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Adding checkpointing framework (#74)

* Adding checkpointing framework as well as mxnet checkpointing implementation.

- MXNet checkpoint for each network is saved in a separate file.

* Adding checkpoint restore for mxnet to graph-manager

* Add unit-test for get_checkpoint_state()

* Added match.group() to fix unit-test failing on CI

* Added ONNX export support for MXNet
This commit is contained in:
Sina Afrooze
2018-11-19 09:45:49 -08:00
committed by shadiendrawis
parent 4da56b1ff2
commit 67eb9e4c28
19 changed files with 598 additions and 29 deletions

View File

@@ -20,6 +20,7 @@ from rl_coach.agents.composite_agent import CompositeAgent
from rl_coach.core_types import EnvResponse, ActionInfo, RunPhase, ActionType, EnvironmentSteps, Transition
from rl_coach.environments.environment import Environment
from rl_coach.environments.environment_interface import EnvironmentInterface
from rl_coach.saver import SaverCollection
from rl_coach.spaces import ActionSpace, SpacesDefinition
@@ -292,3 +293,13 @@ class LevelManager(EnvironmentInterface):
def should_stop(self) -> bool:
return all([agent.get_success_rate() >= self.environment.get_target_success_rate() for agent in self.agents.values()])
def collect_savers(self) -> SaverCollection:
"""
Calls collect_savers() on all agents and combines the results to a single collection
:return: saver collection of all agent savers
"""
savers = SaverCollection()
for agent in self.agents.values():
savers.update(agent.collect_savers(parent_path_suffix=self.name))
return savers