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Episode truncation & early stopping #581
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@@ -267,6 +274,8 @@ def __init__( | |||
self._transition_cache: List[CacheElement] = [] | |||
self._agent_last_index: Dict[Any, int] = {} # Index of last occurrence of agent in self._transition_cache | |||
self._reward_eval_delay = reward_eval_delay | |||
self._max_episode_length = max_episode_length |
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feels like duplicated with the "max_tick", but the "truncated" info is different from "is_done". Strange
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max_tick
is the concept of Env
while max_episode_length
is the concept of EnvSampler
. A more readable name is more than welcome.
* PPO, SAC, DDPG passed * Explore in SAC * Test GYM on server * Sync server changes * pre-commit * Ready to try on server * . * . * . * . * . * Performance OK * Move to tests * Remove old versions * PPO done * Start to test AC * Start to test SAC * SAC test passed * Multiple round in evaluation * Modify config.yml * Add Callbacks * [wip] SAC performance not good * [wip] still not good * update for some PR comments; Add a MARKDOWN file (#576) Co-authored-by: Jinyu Wang <wang.jinyu@microsoft.com> * Use FullyConnected to replace mlp * Update action bound * ??? * Change gym env wrapper metrics logci * Change gym env wrapper metrics logci * refine env_sampler.sample under step mode * Add DDPG. Performance not good... * Add DDPG. Performance not good... * wip * Sounds like sac works * Refactor file structure * Refactor file structure * Refactor file structure * Pre-commit * Pre commit * Minor refinement of CIM RL * Jinyu/rl workflow refine (#578) * remove useless files; add device mapping; update pdoc * add default checkpoint path; fix distributed worker log path issue; update example log path * update performance doc * remove tests/rl/algorithms folder * Resolve PR comments * Compare PPO with spinning up (#579) * [wip] compare PPO * PPO matching * Revert unnecessary changes * Minor * Minor * SAC Test parameters update (#580) * fix sac to_device issue; update sac gym test parameters * add rl test performance plot func * update sac eval interval config * update sac checkpoint interval config * fix callback issue * update plot func * update plot func * update plot func * update performance doc; upload performance images * Minor fix in callbacks; refine plot.py format. * Add n_interactions. Use n_interactions to plot curves. * pre-commit --------- Co-authored-by: Huoran Li <huo53926@126.com> Co-authored-by: Huoran Li <huoranli@microsoft.com> * Episode truncation & early stopping (#581) * Add truncated logic * (To be tested) early stop * Early stop test passed * Test passed * Random action. To be tested. * Warmup OK * Pre-commit * random seed * Revert pre-commit config --------- Co-authored-by: Jinyu-W <53509467+Jinyu-W@users.noreply.github.com> Co-authored-by: Jinyu Wang <wang.jinyu@microsoft.com>
Description
EnvSampler
. This is not identical toduration
inEnv
.duration
is an internal attribute ofEnv
. WhenEnv
has executed all the steps in the duration, it "terminates".EnvSampler
and does not have to be perceived byEnv
. When a single episode reaches maximum episode length, it is "truncated".Linked issue(s)/Pull request(s)
Type of Change
Related Component
Has Been Tested
Needs Follow Up Actions
Checklist