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Changelog cleanup. (#5627)
* Release cleanup for changelog * Update CHANGELOG.md Co-authored-by: Maryam Honari <[email protected]>
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com.unity.ml-agents/CHANGELOG.md

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#### com.unity.ml-agents / com.unity.ml-agents.extensions (C#)
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- Added a new feature to replicate training areas dynamically during runtime. (#5568)
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- Update Barracuda to 2.3.1-preview
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- Update Barracuda to 2.3.1-preview (#5591)
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#### ml-agents / ml-agents-envs / gym-unity (Python)
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#### com.unity.ml-agents / com.unity.ml-agents.extensions (C#)
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- Added the capacity to initialize behaviors from any checkpoint and not just the latest one (#5525)
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- Added the ability to get a read-only view of the stacked observations (#5523)
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#### ml-agents / ml-agents-envs / gym-unity (Python)
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- Set gym version in gym-unity to gym release 0.20.0
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- Set gym version in gym-unity to gym release 0.20.0 (#5540)
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- Added support for having `beta`, `epsilon`, and `learning rate` on separate schedules (affects only PPO and POCA). (#5538)
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- Changed default behavior to restart crashed Unity environments rather than exiting. (#5553)
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- Rate & lifetime limits on this are configurable via 3 new yaml options
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1. env_params.max_lifetime_restarts (--max-lifetime-restarts) [default=10]
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2. env_params.restarts_rate_limit_n (--restarts-rate-limit-n) [default=1]
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3. env_params.restarts_rate_limit_period_s (--restarts-rate-limit-period-s) [default=60]
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- Deterministic action selection is now supported during training and inference(#5619)
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- Added a new `--deterministic` cli flag to deterministically select the most probable actions in policy. The same thing can
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be achieved by adding `deterministic: true` under `network_settings` of the run options configuration.(#5597)
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- Extra tensors are now serialized to support deterministic action selection in onnx. (#5593)
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- Support inference with deterministic action selection in editor (#5599)
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### Bug Fixes
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- Fixed a bug where the critics were not being normalized during training. (#5595)
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- Fixed the bug where curriculum learning would crash because of the incorrect run_options parsing. (#5586)
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- Added minimal analytics collection to LL-API (#5511)
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### Bug Fixes
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#### com.unity.ml-agents / com.unity.ml-agents.extensions (C#)
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#### ml-agents / ml-agents-envs / gym-unity (Python)
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- Fixed a bug where the critics were not being normalized during training. (#5595)
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- Fixed the bug where curriculum learning would crash because of the incorrect run_options parsing. (#5586)
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- Fixed a bug in multi-agent cooperative training where agents might not receive all of the states of
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terminated teammates. (#5441)
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- Fixed wrong attribute name in argparser for torch device option (#5433)(#5467)
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- Fixed conflicting CLI and yaml options regarding resume & initialize_from (#5495)
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- Fixed failing tests for gym-unity due to gym 0.20.0 release (#5540)
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- Fixed a bug in VAIL where the variational bottleneck was not properly passing gradients (#5546)
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- Added minimal analytics collection to LL-API (#5511)
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## [2.1.0-exp.1] - 2021-06-09
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### Minor Changes

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