ml-agents/com.unity.ml-agents/Tests/Runtime/Sensor/VectorSensorTests.cs

using NUnit.Framework;
using UnityEngine;
using Unity.MLAgents.Sensors;

namespace Unity.MLAgents.Tests
{
    public class VectorSensorTests
    {
        [Test]
        public void TestCtor()
        {
            ISensor sensor = new VectorSensor(4);
            Assert.AreEqual("VectorSensor_size4", sensor.GetName());

            sensor = new VectorSensor(3, "test_sensor");
            Assert.AreEqual("test_sensor", sensor.GetName());
        }

        [Test]
        public void TestWrite()
        {
            var sensor = new VectorSensor(4);
            sensor.AddObservation(1f);
            sensor.AddObservation(2f);
            sensor.AddObservation(3f);
            sensor.AddObservation(4f);

            SensorTestHelper.CompareObservation(sensor, new[] { 1f, 2f, 3f, 4f });
            // Check that if we don't call Update(), the same observations are produced
            SensorTestHelper.CompareObservation(sensor, new[] { 1f, 2f, 3f, 4f });

            // Check that Update() clears the data
            sensor.Update();
            SensorTestHelper.CompareObservation(sensor, new[] { 0f, 0f, 0f, 0f });
        }

        [Test]
        public void TestAddObservationFloat()
        {
            var sensor = new VectorSensor(1);
            sensor.AddObservation(1.2f);
            SensorTestHelper.CompareObservation(sensor, new[] { 1.2f });
        }

        [Test]
        public void TestObservationType()
        {
            var sensor = new VectorSensor(1);
            var spec = sensor.GetObservationSpec();
            Assert.AreEqual((int)spec.ObservationType, (int)ObservationType.Default);
            sensor = new VectorSensor(1, observationType: ObservationType.Default);
            spec = sensor.GetObservationSpec();
            Assert.AreEqual((int)spec.ObservationType, (int)ObservationType.Default);
            sensor = new VectorSensor(1, observationType: ObservationType.Goal);
            spec = sensor.GetObservationSpec();
            Assert.AreEqual((int)spec.ObservationType, (int)ObservationType.Goal);
        }

        [Test]
        public void TestAddObservationInt()
        {
            var sensor = new VectorSensor(1);
            sensor.AddObservation(42);
            SensorTestHelper.CompareObservation(sensor, new[] { 42f });
        }

        [Test]
        public void TestAddObservationVec()
        {
            var sensor = new VectorSensor(3);
            sensor.AddObservation(new Vector3(1, 2, 3));
            SensorTestHelper.CompareObservation(sensor, new[] { 1f, 2f, 3f });

            sensor = new VectorSensor(2);
            sensor.AddObservation(new Vector2(4, 5));
            SensorTestHelper.CompareObservation(sensor, new[] { 4f, 5f });
        }

        [Test]
        public void TestAddObservationQuaternion()
        {
            var sensor = new VectorSensor(4);
            sensor.AddObservation(Quaternion.identity);
            SensorTestHelper.CompareObservation(sensor, new[] { 0f, 0f, 0f, 1f });
        }

        [Test]
        public void TestWriteEnumerable()
        {
            var sensor = new VectorSensor(4);
            sensor.AddObservation(new[] { 1f, 2f, 3f, 4f });

            SensorTestHelper.CompareObservation(sensor, new[] { 1f, 2f, 3f, 4f });
        }

        [Test]
        public void TestAddObservationBool()
        {
            var sensor = new VectorSensor(1);
            sensor.AddObservation(true);
            SensorTestHelper.CompareObservation(sensor, new[] { 1f });
        }

        [Test]
        public void TestAddObservationOneHot()
        {
            var sensor = new VectorSensor(4);
            sensor.AddOneHotObservation(2, 4);
            SensorTestHelper.CompareObservation(sensor, new[] { 0f, 0f, 1f, 0f });
        }

        [Test]
        public void TestWriteTooMany()
        {
            var sensor = new VectorSensor(2);
            sensor.AddObservation(new[] { 1f, 2f, 3f, 4f });

            SensorTestHelper.CompareObservation(sensor, new[] { 1f, 2f });
        }

        [Test]
        public void TestWriteNotEnough()
        {
            var sensor = new VectorSensor(4);
            sensor.AddObservation(new[] { 1f, 2f });

            // Make sure extra zeros are added
            SensorTestHelper.CompareObservation(sensor, new[] { 1f, 2f, 0f, 0f });
        }
    }
}