using NUnit.Framework; using MLAgents.Sensors; using Barracuda; using MLAgents.Inference; namespace MLAgents.Tests { public class ObservationWriterTests { [Test] public void TestWritesToIList() { ObservationWriter writer = new ObservationWriter(); var buffer = new[] { 0f, 0f, 0f }; var shape = new[] { 3 }; writer.SetTarget(buffer, shape, 0); // Elementwise writes writer[0] = 1f; writer[2] = 2f; Assert.AreEqual(new[] { 1f, 0f, 2f }, buffer); // Elementwise writes with offset writer.SetTarget(buffer, shape, 1); writer[0] = 3f; Assert.AreEqual(new[] { 1f, 3f, 2f }, buffer); // AddRange writer.SetTarget(buffer, shape, 0); writer.AddRange(new[] {4f, 5f}); Assert.AreEqual(new[] { 4f, 5f, 2f }, buffer); // AddRange with offset writer.SetTarget(buffer, shape, 1); writer.AddRange(new[] {6f, 7f}); Assert.AreEqual(new[] { 4f, 6f, 7f }, buffer); } [Test] public void TestWritesToTensor() { ObservationWriter writer = new ObservationWriter(); var t = new TensorProxy { valueType = TensorProxy.TensorType.FloatingPoint, data = new Tensor(2, 3) }; writer.SetTarget(t, 0, 0); Assert.AreEqual(0f, t.data[0, 0]); writer[0] = 1f; Assert.AreEqual(1f, t.data[0, 0]); writer.SetTarget(t, 1, 1); writer[0] = 2f; writer[1] = 3f; // [0, 0] shouldn't change Assert.AreEqual(1f, t.data[0, 0]); Assert.AreEqual(2f, t.data[1, 1]); Assert.AreEqual(3f, t.data[1, 2]); // AddRange t = new TensorProxy { valueType = TensorProxy.TensorType.FloatingPoint, data = new Tensor(2, 3) }; writer.SetTarget(t, 1, 1); writer.AddRange(new[] {-1f, -2f}); Assert.AreEqual(0f, t.data[0, 0]); Assert.AreEqual(0f, t.data[0, 1]); Assert.AreEqual(0f, t.data[0, 2]); Assert.AreEqual(0f, t.data[1, 0]); Assert.AreEqual(-1f, t.data[1, 1]); Assert.AreEqual(-2f, t.data[1, 2]); } [Test] public void TestWritesToTensor3D() { ObservationWriter writer = new ObservationWriter(); var t = new TensorProxy { valueType = TensorProxy.TensorType.FloatingPoint, data = new Tensor(2, 2, 2, 3) }; writer.SetTarget(t, 0, 0); writer[1, 0, 1] = 1f; Assert.AreEqual(1f, t.data[0, 1, 0, 1]); writer.SetTarget(t, 0, 1); writer[1, 0, 0] = 2f; Assert.AreEqual(2f, t.data[0, 1, 0, 1]); } } }