From 43d1f06d26559bd3458b9d3fde9cc7f332061860 Mon Sep 17 00:00:00 2001 From: Chris Elion Date: Fri, 12 Feb 2021 12:47:51 -0800 Subject: [PATCH 1/2] improved settings and move to default_settings --- config/ppo/Match3.yaml | 86 +++++++++++++++--------------------------- 1 file changed, 31 insertions(+), 55 deletions(-) diff --git a/config/ppo/Match3.yaml b/config/ppo/Match3.yaml index e60a138cfa..88bb5bc288 100644 --- a/config/ppo/Match3.yaml +++ b/config/ppo/Match3.yaml @@ -1,72 +1,48 @@ +default_settings: + trainer_type: ppo + hyperparameters: + batch_size: 16 + buffer_size: 120 + learning_rate: 0.0003 + beta: 0.005 + epsilon: 0.2 + lambd: 0.99 + num_epoch: 3 + learning_rate_schedule: constant + network_settings: + normalize: true + hidden_units: 256 + num_layers: 4 + vis_encode_type: match3 + reward_signals: + extrinsic: + gamma: 0.99 + strength: 1.0 + keep_checkpoints: 5 + max_steps: 5000000 + time_horizon: 128 + summary_freq: 10000 + threaded: true + behaviors: - Match3VectorObs: - trainer_type: ppo - hyperparameters: - batch_size: 64 - buffer_size: 12000 - learning_rate: 0.0003 - beta: 0.001 - epsilon: 0.2 - lambd: 0.99 - num_epoch: 3 - learning_rate_schedule: constant - network_settings: - normalize: true - hidden_units: 128 - num_layers: 2 - vis_encode_type: match3 - reward_signals: - extrinsic: - gamma: 0.99 - strength: 1.0 - keep_checkpoints: 5 - max_steps: 5000000 - time_horizon: 1000 - summary_freq: 10000 - threaded: true - Match3VisualObs: - trainer_type: ppo - hyperparameters: - batch_size: 64 - buffer_size: 12000 - learning_rate: 0.0003 - beta: 0.001 - epsilon: 0.2 - lambd: 0.99 - num_epoch: 3 - learning_rate_schedule: constant - network_settings: - normalize: true - hidden_units: 128 - num_layers: 2 - vis_encode_type: match3 - reward_signals: - extrinsic: - gamma: 0.99 - strength: 1.0 - keep_checkpoints: 5 - max_steps: 5000000 - time_horizon: 1000 - summary_freq: 10000 - threaded: true Match3SimpleHeuristic: # Settings can be very simple since we don't care about actually training the model trainer_type: ppo hyperparameters: - batch_size: 64 - buffer_size: 128 + batch_size: 16 + buffer_size: 120 network_settings: hidden_units: 4 num_layers: 1 max_steps: 5000000 summary_freq: 10000 threaded: true - Match3GreedyHeuristic: + Match3SmartHeuristic: # Settings can be very simple since we don't care about actually training the model trainer_type: ppo hyperparameters: - batch_size: 64 - buffer_size: 128 + batch_size: 16 + buffer_size: 120 network_settings: hidden_units: 4 num_layers: 1 From d71ef2b451190ff0988a04f29e165a4438a3dfdc Mon Sep 17 00:00:00 2001 From: Chris Elion Date: Tue, 16 Feb 2021 19:48:49 -0800 Subject: [PATCH 2/2] update models --- .../Match3/Prefabs/Match3VisualObs.prefab | 2 +- .../Match3/TFModels/Match3VectorObs.onnx | Bin 472137 -> 1593033 bytes .../Match3/TFModels/Match3VisualObs.nn | Bin 1805165 -> 0 bytes .../Match3/TFModels/Match3VisualObs.nn.meta | 11 ----------- .../Match3/TFModels/Match3VisualObs.onnx | Bin 0 -> 4330986 bytes .../Match3/TFModels/Match3VisualObs.onnx.meta | 15 +++++++++++++++ docs/Learning-Environment-Examples.md | 4 ++-- 7 files changed, 18 insertions(+), 14 deletions(-) delete mode 100644 Project/Assets/ML-Agents/Examples/Match3/TFModels/Match3VisualObs.nn delete mode 100644 Project/Assets/ML-Agents/Examples/Match3/TFModels/Match3VisualObs.nn.meta create mode 100644 Project/Assets/ML-Agents/Examples/Match3/TFModels/Match3VisualObs.onnx create mode 100644 Project/Assets/ML-Agents/Examples/Match3/TFModels/Match3VisualObs.onnx.meta diff --git a/Project/Assets/ML-Agents/Examples/Match3/Prefabs/Match3VisualObs.prefab b/Project/Assets/ML-Agents/Examples/Match3/Prefabs/Match3VisualObs.prefab index f22f007f3f..85159c2314 100644 --- a/Project/Assets/ML-Agents/Examples/Match3/Prefabs/Match3VisualObs.prefab +++ b/Project/Assets/ML-Agents/Examples/Match3/Prefabs/Match3VisualObs.prefab @@ -89,7 +89,7 @@ MonoBehaviour: VectorActionDescriptions: [] VectorActionSpaceType: 0 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