Reinforcement Learning
ml-agents
TensorBoard
ONNX
Pyramids
deep-reinforcement-learning
ML-Agents-Pyramids
Instructions to use AnnaMats/ppo-Pyramids-Training with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- ml-agents
How to use AnnaMats/ppo-Pyramids-Training with ml-agents:
mlagents-load-from-hf --repo-id="AnnaMats/ppo-Pyramids-Training" --local-dir="./download: string[]s"
- Notebooks
- Google Colab
- Kaggle
| using System; | |
| using Unity.MLAgents.Sensors; | |
| namespace Unity.MLAgentsExamples | |
| { | |
| /// <summary> | |
| /// A simple example of a SensorComponent. | |
| /// This should be added to the same GameObject as the BasicController | |
| /// </summary> | |
| public class BasicSensorComponent : SensorComponent | |
| { | |
| public BasicController basicController; | |
| /// <summary> | |
| /// Creates a BasicSensor. | |
| /// </summary> | |
| /// <returns></returns> | |
| public override ISensor[] CreateSensors() | |
| { | |
| return new ISensor[] { new BasicSensor(basicController) }; | |
| } | |
| } | |
| /// <summary> | |
| /// Simple Sensor implementation that uses a one-hot encoding of the Agent's | |
| /// position as the observation. | |
| /// </summary> | |
| public class BasicSensor : SensorBase | |
| { | |
| public BasicController basicController; | |
| public BasicSensor(BasicController controller) | |
| { | |
| basicController = controller; | |
| } | |
| /// <summary> | |
| /// Generate the observations for the sensor. | |
| /// In this case, the observations are all 0 except for a 1 at the position of the agent. | |
| /// </summary> | |
| /// <param name="output"></param> | |
| public override void WriteObservation(float[] output) | |
| { | |
| // One-hot encoding of the position | |
| Array.Clear(output, 0, output.Length); | |
| output[basicController.position] = 1; | |
| } | |
| /// <inheritdoc/> | |
| public override ObservationSpec GetObservationSpec() | |
| { | |
| return ObservationSpec.Vector(BasicController.k_Extents); | |
| } | |
| /// <inheritdoc/> | |
| public override string GetName() | |
| { | |
| return "Basic"; | |
| } | |
| } | |
| } | |