[20:41:36] ============================================================ [20:41:36] Exp 21: generated_road + generated_track, warm-started, v4 reward [20:41:36] Warm start: /home/paulh/projects/donkeycar-rl-autoresearch/agent/models/champion/model.zip [20:41:36] Sim 1: localhost:9091 -> generated_road [20:41:36] Sim 2: localhost:9093 -> generated_track [20:41:36] throttle_min=0.2, lr=0.000225, total=150,000 [20:41:36] Checkpoints: every 10,000 steps [20:41:36] ============================================================ [20:41:36] 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 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 [20:41:36] VecEnv num_envs=2, obs=(3, 120, 160) [20:41:40] Warm-start model attached. Starting training... --------------------------------- | rollout/ | | | ep_len_mean | 118 | | ep_rew_mean | 102 | | time/ | | | fps | 28 | | iterations | 1 | | time_elapsed | 146 | | total_timesteps | 18432 | --------------------------------- ----------------------------------------- | rollout/ | | | ep_len_mean | 118 | | ep_rew_mean | 102 | | time/ | | | fps | 19 | | iterations | 2 | | time_elapsed | 421 | | total_timesteps | 22528 | | train/ | | | approx_kl | 0.015421186 | | clip_fraction | 0.206 | | clip_range | 0.2 | | entropy_loss | -2.79 | | explained_variance | -0.236 | | learning_rate | 0.000225 | | loss | 23.8 | | n_updates | 80 | | policy_gradient_loss | 0.00689 | | std | 0.98 | | value_loss | 67.9 | -----------------------------------------