[rllib]Help!How can cartpole_client.py and cartpole_server.py use tune to set up distributed enviroment?

TheBloodthirster · December 13, 2020, 8:49am

I use this code
to set up my own gym environment, and then run this code on the server

Could any one please tell me how to add tune in these code to run distributed enviroment?

I see here it seen like can run any number of clients, but how to use tune to select parameters or this mode can’t run with tune ?

Try it yourself by launching either a simple CartPole server (see below), and connecting it to any number of clients (cartpole_client.py)

I search for ray-project/ray/blob/master/rllib/examples/custom_train_fn.py and ray-project/ray/tree/master/rllib/tuned_examples

But have no idea how to use tune in client and server mode?

Could any one help me?

TheBloodthirster · December 13, 2020, 9:19am

github.com

ray-project/ray/blob/master/rllib/examples/custom_train_fn.py#L31


agent1 = PPOTrainer(env="CartPole-v0", config=config)
for _ in range(10):
    result = agent1.train()
    result["phase"] = 1
    reporter(**result)
    phase1_time = result["timesteps_total"]
state = agent1.save()
agent1.stop()
# Train for 100 iterations with low LR
config["lr"] = 0.0001
agent2 = PPOTrainer(env="CartPole-v0", config=config)
agent2.restore(state)
for _ in range(10):
    result = agent2.train()
    result["phase"] = 2
    result["timesteps_total"] += phase1_time  # keep time moving forward
    reporter(**result)
agent2.stop()

I find a example code and can anyone please told me can this work?

take the main code in cartpole_server.py to replace my_train_fn function and then run tune.run?

Topic		Replies	Views
Client-Server and Tune RLlib	3	1048	June 29, 2022
Registering Custom Environment for `CartPole-v1` with RLlib and Running via Command Line RLlib	8	1562	April 14, 2023
Rllib and tune.run vs tune.Tuner serialization of trajectory data Ray Tune	1	202	March 1, 2024
Some questions about tune	0	374	April 19, 2023
Example of A3C only use CPU for trainer RLlib	10	825	July 23, 2021

[rllib]Help!How can cartpole_client.py and cartpole_server.py use tune to set up distributed enviroment?

Related Topics