Esempio n. 1
0
def test_td3_impl(observation_shape, action_size, actor_learning_rate,
                  critic_learning_rate, gamma, tau, reguralizing_rate,
                  n_critics, bootstrap, share_encoder, target_smoothing_sigma,
                  target_smoothing_clip, eps, use_batch_norm, q_func_type,
                  scaler, augmentation, n_augmentations, encoder_params):
    impl = TD3Impl(observation_shape,
                   action_size,
                   actor_learning_rate,
                   critic_learning_rate,
                   gamma,
                   tau,
                   reguralizing_rate,
                   n_critics,
                   bootstrap,
                   share_encoder,
                   target_smoothing_sigma,
                   target_smoothing_clip,
                   eps,
                   use_batch_norm,
                   q_func_type=q_func_type,
                   use_gpu=False,
                   scaler=scaler,
                   augmentation=augmentation,
                   n_augmentations=n_augmentations,
                   encoder_params=encoder_params)
    torch_impl_tester(impl,
                      discrete=False,
                      deterministic_best_action=q_func_type != 'iqn')
Esempio n. 2
0
def test_td3_impl(
    observation_shape,
    action_size,
    actor_learning_rate,
    critic_learning_rate,
    actor_optim_factory,
    critic_optim_factory,
    encoder_factory,
    q_func_factory,
    gamma,
    tau,
    n_critics,
    bootstrap,
    share_encoder,
    target_reduction_type,
    target_smoothing_sigma,
    target_smoothing_clip,
    scaler,
    action_scaler,
    augmentation,
):
    impl = TD3Impl(
        observation_shape,
        action_size,
        actor_learning_rate,
        critic_learning_rate,
        actor_optim_factory,
        critic_optim_factory,
        encoder_factory,
        encoder_factory,
        create_q_func_factory(q_func_factory),
        gamma,
        tau,
        n_critics,
        bootstrap,
        share_encoder,
        target_reduction_type,
        target_smoothing_sigma,
        target_smoothing_clip,
        use_gpu=False,
        scaler=scaler,
        action_scaler=action_scaler,
        augmentation=augmentation,
    )
    torch_impl_tester(impl,
                      discrete=False,
                      deterministic_best_action=q_func_factory != "iqn")
Esempio n. 3
0
def test_td3_impl(
    observation_shape,
    action_size,
    actor_learning_rate,
    critic_learning_rate,
    actor_optim_factory,
    critic_optim_factory,
    encoder_factory,
    q_func_factory,
    gamma,
    tau,
    n_critics,
    target_reduction_type,
    target_smoothing_sigma,
    target_smoothing_clip,
    scaler,
    action_scaler,
    reward_scaler,
):
    impl = TD3Impl(
        observation_shape=observation_shape,
        action_size=action_size,
        actor_learning_rate=actor_learning_rate,
        critic_learning_rate=critic_learning_rate,
        actor_optim_factory=actor_optim_factory,
        critic_optim_factory=critic_optim_factory,
        actor_encoder_factory=encoder_factory,
        critic_encoder_factory=encoder_factory,
        q_func_factory=create_q_func_factory(q_func_factory),
        gamma=gamma,
        tau=tau,
        n_critics=n_critics,
        target_reduction_type=target_reduction_type,
        target_smoothing_sigma=target_smoothing_sigma,
        target_smoothing_clip=target_smoothing_clip,
        use_gpu=None,
        scaler=scaler,
        action_scaler=action_scaler,
        reward_scaler=reward_scaler,
    )
    torch_impl_tester(impl,
                      discrete=False,
                      deterministic_best_action=q_func_factory != "iqn")