[20:54:28] ============================================================ [20:54:28] Exp 21: generated_road + generated_track, warm-started, v4 reward [20:54:28] Warm start: /home/paulh/projects/donkeycar-rl-autoresearch/agent/models/champion/model.zip [20:54:28] Sim 1: localhost:9091 -> generated_road [20:54:28] Sim 2: localhost:9093 -> generated_track [20:54:28] throttle_min=0.2, lr=0.000225, total=150,000 [20:54:28] Checkpoints: every 10,000 steps [20:54:28] ============================================================ [20:54:28] Creating DummyVecEnv with the two road tracks... starting DonkeyGym env Setting default: start_delay 5.0 Setting default: max_cte 8.0 Setting default: frame_skip 1 Setting default: cam_resolution (120, 160, 3) Setting default: log_level 20 Setting default: steer_limit 1.0 Setting default: throttle_min 0.0 Setting default: throttle_max 1.0 loading scene generated_road starting DonkeyGym env Setting default: start_delay 5.0 Setting default: max_cte 8.0 Setting default: frame_skip 1 Setting default: cam_resolution (120, 160, 3) Setting default: log_level 20 Setting default: steer_limit 1.0 Setting default: throttle_min 0.0 Setting default: throttle_max 1.0 loading scene generated_track [20:54:30] VecEnv num_envs=2, obs=(3, 120, 160) [20:54:35] Warm-start model attached. Starting training... --------------------------------- | rollout/ | | | ep_len_mean | 118 | | ep_rew_mean | 102 | | time/ | | | fps | 25 | | iterations | 1 | | time_elapsed | 162 | | total_timesteps | 18432 | --------------------------------- ---------------------------------------- | rollout/ | | | ep_len_mean | 118 | | ep_rew_mean | 102 | | time/ | | | fps | 17 | | iterations | 2 | | time_elapsed | 461 | | total_timesteps | 22528 | | train/ | | | approx_kl | 0.02005615 | | clip_fraction | 0.244 | | clip_range | 0.2 | | entropy_loss | -2.79 | | explained_variance | -1.26 | | learning_rate | 0.000225 | | loss | 21.8 | | n_updates | 80 | | policy_gradient_loss | 0.0144 | | std | 0.979 | | value_loss | 54.3 | ----------------------------------------