From 6ff65755ba1f506946414c6283366924dba86650 Mon Sep 17 00:00:00 2001 From: Jeffrey Shih <34355042+unityjeffrey@users.noreply.github.com> Date: Thu, 12 Nov 2020 09:50:15 -0800 Subject: [PATCH 01/17] Updated training.md to include note about CLI arguments in the YAML file (#4630) * Update Training-ML-Agents.md * Update docs/Training-ML-Agents.md Co-authored-by: Ervin T. * removed trailing whitespace Co-authored-by: Ervin T. --- docs/Training-ML-Agents.md | 62 ++++++++++++++++++++++++++++++++------ 1 file changed, 52 insertions(+), 10 deletions(-) diff --git a/docs/Training-ML-Agents.md b/docs/Training-ML-Agents.md index 67fb4d18f7..ae3ddc42c4 100644 --- a/docs/Training-ML-Agents.md +++ b/docs/Training-ML-Agents.md @@ -58,7 +58,7 @@ mlagents-learn --env= --run-id= where -- `` is the file path of the trainer configuration yaml. +- `` is the file path of the trainer configuration YAML. This contains all the hyperparameter values. We offer a detailed guide on the structure of this file and the meaning of the hyperparameters (and advice on how to set them) in the dedicated @@ -138,14 +138,6 @@ flags for `mlagents-learn` that control the training configurations: - ``: defines the training hyperparameters for each Behavior in the scene, and the set-ups for the environment parameters (Curriculum Learning and Environment Parameter Randomization) -- `--num-envs`: number of concurrent Unity instances to use during training - -Reminder that a detailed description of all command-line options can be found by -using the help utility: - -```sh -mlagents-learn --help -``` It is important to highlight that successfully training a Behavior in the ML-Agents Toolkit involves tuning the training hyperparameters and @@ -172,7 +164,6 @@ add typically has its own training configurations. For instance: demonstrations.) - Use self-play? (Assuming your environment includes multiple agents.) - The trainer config file, ``, determines the features you will use during training, and the answers to the above questions will dictate its contents. The rest of this guide breaks down the different sub-sections of the trainer config file @@ -185,6 +176,57 @@ an old set of configuration files (trainer config, curriculum, and sampler files format, a script has been provided. Run `python -m mlagents.trainers.upgrade_config -h` in your console to see the script's usage. +### Adding CLI Arguments to the Training Configuration file + +Additionally, within the training configuration YAML file, you can also add the +CLI arguments (such as `--num-envs`). + +Reminder that a detailed description of all the CLI arguments can be found by +using the help utility: + +```sh +mlagents-learn --help +``` + +These additional CLI arguments are grouped into environment, engine and checkpoint. The available settings and example values are shown below. + +#### Environment settings + +```yaml +env_settings: + env_path: FoodCollector + env_args: null + base_port: 5005 + num_envs: 1 + seed: -1 +``` + +#### Engine settings + +```yaml +engine_settings: + width: 84 + height: 84 + quality_level: 5 + time_scale: 20 + target_frame_rate: -1 + capture_frame_rate: 60 + no_graphics: false +``` + +#### Checkpoint settings + +```yaml +checkpoint_settings: + run_id: foodtorch + initialize_from: null + load_model: false + resume: false + force: true + train_model: false + inference: false +``` + ### Behavior Configurations The primary section of the trainer config file is a From 4feccd22f466b1affd5bf9e8050f1ff2b54a62da Mon Sep 17 00:00:00 2001 From: Vincent-Pierre BERGES Date: Thu, 12 Nov 2020 15:55:04 -0800 Subject: [PATCH 02/17] Changing the versions for the release_10 (#4643) --- README.md | 6 ++--- com.unity.ml-agents.extensions/package.json | 2 +- com.unity.ml-agents/CHANGELOG.md | 14 ---------- .../Documentation~/com.unity.ml-agents.md | 2 +- com.unity.ml-agents/Runtime/Academy.cs | 6 ++--- .../Runtime/Actuators/IActionReceiver.cs | 2 +- .../Runtime/Actuators/IDiscreteActionMask.cs | 2 +- com.unity.ml-agents/Runtime/Agent.cs | 26 +++++++++---------- .../Demonstrations/DemonstrationRecorder.cs | 2 +- .../Runtime/DiscreteActionMasker.cs | 2 +- com.unity.ml-agents/package.json | 2 +- docs/Installation-Anaconda-Windows.md | 4 +-- docs/Installation.md | 6 ++--- docs/Training-on-Amazon-Web-Service.md | 2 +- docs/Unity-Inference-Engine.md | 4 +-- gym-unity/gym_unity/__init__.py | 4 +-- ml-agents-envs/mlagents_envs/__init__.py | 4 +-- ml-agents/mlagents/trainers/__init__.py | 4 +-- 18 files changed, 40 insertions(+), 54 deletions(-) diff --git a/README.md b/README.md index 880e595c97..d2ddf6d62e 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ # Unity ML-Agents Toolkit -[![docs badge](https://img.shields.io/badge/docs-reference-blue.svg)](https://github.com/Unity-Technologies/ml-agents/tree/release_9_docs/docs/) +[![docs badge](https://img.shields.io/badge/docs-reference-blue.svg)](https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/docs/) [![license badge](https://img.shields.io/badge/license-Apache--2.0-green.svg)](LICENSE) @@ -48,8 +48,8 @@ descriptions of all these features. ## Releases & Documentation -**Our latest, stable release is `Release 9`. Click -[here](https://github.com/Unity-Technologies/ml-agents/tree/release_9_docs/docs/Readme.md) +**Our latest, stable release is `Release 10`. Click +[here](https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/docs/Readme.md) to get started with the latest release of ML-Agents.** The table below lists all our releases, including our `master` branch which is diff --git a/com.unity.ml-agents.extensions/package.json b/com.unity.ml-agents.extensions/package.json index 1f2294ee97..4c81db410f 100644 --- a/com.unity.ml-agents.extensions/package.json +++ b/com.unity.ml-agents.extensions/package.json @@ -5,6 +5,6 @@ "unity": "2018.4", "description": "A source-only package for new features based on ML-Agents", "dependencies": { - "com.unity.ml-agents": "1.5.0-preview" + "com.unity.ml-agents": "1.6.0-preview" } } diff --git a/com.unity.ml-agents/CHANGELOG.md b/com.unity.ml-agents/CHANGELOG.md index 59030104a8..842d180d5d 100755 --- a/com.unity.ml-agents/CHANGELOG.md +++ b/com.unity.ml-agents/CHANGELOG.md @@ -7,20 +7,6 @@ and this project adheres to [Semantic Versioning](http://semver.org/spec/v2.0.0.html). -## [Unreleased] -### Major Changes -#### com.unity.ml-agents (C#) -#### ml-agents / ml-agents-envs / gym-unity (Python) - -### Minor Changes -#### com.unity.ml-agents / com.unity.ml-agents.extensions (C#) -#### ml-agents / ml-agents-envs / gym-unity (Python) - -### Bug Fixes -#### com.unity.ml-agents (C#) -#### ml-agents / ml-agents-envs / gym-unity (Python) - - ## [1.6.0-preview] - 2020-11-18 ### Major Changes #### com.unity.ml-agents (C#) diff --git a/com.unity.ml-agents/Documentation~/com.unity.ml-agents.md b/com.unity.ml-agents/Documentation~/com.unity.ml-agents.md index edde72926b..e5c368d284 100755 --- a/com.unity.ml-agents/Documentation~/com.unity.ml-agents.md +++ b/com.unity.ml-agents/Documentation~/com.unity.ml-agents.md @@ -114,7 +114,7 @@ a number of ways to [connect with us] including our [ML-Agents Forum]. [unity ML-Agents Toolkit]: https://github.com/Unity-Technologies/ml-agents [unity inference engine]: https://docs.unity3d.com/Packages/com.unity.barracuda@latest/index.html [package manager documentation]: https://docs.unity3d.com/Manual/upm-ui-install.html -[installation instructions]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Installation.md +[installation instructions]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Installation.md [github repository]: https://github.com/Unity-Technologies/ml-agents [python package]: https://github.com/Unity-Technologies/ml-agents [execution order of event functions]: https://docs.unity3d.com/Manual/ExecutionOrder.html diff --git a/com.unity.ml-agents/Runtime/Academy.cs b/com.unity.ml-agents/Runtime/Academy.cs index be52fc6aef..593feb646f 100644 --- a/com.unity.ml-agents/Runtime/Academy.cs +++ b/com.unity.ml-agents/Runtime/Academy.cs @@ -20,7 +20,7 @@ * API. For more information on each of these entities, in addition to how to * set-up a learning environment and train the behavior of characters in a * Unity scene, please browse our documentation pages on GitHub: - * https://github.com/Unity-Technologies/ml-agents/tree/release_9_docs/docs/ + * https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/docs/ */ namespace Unity.MLAgents @@ -61,7 +61,7 @@ void FixedUpdate() /// fall back to inference or heuristic decisions. (You can also set agents to always use /// inference or heuristics.) /// - [HelpURL("https://github.com/Unity-Technologies/ml-agents/tree/release_9_docs/" + + [HelpURL("https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/" + "docs/Learning-Environment-Design.md")] public class Academy : IDisposable { @@ -95,7 +95,7 @@ public class Academy : IDisposable /// Unity package version of com.unity.ml-agents. /// This must match the version string in package.json and is checked in a unit test. /// - internal const string k_PackageVersion = "1.5.0-preview"; + internal const string k_PackageVersion = "1.6.0-preview"; const int k_EditorTrainingPort = 5004; diff --git a/com.unity.ml-agents/Runtime/Actuators/IActionReceiver.cs b/com.unity.ml-agents/Runtime/Actuators/IActionReceiver.cs index 9cfd96ed25..c5978a2552 100644 --- a/com.unity.ml-agents/Runtime/Actuators/IActionReceiver.cs +++ b/com.unity.ml-agents/Runtime/Actuators/IActionReceiver.cs @@ -160,7 +160,7 @@ public interface IActionReceiver /// /// See [Agents - Actions] for more information on masking actions. /// - /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#actions + /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#actions /// /// void WriteDiscreteActionMask(IDiscreteActionMask actionMask); diff --git a/com.unity.ml-agents/Runtime/Actuators/IDiscreteActionMask.cs b/com.unity.ml-agents/Runtime/Actuators/IDiscreteActionMask.cs index 4d37977a3e..f195fa3b58 100644 --- a/com.unity.ml-agents/Runtime/Actuators/IDiscreteActionMask.cs +++ b/com.unity.ml-agents/Runtime/Actuators/IDiscreteActionMask.cs @@ -17,7 +17,7 @@ public interface IDiscreteActionMask /// /// See [Agents - Actions] for more information on masking actions. /// - /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#actions + /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#actions /// /// The branch for which the actions will be masked. /// The indices of the masked actions. diff --git a/com.unity.ml-agents/Runtime/Agent.cs b/com.unity.ml-agents/Runtime/Agent.cs index a5a018d0d2..a6bd21b7b3 100644 --- a/com.unity.ml-agents/Runtime/Agent.cs +++ b/com.unity.ml-agents/Runtime/Agent.cs @@ -148,13 +148,13 @@ public void CopyActions(ActionBuffers actionBuffers) /// [OnDisable()]: https://docs.unity3d.com/ScriptReference/MonoBehaviour.OnDisable.html] /// [OnBeforeSerialize()]: https://docs.unity3d.com/ScriptReference/MonoBehaviour.OnBeforeSerialize.html /// [OnAfterSerialize()]: https://docs.unity3d.com/ScriptReference/MonoBehaviour.OnAfterSerialize.html - /// [Agents]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md - /// [Reinforcement Learning in Unity]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design.md + /// [Agents]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md + /// [Reinforcement Learning in Unity]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design.md /// [Unity ML-Agents Toolkit]: https://github.com/Unity-Technologies/ml-agents - /// [Unity ML-Agents Toolkit manual]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Readme.md + /// [Unity ML-Agents Toolkit manual]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Readme.md /// /// - [HelpURL("https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/" + + [HelpURL("https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/" + "docs/Learning-Environment-Design-Agents.md")] [Serializable] [RequireComponent(typeof(BehaviorParameters))] @@ -639,8 +639,8 @@ public int CompletedEpisodes /// for information about mixing reward signals from curiosity and Generative Adversarial /// Imitation Learning (GAIL) with rewards supplied through this method. /// - /// [Agents - Rewards]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#rewards - /// [Reward Signals]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/ML-Agents-Overview.md#a-quick-note-on-reward-signals + /// [Agents - Rewards]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#rewards + /// [Reward Signals]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/ML-Agents-Overview.md#a-quick-note-on-reward-signals /// /// The new value of the reward. public void SetReward(float reward) @@ -669,8 +669,8 @@ public void SetReward(float reward) /// for information about mixing reward signals from curiosity and Generative Adversarial /// Imitation Learning (GAIL) with rewards supplied through this method. /// - /// [Agents - Rewards]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#rewards - /// [Reward Signals]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/ML-Agents-Overview.md#a-quick-note-on-reward-signals + /// [Agents - Rewards]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#rewards + /// [Reward Signals]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/ML-Agents-Overview.md#a-quick-note-on-reward-signals /// /// Incremental reward value. public void AddReward(float increment) @@ -848,8 +848,8 @@ public virtual void Initialize() { } /// implementing a simple heuristic function can aid in debugging agent actions and interactions /// with its environment. /// - /// [Demonstration Recorder]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#recording-demonstrations - /// [Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#actions + /// [Demonstration Recorder]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#recording-demonstrations + /// [Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#actions /// [GameObject]: https://docs.unity3d.com/Manual/GameObjects.html /// /// @@ -1099,7 +1099,7 @@ void ResetSensors() /// For more information about observations, see [Observations and Sensors]. /// /// [GameObject]: https://docs.unity3d.com/Manual/GameObjects.html - /// [Observations and Sensors]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#observations-and-sensors + /// [Observations and Sensors]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#observations-and-sensors /// public virtual void CollectObservations(VectorSensor sensor) { @@ -1130,7 +1130,7 @@ public ReadOnlyCollection GetObservations() /// /// See [Agents - Actions] for more information on masking actions. /// - /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#actions + /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#actions /// /// public virtual void WriteDiscreteActionMask(IDiscreteActionMask actionMask) @@ -1205,7 +1205,7 @@ public virtual void WriteDiscreteActionMask(IDiscreteActionMask actionMask) /// /// For more information about implementing agent actions see [Agents - Actions]. /// - /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#actions + /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#actions /// /// /// Struct containing the buffers of actions to be executed at this step. diff --git a/com.unity.ml-agents/Runtime/Demonstrations/DemonstrationRecorder.cs b/com.unity.ml-agents/Runtime/Demonstrations/DemonstrationRecorder.cs index c471f71418..74bc034ba5 100644 --- a/com.unity.ml-agents/Runtime/Demonstrations/DemonstrationRecorder.cs +++ b/com.unity.ml-agents/Runtime/Demonstrations/DemonstrationRecorder.cs @@ -19,7 +19,7 @@ namespace Unity.MLAgents.Demonstrations /// See [Imitation Learning - Recording Demonstrations] for more information. /// /// [GameObject]: https://docs.unity3d.com/Manual/GameObjects.html - /// [Imitation Learning - Recording Demonstrations]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs//Learning-Environment-Design-Agents.md#recording-demonstrations + /// [Imitation Learning - Recording Demonstrations]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs//Learning-Environment-Design-Agents.md#recording-demonstrations /// [RequireComponent(typeof(Agent))] [AddComponentMenu("ML Agents/Demonstration Recorder", (int)MenuGroup.Default)] diff --git a/com.unity.ml-agents/Runtime/DiscreteActionMasker.cs b/com.unity.ml-agents/Runtime/DiscreteActionMasker.cs index 3a7dcb96c6..20bf208c3d 100644 --- a/com.unity.ml-agents/Runtime/DiscreteActionMasker.cs +++ b/com.unity.ml-agents/Runtime/DiscreteActionMasker.cs @@ -33,7 +33,7 @@ internal DiscreteActionMasker(IDiscreteActionMask actionMask) /// /// See [Agents - Actions] for more information on masking actions. /// - /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/docs/Learning-Environment-Design-Agents.md#actions + /// [Agents - Actions]: https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/docs/Learning-Environment-Design-Agents.md#actions /// /// The branch for which the actions will be masked. /// The indices of the masked actions. diff --git a/com.unity.ml-agents/package.json b/com.unity.ml-agents/package.json index 245597bd75..b3ec55392c 100755 --- a/com.unity.ml-agents/package.json +++ b/com.unity.ml-agents/package.json @@ -1,7 +1,7 @@ { "name": "com.unity.ml-agents", "displayName": "ML Agents", - "version": "1.5.0-preview", + "version": "1.6.0-preview", "unity": "2018.4", "description": "Use state-of-the-art machine learning to create intelligent character behaviors in any Unity environment (games, robotics, film, etc.).", "dependencies": { diff --git a/docs/Installation-Anaconda-Windows.md b/docs/Installation-Anaconda-Windows.md index 7b27e63042..39e67a9d42 100644 --- a/docs/Installation-Anaconda-Windows.md +++ b/docs/Installation-Anaconda-Windows.md @@ -123,10 +123,10 @@ commands in an Anaconda Prompt _(if you open a new prompt, be sure to activate the ml-agents Conda environment by typing `activate ml-agents`)_: ```sh -git clone --branch release_9 https://github.com/Unity-Technologies/ml-agents.git +git clone --branch release_10 https://github.com/Unity-Technologies/ml-agents.git ``` -The `--branch release_9` option will switch to the tag of the latest stable +The `--branch release_10` option will switch to the tag of the latest stable release. Omitting that will get the `master` branch which is potentially unstable. diff --git a/docs/Installation.md b/docs/Installation.md index 324ded2e4c..9e03c70935 100644 --- a/docs/Installation.md +++ b/docs/Installation.md @@ -53,10 +53,10 @@ example environments and training configurations to experiment with them (some of our tutorials / guides assume you have access to our example environments). ```sh -git clone --branch release_9 https://github.com/Unity-Technologies/ml-agents.git +git clone --branch release_10 https://github.com/Unity-Technologies/ml-agents.git ``` -The `--branch release_9` option will switch to the tag of the latest stable +The `--branch release_10` option will switch to the tag of the latest stable release. Omitting that will get the `master` branch which is potentially unstable. @@ -64,7 +64,7 @@ unstable. You will need to clone the repository if you plan to modify or extend the ML-Agents Toolkit for your purposes. If you plan to contribute those changes -back, make sure to clone the `master` branch (by omitting `--branch release_9` +back, make sure to clone the `master` branch (by omitting `--branch release_10` from the command above). See our [Contributions Guidelines](../com.unity.ml-agents/CONTRIBUTING.md) for more information on contributing to the ML-Agents Toolkit. diff --git a/docs/Training-on-Amazon-Web-Service.md b/docs/Training-on-Amazon-Web-Service.md index 2a3f97a3df..84a30e5166 100644 --- a/docs/Training-on-Amazon-Web-Service.md +++ b/docs/Training-on-Amazon-Web-Service.md @@ -69,7 +69,7 @@ After launching your EC2 instance using the ami and ssh into it: 2. Clone the ML-Agents repo and install the required Python packages ```sh - git clone --branch release_9 https://github.com/Unity-Technologies/ml-agents.git + git clone --branch release_10 https://github.com/Unity-Technologies/ml-agents.git cd ml-agents/ml-agents/ pip3 install -e . ``` diff --git a/docs/Unity-Inference-Engine.md b/docs/Unity-Inference-Engine.md index 4e99274c2b..d7b46f8f04 100644 --- a/docs/Unity-Inference-Engine.md +++ b/docs/Unity-Inference-Engine.md @@ -48,9 +48,9 @@ The ML-Agents Toolkit only supports the models created with our trainers. Model loading expects certain conventions for constants and tensor names. While it is possible to construct a model that follows these conventions, we don't provide any additional help for this. More details can be found in -[TensorNames.cs](https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/com.unity.ml-agents/Runtime/Inference/TensorNames.cs) +[TensorNames.cs](https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/com.unity.ml-agents/Runtime/Inference/TensorNames.cs) and -[BarracudaModelParamLoader.cs](https://github.com/Unity-Technologies/ml-agents/blob/release_9_docs/com.unity.ml-agents/Runtime/Inference/BarracudaModelParamLoader.cs). +[BarracudaModelParamLoader.cs](https://github.com/Unity-Technologies/ml-agents/blob/release_10_docs/com.unity.ml-agents/Runtime/Inference/BarracudaModelParamLoader.cs). If you wish to run inference on an externally trained model, you should use Barracuda directly, instead of trying to run it through ML-Agents. diff --git a/gym-unity/gym_unity/__init__.py b/gym-unity/gym_unity/__init__.py index 7a0ba766dd..762af57e92 100644 --- a/gym-unity/gym_unity/__init__.py +++ b/gym-unity/gym_unity/__init__.py @@ -1,5 +1,5 @@ # Version of the library that will be used to upload to pypi -__version__ = "0.22.0.dev0" +__version__ = "0.22.0" # Git tag that will be checked to determine whether to trigger upload to pypi -__release_tag__ = None +__release_tag__ = "release_10" diff --git a/ml-agents-envs/mlagents_envs/__init__.py b/ml-agents-envs/mlagents_envs/__init__.py index 7a0ba766dd..762af57e92 100644 --- a/ml-agents-envs/mlagents_envs/__init__.py +++ b/ml-agents-envs/mlagents_envs/__init__.py @@ -1,5 +1,5 @@ # Version of the library that will be used to upload to pypi -__version__ = "0.22.0.dev0" +__version__ = "0.22.0" # Git tag that will be checked to determine whether to trigger upload to pypi -__release_tag__ = None +__release_tag__ = "release_10" diff --git a/ml-agents/mlagents/trainers/__init__.py b/ml-agents/mlagents/trainers/__init__.py index 7a0ba766dd..762af57e92 100644 --- a/ml-agents/mlagents/trainers/__init__.py +++ b/ml-agents/mlagents/trainers/__init__.py @@ -1,5 +1,5 @@ # Version of the library that will be used to upload to pypi -__version__ = "0.22.0.dev0" +__version__ = "0.22.0" # Git tag that will be checked to determine whether to trigger upload to pypi -__release_tag__ = None +__release_tag__ = "release_10" From bf712fe7d4659dccef8482ce2ed8cb66fdf30e40 Mon Sep 17 00:00:00 2001 From: Jeffrey Shih <34355042+unityjeffrey@users.noreply.github.com> Date: Fri, 13 Nov 2020 10:00:11 -0800 Subject: [PATCH 03/17] Release 10 match3 doc (#4647) * Change title * added overvierw, cleaned up structure. * Updated with getting started, clean up * added link to form. added note about playable * clean up * Update Match3.md --- .../Documentation~/Match3.md | 45 ++++++++++++++----- 1 file changed, 33 insertions(+), 12 deletions(-) diff --git a/com.unity.ml-agents.extensions/Documentation~/Match3.md b/com.unity.ml-agents.extensions/Documentation~/Match3.md index 74b1ee9e5b..32c4efe7bc 100644 --- a/com.unity.ml-agents.extensions/Documentation~/Match3.md +++ b/com.unity.ml-agents.extensions/Documentation~/Match3.md @@ -1,9 +1,30 @@ -# Match-3 Game Support +# Match-3 with ML-Agents -We provide some utilities to integrate ML-Agents with Match-3 games. - + -## AbstractBoard class +## Overview +One of the main feedback we get is to illustrate more real game examples using ML-Agents. We are excited to provide an example implementation of Match-3 using ML-Agents and additional utilities to integrate ML-Agents with Match-3 games. + +Our aim is to enable Match-3 teams to leverage ML-Agents to create player agents to learn and play different Match-3 levels. This implementation is intended as a starting point and guide for teams to get started (as there are many nuances with Match-3 for training ML-Agents) and for us to iterate both on the C#, hyperparameters, and trainers to improve ML-Agents for Match-3. + +This implementation includes: + +* C# implementation catered toward a Match-3 setup including concepts around encoding for moves based on [Human Like Playtesting with Deep Learning](https://www.researchgate.net/publication/328307928_Human-Like_Playtesting_with_Deep_Learning) +* An example Match-3 scene with ML-Agents implemented (located under /Project/Assets/ML-Agents/Examples/Match3) + +If you are a Match-3 developer and are trying to leverage ML-Agents for this scenario, [we want to hear from you](https://forms.gle/TBsB9jc8WshgzViU9). Additionally, we are also looking for interested Match-3 teams to speak with us for 45 minutes. If you are interested, please indicate that in the [form](https://forms.gle/TBsB9jc8WshgzViU9). If selected, we will provide gift cards as a token of appreciation. + +## Interested in more game templates? +Do you have a type of game you are interested for ML-Agents? If so, please post a [forum issue](https://forum.unity.com/forums/ml-agents.453/) with [GAME TEMPLATE] in the title. + +## Getting started +The C# code for Match-3 exists inside of the extensions package (com.unity.ml-agents.extensions). A good first step would be to familiarize with the extensions package by reading the document [here](com.unity.ml-agents.extensions.md). The second step would be to take a look at how we have implemented the C# code in the example Match-3 scene (located under /Project/Assets/ML-Agents/Examples/match3). Once you have some familiarity, then the next step would be to implement the C# code for Match-3 from the extensions package. + +Additionally, see below for additional technical specifications on the C# code for Match-3. Please note the Match-3 game isn't human playable as implemented and can be only played via training. + +## Technical specifications for Match-3 with ML-Agents + +### AbstractBoard class The `AbstractBoard` is the bridge between ML-Agents and your game. It allows ML-Agents to * ask your game what the "color" of a cell is * ask whether the cell is a "special" piece type or not @@ -14,27 +35,27 @@ These are handled by implementing the `GetCellType()`, `IsMoveValid()`, and `Mak The AbstractBoard also tracks the number of rows, columns, and potential piece types that the board can have. -#### `public abstract int GetCellType(int row, int col)` +##### `public abstract int GetCellType(int row, int col)` Returns the "color" of piece at the given row and column. This should be between 0 and NumCellTypes-1 (inclusive). The actual order of the values doesn't matter. -#### `public abstract int GetSpecialType(int row, int col)` +##### `public abstract int GetSpecialType(int row, int col)` Returns the special type of the piece at the given row and column. This should be between 0 and NumSpecialTypes (inclusive). The actual order of the values doesn't matter. -#### `public abstract bool IsMoveValid(Move m)` +##### `public abstract bool IsMoveValid(Move m)` Check whether the particular `Move` is valid for the game. The actual results will depend on the rules of the game, but we provide the `SimpleIsMoveValid()` method that handles basic match3 rules with no special or immovable pieces. -#### `public abstract bool MakeMove(Move m)` +##### `public abstract bool MakeMove(Move m)` Instruct the game to make the given move. Returns true if the move was made. Note that during training, a move that was marked as invalid may occasionally still be requested. If this happens, it is safe to do nothing and request another move. -## Move struct +### Move struct The Move struct encapsulates a swap of two adjacent cells. You can get the number of potential moves for a board of a given size with. `Move.NumPotentialMoves(NumRows, NumColumns)`. There are two helper functions to create a new `Move`: @@ -43,7 +64,7 @@ iterate over all potential moves for the board by looping from 0 to `Move.NumPot * `public static Move FromPositionAndDirection(int row, int col, Direction dir, int maxRows, int maxCols)` creates a `Move` from a row, column, and direction (and board size). -## `Match3Sensor` and `Match3SensorComponent` classes +#### `Match3Sensor` and `Match3SensorComponent` classes The `Match3Sensor` generates observations about the state using the `AbstractBoard` interface. You can choose whether to use vector or "visual" observations; in theory, visual observations should perform better because they are 2-dimensional like the board, but we need to experiment more on this. @@ -51,14 +72,14 @@ better because they are 2-dimensional like the board, but we need to experiment A `Match3SensorComponent` generates a `Match3Sensor` at runtime, and should be added to the same GameObject as your `Agent` implementation. You do not need to write any additional code to use them. -## `Match3Actuator` and `Match3ActuatorComponent` classes +#### `Match3Actuator` and `Match3ActuatorComponent` classes The `Match3Actuator` converts actions from training or inference into a `Move` that is sent to` AbstractBoard.MakeMove()` It also checks `AbstractBoard.IsMoveValid` for each potential move and uses this to set the action mask for Agent. A `Match3ActuatorComponent` generates a `Match3Actuator` at runtime, and should be added to the same GameObject as your `Agent` implementation. You do not need to write any additional code to use them. -# Setting up match-3 simulation +### Setting up Match-3 simulation * Implement the `AbstractBoard` methods to integrate with your game. * Give the `Agent` rewards when it does what you want it to (match multiple pieces in a row, clears pieces of a certain type, etc). From ceb90caaa4bce20ae578235cef626c188ba9833f Mon Sep 17 00:00:00 2001 From: Vincent-Pierre BERGES Date: Fri, 13 Nov 2020 10:05:32 -0800 Subject: [PATCH 04/17] Adding a missing doc on the ObservationWriterExtensions (#4648) --- com.unity.ml-agents/Runtime/Sensors/ObservationWriter.cs | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/com.unity.ml-agents/Runtime/Sensors/ObservationWriter.cs b/com.unity.ml-agents/Runtime/Sensors/ObservationWriter.cs index 5b0b96b3df..2e1f0f2336 100644 --- a/com.unity.ml-agents/Runtime/Sensors/ObservationWriter.cs +++ b/com.unity.ml-agents/Runtime/Sensors/ObservationWriter.cs @@ -209,9 +209,11 @@ public void Add(Quaternion quat, int writeOffset = 0) } } + /// + /// Provides extension methods for the ObservationWriter. + /// public static class ObservationWriterExtension { - /// /// Writes a Texture2D into a ObservationWriter. /// From 5203cd0c2df097738b1fc3f6f31778166d84ecd7 Mon Sep 17 00:00:00 2001 From: Vincent-Pierre BERGES Date: Fri, 13 Nov 2020 13:32:12 -0800 Subject: [PATCH 05/17] Update Readme table and loose link to master (#4652) * Update Readme table and loose link to master * Remove ../.. and replace with release_10_docs --- README.md | 4 ++-- .../Documentation~/Grid-Sensor.md | 2 +- .../Documentation~/com.unity.ml-agents.extensions.md | 8 ++++---- utils/make_readme_table.py | 1 + 4 files changed, 8 insertions(+), 7 deletions(-) diff --git a/README.md b/README.md index d2ddf6d62e..84cb810276 100644 --- a/README.md +++ b/README.md @@ -67,13 +67,13 @@ under active development and may be unstable. A few helpful guidelines: | **Version** | **Release Date** | **Source** | **Documentation** | **Download** | |:-------:|:------:|:-------------:|:-------:|:------------:| | **master (unstable)** | -- | [source](https://github.com/Unity-Technologies/ml-agents/tree/master) | [docs](https://github.com/Unity-Technologies/ml-agents/tree/master/docs/Readme.md) | [download](https://github.com/Unity-Technologies/ml-agents/archive/master.zip) | -| **Release 9** | **November 4, 2020** | **[source](https://github.com/Unity-Technologies/ml-agents/tree/release_9)** | **[docs](https://github.com/Unity-Technologies/ml-agents/tree/release_9_docs/docs/Readme.md)** | **[download](https://github.com/Unity-Technologies/ml-agents/archive/release_9.zip)** | +| **Release 10** | **November 18, 2020** | **[source](https://github.com/Unity-Technologies/ml-agents/tree/release_10)** | **[docs](https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/docs/Readme.md)** | **[download](https://github.com/Unity-Technologies/ml-agents/archive/release_10.zip)** | +| **Release 9** | November 4, 2020 | [source](https://github.com/Unity-Technologies/ml-agents/tree/release_9) | [docs](https://github.com/Unity-Technologies/ml-agents/tree/release_9_docs/docs/Readme.md) | [download](https://github.com/Unity-Technologies/ml-agents/archive/release_9.zip) | | **Release 8** | October 14, 2020 | [source](https://github.com/Unity-Technologies/ml-agents/tree/release_8) | [docs](https://github.com/Unity-Technologies/ml-agents/tree/release_8_docs/docs/Readme.md) | [download](https://github.com/Unity-Technologies/ml-agents/archive/release_8.zip) | | **Release 7** | September 16, 2020 | [source](https://github.com/Unity-Technologies/ml-agents/tree/release_7) | [docs](https://github.com/Unity-Technologies/ml-agents/tree/release_7_docs/docs/Readme.md) | [download](https://github.com/Unity-Technologies/ml-agents/archive/release_7.zip) | | **Release 6** | August 12, 2020 | [source](https://github.com/Unity-Technologies/ml-agents/tree/release_6) | [docs](https://github.com/Unity-Technologies/ml-agents/tree/release_6_docs/docs/Readme.md) | [download](https://github.com/Unity-Technologies/ml-agents/archive/release_6.zip) | | **Release 5** | July 31, 2020 | [source](https://github.com/Unity-Technologies/ml-agents/tree/release_5) | [docs](https://github.com/Unity-Technologies/ml-agents/tree/release_5_docs/docs/Readme.md) | [download](https://github.com/Unity-Technologies/ml-agents/archive/release_5.zip) | | **Release 4** | July 15, 2020 | [source](https://github.com/Unity-Technologies/ml-agents/tree/release_4) | [docs](https://github.com/Unity-Technologies/ml-agents/tree/release_4_docs/docs/Readme.md) | [download](https://github.com/Unity-Technologies/ml-agents/archive/release_4.zip) | -| **Release 3** | June 10, 2020 | [source](https://github.com/Unity-Technologies/ml-agents/tree/release_3) | [docs](https://github.com/Unity-Technologies/ml-agents/tree/release_3_docs/docs/Readme.md) | [download](https://github.com/Unity-Technologies/ml-agents/archive/release_3.zip) | ## Citation diff --git a/com.unity.ml-agents.extensions/Documentation~/Grid-Sensor.md b/com.unity.ml-agents.extensions/Documentation~/Grid-Sensor.md index 1858c835c1..e3dbda315b 100644 --- a/com.unity.ml-agents.extensions/Documentation~/Grid-Sensor.md +++ b/com.unity.ml-agents.extensions/Documentation~/Grid-Sensor.md @@ -36,7 +36,7 @@ These limitations provided the motivation towards the development of the Grid Se An image can be thought of as a matrix of a predefined width (W) and a height (H) and each pixel can be thought of as simply an array of length 3 (in the case of RGB), `[Red, Green, Blue]` holding the different channel information of the color (channel) intensities at that pixel location. Thus an image is just a 3 dimensional matrix of size WxHx3. A Grid Observation can be thought of as a generalization of this setup where in place of a pixel there is a "cell" which is an array of length N representing different channel intensities at that cell position. From a Convolutional Neural Network point of view, the introduction of multiple channels in an "image" isn't a new concept. One such example is using an RGB-Depth image which is used in several robotics applications. The distinction of Grid Observations is what the data within the channels represents. Instead of limiting the channels to color intensities, the channels within a cell of a Grid Observation generalize to any data that can be represented by a single number (float or int). -Before jumping into the details of the Grid Sensor, an important thing to note is the agent performance and qualitatively different behavior over raycasts. Unity MLAgent's comes with a suite of example environments. One in particular, the [Food Collector](https://github.com/Unity-Technologies/ml-agents/blob/master/docs/Learning-Environment-Examples.md#food-collector), has been the focus of the Grid Sensor development. +Before jumping into the details of the Grid Sensor, an important thing to note is the agent performance and qualitatively different behavior over raycasts. Unity MLAgent's comes with a suite of example environments. One in particular, the [Food Collector](https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/docs/Learning-Environment-Examples.md#food-collector), has been the focus of the Grid Sensor development. The Food Collector environment can be described as: * Set-up: A multi-agent environment where agents compete to collect food. diff --git a/com.unity.ml-agents.extensions/Documentation~/com.unity.ml-agents.extensions.md b/com.unity.ml-agents.extensions/Documentation~/com.unity.ml-agents.extensions.md index 4214418d74..b3038c314b 100644 --- a/com.unity.ml-agents.extensions/Documentation~/com.unity.ml-agents.extensions.md +++ b/com.unity.ml-agents.extensions/Documentation~/com.unity.ml-agents.extensions.md @@ -28,14 +28,14 @@ The ML-Agents Extensions package is not currently available in the Package Manag recommended ways to install the package: ### Local Installation -[Clone the repository](../../docs/Installation.md#clone-the-ml-agents-toolkit-repository-optional) and follow the -[Local Installation for Development](../../docs/Installation.md#advanced-local-installation-for-development-1) +[Clone the repository](https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/docs/Installation.md#clone-the-ml-agents-toolkit-repository-optional) and follow the +[Local Installation for Development](https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/docs/Installation.md#advanced-local-installation-for-development-1) directions (substituting `com.unity.ml-agents.extensions` for the package name). ### Github via Package Manager In Unity 2019.4 or later, open the Package Manager, hit the "+" button, and select "Add package from git URL". -![Package Manager git URL](../../docs/images/unity_package_manager_git_url.png) +![Package Manager git URL](https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/docs/images/unity_package_manager_git_url.png) In the dialog that appears, enter ``` git+https://github.com/Unity-Technologies/ml-agents.git?path=com.unity.ml-agents.extensions @@ -60,4 +60,4 @@ following versions of the Unity Editor: none ## Need Help? -The main [README](../../README.md) contains links for contacting the team or getting support. +The main [README](https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/README.md) contains links for contacting the team or getting support. diff --git a/utils/make_readme_table.py b/utils/make_readme_table.py index d37c6fe77c..58dcea1a08 100644 --- a/utils/make_readme_table.py +++ b/utils/make_readme_table.py @@ -75,6 +75,7 @@ def display_name(self) -> str: ReleaseInfo("release_7", "1.4.0", "0.20.0", "September 16, 2020"), ReleaseInfo("release_8", "1.5.0", "0.21.0", "October 14, 2020"), ReleaseInfo("release_9", "1.5.0", "0.21.1", "November 4, 2020"), + ReleaseInfo("release_10", "1.6.0", "0.22.0", "November 18, 2020"), ] MAX_DAYS = 150 # do not print releases older than this many days From 2753bc5abf658763de961435080e3763d96721dc Mon Sep 17 00:00:00 2001 From: Ruo-Ping Dong Date: Mon, 16 Nov 2020 12:26:10 -0500 Subject: [PATCH 06/17] use int64 steps, check for NaN actions (#4607) (#4654) * use int64 steps * check for NaN actions Co-authored-by: Ruo-Ping Dong Co-authored-by: Chris Elion --- com.unity.ml-agents/CHANGELOG.md | 2 ++ ml-agents/mlagents/trainers/policy/policy.py | 10 ++++++++++ .../mlagents/trainers/policy/tf_policy.py | 2 ++ .../mlagents/trainers/policy/torch_policy.py | 1 + .../tests/tensorflow/test_nn_policy.py | 20 +++++++++++++++++++ .../trainers/tests/torch/test_policy.py | 8 ++++++++ ml-agents/mlagents/trainers/tf/models.py | 8 ++++---- .../trainers/tf/tensorflow_to_barracuda.py | 2 ++ ml-agents/mlagents/trainers/torch/networks.py | 4 +++- 9 files changed, 52 insertions(+), 5 deletions(-) diff --git a/com.unity.ml-agents/CHANGELOG.md b/com.unity.ml-agents/CHANGELOG.md index 842d180d5d..c39e9efc29 100755 --- a/com.unity.ml-agents/CHANGELOG.md +++ b/com.unity.ml-agents/CHANGELOG.md @@ -33,6 +33,8 @@ if they are called recursively (for example, if they call `Agent.EndEpisode()`). Previously, this would result in an infinite loop and cause the editor to hang. (#4573) #### ml-agents / ml-agents-envs / gym-unity (Python) - Fixed an issue where runs could not be resumed when using TensorFlow and Ghost Training. (#4593) +- Change the tensor type of step count from int32 to int64 to address the overflow issue when step +goes larger than 2^31. Previous Tensorflow checkpoints will become incompatible and cannot be loaded. (#4607) ## [1.5.0-preview] - 2020-10-14 diff --git a/ml-agents/mlagents/trainers/policy/policy.py b/ml-agents/mlagents/trainers/policy/policy.py index 6de0e4794d..263b02b4b1 100644 --- a/ml-agents/mlagents/trainers/policy/policy.py +++ b/ml-agents/mlagents/trainers/policy/policy.py @@ -141,6 +141,16 @@ def get_action( ) -> ActionInfo: raise NotImplementedError + @staticmethod + def check_nan_action(action: Optional[np.ndarray]) -> None: + # Fast NaN check on the action + # See https://stackoverflow.com/questions/6736590/fast-check-for-nan-in-numpy for background. + if action is not None: + d = np.sum(action) + has_nan = np.isnan(d) + if has_nan: + raise RuntimeError("NaN action detected.") + @abstractmethod def update_normalization(self, vector_obs: np.ndarray) -> None: pass diff --git a/ml-agents/mlagents/trainers/policy/tf_policy.py b/ml-agents/mlagents/trainers/policy/tf_policy.py index 3650565710..e434393a47 100644 --- a/ml-agents/mlagents/trainers/policy/tf_policy.py +++ b/ml-agents/mlagents/trainers/policy/tf_policy.py @@ -270,6 +270,8 @@ def get_action( ) self.save_memories(global_agent_ids, run_out.get("memory_out")) + self.check_nan_action(run_out.get("action")) + return ActionInfo( action=run_out.get("action"), value=run_out.get("value"), diff --git a/ml-agents/mlagents/trainers/policy/torch_policy.py b/ml-agents/mlagents/trainers/policy/torch_policy.py index 35760964e9..e3d8cd0010 100644 --- a/ml-agents/mlagents/trainers/policy/torch_policy.py +++ b/ml-agents/mlagents/trainers/policy/torch_policy.py @@ -235,6 +235,7 @@ def get_action( decision_requests, global_agent_ids ) # pylint: disable=assignment-from-no-return self.save_memories(global_agent_ids, run_out.get("memory_out")) + self.check_nan_action(run_out.get("action")) return ActionInfo( action=run_out.get("action"), value=run_out.get("value"), diff --git a/ml-agents/mlagents/trainers/tests/tensorflow/test_nn_policy.py b/ml-agents/mlagents/trainers/tests/tensorflow/test_nn_policy.py index e51e17883e..25a807ce93 100644 --- a/ml-agents/mlagents/trainers/tests/tensorflow/test_nn_policy.py +++ b/ml-agents/mlagents/trainers/tests/tensorflow/test_nn_policy.py @@ -265,5 +265,25 @@ def test_min_visual_size(): enc_func(vis_input, 32, ModelUtils.swish, 1, "test", False) +def test_step_overflow(): + behavior_spec = mb.setup_test_behavior_specs( + use_discrete=True, use_visual=False, vector_action_space=[2], vector_obs_space=1 + ) + + policy = TFPolicy( + 0, + behavior_spec, + TrainerSettings(network_settings=NetworkSettings(normalize=True)), + create_tf_graph=False, + ) + policy.create_input_placeholders() + policy.initialize() + + policy.set_step(2 ** 31 - 1) + assert policy.get_current_step() == 2 ** 31 - 1 + policy.increment_step(3) + assert policy.get_current_step() == 2 ** 31 + 2 + + if __name__ == "__main__": pytest.main() diff --git a/ml-agents/mlagents/trainers/tests/torch/test_policy.py b/ml-agents/mlagents/trainers/tests/torch/test_policy.py index bea74c71ae..b0f5363034 100644 --- a/ml-agents/mlagents/trainers/tests/torch/test_policy.py +++ b/ml-agents/mlagents/trainers/tests/torch/test_policy.py @@ -145,3 +145,11 @@ def test_sample_actions(rnn, visual, discrete): if rnn: assert memories.shape == (1, 1, policy.m_size) + + +def test_step_overflow(): + policy = create_policy_mock(TrainerSettings()) + policy.set_step(2 ** 31 - 1) + assert policy.get_current_step() == 2 ** 31 - 1 # step = 2147483647 + policy.increment_step(3) + assert policy.get_current_step() == 2 ** 31 + 2 # step = 2147483650 diff --git a/ml-agents/mlagents/trainers/tf/models.py b/ml-agents/mlagents/trainers/tf/models.py index 679687ea19..8cbf08b866 100644 --- a/ml-agents/mlagents/trainers/tf/models.py +++ b/ml-agents/mlagents/trainers/tf/models.py @@ -42,10 +42,10 @@ class ModelUtils: def create_global_steps(): """Creates TF ops to track and increment global training step.""" global_step = tf.Variable( - 0, name="global_step", trainable=False, dtype=tf.int32 + 0, name="global_step", trainable=False, dtype=tf.int64 ) steps_to_increment = tf.placeholder( - shape=[], dtype=tf.int32, name="steps_to_increment" + shape=[], dtype=tf.int64, name="steps_to_increment" ) increment_step = tf.assign(global_step, tf.add(global_step, steps_to_increment)) return global_step, increment_step, steps_to_increment @@ -195,7 +195,7 @@ def create_normalizer(vector_obs: tf.Tensor) -> NormalizerTensors: "normalization_steps", [], trainable=False, - dtype=tf.int32, + dtype=tf.int64, initializer=tf.zeros_initializer(), ) running_mean = tf.get_variable( @@ -244,7 +244,7 @@ def create_normalizer_update( # Based on Welford's algorithm for running mean and standard deviation, for batch updates. Discussion here: # https://stackoverflow.com/questions/56402955/whats-the-formula-for-welfords-algorithm-for-variance-std-with-batch-updates steps_increment = tf.shape(vector_input)[0] - total_new_steps = tf.add(steps, steps_increment) + total_new_steps = tf.add(steps, tf.cast(steps_increment, dtype=tf.int64)) # Compute the incremental update and divide by the number of new steps. input_to_old_mean = tf.subtract(vector_input, running_mean) diff --git a/ml-agents/mlagents/trainers/tf/tensorflow_to_barracuda.py b/ml-agents/mlagents/trainers/tf/tensorflow_to_barracuda.py index 80d5371812..59838bf021 100644 --- a/ml-agents/mlagents/trainers/tf/tensorflow_to_barracuda.py +++ b/ml-agents/mlagents/trainers/tf/tensorflow_to_barracuda.py @@ -702,6 +702,8 @@ def get_tensor_data(tensor): data = tensor.float_val if tensor.int_val: data = np.array(tensor.int_val, dtype=float) + if tensor.int64_val: + data = np.array(tensor.int64_val, dtype=float) if tensor.bool_val: data = np.array(tensor.bool_val, dtype=float) return np.array(data).reshape(dims) diff --git a/ml-agents/mlagents/trainers/torch/networks.py b/ml-agents/mlagents/trainers/torch/networks.py index 32247b5f91..6583e47ce4 100644 --- a/ml-agents/mlagents/trainers/torch/networks.py +++ b/ml-agents/mlagents/trainers/torch/networks.py @@ -488,7 +488,9 @@ def update_normalization(self, vector_obs: List[torch.Tensor]) -> None: class GlobalSteps(nn.Module): def __init__(self): super().__init__() - self.__global_step = nn.Parameter(torch.Tensor([0]), requires_grad=False) + self.__global_step = nn.Parameter( + torch.Tensor([0]).to(torch.int64), requires_grad=False + ) @property def current_step(self): From 6895bf1e8c013a333dce56e1378c37ebaf15c47e Mon Sep 17 00:00:00 2001 From: Jeffrey Shih Date: Tue, 17 Nov 2020 15:37:44 -0800 Subject: [PATCH 07/17] minor match-3 doc updates (#4653) * updated image in learning envs examples * add link to learning example to match-3 * cleaned up headings * removed anchor * Update Match3.md * Delete match3.png * added new match3 image * updated match3 image link --- .../Documentation~/Match3.md | 5 +++-- docs/Learning-Environment-Examples.md | 1 - docs/images/match3.png | Bin 21996 -> 476180 bytes 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/com.unity.ml-agents.extensions/Documentation~/Match3.md b/com.unity.ml-agents.extensions/Documentation~/Match3.md index 32c4efe7bc..bb314aa137 100644 --- a/com.unity.ml-agents.extensions/Documentation~/Match3.md +++ b/com.unity.ml-agents.extensions/Documentation~/Match3.md @@ -10,11 +10,12 @@ Our aim is to enable Match-3 teams to leverage ML-Agents to create player agents This implementation includes: * C# implementation catered toward a Match-3 setup including concepts around encoding for moves based on [Human Like Playtesting with Deep Learning](https://www.researchgate.net/publication/328307928_Human-Like_Playtesting_with_Deep_Learning) -* An example Match-3 scene with ML-Agents implemented (located under /Project/Assets/ML-Agents/Examples/Match3) +* An example Match-3 scene with ML-Agents implemented (located under /Project/Assets/ML-Agents/Examples/Match3). More information, on Match-3 example [here](https://github.com/Unity-Technologies/ml-agents/tree/release_10_docs/docs/docs/Learning-Environment-Examples.md#match-3). +### Feedback If you are a Match-3 developer and are trying to leverage ML-Agents for this scenario, [we want to hear from you](https://forms.gle/TBsB9jc8WshgzViU9). Additionally, we are also looking for interested Match-3 teams to speak with us for 45 minutes. If you are interested, please indicate that in the [form](https://forms.gle/TBsB9jc8WshgzViU9). If selected, we will provide gift cards as a token of appreciation. -## Interested in more game templates? +### Interested in more game templates? Do you have a type of game you are interested for ML-Agents? If so, please post a [forum issue](https://forum.unity.com/forums/ml-agents.453/) with [GAME TEMPLATE] in the title. ## Getting started diff --git a/docs/Learning-Environment-Examples.md b/docs/Learning-Environment-Examples.md index 178ab5ecaf..141a98c1e1 100644 --- a/docs/Learning-Environment-Examples.md +++ b/docs/Learning-Environment-Examples.md @@ -538,7 +538,6 @@ you would like to contribute environments, please see our - Benchmark Mean Reward: 1.75 ## Match 3 - ![Match 3](images/match3.png) - Set-up: Simple match-3 game. 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zZTIahXA5Wn!rc~ro%c8im@u}^+$F(p+~0)q&hfGijw1_-Uk4Ey>=mrUqS=3O=@$?E zhxgU}d;NPL5WHdNI3M;O-c$EDnG~giT9nN}%Rd9xwsVJHjpkam+{)iv&A`28jz<2j z`>xIPlJ^qps+m^#OZP8rWD_`)8fffZy{h%+?$7_L`(Nu1ycrmcLvQ*T?9~fW(aM z-LMx~$m$}Ga_#4qy&3OS*B~3pM?wR}^yLt>9PH(WevT41SsD%0O#}JhR}S{-ri-RL zGuA-9#y8_aR?04i21>wQWArMm)Q0$B)xZIs=RB-c(#SPU11C*yb(cK`qY07*qoM6N<$f&lnCHUIzs From 60ae629c634475e526b706ceb716edc52d2589af Mon Sep 17 00:00:00 2001 From: Ervin T Date: Tue, 17 Nov 2020 16:05:27 -0800 Subject: [PATCH 08/17] [bug-fix] Add clipping to PyTorch policy, fix initialization (#4649) (#4662) --- ml-agents/mlagents/trainers/policy/torch_policy.py | 8 +++++++- ml-agents/mlagents/trainers/ppo/optimizer_torch.py | 2 +- .../torch/test_reward_providers/test_curiosity.py | 2 +- .../mlagents/trainers/tests/torch/test_simple_rl.py | 2 +- .../mlagents/trainers/tests/torch/test_utils.py | 2 +- ml-agents/mlagents/trainers/torch/distributions.py | 10 +++++++--- ml-agents/mlagents/trainers/torch/encoders.py | 8 ++++---- ml-agents/mlagents/trainers/torch/layers.py | 12 +++++++++--- ml-agents/mlagents/trainers/torch/networks.py | 5 +++++ 9 files changed, 36 insertions(+), 15 deletions(-) diff --git a/ml-agents/mlagents/trainers/policy/torch_policy.py b/ml-agents/mlagents/trainers/policy/torch_policy.py index e3d8cd0010..8ee3247557 100644 --- a/ml-agents/mlagents/trainers/policy/torch_policy.py +++ b/ml-agents/mlagents/trainers/policy/torch_policy.py @@ -77,6 +77,7 @@ def __init__( conditional_sigma=self.condition_sigma_on_obs, tanh_squash=tanh_squash, ) + self._clip_action = not tanh_squash # Save the m_size needed for export self._export_m_size = self.m_size # m_size needed for training is determined by network, not trainer settings @@ -203,8 +204,13 @@ def evaluate( action, log_probs, entropy, memories = self.sample_actions( vec_obs, vis_obs, masks=masks, memories=memories ) - run_out["action"] = ModelUtils.to_numpy(action) + + if self._clip_action and self.use_continuous_act: + clipped_action = torch.clamp(action, -3, 3) / 3 + else: + clipped_action = action run_out["pre_action"] = ModelUtils.to_numpy(action) + run_out["action"] = ModelUtils.to_numpy(clipped_action) # Todo - make pre_action difference run_out["log_probs"] = ModelUtils.to_numpy(log_probs) run_out["entropy"] = ModelUtils.to_numpy(entropy) diff --git a/ml-agents/mlagents/trainers/ppo/optimizer_torch.py b/ml-agents/mlagents/trainers/ppo/optimizer_torch.py index 8660d820aa..7376a032c5 100644 --- a/ml-agents/mlagents/trainers/ppo/optimizer_torch.py +++ b/ml-agents/mlagents/trainers/ppo/optimizer_torch.py @@ -136,7 +136,7 @@ def update(self, batch: AgentBuffer, num_sequences: int) -> Dict[str, float]: vec_obs = [ModelUtils.list_to_tensor(batch["vector_obs"])] act_masks = ModelUtils.list_to_tensor(batch["action_mask"]) if self.policy.use_continuous_act: - actions = ModelUtils.list_to_tensor(batch["actions"]).unsqueeze(-1) + actions = ModelUtils.list_to_tensor(batch["actions_pre"]).unsqueeze(-1) else: actions = ModelUtils.list_to_tensor(batch["actions"], dtype=torch.long) diff --git a/ml-agents/mlagents/trainers/tests/torch/test_reward_providers/test_curiosity.py b/ml-agents/mlagents/trainers/tests/torch/test_reward_providers/test_curiosity.py index 16b9ced0c6..8c201a01d6 100644 --- a/ml-agents/mlagents/trainers/tests/torch/test_reward_providers/test_curiosity.py +++ b/ml-agents/mlagents/trainers/tests/torch/test_reward_providers/test_curiosity.py @@ -68,7 +68,7 @@ def test_reward_decreases(behavior_spec: BehaviorSpec, seed: int) -> None: buffer = create_agent_buffer(behavior_spec, 5) curiosity_rp.update(buffer) reward_old = curiosity_rp.evaluate(buffer)[0] - for _ in range(10): + for _ in range(20): curiosity_rp.update(buffer) reward_new = curiosity_rp.evaluate(buffer)[0] assert reward_new < reward_old diff --git a/ml-agents/mlagents/trainers/tests/torch/test_simple_rl.py b/ml-agents/mlagents/trainers/tests/torch/test_simple_rl.py index 62ce456bc5..af155ae36c 100644 --- a/ml-agents/mlagents/trainers/tests/torch/test_simple_rl.py +++ b/ml-agents/mlagents/trainers/tests/torch/test_simple_rl.py @@ -121,7 +121,7 @@ def test_recurrent_ppo(use_discrete): PPO_TORCH_CONFIG, hyperparameters=new_hyperparams, network_settings=new_network_settings, - max_steps=5000, + max_steps=6000, ) check_environment_trains(env, {BRAIN_NAME: config}, success_threshold=0.9) diff --git a/ml-agents/mlagents/trainers/tests/torch/test_utils.py b/ml-agents/mlagents/trainers/tests/torch/test_utils.py index c52bfd1802..bab2738215 100644 --- a/ml-agents/mlagents/trainers/tests/torch/test_utils.py +++ b/ml-agents/mlagents/trainers/tests/torch/test_utils.py @@ -160,7 +160,7 @@ def test_get_probs_and_entropy(): action_list, dist_list ) assert log_probs.shape == (1, 2, 2) - assert entropies.shape == (1, 2, 2) + assert entropies.shape == (1, 1, 2) assert all_probs is None for log_prob in log_probs.flatten(): diff --git a/ml-agents/mlagents/trainers/torch/distributions.py b/ml-agents/mlagents/trainers/torch/distributions.py index 8540909f6d..3ad4274a90 100644 --- a/ml-agents/mlagents/trainers/torch/distributions.py +++ b/ml-agents/mlagents/trainers/torch/distributions.py @@ -66,7 +66,11 @@ def pdf(self, value): return torch.exp(log_prob) def entropy(self): - return 0.5 * torch.log(2 * math.pi * math.e * self.std + EPSILON) + return torch.mean( + 0.5 * torch.log(2 * math.pi * math.e * self.std + EPSILON), + dim=1, + keepdim=True, + ) # Use equivalent behavior to TF class TanhGaussianDistInstance(GaussianDistInstance): @@ -131,7 +135,7 @@ def __init__( hidden_size, num_outputs, kernel_init=Initialization.KaimingHeNormal, - kernel_gain=0.1, + kernel_gain=0.2, bias_init=Initialization.Zero, ) self.tanh_squash = tanh_squash @@ -140,7 +144,7 @@ def __init__( hidden_size, num_outputs, kernel_init=Initialization.KaimingHeNormal, - kernel_gain=0.1, + kernel_gain=0.2, bias_init=Initialization.Zero, ) else: diff --git a/ml-agents/mlagents/trainers/torch/encoders.py b/ml-agents/mlagents/trainers/torch/encoders.py index 983d44b2fb..9a88fb9d63 100644 --- a/ml-agents/mlagents/trainers/torch/encoders.py +++ b/ml-agents/mlagents/trainers/torch/encoders.py @@ -133,7 +133,7 @@ def __init__( self.final_flat, self.h_size, kernel_init=Initialization.KaimingHeNormal, - kernel_gain=1.0, + kernel_gain=1.41, # Use ReLU gain ), nn.LeakyReLU(), ) @@ -165,7 +165,7 @@ def __init__( self.final_flat, self.h_size, kernel_init=Initialization.KaimingHeNormal, - kernel_gain=1.0, + kernel_gain=1.41, # Use ReLU gain ), nn.LeakyReLU(), ) @@ -200,7 +200,7 @@ def __init__( self.final_flat, self.h_size, kernel_init=Initialization.KaimingHeNormal, - kernel_gain=1.0, + kernel_gain=1.41, # Use ReLU gain ), nn.LeakyReLU(), ) @@ -251,7 +251,7 @@ def __init__( n_channels[-1] * height * width, output_size, kernel_init=Initialization.KaimingHeNormal, - kernel_gain=1.0, + kernel_gain=1.41, # Use ReLU gain ) self.sequential = nn.Sequential(*layers) diff --git a/ml-agents/mlagents/trainers/torch/layers.py b/ml-agents/mlagents/trainers/torch/layers.py index ec1a73fa3a..c7be7db8ed 100644 --- a/ml-agents/mlagents/trainers/torch/layers.py +++ b/ml-agents/mlagents/trainers/torch/layers.py @@ -39,12 +39,18 @@ def linear_layer( :param output_size: The size of the output tensor :param kernel_init: The Initialization to use for the weights of the layer :param kernel_gain: The multiplier for the weights of the kernel. Note that in - TensorFlow, calling variance_scaling with scale 0.01 is equivalent to calling - KaimingHeNormal with kernel_gain of 0.1 + TensorFlow, the gain is square-rooted. Therefore calling with scale 0.01 is equivalent to calling + KaimingHeNormal with kernel_gain of 0.1 :param bias_init: The Initialization to use for the weights of the bias layer """ layer = torch.nn.Linear(input_size, output_size) - _init_methods[kernel_init](layer.weight.data) + if ( + kernel_init == Initialization.KaimingHeNormal + or kernel_init == Initialization.KaimingHeUniform + ): + _init_methods[kernel_init](layer.weight.data, nonlinearity="linear") + else: + _init_methods[kernel_init](layer.weight.data) layer.weight.data *= kernel_gain _init_methods[bias_init](layer.bias.data) return layer diff --git a/ml-agents/mlagents/trainers/torch/networks.py b/ml-agents/mlagents/trainers/torch/networks.py index 6583e47ce4..f4c32f3a30 100644 --- a/ml-agents/mlagents/trainers/torch/networks.py +++ b/ml-agents/mlagents/trainers/torch/networks.py @@ -292,6 +292,9 @@ def __init__( self.distribution = MultiCategoricalDistribution( self.encoding_size, self.action_spec.discrete_branches ) + # During training, clipping is done in TorchPolicy, but we need to clip before ONNX + # export as well. + self._clip_action_on_export = not tanh_squash @property def memory_size(self) -> int: @@ -339,6 +342,8 @@ def forward( if self.action_spec.is_continuous(): action_list = self.sample_action(dists) action_out = torch.stack(action_list, dim=-1) + if self._clip_action_on_export: + action_out = torch.clamp(action_out, -3, 3) / 3 else: action_out = torch.cat([dist.all_log_prob() for dist in dists], dim=1) return ( From 4e5b5b73b4e912c0ca699e4b1840d9ae326e3785 Mon Sep 17 00:00:00 2001 From: Ruo-Ping Dong Date: Wed, 18 Nov 2020 13:58:45 -0500 Subject: [PATCH 09/17] Add global lock for torch.onnx.export() (#4665) * Cherry-pick fix from #4659 --- ml-agents/mlagents/trainers/torch/model_serialization.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/ml-agents/mlagents/trainers/torch/model_serialization.py b/ml-agents/mlagents/trainers/torch/model_serialization.py index b82e9005d4..e9a4dfc9f4 100644 --- a/ml-agents/mlagents/trainers/torch/model_serialization.py +++ b/ml-agents/mlagents/trainers/torch/model_serialization.py @@ -19,14 +19,20 @@ class exporting_to_onnx: This implementation is thread safe. """ + # local is_exporting flag for each thread _local_data = threading.local() _local_data._is_exporting = False + # global lock shared among all threads, to make sure only one thread is exporting at a time + _lock = threading.Lock() + def __enter__(self): + self._lock.acquire() self._local_data._is_exporting = True def __exit__(self, *args): self._local_data._is_exporting = False + self._lock.release() @staticmethod def is_exporting(): From b0ac32ec398ea83f99f1a5c5c0c9d370f939c5d9 Mon Sep 17 00:00:00 2001 From: Ervin T Date: Wed, 18 Nov 2020 11:34:21 -0800 Subject: [PATCH 10/17] Cherry-pick separate critic only for PPO (#4661) (#4666) --- ml-agents/mlagents/trainers/ppo/trainer.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ml-agents/mlagents/trainers/ppo/trainer.py b/ml-agents/mlagents/trainers/ppo/trainer.py index 401dc4b1fb..3e2b913207 100644 --- a/ml-agents/mlagents/trainers/ppo/trainer.py +++ b/ml-agents/mlagents/trainers/ppo/trainer.py @@ -254,7 +254,7 @@ def create_torch_policy( behavior_spec, self.trainer_settings, condition_sigma_on_obs=False, # Faster training for PPO - separate_critic=behavior_spec.action_spec.is_continuous(), + separate_critic=True, # Match network architecture with TF ) return policy From 06cdf395c72f63be7acc576093ebad596600ecb6 Mon Sep 17 00:00:00 2001 From: Ervin T Date: Wed, 18 Nov 2020 14:23:46 -0800 Subject: [PATCH 11/17] Cherry-pick BC fixes to Release 10 (#4668) --- .../mlagents/trainers/policy/torch_policy.py | 18 ++++++++++-------- .../mlagents/trainers/sac/optimizer_torch.py | 2 +- .../trainers/tests/torch/saver/test_saver.py | 4 ++-- .../trainers/tests/torch/test_policy.py | 12 +++++++++++- .../trainers/torch/components/bc/module.py | 12 +++++++++--- 5 files changed, 33 insertions(+), 15 deletions(-) diff --git a/ml-agents/mlagents/trainers/policy/torch_policy.py b/ml-agents/mlagents/trainers/policy/torch_policy.py index 8ee3247557..793b9590fb 100644 --- a/ml-agents/mlagents/trainers/policy/torch_policy.py +++ b/ml-agents/mlagents/trainers/policy/torch_policy.py @@ -124,7 +124,7 @@ def sample_actions( memories: Optional[torch.Tensor] = None, seq_len: int = 1, all_log_probs: bool = False, - ) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: + ) -> Tuple[torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor, torch.Tensor]: """ :param vec_obs: List of vector observations. :param vis_obs: List of visual observations. @@ -132,8 +132,8 @@ def sample_actions( :param memories: Input memories when using RNN, else None. :param seq_len: Sequence length when using RNN. :param all_log_probs: Returns (for discrete actions) a tensor of log probs, one for each action. - :return: Tuple of actions, log probabilities (dependent on all_log_probs), entropies, and - output memories, all as Torch Tensors. + :return: Tuple of actions, actions clipped to -1, 1, log probabilities (dependent on all_log_probs), + entropies, and output memories, all as Torch Tensors. """ if memories is None: dists, memories = self.actor_critic.get_dists( @@ -155,8 +155,14 @@ def sample_actions( actions = actions[:, 0, :] # Use the sum of entropy across actions, not the mean entropy_sum = torch.sum(entropies, dim=1) + + if self._clip_action and self.use_continuous_act: + clipped_action = torch.clamp(actions, -3, 3) / 3 + else: + clipped_action = actions return ( actions, + clipped_action, all_logs if all_log_probs else log_probs, entropy_sum, memories, @@ -201,14 +207,10 @@ def evaluate( run_out = {} with torch.no_grad(): - action, log_probs, entropy, memories = self.sample_actions( + action, clipped_action, log_probs, entropy, memories = self.sample_actions( vec_obs, vis_obs, masks=masks, memories=memories ) - if self._clip_action and self.use_continuous_act: - clipped_action = torch.clamp(action, -3, 3) / 3 - else: - clipped_action = action run_out["pre_action"] = ModelUtils.to_numpy(action) run_out["action"] = ModelUtils.to_numpy(clipped_action) # Todo - make pre_action difference diff --git a/ml-agents/mlagents/trainers/sac/optimizer_torch.py b/ml-agents/mlagents/trainers/sac/optimizer_torch.py index 21d34d8a02..61f3cea840 100644 --- a/ml-agents/mlagents/trainers/sac/optimizer_torch.py +++ b/ml-agents/mlagents/trainers/sac/optimizer_torch.py @@ -464,7 +464,7 @@ def update(self, batch: AgentBuffer, num_sequences: int) -> Dict[str, float]: self.target_network.network_body.copy_normalization( self.policy.actor_critic.network_body ) - (sampled_actions, log_probs, _, _) = self.policy.sample_actions( + (sampled_actions, _, log_probs, _, _) = self.policy.sample_actions( vec_obs, vis_obs, masks=act_masks, diff --git a/ml-agents/mlagents/trainers/tests/torch/saver/test_saver.py b/ml-agents/mlagents/trainers/tests/torch/saver/test_saver.py index b5bb7b0289..7713518bd2 100644 --- a/ml-agents/mlagents/trainers/tests/torch/saver/test_saver.py +++ b/ml-agents/mlagents/trainers/tests/torch/saver/test_saver.py @@ -79,10 +79,10 @@ def _compare_two_policies(policy1: TorchPolicy, policy2: TorchPolicy) -> None: ).unsqueeze(0) with torch.no_grad(): - _, log_probs1, _, _ = policy1.sample_actions( + _, _, log_probs1, _, _ = policy1.sample_actions( vec_obs, vis_obs, masks=masks, memories=memories, all_log_probs=True ) - _, log_probs2, _, _ = policy2.sample_actions( + _, _, log_probs2, _, _ = policy2.sample_actions( vec_obs, vis_obs, masks=masks, memories=memories, all_log_probs=True ) diff --git a/ml-agents/mlagents/trainers/tests/torch/test_policy.py b/ml-agents/mlagents/trainers/tests/torch/test_policy.py index b0f5363034..9107c3284c 100644 --- a/ml-agents/mlagents/trainers/tests/torch/test_policy.py +++ b/ml-agents/mlagents/trainers/tests/torch/test_policy.py @@ -126,7 +126,13 @@ def test_sample_actions(rnn, visual, discrete): if len(memories) > 0: memories = torch.stack(memories).unsqueeze(0) - (sampled_actions, log_probs, entropies, memories) = policy.sample_actions( + ( + sampled_actions, + clipped_actions, + log_probs, + entropies, + memories, + ) = policy.sample_actions( vec_obs, vis_obs, masks=act_masks, @@ -141,6 +147,10 @@ def test_sample_actions(rnn, visual, discrete): ) else: assert log_probs.shape == (64, policy.behavior_spec.action_spec.continuous_size) + assert clipped_actions.shape == ( + 64, + policy.behavior_spec.action_spec.continuous_size, + ) assert entropies.shape == (64,) if rnn: diff --git a/ml-agents/mlagents/trainers/torch/components/bc/module.py b/ml-agents/mlagents/trainers/torch/components/bc/module.py index 7622dc7722..1c899162a6 100644 --- a/ml-agents/mlagents/trainers/torch/components/bc/module.py +++ b/ml-agents/mlagents/trainers/torch/components/bc/module.py @@ -62,7 +62,7 @@ def update(self) -> Dict[str, np.ndarray]: # Don't continue training if the learning rate has reached 0, to reduce training time. decay_lr = self.decay_learning_rate.get_value(self.policy.get_current_step()) - if self.current_lr <= 0: + if self.current_lr <= 1e-10: # Unlike in TF, this never actually reaches 0. return {"Losses/Pretraining Loss": 0} batch_losses = [] @@ -164,7 +164,13 @@ def _update_batch( else: vis_obs = [] - selected_actions, all_log_probs, _, _ = self.policy.sample_actions( + ( + selected_actions, + clipped_actions, + all_log_probs, + _, + _, + ) = self.policy.sample_actions( vec_obs, vis_obs, masks=act_masks, @@ -173,7 +179,7 @@ def _update_batch( all_log_probs=True, ) bc_loss = self._behavioral_cloning_loss( - selected_actions, all_log_probs, expert_actions + clipped_actions, all_log_probs, expert_actions ) self.optimizer.zero_grad() bc_loss.backward() From d2bd688f9b2dc4079a75382c78c836bac6eb21dc Mon Sep 17 00:00:00 2001 From: Ervin T Date: Wed, 18 Nov 2020 15:49:00 -0800 Subject: [PATCH 12/17] Cherry-pick NaN fix for Match 3 (#4664) * match3 settings * Add epsilon to log * Add another epsilon * Revert match3 configs * NaN-free masking method * Add comment for paper * Add comment for paper Co-authored-by: Chris Elion Co-authored-by: Chris Elion --- .../mlagents/trainers/torch/distributions.py | 17 ++++++++++------- 1 file changed, 10 insertions(+), 7 deletions(-) diff --git a/ml-agents/mlagents/trainers/torch/distributions.py b/ml-agents/mlagents/trainers/torch/distributions.py index 3ad4274a90..56d3c984b2 100644 --- a/ml-agents/mlagents/trainers/torch/distributions.py +++ b/ml-agents/mlagents/trainers/torch/distributions.py @@ -112,13 +112,13 @@ def pdf(self, value): ).squeeze(-1) def log_prob(self, value): - return torch.log(self.pdf(value)) + return torch.log(self.pdf(value) + EPSILON) def all_log_prob(self): - return torch.log(self.probs) + return torch.log(self.probs + EPSILON) def entropy(self): - return -torch.sum(self.probs * torch.log(self.probs), dim=-1) + return -torch.sum(self.probs * torch.log(self.probs + EPSILON), dim=-1) class GaussianDistribution(nn.Module): @@ -187,10 +187,13 @@ def _create_policy_branches(self, hidden_size: int) -> nn.ModuleList: return nn.ModuleList(branches) def _mask_branch(self, logits: torch.Tensor, mask: torch.Tensor) -> torch.Tensor: - raw_probs = torch.nn.functional.softmax(logits, dim=-1) * mask - normalized_probs = raw_probs / torch.sum(raw_probs, dim=-1).unsqueeze(-1) - normalized_logits = torch.log(normalized_probs + EPSILON) - return normalized_logits + # Zero out masked logits, then subtract a large value. Technique mentionend here: + # https://arxiv.org/abs/2006.14171. Our implementation is ONNX and Barrcuda-friendly. + flipped_mask = 1.0 - mask + adj_logits = logits * mask - 1e8 * flipped_mask + probs = torch.nn.functional.softmax(adj_logits, dim=-1) + log_probs = torch.log(probs + EPSILON) + return log_probs def _split_masks(self, masks: torch.Tensor) -> List[torch.Tensor]: split_masks = [] From da699f4b318e880cf370d3069c39372e78119cd1 Mon Sep 17 00:00:00 2001 From: Chris Elion Date: Thu, 19 Nov 2020 11:38:34 -0800 Subject: [PATCH 13/17] skip code coverage on trunk temporarily (#4673) --- .yamato/com.unity.ml-agents-test.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.yamato/com.unity.ml-agents-test.yml b/.yamato/com.unity.ml-agents-test.yml index 012aa1f8e9..c84316e642 100644 --- a/.yamato/com.unity.ml-agents-test.yml +++ b/.yamato/com.unity.ml-agents-test.yml @@ -16,7 +16,8 @@ test_editors: trunk_editor: - version: trunk - enableCodeCoverage: !!bool true + # Workaround for MLA-1596 - need to make sure we load the right results. + enableCodeCoverage: !!bool false testProject: DevProject test_platforms: From 21226ff2359183266453aa99c24be8aa1eb66fb6 Mon Sep 17 00:00:00 2001 From: Vincent-Pierre BERGES Date: Thu, 19 Nov 2020 17:06:27 -0800 Subject: [PATCH 14/17] [Bug-fix] Remove extra directory created at checkpoint (#4675) (#4678) * [Bug-fix] Remove extra directory created at checkpoint * removing os import --- ml-agents/mlagents/trainers/torch/model_serialization.py | 4 ---- 1 file changed, 4 deletions(-) diff --git a/ml-agents/mlagents/trainers/torch/model_serialization.py b/ml-agents/mlagents/trainers/torch/model_serialization.py index e9a4dfc9f4..aee8131d99 100644 --- a/ml-agents/mlagents/trainers/torch/model_serialization.py +++ b/ml-agents/mlagents/trainers/torch/model_serialization.py @@ -1,4 +1,3 @@ -import os import threading from mlagents.torch_utils import torch @@ -90,9 +89,6 @@ def export_policy_model(self, output_filepath: str) -> None: :param output_filepath: file path to output the model (without file suffix) """ - if not os.path.exists(output_filepath): - os.makedirs(output_filepath) - onnx_output_path = f"{output_filepath}.onnx" logger.info(f"Converting to {onnx_output_path}") From 058fc2f34f67724237842a8d493416d41a7c19cd Mon Sep 17 00:00:00 2001 From: Ervin T Date: Thu, 19 Nov 2020 17:16:36 -0800 Subject: [PATCH 15/17] [bug-fix] Disable threading for self-play envs (#4679) (#4681) --- config/ppo/SoccerTwos.yaml | 2 +- config/ppo/StrikersVsGoalie.yaml | 4 ++-- config/ppo/Tennis.yaml | 2 +- 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/config/ppo/SoccerTwos.yaml b/config/ppo/SoccerTwos.yaml index f8a3ad9df6..e9b390c981 100644 --- a/config/ppo/SoccerTwos.yaml +++ b/config/ppo/SoccerTwos.yaml @@ -23,7 +23,7 @@ behaviors: max_steps: 50000000 time_horizon: 1000 summary_freq: 10000 - threaded: true + threaded: false self_play: save_steps: 50000 team_change: 200000 diff --git a/config/ppo/StrikersVsGoalie.yaml b/config/ppo/StrikersVsGoalie.yaml index d531ed5d3c..aafc1e918b 100644 --- a/config/ppo/StrikersVsGoalie.yaml +++ b/config/ppo/StrikersVsGoalie.yaml @@ -23,7 +23,7 @@ behaviors: max_steps: 30000000 time_horizon: 1000 summary_freq: 10000 - threaded: true + threaded: false self_play: save_steps: 50000 team_change: 200000 @@ -55,7 +55,7 @@ behaviors: max_steps: 30000000 time_horizon: 1000 summary_freq: 10000 - threaded: true + threaded: false self_play: save_steps: 50000 team_change: 200000 diff --git a/config/ppo/Tennis.yaml b/config/ppo/Tennis.yaml index ed73a6d83a..fc39a5b90c 100644 --- a/config/ppo/Tennis.yaml +++ b/config/ppo/Tennis.yaml @@ -23,7 +23,7 @@ behaviors: max_steps: 50000000 time_horizon: 1000 summary_freq: 10000 - threaded: true + threaded: false self_play: save_steps: 50000 team_change: 100000 From da1de79ff205fbc5f17e332f3ed030faacd9a565 Mon Sep 17 00:00:00 2001 From: Ervin T Date: Thu, 19 Nov 2020 17:26:58 -0800 Subject: [PATCH 16/17] [bug-fix] Cherry-pick remove extra period to Release 10 (#4680) * Remove extra period * Update changelog * Re add a period (#4676) * Adding a trailing period * formating Co-authored-by: Vincent-Pierre BERGES Co-authored-by: Vincent-Pierre BERGES --- com.unity.ml-agents/CHANGELOG.md | 1 + ml-agents/mlagents/trainers/stats.py | 6 +++--- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/com.unity.ml-agents/CHANGELOG.md b/com.unity.ml-agents/CHANGELOG.md index c39e9efc29..981baf088b 100755 --- a/com.unity.ml-agents/CHANGELOG.md +++ b/com.unity.ml-agents/CHANGELOG.md @@ -35,6 +35,7 @@ Previously, this would result in an infinite loop and cause the editor to hang. - Fixed an issue where runs could not be resumed when using TensorFlow and Ghost Training. (#4593) - Change the tensor type of step count from int32 to int64 to address the overflow issue when step goes larger than 2^31. Previous Tensorflow checkpoints will become incompatible and cannot be loaded. (#4607) + - Remove extra period after "Training" in console log. (#4674) ## [1.5.0-preview] - 2020-10-14 diff --git a/ml-agents/mlagents/trainers/stats.py b/ml-agents/mlagents/trainers/stats.py index 053b44986b..b34937e356 100644 --- a/ml-agents/mlagents/trainers/stats.py +++ b/ml-agents/mlagents/trainers/stats.py @@ -111,11 +111,11 @@ def __init__(self): def write_stats( self, category: str, values: Dict[str, StatsSummary], step: int ) -> None: - is_training = "Not Training." + is_training = "Not Training" if "Is Training" in values: stats_summary = values["Is Training"] if stats_summary.mean > 0.0: - is_training = "Training." + is_training = "Training" elapsed_time = time.time() - self.training_start_time log_info: List[str] = [category] @@ -136,7 +136,7 @@ def write_stats( else: log_info.append("No episode was completed since last summary") log_info.append(is_training) - logger.info(". ".join(log_info)) + logger.info(". ".join(log_info) + ".") def add_property( self, category: str, property_type: StatsPropertyType, value: Any From b8c387a30c553889032bc074125e8600733304f3 Mon Sep 17 00:00:00 2001 From: Vincent-Pierre BERGES Date: Thu, 19 Nov 2020 18:27:31 -0800 Subject: [PATCH 17/17] Update com.unity.ml-agents/CHANGELOG.md Co-authored-by: Chris Elion --- com.unity.ml-agents/CHANGELOG.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/com.unity.ml-agents/CHANGELOG.md b/com.unity.ml-agents/CHANGELOG.md index eeb1a50d75..8c7c782714 100755 --- a/com.unity.ml-agents/CHANGELOG.md +++ b/com.unity.ml-agents/CHANGELOG.md @@ -49,7 +49,7 @@ Previously, this would result in an infinite loop and cause the editor to hang. - Fixed an issue where runs could not be resumed when using TensorFlow and Ghost Training. (#4593) - Change the tensor type of step count from int32 to int64 to address the overflow issue when step goes larger than 2^31. Previous Tensorflow checkpoints will become incompatible and cannot be loaded. (#4607) - - Remove extra period after "Training" in console log. (#4674) +- Remove extra period after "Training" in console log. (#4674) ## [1.5.0-preview] - 2020-10-14