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  1. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/log/ppo_atari_lam85_wizardofwor_t0_s0.log +326 -0
  2. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/log/ppo_atari_lam85_wizardofwor_t0_s1.log +0 -0
  3. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/log/ppo_atari_lam85_wizardofwor_t0_s2.log +0 -0
  4. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/log/ppo_atari_lam85_wizardofwor_t0_s3.log +0 -0
  5. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/model/ppo_atari_lam85_wizardofwor_t0_s0_ckpt-best_net_model.pt +3 -0
  6. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/model/ppo_atari_lam85_wizardofwor_t0_s0_net_model.pt +3 -0
  7. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/model/ppo_atari_lam85_wizardofwor_t0_s1_ckpt-best_net_model.pt +3 -0
  8. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/model/ppo_atari_lam85_wizardofwor_t0_s1_net_model.pt +3 -0
  9. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/model/ppo_atari_lam85_wizardofwor_t0_s2_ckpt-best_net_model.pt +3 -0
  10. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/model/ppo_atari_lam85_wizardofwor_t0_s2_net_model.pt +3 -0
  11. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/model/ppo_atari_lam85_wizardofwor_t0_s3_ckpt-best_net_model.pt +3 -0
  12. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/model/ppo_atari_lam85_wizardofwor_t0_s3_net_model.pt +3 -0
  13. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/ppo_atari_lam85_wizardofwor_spec.json +113 -0
  14. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/ppo_atari_lam85_wizardofwor_t0_spec.json +113 -0
  15. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/ppo_atari_lam85_wizardofwor_t0_trial_graph_mean_returns_ma_vs_frames.png +3 -0
  16. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/ppo_atari_lam85_wizardofwor_t0_trial_graph_mean_returns_vs_frames.png +3 -0
  17. data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/ppo_atari_lam85_wizardofwor_t0_trial_metrics_scalar.json +11 -0
data/ppo_atari_lam85_wizardofwor_2026_01_08_095436/log/ppo_atari_lam85_wizardofwor_t0_s0.log ADDED
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1
+ 2026-01-08 09:54:40 | INFO | PID:2733 | slm_lab.env:_make_vector_env | AtariVectorEnv: 16 envs, native preprocessing
2
+ 2026-01-08 09:55:21 | INFO | PID:2733 | slm_lab.lib.perf:log_perf_setup | Performance setup:
3
+ Platform: GPU NVIDIA GeForce RTX 3070 (compute 8.6)
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+ • GPU cuDNN benchmark: enabled
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+ • GPU memory management: enabled
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+ • GPU TF32 acceleration: enabled
7
+ 2026-01-08 09:55:21 | INFO | PID:2733 | slm_lab.lib.logger:info | PPO:
8
+ algorithm_spec:
9
+ name: PPO
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+ action_pdtype: default
11
+ action_policy: default
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+ explore_var_spec: null
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+ gamma: 0.99
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+ lam: 0.85
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+ clip_eps_spec:
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+ name: no_decay
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+ start_val: 0.1
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+ end_val: 0.1
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+ start_step: 0
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+ end_step: 0
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+ entropy_coef_spec:
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+ name: no_decay
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+ start_val: 0.01
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+ end_val: 0.01
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+ start_step: 0
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+ end_step: 0
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+ val_loss_coef: 0.5
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+ time_horizon: 128
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+ minibatch_size: 256
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+ training_epoch: 4
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+ clip_vloss: true
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+ name: PPO
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+ memory_spec:
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+ name: OnPolicyBatchReplay
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+ action_pdtype: default
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+ entropy_coef_spec:
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+ name: no_decay
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+ start_val: 0.01
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+ end_val: 0.01
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+ start_step: 0
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+ end_step: 0
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+ minibatch_size: 256
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+ val_loss_coef: 0.5
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+ normalize_v_targets: False
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+ symlog_transform: False
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+ clip_vloss: True
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+ gamma: 0.99
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+ lam: 0.85
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+ clip_eps_spec:
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+ name: no_decay
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+ start_val: 0.1
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+ end_val: 0.1
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+ start_step: 0
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+ end_step: 0
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+ time_horizon: 128
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+ training_epoch: 4
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+ to_train: 0
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+ training_frequency: 128
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+ clip_eps: 0.1
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+ shared: True
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+ net: (device:cuda:0) ConvNet(
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+ (conv_model): Sequential(
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+ (0): Conv2d(4, 32, kernel_size=(8, 8), stride=(4, 4))
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+ (1): ReLU()
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+ (2): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2))
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+ (3): ReLU()
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+ (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))
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+ (5): ReLU()
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+ )
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+ (fc_model): Sequential(
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+ (0): Linear(in_features=3136, out_features=512, bias=True)
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+ (1): ReLU()
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+ )
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+ (tails): ModuleList(
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+ (0): Sequential(
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+ (0): Linear(in_features=512, out_features=10, bias=True)
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+ )
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+ (1): Sequential(
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+ (0): Linear(in_features=512, out_features=1, bias=True)
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+ )
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+ )
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+ (loss_fn): MSELoss()
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+ )
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+ net_names: ['net']
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+ optim: AdamW (
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+ Parameter Group 0
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+ amsgrad: False
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+ betas: (0.9, 0.999)
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+ capturable: False
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+ decoupled_weight_decay: True
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+ differentiable: False
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+ eps: 1e-05
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+ foreach: None
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+ fused: None
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+ initial_lr: 0.00025
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+ lr: 0.00025
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+ maximize: False
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+ weight_decay: 0.01
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+ )
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+ old_net: (device:cuda:0) ConvNet(
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+ (conv_model): Sequential(
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+ (0): Conv2d(4, 32, kernel_size=(8, 8), stride=(4, 4))
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+ (1): ReLU()
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+ (2): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2))
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+ (3): ReLU()
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+ (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))
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+ (5): ReLU()
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+ )
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+ (fc_model): Sequential(
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+ (0): Linear(in_features=3136, out_features=512, bias=True)
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+ (1): ReLU()
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+ )
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+ (tails): ModuleList(
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+ (0): Sequential(
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+ (0): Linear(in_features=512, out_features=10, bias=True)
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+ )
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+ (1): Sequential(
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+ (0): Linear(in_features=512, out_features=1, bias=True)
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+ )
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+ )
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+ (loss_fn): MSELoss()
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+ )
123
+ 2026-01-08 09:55:30 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
124
+ total_reward:91.67 total_reward_ma:91.67 loss:-0.02687 fps:212.8
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+ frame:1.00e+04 wall_t:47 t:625 epi:nan
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+ opt_step:128 lr:0.0002498 clip_eps:0.1 entropy:2.279
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+ 2026-01-08 09:55:40 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
128
+ total_reward:320.00 total_reward_ma:205.83 loss:-0.02465 fps:357.1
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+ frame:2.00e+04 wall_t:56 t:1250 epi:nan
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+ opt_step:288 lr:0.0002495 clip_eps:0.1 entropy:2.245
131
+ 2026-01-08 09:55:50 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
132
+ total_reward:300.00 total_reward_ma:237.22 loss:-0.02669 fps:447.8
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+ frame:3.00e+04 wall_t:67 t:1875 epi:nan
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+ opt_step:448 lr:0.0002493 clip_eps:0.1 entropy:2.244
135
+ 2026-01-08 09:56:03 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
136
+ total_reward:423.53 total_reward_ma:283.80 loss:-0.02732 fps:500
137
+ frame:4.00e+04 wall_t:80 t:2500 epi:nan
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+ opt_step:608 lr:0.000249 clip_eps:0.1 entropy:2.262
139
+ 2026-01-08 09:56:13 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
140
+ total_reward:459.09 total_reward_ma:318.86 loss:-0.02759 fps:555.6
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+ frame:5.00e+04 wall_t:90 t:3125 epi:nan
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+ opt_step:768 lr:0.0002488 clip_eps:0.1 entropy:2.269
143
+ 2026-01-08 09:56:22 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
144
+ total_reward:503.33 total_reward_ma:349.60 loss:-0.03178 fps:606.1
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+ frame:6.00e+04 wall_t:99 t:3750 epi:nan
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+ opt_step:928 lr:0.0002485 clip_eps:0.1 entropy:2.265
147
+ 2026-01-08 09:56:32 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
148
+ total_reward:527.78 total_reward_ma:375.06 loss:-0.03083 fps:648.1
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+ frame:7.00e+04 wall_t:108 t:4375 epi:nan
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+ opt_step:1088 lr:0.0002483 clip_eps:0.1 entropy:2.263
151
+ 2026-01-08 09:56:41 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
152
+ total_reward:514.29 total_reward_ma:392.46 loss:-0.03115 fps:678
153
+ frame:8.00e+04 wall_t:118 t:5000 epi:nan
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+ opt_step:1248 lr:0.000248 clip_eps:0.1 entropy:2.237
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+ 2026-01-08 09:56:50 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
156
+ total_reward:568.00 total_reward_ma:411.96 loss:-0.03091 fps:714.3
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+ frame:9.00e+04 wall_t:126 t:5625 epi:nan
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+ opt_step:1376 lr:0.0002478 clip_eps:0.1 entropy:2.259
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+ 2026-01-08 09:56:59 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
160
+ total_reward:555.36 total_reward_ma:426.30 loss:-0.03022 fps:740.7
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+ frame:1.00e+05 wall_t:135 t:6250 epi:nan
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+ opt_step:1536 lr:0.0002475 clip_eps:0.1 entropy:2.25
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+ 2026-01-08 09:57:09 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
164
+ total_reward:570.15 total_reward_ma:439.38 loss:-0.03123 fps:758.6
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+ frame:1.10e+05 wall_t:145 t:6875 epi:nan
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+ opt_step:1696 lr:0.0002473 clip_eps:0.1 entropy:2.235
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+ 2026-01-08 09:57:19 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
168
+ total_reward:581.58 total_reward_ma:451.23 loss:-0.03163 fps:774.2
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+ frame:1.20e+05 wall_t:155 t:7500 epi:nan
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+ opt_step:1856 lr:0.000247 clip_eps:0.1 entropy:2.238
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+ 2026-01-08 09:57:29 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
172
+ total_reward:592.77 total_reward_ma:462.12 loss:-0.02957 fps:783.1
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+ frame:1.30e+05 wall_t:166 t:8125 epi:nan
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+ opt_step:2016 lr:0.0002468 clip_eps:0.1 entropy:2.248
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+ 2026-01-08 09:57:38 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
176
+ total_reward:607.61 total_reward_ma:472.51 loss:-0.03272 fps:800
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+ frame:1.40e+05 wall_t:175 t:8750 epi:nan
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+ opt_step:2176 lr:0.0002465 clip_eps:0.1 entropy:2.216
179
+ 2026-01-08 09:57:48 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
180
+ total_reward:624.00 total_reward_ma:482.61 loss:-0.0309 fps:815.2
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+ frame:1.50e+05 wall_t:184 t:9375 epi:nan
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+ opt_step:2336 lr:0.0002463 clip_eps:0.1 entropy:2.225
183
+ 2026-01-08 09:57:57 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
184
+ total_reward:684.00 total_reward_ma:495.20 loss:-0.03478 fps:824.7
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+ frame:1.60e+05 wall_t:194 t:10000 epi:nan
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+ opt_step:2496 lr:0.000246 clip_eps:0.1 entropy:2.216
187
+ 2026-01-08 09:58:07 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
188
+ total_reward:677.00 total_reward_ma:505.89 loss:-0.03315 fps:833.3
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+ frame:1.70e+05 wall_t:204 t:10625 epi:nan
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+ opt_step:2656 lr:0.0002458 clip_eps:0.1 entropy:2.197
191
+ 2026-01-08 09:58:16 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
192
+ total_reward:721.00 total_reward_ma:517.84 loss:-0.03312 fps:845.1
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+ frame:1.80e+05 wall_t:213 t:11250 epi:nan
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+ opt_step:2784 lr:0.0002455 clip_eps:0.1 entropy:2.177
195
+ 2026-01-08 09:58:25 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
196
+ total_reward:722.00 total_reward_ma:528.59 loss:-0.03319 fps:855.9
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+ frame:1.90e+05 wall_t:222 t:11875 epi:nan
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+ opt_step:2944 lr:0.0002453 clip_eps:0.1 entropy:2.206
199
+ 2026-01-08 09:58:35 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
200
+ total_reward:726.00 total_reward_ma:538.46 loss:-0.03302 fps:862.1
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+ frame:2.00e+05 wall_t:232 t:12500 epi:nan
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+ opt_step:3104 lr:0.000245 clip_eps:0.1 entropy:2.166
203
+ 2026-01-08 09:58:46 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
204
+ total_reward:729.00 total_reward_ma:547.53 loss:-0.03229 fps:867.8
205
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207
+ 2026-01-08 09:58:56 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
208
+ total_reward:774.00 total_reward_ma:557.82 loss:-0.03268 fps:869.6
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211
+ 2026-01-08 09:59:06 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
212
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+ 2026-01-08 09:59:16 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
216
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219
+ 2026-01-08 09:59:26 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
220
+ total_reward:794.00 total_reward_ma:586.61 loss:-0.03928 fps:883.4
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+ frame:2.50e+05 wall_t:283 t:15625 epi:nan
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223
+ 2026-01-08 09:59:36 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
224
+ total_reward:773.00 total_reward_ma:593.77 loss:-0.0338 fps:890.4
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+ opt_step:4032 lr:0.0002435 clip_eps:0.1 entropy:2.126
227
+ 2026-01-08 09:59:46 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
228
+ total_reward:733.00 total_reward_ma:598.93 loss:-0.03372 fps:891.1
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+ frame:2.70e+05 wall_t:303 t:16875 epi:nan
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+ opt_step:4192 lr:0.0002433 clip_eps:0.1 entropy:2.149
231
+ 2026-01-08 09:59:56 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
232
+ total_reward:756.00 total_reward_ma:604.54 loss:-0.03565 fps:897.4
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+ frame:2.80e+05 wall_t:312 t:17500 epi:nan
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+ opt_step:4352 lr:0.000243 clip_eps:0.1 entropy:2.133
235
+ 2026-01-08 10:00:05 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
236
+ total_reward:736.00 total_reward_ma:609.07 loss:-0.02986 fps:900.6
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239
+ 2026-01-08 10:00:14 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
240
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243
+ 2026-01-08 10:00:24 | INFO | PID:2733 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_wizardofwor_t0_s0 [train]
244
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