LowLevel;
 
 namespace Unity.MLAgents.Extensions.Input
             return ActionSpec.MakeContinuous(1);
         }
 
-        /// <inheritdoc cref="IRLActionInputAdaptor.QueueInputEventForAction"/>
-        public void QueueInputEventForAction(InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
+        /// <inheritdoc cref="IRLActionInputAdaptor.WriteToInputEventForAction"/>
+        public void WriteToInputEventForAction(InputEventPtr eventPtr, InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
-            InputSystem.QueueDeltaStateEvent(control,(double)val);
+            ((DoubleControl)control).WriteValueIntoEvent((double)val, eventPtr);
         }
 
         /// <inheritdoc cref="IRLActionInputAdaptor.WriteToHeuristic"/>

com.unity.ml-agents.extensions/Runtime/Input/Adaptors/FloatInputActionAdaptor.cs

             return ActionSpec.MakeContinuous(1);
         }
 
-        /// <inheritdoc cref="IRLActionInputAdaptor.QueueInputEventForAction"/>
-        public void QueueInputEventForAction(InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
+        /// <inheritdoc cref="IRLActionInputAdaptor.WriteToInputEventForAction"/>
+        public void WriteToInputEventForAction(InputEventPtr eventPtr, InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
-            InputSystem.QueueDeltaStateEvent(control, val);
+            control.WriteValueIntoEvent(val, eventPtr);
         }
 
         /// <inheritdoc cref="IRLActionInputAdaptor.WriteToHeuristic"/>

com.unity.ml-agents.extensions/Runtime/Input/Adaptors/IntegerInputActionAdaptor.cs

             return ActionSpec.MakeDiscrete(2);
         }
 
-        /// <inheritdoc cref="IRLActionInputAdaptor.QueueInputEventForAction"/>
-        public void QueueInputEventForAction(InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
+        /// <inheritdoc cref="IRLActionInputAdaptor.WriteToInputEventForAction"/>
+        public void WriteToInputEventForAction(InputEventPtr eventPtr, InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
-            InputSystem.QueueDeltaStateEvent(control, val);
+            control.WriteValueIntoEvent(val, eventPtr);
         }
 
         /// <inheritdoc cref="IRLActionInputAdaptor.WriteToHeuristic"/>

com.unity.ml-agents.extensions/Runtime/Input/Adaptors/Vector2InputActionAdaptor.cs

 using Unity.MLAgents.Actuators;
 using UnityEngine;
 using UnityEngine.InputSystem;
+using UnityEngine.InputSystem.Controls;
 using UnityEngine.InputSystem.LowLevel;
 
 namespace Unity.MLAgents.Extensions.Input
             return ActionSpec.MakeContinuous(2);
         }
 
-        /// <inheritdoc cref="IRLActionInputAdaptor.QueueInputEventForAction"/>
-        public void QueueInputEventForAction(InputAction action,
+        /// <inheritdoc cref="IRLActionInputAdaptor.WriteToInputEventForAction"/>
+        public void WriteToInputEventForAction(InputEventPtr eventPtr, InputAction action,
             InputControl control,
             ActionSpec actionSpec,
             in ActionBuffers actionBuffers)
-            InputSystem.QueueDeltaStateEvent(control, new Vector2(x, y));
+            control.WriteValueIntoEvent(new Vector2(x, y), eventPtr);
         }
 
         /// <inheritdoc cref="IRLActionInputAdaptor.WriteToHeuristic"/>

com.unity.ml-agents.extensions/Runtime/Input/IRLActionInputAdaptor.cs

 using System;
 using Unity.MLAgents.Actuators;
 using UnityEngine.InputSystem;
+using UnityEngine.InputSystem.LowLevel;
 
 namespace Unity.MLAgents.Extensions.Input
 {
         /// <summary>
         /// Translates data from the <see cref="ActionBuffers"/> object to the <see cref="InputSystem"/>.
         /// </summary>
+        /// <param name="eventPtr">The Event pointer to write to.</param>
-        void QueueInputEventForAction(InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers);
+        void WriteToInputEventForAction(InputEventPtr eventPtr, InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers);
 
         /// <summary>
         /// Writes data from the <paramref name="action"/> to the <paramref name="actionBuffers"/>.

com.unity.ml-agents.extensions/Runtime/Input/InputActionActuator.cs

         readonly BehaviorParameters m_BehaviorParameters;
         readonly InputAction m_Action;
         readonly IRLActionInputAdaptor m_InputAdaptor;
+        InputActuatorEventContext m_InputActuatorEventContext;
         InputDevice m_Device;
         InputControl m_Control;
 
         ///     via the <see cref="IRLActionInputAdaptor"/>.</param>
         /// <param name="adaptor">The <see cref="IRLActionInputAdaptor"/> that will convert data between ML-Agents
         ///     and the <see cref="InputSystem"/>.</param>
+        /// <param name="inputActuatorEventContext">The object that will provide the event ptr to write to.</param>
-                                   IRLActionInputAdaptor adaptor)
+                                   IRLActionInputAdaptor adaptor,
+                                   InputActuatorEventContext inputActuatorEventContext)
+            m_InputActuatorEventContext = inputActuatorEventContext;
             ActionSpec = adaptor.GetActionSpecForInputAction(m_Action);
             m_Device = inputDevice;
             m_Control = m_Device?.GetChildControl(m_Action.name);
             Profiler.BeginSample("InputActionActuator.OnActionReceived");
             if (!m_BehaviorParameters.IsInHeuristicMode())
             {
-                m_InputAdaptor.QueueInputEventForAction(m_Action, m_Control, ActionSpec, actionBuffers);
+                using (m_InputActuatorEventContext.GetEventForFrame(out var eventPtr))
+                {
+                    m_InputAdaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, ActionSpec, actionBuffers);
+                }
+
             }
             Profiler.EndSample();
         }

com.unity.ml-agents.extensions/Runtime/Input/InputActuatorComponent.cs

 #if MLA_INPUT_SYSTEM && UNITY_2019_4_OR_NEWER
 using System;
 using System.Collections.Generic;
+using Unity.Collections;
 using Unity.MLAgents.Actuators;
 using Unity.MLAgents.Policies;
 using UnityEngine;
+using UnityEngine.InputSystem.LowLevel;
 using UnityEngine.InputSystem.Layouts;
 using UnityEngine.InputSystem.Utilities;
 #if UNITY_EDITOR
             get
             {
 #if UNITY_EDITOR
-                FindNeededComponents();
-                var actuators = CreateActuatorsFromMap(m_InputAsset.FindActionMap(m_PlayerInput.defaultActionMap), m_BehaviorParameters, null);
-                m_ActionSpec = CombineActuatorActionSpecs(actuators);
+                if (!EditorApplication.isPlaying && m_ActionSpec.NumContinuousActions == 0
+                    && m_ActionSpec.BranchSizes == null
+                    || m_ActionSpec.BranchSizes.Length == 0)
+                {
+                    FindNeededComponents();
+                    var actuators = CreateActuatorsFromMap(m_InputAsset.FindActionMap(m_PlayerInput.defaultActionMap),
+                        m_BehaviorParameters,
+                        null,
+                        InputActuatorEventContext.s_EditorContext);
+                    m_ActionSpec = CombineActuatorActionSpecs(actuators);
+
+                }
 #endif
                 return m_ActionSpec;
             }
             RegisterLayoutBuilder(inputActionMap, m_LayoutName);
             m_Device = InputSystem.AddDevice(m_LayoutName);
 
-            m_Actuators = CreateActuatorsFromMap(inputActionMap, m_BehaviorParameters, m_Device);
+            var context = new InputActuatorEventContext(inputActionMap.actions.Count, m_Device);
+            m_Actuators = CreateActuatorsFromMap(inputActionMap, m_BehaviorParameters, m_Device, context);
 
             UpdateDeviceBinding(m_BehaviorParameters.IsInHeuristicMode());
             inputActionMap.Enable();
 
         internal static IActuator[] CreateActuatorsFromMap(InputActionMap inputActionMap,
             BehaviorParameters behaviorParameters,
-            InputDevice inputDevice)
+            InputDevice inputDevice,
+            InputActuatorEventContext context)
         {
             var actuators = new IActuator[inputActionMap.actions.Count];
             for (var i = 0; i < inputActionMap.actions.Count; i++)
                 var adaptor = (IRLActionInputAdaptor)Activator.CreateInstance(controlTypeToAdaptorType[actionLayout.type]);
-                actuators[i] = new InputActionActuator(inputDevice, behaviorParameters, action, adaptor);
+                actuators[i] = new InputActionActuator(inputDevice, behaviorParameters, action, adaptor, context);
 
                 // Reasonably, the input system starts adding numbers after the first none numbered name
                 // is added.  So for device ID of 0, we use the empty string in the path.
                     action.processors,
                     mlAgentsControlSchemeName);
+                action.bindingMask = InputBinding.MaskByGroup(mlAgentsControlSchemeName);
             }
             return actuators;
         }
             m_PlayerInput = null;
             m_BehaviorParameters = null;
             m_Device = null;
+        }
+
+        int m_ActuatorsWrittenToEvent;
+        NativeArray<byte> m_InputBufferForFrame;
+        InputEventPtr m_InputEventPtrForFrame;
+        public InputEventPtr GetEventForFrame()
+        {
+#if UNITY_EDITOR
+            if (!EditorApplication.isPlaying)
+            {
+                return new InputEventPtr();
+            }
+#endif
+            if (m_ActuatorsWrittenToEvent % m_Actuators.Length == 0 || !m_InputEventPtrForFrame.valid)
+            {
+                m_ActuatorsWrittenToEvent = 0;
+                m_InputEventPtrForFrame = new InputEventPtr();
+                m_InputBufferForFrame = StateEvent.From(m_Device, out m_InputEventPtrForFrame);
+            }
+
+            return m_InputEventPtrForFrame;
+        }
+
+        public void EventProcessedInFrame()
+        {
+#if UNITY_EDITOR
+            if (!EditorApplication.isPlaying)
+            {
+                return;
+            }
+#endif
+            m_ActuatorsWrittenToEvent++;
+            if (m_ActuatorsWrittenToEvent == m_Actuators.Length && m_InputEventPtrForFrame.valid)
+            {
+                InputSystem.QueueEvent(m_InputEventPtrForFrame);
+                m_InputBufferForFrame.Dispose();
+            }
         }
     }
 }

com.unity.ml-agents.extensions/Runtime/Input/Unity.ML-Agents.Extensions.Input.asmdef

     "versionDefines": [
         {
             "name": "com.unity.inputsystem",
-            "expression": "1.1.0-preview",
+            "expression": "1.1.0-preview.3",
-}
+}

com.unity.ml-agents.extensions/Tests/Runtime/Input/Adaptors/ButtonInputActionAdaptorTests.cs

         public void TestQueueEvent()
         {
             var actionBuffers = new ActionBuffers(ActionSegment<float>.Empty, new ActionSegment<int>(new[] { 1 }));
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             var val = m_Action.ReadValue<float>();
             Assert.IsTrue(Mathf.Approximately(1f, val));
         public void TestWriteToHeuristic()
         {
             var actionBuffers = new ActionBuffers(ActionSegment<float>.Empty, new ActionSegment<int>(new[] { 1 }));
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             var buffer = new ActionBuffers(ActionSegment<float>.Empty, new ActionSegment<int>(new[] { 1 }));
             m_Adaptor.WriteToHeuristic(m_Action, buffer);

com.unity.ml-agents.extensions/Tests/Runtime/Input/Adaptors/DoubleInputActionAdaptorTests.cs

         public void TestQueueEvent()
         {
             var actionBuffers = new ActionBuffers(new ActionSegment<float>(new[] { 1f }), ActionSegment<int>.Empty);
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             Assert.IsTrue(Mathf.Approximately(1f, (float)m_Action.ReadValue<double>()));
         }
         {
             var actionBuffers = new ActionBuffers(new ActionSegment<float>(new[] { 1f }), ActionSegment<int>.Empty);
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             var buffer = new ActionBuffers(new ActionSegment<float>(new[] { 1f }), ActionSegment<int>.Empty);
             m_Adaptor.WriteToHeuristic(m_Action, buffer);

com.unity.ml-agents.extensions/Tests/Runtime/Input/Adaptors/FloatInputActionAdapatorTests.cs

         public void TestQueueEvent()
         {
             var actionBuffers = new ActionBuffers(new ActionSegment<float>(new[] { 1f }), ActionSegment<int>.Empty);
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             var val = m_Action.ReadValue<float>();
             Assert.IsTrue(Mathf.Approximately(1f, val));
         public void TestWriteToHeuristic()
         {
             var actionBuffers = new ActionBuffers(new ActionSegment<float>(new[] { 1f }), ActionSegment<int>.Empty);
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             var buffer = new ActionBuffers(new ActionSegment<float>(new[] { 1f }), ActionSegment<int>.Empty);
             m_Adaptor.WriteToHeuristic(m_Action, buffer);

com.unity.ml-agents.extensions/Tests/Runtime/Input/Adaptors/IntegerInputActionAdaptorTests.cs

         public void TestQueueEvent()
         {
             var actionBuffers = new ActionBuffers(ActionSegment<float>.Empty, new ActionSegment<int>(new[] { 1 }));
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             var val = m_Action.ReadValue<int>();
             Assert.IsTrue(val == 1);
         public void TestWriteToHeuristic()
         {
             var actionBuffers = new ActionBuffers(ActionSegment<float>.Empty, new ActionSegment<int>(new[] { 1 }));
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             var buffer = new ActionBuffers(ActionSegment<float>.Empty, new ActionSegment<int>(new int[1]));
             m_Adaptor.WriteToHeuristic(m_Action, buffer);

com.unity.ml-agents.extensions/Tests/Runtime/Input/Adaptors/Vector2InputActionAdaptorTests.cs

         public void TestQueueEvent()
         {
             var actionBuffers = new ActionBuffers(new ActionSegment<float>(new[] { 0f, 1f }), ActionSegment<int>.Empty);
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             var val = m_Action.ReadValue<Vector2>();
             Assert.IsTrue(Mathf.Approximately(0f, val.x));
         public void TestWriteToHeuristic()
         {
             var actionBuffers = new ActionBuffers(new ActionSegment<float>(new[] { 0f, 1f }), ActionSegment<int>.Empty);
-            m_Adaptor.QueueInputEventForAction(m_Action, m_Control, new ActionSpec(), actionBuffers);
+            var context = new InputActuatorEventContext(1, m_Device);
+            using (context.GetEventForFrame(out var eventPtr))
+            {
+                m_Adaptor.WriteToInputEventForAction(eventPtr, m_Action, m_Control, new ActionSpec(), actionBuffers);
+            }
             InputSystem.Update();
             var buffer = new ActionBuffers(new ActionSegment<float>(new float[2]), ActionSegment<int>.Empty);
             m_Adaptor.WriteToHeuristic(m_Action, buffer);

com.unity.ml-agents.extensions/Tests/Runtime/Input/InputActionActuatorTests.cs

 using Unity.MLAgents.Policies;
 using UnityEngine;
 using UnityEngine.InputSystem;
+using UnityEngine.InputSystem.LowLevel;
-        public bool eventQueued;
+        public bool eventWritten;
         public bool writtenToHeuristic;
 
         public ActionSpec GetActionSpecForInputAction(InputAction action)
 
-        public void QueueInputEventForAction(InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
+        public void WriteToInputEventForAction(InputEventPtr eventPtr, InputAction action, InputControl control, ActionSpec actionSpec, in ActionBuffers actionBuffers)
-            eventQueued = true;
+            eventWritten = true;
         }
 
         public void WriteToHeuristic(InputAction action, in ActionBuffers actionBuffers)
 
         public void Reset()
         {
-            eventQueued = false;
+            eventWritten = false;
             writtenToHeuristic = false;
         }
     }
             m_BehaviorParameters = go.AddComponent<BehaviorParameters>();
             var action = new InputAction("action");
             m_Adaptor = new TestAdaptor();
-            m_Actuator = new InputActionActuator(null, m_BehaviorParameters, action, m_Adaptor);
+            m_Actuator = new InputActionActuator(null, m_BehaviorParameters, action, m_Adaptor, new InputActuatorEventContext(1, InputSystem.AddDevice<Gamepad>()));
         }
 
         [Test]
             m_Actuator.OnActionReceived(new ActionBuffers());
             m_Actuator.Heuristic(new ActionBuffers());
-            Assert.IsFalse(m_Adaptor.eventQueued);
+            Assert.IsFalse(m_Adaptor.eventWritten);
-            Assert.IsFalse(m_Adaptor.eventQueued);
+            Assert.IsFalse(m_Adaptor.eventWritten);
-            Assert.IsTrue(m_Adaptor.eventQueued);
+            Assert.IsTrue(m_Adaptor.eventWritten);
             m_Adaptor.Reset();
 
             Assert.AreEqual(m_Actuator.Name, "InputActionActuator-action");

com.unity.ml-agents.extensions/Tests/Runtime/Input/InputActuatorComponentTests.cs

 
             var device = InputSystem.AddDevice("TestLayout");
 
-            var actuators = InputActuatorComponent.CreateActuatorsFromMap(inputActionMap, m_BehaviorParameters, device);
+            var actuators = InputActuatorComponent.CreateActuatorsFromMap(inputActionMap, m_BehaviorParameters, device, new InputActuatorEventContext());
             Assert.IsTrue(actuators.Length == 2);
             Assert.IsTrue(actuators[0].ActionSpec.Equals(ActionSpec.MakeContinuous(2)));
             Assert.IsTrue(actuators[1].ActionSpec.NumDiscreteActions == 1);

com.unity.ml-agents.extensions/Tests/Runtime/Input/Unity.ML-Agents.Extensions.Input.Tests.Runtime.asmdef

     "versionDefines": [
         {
             "name": "com.unity.inputsystem",
-            "expression": "1.1.0",
+            "expression": "1.1.0-preview.3",
             "define": "MLA_INPUT_TESTS"
         }
     ],

ML-Agents-Input-Example/ProjectSettings/XRSettings.asset

+{
+    "m_SettingKeys": [
+        "VR Device Disabled",
+        "VR Device User Alert"
+    ],
+    "m_SettingValues": [
+        "False",
+        "False"
+    ]
+}

config/ppo/FPSAgent.yaml

+behaviors:
+  FPSAgent:
+    trainer_type: ppo
+    hyperparameters:
+      batch_size: 128
+      buffer_size: 2048
+      learning_rate: 0.0003
+      beta: 0.01
+      epsilon: 0.2
+      lambd: 0.95
+      num_epoch: 3
+      learning_rate_schedule: linear
+    network_settings:
+      normalize: false
+      hidden_units: 256
+      num_layers: 2
+      vis_encode_type: simple
+    reward_signals:
+      extrinsic:
+        gamma: 0.99
+        strength: 1.0
+    keep_checkpoints: 5
+    max_steps: 2000000
+    time_horizon: 64
+    summary_freq: 60000
+    threaded: true

config/ppo/DodgeBall.yaml

+behaviors:
+  DodgeBall:
+    trainer_type: ppo
+    hyperparameters:
+      batch_size: 128
+      buffer_size: 2048
+      learning_rate: 0.0003
+      beta: 0.01
+      epsilon: 0.2
+      lambd: 0.95
+      num_epoch: 3
+      learning_rate_schedule: linear
+    network_settings:
+      normalize: false
+      hidden_units: 256
+      num_layers: 2
+      vis_encode_type: simple
+    reward_signals:
+      extrinsic:
+        gamma: 0.99
+        strength: 1.0
+#    reward_signals:
+#        extrinsic:
+#            gamma: 0.99
+#            strength: 1.0
+#        curiosity:
+#            gamma: 0.99
+#            strength: 0.02
+#            encoding_size: 256
+#            learning_rate: 0.0003
+    keep_checkpoints: 5
+    max_steps: 2000000
+    time_horizon: 64
+    summary_freq: 5000
+    threaded: true

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com.unity.ml-agents.extensions/Runtime/Input/InputActuatorEventContext.cs

+#if MLA_INPUT_SYSTEM && UNITY_2019_4_OR_NEWER
+using System;
+using Unity.Collections;
+using UnityEngine.InputSystem;
+using UnityEngine.InputSystem.LowLevel;
+#if UNITY_EDITOR
+using UnityEditor;
+#endif
+
+namespace Unity.MLAgents.Extensions.Input
+{
+    /// <summary>
+    /// This interface is passed to InputActionActuators to allow them to write to InputEvents.
+    /// The way this interface should be used is to request the <see cref="InputEventPtr"/> by calling
+    /// <see cref="GetEventForFrame"/> then call <see cref="EventProcessedInFrame"/> before returning from
+    /// </summary>
+    public class InputActuatorEventContext : IDisposable
+    {
+
+        /// <summary>
+        /// The number of times to allow the use of an event before queuing it in the InputSystem.
+        /// </summary>
+        public readonly int NumTimesToProcess;
+        public readonly InputDevice InputDevice;
+        NativeArray<byte> m_EventBuffer;
+        InputEventPtr m_Ptr;
+        int m_Count;
+
+#if UNITY_EDITOR
+        public static InputActuatorEventContext s_EditorContext = new InputActuatorEventContext();
+#endif
+
+        public InputActuatorEventContext(int numTimesToProcess = 1, InputDevice device = null)
+        {
+            NumTimesToProcess = numTimesToProcess;
+            InputDevice = device;
+            m_Count = 0;
+            m_Ptr = new InputEventPtr();
+            m_EventBuffer = new NativeArray<byte>();
+        }
+
+        /// <summary>
+        /// Returns the <see cref="InputEventPtr"/> to write to for the current frame.
+        /// </summary>
+        /// <returns>The <see cref="InputEventPtr"/> to write to for the current frame.</returns>
+        public IDisposable GetEventForFrame(out InputEventPtr eventPtr)
+        {
+#if UNITY_EDITOR
+            if (!EditorApplication.isPlaying)
+            {
+                eventPtr = new InputEventPtr();
+            }
+#endif
+            if (m_Count % NumTimesToProcess == 0)
+            {
+                m_Count = 0;
+                m_EventBuffer = StateEvent.From(InputDevice, out m_Ptr);
+            }
+            eventPtr = m_Ptr;
+            return this;
+        }
+
+        public void Dispose()
+        {
+#if UNITY_EDITOR
+            if (!EditorApplication.isPlaying)
+            {
+                return;
+            }
+#endif
+            m_Count++;
+            if (m_Count == NumTimesToProcess && m_Ptr.valid)
+            {
+                InputSystem.QueueEvent(m_Ptr);
+                m_EventBuffer.Dispose();
+            }
+
+        }
+    }
+}
+#endif // MLA_INPUT_SYSTEM && UNITY_2019_4_OR_NEWER

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