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Causal GPT-RL — Unity ML-Agents environments
Copyright 2026 ccnets
This repository redistributes and modifies material from the Unity ML-Agents
Toolkit.
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Unity ML-Agents Toolkit
Copyright (c) Unity Technologies.
Licensed under the Apache License, Version 2.0.
https://github.com/Unity-Technologies/ml-agents
Modifications by ccnets (stated per Apache-2.0 section 4b):
- The Unity builds under `Crawler/`, `3DBallHard/`, `PushBlock/`, `Pyramids/`,
`Worm/`, `Walker/`, `DungeonEscape/`, and `SoccerTwos/` were produced from
customized ML-Agents projects derived from `ml-agents-release_23`.
- Each build's baked-in policy was removed so the build accepts actions from
an externally supplied policy at run time.
- `SoccerTwos.onnx` derives from the release-23 SoccerTwos stock policy. Its
dangling output declarations, which referenced no graph values, were removed
for compatibility with current ONNX Runtime. The computation graph and
learned parameters were not changed.
- The `tier_policies/` files derive from the release-23 stock policies of the
same name, re-exported to additionally expose their pre-softmax `logits`
output (`norm_logits` as well for PushBlock and Pyramids). The learned
parameters and the pre-existing outputs were not changed; the extra output
lets a softmax temperature synthesize the calibrated `medium` / `simple`
dataset tiers.
- The `Crawler/`, `3DBallHard/`, and `PushBlock/` builds additionally carry
Unity Barracuda assemblies (`Unity.Barracuda*.dll`) and
`Unity.ML-Agents.Extensions*.dll` left over from an earlier generation of
those projects. They are inert here:
the shipped `Unity.ML-Agents.dll` references `Unity.InferenceEngine` only.
- No changes to the ML-Agents Python source are distributed in this repository.
Stock policies from `ml-agents-release_23`, redistributed unchanged under
Apache-2.0 (byte-identical to the upstream files):
- `Crawler.onnx` — `Crawler/TFModels/Crawler.onnx`
- `3DBallHard.onnx` — `3DBall/TFModels/3DBallHard.onnx`
- `PushBlock.onnx` — `PushBlock/TFModels/PushBlock.onnx`
- `Pyramids.onnx` — `Pyramids/TFModels/Pyramids.onnx`
- `Worm.onnx` — `Worm/TFModels/Worm.onnx`
- `Walker.onnx` — `Walker/TFModels/Walker.onnx`
- `DungeonEscape.onnx` — `DungeonEscape/TFModels/DungeonEscape.onnx`
Modified stock policies from `ml-agents-release_23`, redistributed under
Apache-2.0:
- `SoccerTwos.onnx` — `Soccer/TFModels/SoccerTwos.onnx`
- `tier_policies/PushBlock.onnx` — `PushBlock/TFModels/PushBlock.onnx`
- `tier_policies/Pyramids.onnx` — `Pyramids/TFModels/Pyramids.onnx`
- `tier_policies/DungeonEscape.onnx` — `DungeonEscape/TFModels/DungeonEscape.onnx`
- `tier_policies/SoccerTwos.onnx` — `Soccer/TFModels/SoccerTwos.onnx`
All upstream paths above are relative to
`Project/Assets/ML-Agents/Examples/` in the `ml-agents` repository.
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Unity runtime components
`UnityPlayer.dll`, `UnityCrashHandler64.exe`, and the `MonoBleedingEdge/`
runtime are Unity Technologies components, redistributed here only as part of a
built player and subject to Unity Technologies' software terms, not the
Apache-2.0 license above.