用Python 写一个多智能体深度确定性梯度算法
时间: 2023-03-15 13:21:32 浏览: 63
答案: 我可以提供一个示例,用Python实现多智能体深度确定性梯度算法:import numpy as npdef multi_agent_deterministic_gradient(agents, env, gamma):
# Initialize the value functions for each agent
value_functions = [np.zeros((env.n_states, env.n_actions)) for _ in agents]
# Iterate until convergence
while True:
# Compute the gradients for each agent
gradients = [agent.compute_gradient(value_function, env) for agent, value_function in zip(agents, value_functions)]
# Compute the new value functions
value_functions = [value_function + gamma * gradient for value_function, gradient in zip(value_functions, gradients)]
# Check for convergence
if np.allclose(gradients, 0):
break
return value_functions