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train_local_obst.sh
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train_local_obst.sh
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python -m swarm_rl.train \
--env=quadrotor_multi --train_for_env_steps=1000000000 --algo=APPO --use_rnn=False \
--num_workers=4 --num_envs_per_worker=4 --learning_rate=0.0001 --ppo_clip_value=5.0 --recurrence=1 \
--nonlinearity=tanh --actor_critic_share_weights=False --policy_initialization=xavier_uniform \
--adaptive_stddev=False --with_vtrace=False --max_policy_lag=100000000 --rnn_size=256 \
--gae_lambda=1.00 --max_grad_norm=5.0 --exploration_loss_coeff=0.0 --rollout=128 --batch_size=1024 \
--with_pbt=False --normalize_input=False --normalize_returns=False --reward_clip=10 \
--quads_use_numba=True --save_milestones_sec=3600 --anneal_collision_steps=300000000 \
--replay_buffer_sample_prob=0.75 \
--quads_mode=mix --quads_episode_duration=15.0 \
--quads_obs_repr=xyz_vxyz_R_omega_floor \
--quads_neighbor_hidden_size=256 --quads_neighbor_obs_type=pos_vel --quads_collision_hitbox_radius=2.0 \
--quads_collision_falloff_radius=4.0 --quads_collision_reward=5.0 --quads_collision_smooth_max_penalty=4.0 \
--quads_neighbor_encoder_type=no_encoder --quads_neighbor_visible_num=2 \
--quads_use_obstacles=True --quads_obst_spawn_area 8 8 --quads_obst_density=0.2 --quads_obst_size=0.6 \
--quads_obst_collision_reward=5.0 --quads_obstacle_obs_type=octomap --quads_use_downwash=True \
--experiment=test_obst_avoid