restructure looping mechanism inGraphManager

rl_coach/core_types.py

@@ -596,6 +596,12 @@ class TotalStepsCounter(object):
         """
         self.counters[key] = item
 
+    def __add__(self, other: Type[StepMethod]) -> Type[StepMethod]:
+        return other.__class__(self.counters[other.__class__] + other.num_steps)
+
+    def __lt__(self, other: Type[StepMethod]):
+        return self.counters[other.__class__] < other.num_steps
+
 
 class GradientClippingMethod(Enum):
     ClipByGlobalNorm = 0

rl_coach/graph_managers/graph_manager.py

@@ -279,6 +279,10 @@ class GraphManager(object):
         for environment in self.environments:
             environment.phase = val
 
+    @property
+    def current_step_counter(self) -> TotalStepsCounter:
+        return self.total_steps_counters[self.phase]
+
     @contextlib.contextmanager
     def phase_context(self, phase):
         old_phase = self.phase
@@ -309,8 +313,8 @@ class GraphManager(object):
                 self.reset_internal_state(force_environment_reset=True)
 
                 # act for at least steps, though don't interrupt an episode
-                count_end = self.total_steps_counters[self.phase][steps.__class__] + steps.num_steps
+                count_end = self.current_step_counter + steps
-                while self.total_steps_counters[self.phase][steps.__class__] < count_end:
+                while self.current_step_counter < count_end:
                     self.act(EnvironmentEpisodes(1))
 
     def handle_episode_ended(self) -> None:
@@ -318,7 +322,7 @@ class GraphManager(object):
         End an episode and reset all the episodic parameters
         :return: None
         """
-        self.total_steps_counters[self.phase][EnvironmentEpisodes] += 1
+        self.current_step_counter[EnvironmentEpisodes] += 1
 
         [environment.handle_episode_ended() for environment in self.environments]
 
@@ -331,6 +335,7 @@ class GraphManager(object):
         self.verify_graph_was_created()
 
         with self.phase_context(RunPhase.TRAIN):
+            self.current_step_counter[TrainingSteps] += 1
             [manager.train() for manager in self.level_managers]
 
     def reset_internal_state(self, force_environment_reset=False) -> None:
@@ -361,8 +366,8 @@ class GraphManager(object):
                 data_store.load_from_store()
 
         # perform several steps of playing
-        count_end = self.total_steps_counters[self.phase][steps.__class__] + steps.num_steps
+        count_end = self.current_step_counter + steps
-        while self.total_steps_counters[self.phase][steps.__class__] < count_end:
+        while self.current_step_counter < count_end:
             # reset the environment if the previous episode was terminated
             if self.reset_required:
                 self.reset_internal_state()
@@ -375,11 +380,10 @@ class GraphManager(object):
             # (like in Atari) will not be counted.
             # We add at least one step so that even if no steps were made (in case no actions are taken in the training
             # phase), the loop will end eventually.
-            self.total_steps_counters[self.phase][EnvironmentSteps] += max(1, steps_end - steps_begin)
+            self.current_step_counter[EnvironmentSteps] += max(1, steps_end - steps_begin)
 
             if result.game_over:
                 self.handle_episode_ended()
-
                 self.reset_required = True
 
     def train_and_act(self, steps: StepMethod) -> None:
@@ -395,8 +399,8 @@ class GraphManager(object):
             with self.phase_context(RunPhase.TRAIN):
                 self.reset_internal_state(force_environment_reset=True)
 
-                count_end = self.total_steps_counters[self.phase][steps.__class__] + steps.num_steps
+                count_end = self.current_step_counter + steps
-                while self.total_steps_counters[self.phase][steps.__class__] < count_end:
+                while self.current_step_counter < count_end:
                     # The actual steps being done on the environment are decided by the agents themselves.
                     # This is just an high-level controller.
                     self.act(EnvironmentSteps(1))
@@ -426,8 +430,8 @@ class GraphManager(object):
                 self.sync()
 
                 # act for at least `steps`, though don't interrupt an episode
-                count_end = self.total_steps_counters[self.phase][steps.__class__] + steps.num_steps
+                count_end = self.current_step_counter + steps
-                while self.total_steps_counters[self.phase][steps.__class__] < count_end:
+                while self.current_step_counter < count_end:
                     self.act(EnvironmentEpisodes(1))
                     self.sync()
 
@@ -457,8 +461,8 @@ class GraphManager(object):
         else:
             screen.log_title("Starting to improve {}".format(self.name))
 
-        count_end = self.improve_steps.num_steps
+        count_end = self.total_steps_counters[RunPhase.TRAIN] + self.improve_steps
-        while self.total_steps_counters[RunPhase.TRAIN][self.improve_steps.__class__] < count_end:
+        while self.total_steps_counters[RunPhase.TRAIN] < count_end:
             self.train_and_act(self.steps_between_evaluation_periods)
             self.evaluate(self.evaluation_steps)
 

rl_coach/tests/test_core_types.py

@@ -0,0 +1,27 @@
+from rl_coach.core_types import TotalStepsCounter, EnvironmentSteps, EnvironmentEpisodes
+
+import pytest
+
+
+@pytest.mark.unit_test
+def test_add_total_steps_counter():
+    counter = TotalStepsCounter()
+    steps = counter + EnvironmentSteps(10)
+    assert steps.num_steps == 10
+
+
+@pytest.mark.unit_test
+def test_add_total_steps_counter_non_zero():
+    counter = TotalStepsCounter()
+    counter[EnvironmentSteps] += 10
+    steps = counter + EnvironmentSteps(10)
+    assert steps.num_steps == 20
+
+
+@pytest.mark.unit_test
+def test_total_steps_counter_less_than():
+    counter = TotalStepsCounter()
+    steps = counter + EnvironmentSteps(0)
+    assert not (counter < steps)
+    steps = counter + EnvironmentSteps(1)
+    assert counter < steps