def test_task_schedule_monsterkong():
env: MetaMonsterKongEnv = gym.make("MetaMonsterKong-v1")
from gym.wrappers import TimeLimit
env = TimeLimit(env, max_episode_steps=10)
env = MultiTaskEnvironment(env,
task_schedule={
0: {
"level": 0
},
100: {
"level": 1
},
200: {
"level": 2
},
300: {
"level": 3
},
400: {
"level": 4
},
},
add_task_id_to_obs=True)
obs = env.reset()
# img, task_labels = obs
assert obs[1] == 0
assert env.get_level() == 0
for i in range(500):
obs, reward, done, info = env.step(env.action_space.sample())
assert obs[1] == i // 100
assert env.level == i // 100
env.render()
assert isinstance(done, bool)
if done:
print(f"End of episode at step {i}")
obs = env.reset()
assert obs[1] == 4
assert env.level == 4
# level stays the same even after reaching that objective.
for i in range(500):
obs, reward, done, info = env.step(env.action_space.sample())
assert obs[1] == 4
assert env.level == 4
env.render()
if done:
print(f"End of episode at step {i}")
obs = env.reset()
env.close()
def test_task_schedule_with_callables():
""" Apply functions to the env at a given step.
"""
env: MetaMonsterKongEnv = gym.make("MetaMonsterKong-v1")
from gym.wrappers import TimeLimit
env = TimeLimit(env, max_episode_steps=10)
from operator import methodcaller
env = MultiTaskEnvironment(env,
task_schedule={
0: methodcaller("set_level", 0),
100: methodcaller("set_level", 1),
200: methodcaller("set_level", 2),
300: methodcaller("set_level", 3),
400: methodcaller("set_level", 4),
},
add_task_id_to_obs=True)
obs = env.reset()
# img, task_labels = obs
assert obs[1] == 0
assert env.get_level() == 0
for i in range(500):
obs, reward, done, info = env.step(env.action_space.sample())
assert obs[1] == i // 100
assert env.level == i // 100
env.render()
assert isinstance(done, bool)
if done:
print(f"End of episode at step {i}")
obs = env.reset()
assert obs[1] == 4
assert env.level == 4
# level stays the same even after reaching that objective.
for i in range(500):
obs, reward, done, info = env.step(env.action_space.sample())
assert obs[1] == 4
assert env.level == 4
env.render()
if done:
print(f"End of episode at step {i}")
obs = env.reset()