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misc: small fix or general refactoring i did not bother commenting

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Simone Margaritelli 2019-10-25 12:15:56 +02:00
parent 06d8cc63fb
commit 7954bb5fcf
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1 changed files with 40 additions and 35 deletions
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75
pwnagotchi/ai/__init__.py
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@ -15,41 +15,46 @@ def load(config, agent, epoch, from_disk=True):
logging.info("ai disabled") logging.info("ai disabled")
return False return False
logging.info("[ai] bootstrapping dependencies ...") try:
logging.info("[ai] bootstrapping dependencies ...")
start = time.time()
from stable_baselines import A2C
logging.debug("[ai] A2C imported in %.2fs" % (time.time() - start))
start = time.time()
from stable_baselines.common.policies import MlpLstmPolicy
logging.debug("[ai] MlpLstmPolicy imported in %.2fs" % (time.time() - start))
start = time.time()
from stable_baselines.common.vec_env import DummyVecEnv
logging.debug("[ai] DummyVecEnv imported in %.2fs" % (time.time() - start))
start = time.time()
import pwnagotchi.ai.gym as wrappers
logging.debug("[ai] gym wrapper imported in %.2fs" % (time.time() - start))
env = wrappers.Environment(agent, epoch)
env = DummyVecEnv([lambda: env])
logging.info("[ai] creating model ...")
start = time.time()
a2c = A2C(MlpLstmPolicy, env, **config['params'])
logging.debug("[ai] A2C crated in %.2fs" % (time.time() - start))
if from_disk and os.path.exists(config['path']):
logging.info("[ai] loading %s ..." % config['path'])
start = time.time() start = time.time()
a2c.load(config['path'], env) from stable_baselines import A2C
logging.debug("[ai] A2C loaded in %.2fs" % (time.time() - start)) logging.debug("[ai] A2C imported in %.2fs" % (time.time() - start))
else:
logging.info("[ai] model created:")
for key, value in config['params'].items():
logging.info(" %s: %s" % (key, value))
return a2c start = time.time()
from stable_baselines.common.policies import MlpLstmPolicy
logging.debug("[ai] MlpLstmPolicy imported in %.2fs" % (time.time() - start))
start = time.time()
from stable_baselines.common.vec_env import DummyVecEnv
logging.debug("[ai] DummyVecEnv imported in %.2fs" % (time.time() - start))
start = time.time()
import pwnagotchi.ai.gym as wrappers
logging.debug("[ai] gym wrapper imported in %.2fs" % (time.time() - start))
env = wrappers.Environment(agent, epoch)
env = DummyVecEnv([lambda: env])
logging.info("[ai] creating model ...")
start = time.time()
a2c = A2C(MlpLstmPolicy, env, **config['params'])
logging.debug("[ai] A2C crated in %.2fs" % (time.time() - start))
if from_disk and os.path.exists(config['path']):
logging.info("[ai] loading %s ..." % config['path'])
start = time.time()
a2c.load(config['path'], env)
logging.debug("[ai] A2C loaded in %.2fs" % (time.time() - start))
else:
logging.info("[ai] model created:")
for key, value in config['params'].items():
logging.info(" %s: %s" % (key, value))
return a2c
except Exception as e:
logging.exception("error while starting AI")
return False