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[RLlib; Offline RL] Offline RL example that shows how to customize an offline data pipeline. #49046
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sven1977
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simonsays1980:offline-rl-overriding-offlinedata-class-example
Dec 4, 2024
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[RLlib; Offline RL] Offline RL example that shows how to customize an offline data pipeline. #49046
sven1977
merged 7 commits into
ray-project:master
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simonsays1980:offline-rl-overriding-offlinedata-class-example
Dec 4, 2024
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…eLearner._map_to_episodes' methods. Signed-off-by: simonsays1980 <[email protected]>
… for it. In addition added keyword arguments to the 'OfflinePreLearner' mmethods such that overriding offers more customization. Signed-off-by: simonsays1980 <[email protected]>
…data'. Signed-off-by: simonsays1980 <[email protected]>
… how to customize an offline data pipeline. Signed-off-by: simonsays1980 <[email protected]>
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Looks great! Thanks for the quick turnaround @simonsays1980 !
Just the one question on the commented-out line. ??
Signed-off-by: simonsays1980 <[email protected]>
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… offline data pipeline. (ray-project#49046) Signed-off-by: ujjawal-khare <[email protected]>
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rllib
RLlib related issues
rllib-docs-or-examples
Issues related to RLlib documentation or rllib/examples
rllib-newstack
rllib-offline-rl
Offline RL problems
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Why are these changes needed?
RLlib's new Offline RL was built to be more powerful as its old stack one and competitive to the SOTA standards out in the market. Part of it is its highly customizable pipeline that can be used to literally read any data from
local or remote storage and transform data from raw format to
SingleAgentEpisode
instances to feed the learner connector pipeline and further toMultiAgentBatch
format ready-to-train on theLearner
.This example is the first of multiple ones to show users the cacabilities of RLlib's new Offline RL API. It shows
numpy
arraysSingleAgentEpisode
format to be readable byConnectorV2
piecesMultiAgentBatch
format to pass to aLearner
'supdate
method.Related issue number
Checks
git commit -s
) in this PR.scripts/format.sh
to lint the changes in this PR.method in Tune, I've added it in
doc/source/tune/api/
under thecorresponding
.rst
file.