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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s0_session_metrics_scalar_train.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s0_session_metrics_scalar_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..19b9ee2c398e5476f8d0910ed17652f69e31b892
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s0_session_metrics_scalar_train.json
@@ -0,0 +1,9 @@
+{
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+  "final_strength": 5510.75,
+  "sample_efficiency": 3.1097530950319197e-07,
+  "training_efficiency": 1.9717805116670206e-05,
+  "stability": 0.9923819899559021
+}
\ No newline at end of file
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s0_session_metrics_train.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s0_session_metrics_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..4231424343f60b71458dca0b036adefbe17efeba
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s0_session_metrics_train.json
@@ -0,0 +1,4233 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_df_eval.csv b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_df_eval.csv
new file mode 100644
index 0000000000000000000000000000000000000000..af7fe92479374eb44b9b715a920f37b68a19a58d
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_df_eval.csv
@@ -0,0 +1,1001 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_df_train.csv b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_df_train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..af7fe92479374eb44b9b715a920f37b68a19a58d
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_df_train.csv
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_eval.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..94fed0e96473dddfdcfef0c289f979724df528b6
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_eval.json
@@ -0,0 +1,7026 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_scalar_eval.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_scalar_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..833052641c800201988c190ba196954335aa5b53
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_scalar_eval.json
@@ -0,0 +1,9 @@
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+  "stability": 0.9950020909309387
+}
\ No newline at end of file
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_scalar_train.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_scalar_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..833052641c800201988c190ba196954335aa5b53
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_scalar_train.json
@@ -0,0 +1,9 @@
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+  "stability": 0.9950020909309387
+}
\ No newline at end of file
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_train.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..94fed0e96473dddfdcfef0c289f979724df528b6
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s1_session_metrics_train.json
@@ -0,0 +1,7026 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_df_eval.csv b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_df_eval.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6c8e3ef528f398ff897a3b333db11dde6a8217f8
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_df_eval.csv
@@ -0,0 +1,1001 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_df_train.csv b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_df_train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6c8e3ef528f398ff897a3b333db11dde6a8217f8
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_df_train.csv
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_eval.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d2a272ad6c96c621046e3f874f4eaddb12e1f4c
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_eval.json
@@ -0,0 +1,7026 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_scalar_eval.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_scalar_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..fcf6349426ab3aa2bbee933da2a82eba1fc5b8d7
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_scalar_eval.json
@@ -0,0 +1,9 @@
+{
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+  "training_efficiency": 1.2694375982391648e-05,
+  "stability": 0.9945655465126038
+}
\ No newline at end of file
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_scalar_train.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_scalar_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..fcf6349426ab3aa2bbee933da2a82eba1fc5b8d7
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_scalar_train.json
@@ -0,0 +1,9 @@
+{
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+  "training_efficiency": 1.2694375982391648e-05,
+  "stability": 0.9945655465126038
+}
\ No newline at end of file
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_train.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..3d2a272ad6c96c621046e3f874f4eaddb12e1f4c
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s2_session_metrics_train.json
@@ -0,0 +1,7026 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_df_eval.csv b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_df_eval.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9fcb8ac68b90f1218a174c1196404f0282c079e8
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_df_eval.csv
@@ -0,0 +1,1001 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_df_train.csv b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_df_train.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9fcb8ac68b90f1218a174c1196404f0282c079e8
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_df_train.csv
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_eval.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..73cb8221c78d8481b32c6052d6f7b00f15358a9f
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_eval.json
@@ -0,0 +1,7026 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_scalar_eval.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_scalar_eval.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3349250675469624fc5c2ec8abfe62a23d48082
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_scalar_eval.json
@@ -0,0 +1,9 @@
+{
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+  "training_efficiency": 1.406574301654473e-05,
+  "stability": 0.9947656393051147
+}
\ No newline at end of file
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_scalar_train.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_scalar_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3349250675469624fc5c2ec8abfe62a23d48082
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_scalar_train.json
@@ -0,0 +1,9 @@
+{
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+  "training_efficiency": 1.406574301654473e-05,
+  "stability": 0.9947656393051147
+}
\ No newline at end of file
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_train.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_train.json
new file mode 100644
index 0000000000000000000000000000000000000000..73cb8221c78d8481b32c6052d6f7b00f15358a9f
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_s3_session_metrics_train.json
@@ -0,0 +1,7026 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_trial_metrics.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_trial_metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..f8b1745bdd730a29e6595ef40920901f6bdd27f7
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_trial_metrics.json
@@ -0,0 +1,18058 @@
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_trial_metrics_scalar.json b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_trial_metrics_scalar.json
new file mode 100644
index 0000000000000000000000000000000000000000..d9b0239ec13a459f468a5889be62cfba2b2b7beb
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/info/ppo_atari_airraid_t0_trial_metrics_scalar.json
@@ -0,0 +1,11 @@
+{
+  "frame": 10000000.0,
+  "total_reward_ma": 8245.1708984375,
+  "strength": 4339.78369140625,
+  "max_strength": 8276.0,
+  "final_strength": 7967.75,
+  "sample_efficiency": 2.0741190098760853e-07,
+  "training_efficiency": 1.3212335034040734e-05,
+  "stability": 0.9947777390480042,
+  "consistency": 0.5996478199958801
+}
\ No newline at end of file
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0.log b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0.log
new file mode 100644
index 0000000000000000000000000000000000000000..1abb97f765b91a7480ebabbf7af50de1b397c626
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0.log
@@ -0,0 +1,5 @@
+2026-01-06 13:50:29 | INFO | PID:1654 | slm_lab.lib.logger:info | trial_metrics: frame:1.00e+07 | total_reward_ma:8245.17 | strength:4340 | max_strength:8276 | final_strength:7968 | sample_efficiency:2.074e-07 | training_efficiency:1.321e-05 | stability:0.9948 | consistency:0.5996
+2026-01-06 13:50:29 | INFO | PID:1654 | slm_lab.lib.logger:info | Trial 0 done
+2026-01-06 13:50:29 | INFO | PID:1654 | slm_lab.cli.main:run_spec | Output: data/ppo_atari_airraid_2026_01_06_113119
+2026-01-06 13:50:29 | INFO | PID:1654 | slm_lab.lib.hf:cleanup_models | Cleanup saved 103.1 MB
+2026-01-06 13:50:29 | INFO | PID:1654 | slm_lab.lib.hf:upload | Uploading data/ppo_atari_airraid_2026_01_06_113119 to SLM-Lab/benchmark-dev/data/ppo_atari_airraid_2026_01_06_113119...
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s0.log b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s0.log
new file mode 100644
index 0000000000000000000000000000000000000000..3f6a48444ce9933446d1ff27ed7673cf7ebb7d61
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s0.log
@@ -0,0 +1,2526 @@
+2026-01-06 11:31:21 | INFO | PID:1699 | slm_lab.env:_make_vector_env | AtariVectorEnv: 16 envs, native preprocessing
+2026-01-06 11:31:30 | INFO | PID:1699 | slm_lab.lib.perf:log_perf_setup | Performance setup:
+Platform: GPU NVIDIA GeForce RTX 3080 (compute 8.6)
+• GPU cuDNN benchmark: enabled
+• GPU memory management: enabled
+• GPU TF32 acceleration: enabled
+2026-01-06 11:31:30 | INFO | PID:1699 | slm_lab.lib.logger:info | PPO:
+algorithm_spec:
+  name: PPO
+  action_pdtype: default
+  action_policy: default
+  explore_var_spec: null
+  gamma: 0.99
+  lam: 0.95
+  clip_eps_spec:
+    name: no_decay
+    start_val: 0.1
+    end_val: 0.1
+    start_step: 0
+    end_step: 0
+  entropy_coef_spec:
+    name: no_decay
+    start_val: 0.01
+    end_val: 0.01
+    start_step: 0
+    end_step: 0
+  val_loss_coef: 0.5
+  time_horizon: 128
+  minibatch_size: 256
+  training_epoch: 4
+  clip_vloss: true
+name: PPO
+memory_spec:
+  name: OnPolicyBatchReplay
+action_pdtype: default
+entropy_coef_spec:
+  name: no_decay
+  start_val: 0.01
+  end_val: 0.01
+  start_step: 0
+  end_step: 0
+minibatch_size: 256
+val_loss_coef: 0.5
+normalize_v_targets: False
+symlog_transform: False
+clip_vloss: True
+gamma: 0.99
+lam: 0.95
+clip_eps_spec:
+  name: no_decay
+  start_val: 0.1
+  end_val: 0.1
+  start_step: 0
+  end_step: 0
+time_horizon: 128
+training_epoch: 4
+to_train: 0
+training_frequency: 128
+clip_eps: 0.1
+shared: True
+net: (device:cuda:0) ConvNet(
+  (conv_model): Sequential(
+    (0): Conv2d(4, 32, kernel_size=(8, 8), stride=(4, 4))
+    (1): ReLU()
+    (2): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2))
+    (3): ReLU()
+    (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))
+    (5): ReLU()
+  )
+  (fc_model): Sequential(
+    (0): Linear(in_features=3136, out_features=512, bias=True)
+    (1): ReLU()
+  )
+  (tails): ModuleList(
+    (0): Sequential(
+      (0): Linear(in_features=512, out_features=6, bias=True)
+    )
+    (1): Sequential(
+      (0): Linear(in_features=512, out_features=1, bias=True)
+    )
+  )
+  (loss_fn): MSELoss()
+)
+net_names: ['net']
+optim: AdamW (
+Parameter Group 0
+    amsgrad: False
+    betas: (0.9, 0.999)
+    capturable: False
+    decoupled_weight_decay: True
+    differentiable: False
+    eps: 1e-05
+    foreach: None
+    fused: None
+    initial_lr: 0.00025
+    lr: 0.00025
+    maximize: False
+    weight_decay: 0.01
+)
+old_net: (device:cuda:0) ConvNet(
+  (conv_model): Sequential(
+    (0): Conv2d(4, 32, kernel_size=(8, 8), stride=(4, 4))
+    (1): ReLU()
+    (2): Conv2d(32, 64, kernel_size=(4, 4), stride=(2, 2))
+    (3): ReLU()
+    (4): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1))
+    (5): ReLU()
+  )
+  (fc_model): Sequential(
+    (0): Linear(in_features=3136, out_features=512, bias=True)
+    (1): ReLU()
+  )
+  (tails): ModuleList(
+    (0): Sequential(
+      (0): Linear(in_features=512, out_features=6, bias=True)
+    )
+    (1): Sequential(
+      (0): Linear(in_features=512, out_features=1, bias=True)
+    )
+  )
+  (loss_fn): MSELoss()
+)
+2026-01-06 11:31:38 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:406.25     total_reward_ma:406.25  loss:0.004836           fps:666.7
+frame:1.00e+04          wall_t:15               t:625                   epi:nan
+opt_step:128            lr:0.0002498            clip_eps:0.1            entropy:1.746
+2026-01-06 11:31:46 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:514.29     total_reward_ma:460.27  loss:-0.003541          fps:869.6
+frame:2.00e+04          wall_t:23               t:1250                  epi:nan
+opt_step:288            lr:0.0002495            clip_eps:0.1            entropy:1.7
+2026-01-06 11:31:54 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:595.93     total_reward_ma:505.49  loss:0.001065           fps:967.7
+frame:3.00e+04          wall_t:31               t:1875                  epi:nan
+opt_step:448            lr:0.0002493            clip_eps:0.1            entropy:1.687
+2026-01-06 11:32:03 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:614.92     total_reward_ma:532.85  loss:0.00199            fps:1000
+frame:4.00e+04          wall_t:40               t:2500                  epi:nan
+opt_step:608            lr:0.000249             clip_eps:0.1            entropy:1.634
+2026-01-06 11:32:12 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:621.56     total_reward_ma:550.59  loss:0.007468           fps:1020
+frame:5.00e+04          wall_t:49               t:3125                  epi:nan
+opt_step:768            lr:0.0002488            clip_eps:0.1            entropy:1.633
+2026-01-06 11:32:22 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:632.40     total_reward_ma:564.22  loss:-0.0001916         fps:1017
+frame:6.00e+04          wall_t:59               t:3750                  epi:nan
+opt_step:928            lr:0.0002485            clip_eps:0.1            entropy:1.613
+2026-01-06 11:32:31 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:699.00     total_reward_ma:583.48  loss:0.004694           fps:1029
+frame:7.00e+04          wall_t:68               t:4375                  epi:nan
+opt_step:1088           lr:0.0002483            clip_eps:0.1            entropy:1.616
+2026-01-06 11:32:40 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:690.25     total_reward_ma:596.82  loss:0.006107           fps:1039
+frame:8.00e+04          wall_t:77               t:5000                  epi:nan
+opt_step:1248           lr:0.000248             clip_eps:0.1            entropy:1.569
+2026-01-06 11:32:49 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:660.25     total_reward_ma:603.87  loss:0.009551           fps:1047
+frame:9.00e+04          wall_t:86               t:5625                  epi:nan
+opt_step:1376           lr:0.0002478            clip_eps:0.1            entropy:1.52
+2026-01-06 11:32:58 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:665.50     total_reward_ma:610.03  loss:0.01276            fps:1053
+frame:1.00e+05          wall_t:95               t:6250                  epi:nan
+opt_step:1536           lr:0.0002475            clip_eps:0.1            entropy:1.576
+2026-01-06 11:33:08 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:597.00     total_reward_ma:608.85  loss:0.01493            fps:1048
+frame:1.10e+05          wall_t:105              t:6875                  epi:nan
+opt_step:1696           lr:0.0002473            clip_eps:0.1            entropy:1.573
+2026-01-06 11:33:17 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:578.50     total_reward_ma:606.32  loss:0.01746            fps:1053
+frame:1.20e+05          wall_t:114              t:7500                  epi:nan
+opt_step:1856           lr:0.000247             clip_eps:0.1            entropy:1.516
+2026-01-06 11:33:27 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:595.75     total_reward_ma:605.51  loss:0.01164            fps:1048
+frame:1.30e+05          wall_t:124              t:8125                  epi:nan
+opt_step:2016           lr:0.0002468            clip_eps:0.1            entropy:1.488
+2026-01-06 11:33:36 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:575.50     total_reward_ma:603.36  loss:0.005793           fps:1053
+frame:1.40e+05          wall_t:133              t:8750                  epi:nan
+opt_step:2176           lr:0.0002465            clip_eps:0.1            entropy:1.482
+2026-01-06 11:33:46 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:610.75     total_reward_ma:603.86  loss:0.006243           fps:1049
+frame:1.50e+05          wall_t:143              t:9375                  epi:nan
+opt_step:2336           lr:0.0002463            clip_eps:0.1            entropy:1.445
+2026-01-06 11:33:56 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:613.75     total_reward_ma:604.47  loss:0.0015             fps:1046
+frame:1.60e+05          wall_t:153              t:10000                 epi:nan
+opt_step:2496           lr:0.000246             clip_eps:0.1            entropy:1.426
+2026-01-06 11:34:05 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+frame:1.70e+05          wall_t:162              t:10625                 epi:nan
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+2026-01-06 11:34:13 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:34:23 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+frame:1.90e+05          wall_t:180              t:11875                 epi:nan
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+2026-01-06 11:34:32 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+frame:2.00e+05          wall_t:189              t:12500                 epi:nan
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+2026-01-06 11:34:42 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+frame:2.10e+05          wall_t:199              t:13125                 epi:nan
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+2026-01-06 11:34:52 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:35:03 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:35:14 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:35:25 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:35:34 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:35:43 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:35:52 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:36:02 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:36:11 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:731.00     total_reward_ma:679.34  loss:0.009927           fps:1042
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+2026-01-06 11:36:20 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
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+2026-01-06 11:36:30 | INFO | PID:1699 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_airraid_t0_s0 [train]
+total_reward:689.00     total_reward_ma:679.52  loss:0.0057             fps:1042
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diff --git a/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s1.log b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s1.log
new file mode 100644
index 0000000000000000000000000000000000000000..c66e9541fbd38f384d1dd2d4add7a04602f8ace9
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s1.log
@@ -0,0 +1,4002 @@
+2026-01-06 11:31:21 | INFO | PID:1700 | slm_lab.env:_make_vector_env | AtariVectorEnv: 16 envs, native preprocessing
+2026-01-06 11:31:39 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+frame:1.00e+04          wall_t:16               t:625                   epi:nan
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+2026-01-06 11:31:46 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 11:31:54 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:04:00 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:11:03 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:11:11 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:29:44 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:29:59 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:30:06 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:35:56 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:42:04 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:50:23 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:50:26 | INFO | PID:1700 | slm_lab.agent:log_summary | Trial 0 session 1 ppo_atari_airraid_t0_s1 [train]
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+2026-01-06 13:50:27 | INFO | PID:1700 | slm_lab.lib.logger:info | Session 1 done
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s2.log b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s2.log
new file mode 100644
index 0000000000000000000000000000000000000000..32684962e30630a59df6123d65ea4170461eb425
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s2.log
@@ -0,0 +1,4002 @@
+2026-01-06 11:31:21 | INFO | PID:1701 | slm_lab.env:_make_vector_env | AtariVectorEnv: 16 envs, native preprocessing
+2026-01-06 11:31:40 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+frame:1.00e+04          wall_t:17               t:625                   epi:nan
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+2026-01-06 11:31:47 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+frame:2.00e+04          wall_t:24               t:1250                  epi:nan
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+2026-01-06 11:31:54 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 11:32:04 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 11:32:22 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 12:00:58 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 12:17:04 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 12:33:18 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:12:22 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:12:36 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:18:46 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:18:54 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:19:01 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:30:54 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:31:01 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:31:08 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:36:58 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:37:20 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:43:08 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:43:16 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:43:23 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:50:21 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:50:25 | INFO | PID:1701 | slm_lab.agent:log_summary | Trial 0 session 2 ppo_atari_airraid_t0_s2 [train]
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+2026-01-06 13:50:26 | INFO | PID:1701 | slm_lab.lib.logger:info | Session 2 done
diff --git a/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s3.log b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s3.log
new file mode 100644
index 0000000000000000000000000000000000000000..24143c2e261b386a19982ad0fd9671b747c76e38
--- /dev/null
+++ b/data/ppo_atari_airraid_2026_01_06_113119/log/ppo_atari_airraid_t0_s3.log
@@ -0,0 +1,4002 @@
+2026-01-06 11:31:21 | INFO | PID:1702 | slm_lab.env:_make_vector_env | AtariVectorEnv: 16 envs, native preprocessing
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+2026-01-06 11:31:46 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 11:31:54 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 11:32:04 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 11:46:05 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:02:01 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:02:10 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:02:19 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:02:54 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:03:03 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:03:41 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:04:52 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:09:58 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:18:00 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:18:09 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:20:41 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:25:59 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:42:06 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 12:50:07 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 13:06:02 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 13:12:45 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 13:13:06 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 13:13:52 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 13:37:20 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 13:49:52 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 13:50:05 | INFO | PID:1702 | slm_lab.agent:log_summary | Trial 0 session 3 ppo_atari_airraid_t0_s3 [train]
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+2026-01-06 13:50:06 | INFO | PID:1702 | slm_lab.lib.logger:info | Session 3 done
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