update codes

This commit is contained in:
johnjim0816
2021-12-22 16:55:09 +08:00
parent 75df999258
commit 41fb561d25
75 changed files with 1248 additions and 918 deletions

View File

@@ -14,17 +14,17 @@ from collections import defaultdict
import torch
class Sarsa(object):
def __init__(self,
action_dim,sarsa_cfg,):
self.action_dim = action_dim # number of actions
n_actions,sarsa_cfg,):
self.n_actions = n_actions # number of actions
self.lr = sarsa_cfg.lr # learning rate
self.gamma = sarsa_cfg.gamma
self.epsilon = sarsa_cfg.epsilon
self.Q = defaultdict(lambda: np.zeros(action_dim))
# self.Q = np.zeros((state_dim, action_dim)) # Q表
self.Q = defaultdict(lambda: np.zeros(n_actions))
# self.Q = np.zeros((n_states, n_actions)) # Q表
def choose_action(self, state):
best_action = np.argmax(self.Q[state])
# action = best_action
action_probs = np.ones(self.action_dim, dtype=float) * self.epsilon / self.action_dim
action_probs = np.ones(self.n_actions, dtype=float) * self.epsilon / self.n_actions
action_probs[best_action] += (1.0 - self.epsilon)
action = np.random.choice(np.arange(len(action_probs)), p=action_probs)
return action

View File

@@ -39,8 +39,8 @@ class SarsaConfig:
def env_agent_config(cfg,seed=1):
env = RacetrackEnv()
action_dim=9
agent = Sarsa(action_dim,cfg)
n_actions=9
agent = Sarsa(n_actions,cfg)
return env,agent
def train(cfg,env,agent):