Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.
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Published by Jinyu-W over 1 year ago
Published by Jinyu-W over 1 year ago
**kwargs
to support more problem setting (e.g., Graph based ones) (#589)
**kwargs
to RL models' forward
funcs and _shape_check()
**kwargs
to RL policies' get_action
related funcs and _post_check()
**kwargs
to choose_actions
of AbsEnvSampler
; remain it None in current sample()
and eval()
update_critic()
and update_actor()
of current TrainOps
; add default False
early_stop
to update_actor()
of current TrainOps
(#589)num_eval_episodes
AbsEnvSampler.metrics
AbsEnvSampler.metrics
to support flexible metrics management during roullout (#577)Callback
as a general interface to support customized operations in each phase of the workflow.
Checkpoint
and MetricsRecorder
are added. (#577)customized_callbacks
to RLComponentBundle
. (#589)Published by Jinyu-W over 1 year ago
Update build workflow to fix pymaro package failed in manylinux issue
Published by Jinyu-W almost 2 years ago
DecisionEventPayload
and ActionPayload
as the base class for payloads of decision events & action events.simulator/
.Env
and related BEs.rl_component_bundle
. Use a more straightforward & easier way to organize. In this new version, we do not need easyrl anymore.rl_formulation.ipynb
as an example.Published by Jinyu-W over 2 years ago
Published by Jinyu-W about 3 years ago
ActionType
(#399)Published by Jinyu-W about 3 years ago
Scenario/CIM:
Published by Jinyu-W about 3 years ago
Simulator/CIM Scenario:
RL Toolkit:
Actor
to the Trajectory.on_env_feedback()
interface (#373, #374)Visualization Tool/CIM:
Others:
Published by Jinyu-W over 3 years ago
Published by Jinyu-W over 3 years ago
CIM Scenario:
is_parking
and loc_port_idx
for vessels (#366)Simulator:
business_engine
to AbsEnv
(#368)RL Toolkit:
Tutorials docker images:
Published by Jinyu-W over 3 years ago
Package dependency:
Simulator:
Examples:
Published by Jinyu-W over 3 years ago
Package dependency:
CLI related:
Examples:
Published by Jinyu-W over 3 years ago
Backend related:
RL Toolkit related:
CLI related:
Published by Jinyu-W over 3 years ago
Published by ArthurJiang almost 4 years ago
Published by ArthurJiang almost 4 years ago
This PR contains several PRs including some bug fix, new example addition, doc addition and refinement, new features, new tests.
Published by ArthurJiang about 4 years ago
Published by ArthurJiang about 4 years ago
Published by ArthurJiang about 4 years ago
Refine docstring.