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data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0_s0_session_df_train.csv

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data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0_s1_session_metrics_scalar_eval.json

@@ -0,0 +1,9 @@
+{
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+}

data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0_s1_session_metrics_scalar_train.json

@@ -0,0 +1,9 @@
+{
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+  "max_strength": 20865.201171875,
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+  "training_efficiency": 1.1360602002241649e-05,
+  "stability": 0.9971750974655151
+}

data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0_s2_session_metrics_scalar_eval.json

@@ -0,0 +1,9 @@
+{
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+  "training_efficiency": 1.1430078302510083e-05,
+  "stability": 0.9971725940704346
+}

data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0_s2_session_metrics_scalar_train.json

@@ -0,0 +1,9 @@
+{
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+}

data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0_s3_session_metrics_scalar_eval.json

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+}

data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0_s3_session_metrics_scalar_train.json

@@ -0,0 +1,9 @@
+{
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+}

data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0_trial_metrics_scalar.json

@@ -0,0 +1,11 @@
+{
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+}

data/ppo_atari_lam85_demonattack_2026_01_08_130150/log/ppo_atari_lam85_demonattack_t0.log

@@ -0,0 +1,5 @@
+2026-01-08 14:21:05 | INFO | PID:1230 | slm_lab.lib.logger:info | trial_metrics: frame:1.00e+07 | total_reward_ma:13917.98 | strength:5970 | max_strength:1.631e+04 | final_strength:1.631e+04 | sample_efficiency:1.783e-07 | training_efficiency:1.139e-05 | stability:0.9971 | consistency:0.7551
+2026-01-08 14:21:05 | INFO | PID:1230 | slm_lab.lib.logger:info | Trial 0 done
+2026-01-08 14:21:05 | INFO | PID:1230 | slm_lab.cli.main:run_spec | Output: data/ppo_atari_lam85_demonattack_2026_01_08_130150
+2026-01-08 14:21:05 | INFO | PID:1230 | slm_lab.lib.hf:cleanup_models | Cleanup saved 103.1 MB
+2026-01-08 14:21:05 | INFO | PID:1230 | slm_lab.lib.hf:upload | Uploading data/ppo_atari_lam85_demonattack_2026_01_08_130150 to SLM-Lab/benchmark-dev/data/ppo_atari_lam85_demonattack_2026_01_08_130150...

data/ppo_atari_lam85_demonattack_2026_01_08_130150/log/ppo_atari_lam85_demonattack_t0_s0.log

@@ -0,0 +1,338 @@
+2026-01-08 13:01:52 | INFO | PID:1301 | slm_lab.env:_make_vector_env | AtariVectorEnv: 16 envs, native preprocessing
+2026-01-08 13:02:33 | INFO | PID:1301 | 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
+2026-01-08 13:02:33 | INFO | PID:1301 | slm_lab.lib.logger:info | PPO:
+algorithm_spec:
+  name: PPO
+  action_pdtype: default
+  action_policy: default
+  explore_var_spec: null
+  gamma: 0.99
+  lam: 0.85
+  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: 0.85
+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()
+)
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+2026-01-08 13:02:45 | INFO | PID:1301 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_demonattack_t0_s0 [train]
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+2026-01-08 13:02:50 | INFO | PID:1301 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_demonattack_t0_s0 [train]
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+2026-01-08 13:02:56 | INFO | PID:1301 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_demonattack_t0_s0 [train]
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+2026-01-08 13:03:01 | INFO | PID:1301 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_demonattack_t0_s0 [train]
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+2026-01-08 13:03:18 | INFO | PID:1301 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_demonattack_t0_s0 [train]
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+2026-01-08 13:03:23 | INFO | PID:1301 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_demonattack_t0_s0 [train]
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+2026-01-08 13:03:29 | INFO | PID:1301 | slm_lab.agent:log_summary | Trial 0 session 0 ppo_atari_lam85_demonattack_t0_s0 [train]
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data/ppo_atari_lam85_demonattack_2026_01_08_130150/ppo_atari_lam85_demonattack_spec.json

@@ -0,0 +1,113 @@
+{
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+    "algorithm": {
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+      "action_policy": "default",
+      "explore_var_spec": null,
+      "gamma": 0.99,
+      "lam": 0.85,
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+      "training_epoch": 4,
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+    "memory": {
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+      "conv_hid_layers": [
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+          8,
+          4,
+          0,
+          1
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+          2,
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+          1
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+          1
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+      "normalize": true,
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+      "clip_grad_val": 0.5,
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+      "loss_spec": {
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+        "frame": 10000000.0
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+    "max_frame": 10000000,
+    "life_loss_info": true
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+  "meta": {
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+    "eval_frequency": 10000,
+    "log_frequency": 10000,
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+    "experiment_ts": "2026_01_08_130150",
+    "prepath": "data/ppo_atari_lam85_demonattack_2026_01_08_130150/ppo_atari_lam85_demonattack_t0",
+    "git_sha": "unknown",
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+    "predir": "data/ppo_atari_lam85_demonattack_2026_01_08_130150",
+    "graph_prepath": "data/ppo_atari_lam85_demonattack_2026_01_08_130150/graph/ppo_atari_lam85_demonattack_t0",
+    "info_prepath": "data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0",
+    "log_prepath": "data/ppo_atari_lam85_demonattack_2026_01_08_130150/log/ppo_atari_lam85_demonattack_t0",
+    "model_prepath": "data/ppo_atari_lam85_demonattack_2026_01_08_130150/model/ppo_atari_lam85_demonattack_t0"
+  },
+  "name": "ppo_atari_lam85_demonattack"
+}

data/ppo_atari_lam85_demonattack_2026_01_08_130150/ppo_atari_lam85_demonattack_t0_spec.json

@@ -0,0 +1,113 @@
+{
+  "agent": {
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+    "git_sha": "unknown",
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+    "predir": "data/ppo_atari_lam85_demonattack_2026_01_08_130150",
+    "graph_prepath": "data/ppo_atari_lam85_demonattack_2026_01_08_130150/graph/ppo_atari_lam85_demonattack_t0",
+    "info_prepath": "data/ppo_atari_lam85_demonattack_2026_01_08_130150/info/ppo_atari_lam85_demonattack_t0",
+    "log_prepath": "data/ppo_atari_lam85_demonattack_2026_01_08_130150/log/ppo_atari_lam85_demonattack_t0",
+    "model_prepath": "data/ppo_atari_lam85_demonattack_2026_01_08_130150/model/ppo_atari_lam85_demonattack_t0"
+  },
+  "name": "ppo_atari_lam85_demonattack"
+}

data/ppo_atari_lam85_demonattack_2026_01_08_130150/ppo_atari_lam85_demonattack_t0_trial_metrics_scalar.json

@@ -0,0 +1,11 @@
+{
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+}