You can deploy this model and start earning money today!

justinlangseth/
dqn-Sailing-v1c

Name: dqn-Sailing-v1c
Availability: InStock

stable-baselines3

Sailing-v1

deep-reinforcement-learning

reinforcement-learning

model-index

Views

No views yet

DQN Agent playing Sailing-v1

This is a trained model of a DQN agent playing Sailing-v1 using the stable-baselines3 library and the RL Zoo.

The RL Zoo is a training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

Usage (with SB3 RL Zoo)

RL Zoo: https://github.com/DLR-RM/rl-baselines3-zoo
SB3: https://github.com/DLR-RM/stable-baselines3
SB3 Contrib: https://github.com/Stable-Baselines-Team/stable-baselines3-contrib

# Download model and save it into the logs/ folder
python -m rl_zoo3.load_from_hub --algo dqn --env Sailing-v1 -orga justinlangseth -f logs/
python enjoy.py --algo dqn --env Sailing-v1  -f logs/

If you installed the RL Zoo3 via pip (pip install rl_zoo3), from anywhere you can do:

python -m rl_zoo3.load_from_hub --algo dqn --env Sailing-v1 -orga justinlangseth -f logs/
rl_zoo3 enjoy --algo dqn --env Sailing-v1  -f logs/

Training (with the RL Zoo)

python train.py --algo dqn --env Sailing-v1 -f logs/
# Upload the model and generate video (when possible)
python -m rl_zoo3.push_to_hub --algo dqn --env Sailing-v1 -f logs/ -orga justinlangseth

Hyperparameters

python

OrderedDict([('batch_size', 128),
             ('buffer_size', 125000),
             ('exploration_final_eps', 0.01),
             ('exploration_fraction', 0.25),
             ('gamma', 0.99),
             ('gradient_steps', 1),
             ('learning_rate', 0.00063),
             ('learning_starts', 0),
             ('n_envs', 24),
             ('n_timesteps', 50000),
             ('policy', 'MlpPolicy'),
             ('policy_kwargs',
              'dict(net_arch=[512, 256, 128, 128], activation_fn=nn.ReLU)'),
             ('target_update_interval', 250),
             ('train_freq', 4),
             ('vec_env_wrapper', 'stable_baselines3.common.vec_env.VecMonitor'),
             ('normalize', False)])

justinlangseth/dqn-Sailing-v1c

DQN Agent playing Sailing-v1

Usage (with SB3 RL Zoo)

Training (with the RL Zoo)

Hyperparameters

justinlangseth/
dqn-Sailing-v1c