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D:\Projects\lejepa_control\third_party\stable-worldmodel\stable_worldmodel\envs\__init__.py:215: UserWarning: ale-py not found; ALE/* envs are unavailable. Install with: pip install 'stable-worldmodel[env]' or pip install ale-py.
  from stable_worldmodel.envs import ale  # noqa: F401
2026-08-04 00:04:20.853 | INFO     | stable_worldmodel.wm.utils:_resolve_hf:150 - Loading quentinll/lewm-pusht from local cache...
2026-08-04 00:04:20.854 | INFO     | stable_worldmodel.wm.utils:_resolve_folder:138 - Loading checkpoint from folder C:\Users\omnap\.stable_worldmodel\checkpoints\models--quentinll--lewm-pusht...
W0804 00:04:30.115000 32636 site-packages\torch\utils\flop_counter.py:29] triton not found; flop counting will not work for triton kernels
00:04:30 | INFO  | atomic_chec~| [atomic_save] installed crash-safe checkpoint plugin (write to sibling .tmp + fsync + atomic rename)
00:04:30 | INFO  | utils.py    | Created ViT-tiny from scratch with config: {'hidden_size': 192, 'num_hidden_layers': 12, 'num_attention_heads': 3, 'intermediate_size': 768, 'image_size': 224, 'patch_size': 14}
C:\Users\omnap\miniconda3\envs\llmdyn\Lib\site-packages\torch\nn\modules\module.py:1370: UserWarning: expandable_segments not supported on this platform (Triggered internally at C:\actions-runner\_work\pytorch\pytorch\pytorch\c10/cuda/CUDAAllocatorConfig.h:39.)
  return t.to(
controller params: 6.80M
support model loaded, c95=1.5306
curriculum: [(0, 2), (5000, 3), (10000, 5)]
step    250  H_goal<=2  loss 0.2538  terminal 0.2291  gain +0.1028  viol 0.182  grad 5.19  3.8 it/s  support 0.0150
step    500  H_goal<=2  loss 0.1169  terminal 0.0924  gain +0.1885  viol 0.029  grad 4.09  3.8 it/s  support 0.0013
step    750  H_goal<=2  loss 0.0876  terminal 0.0630  gain +0.2115  viol 0.058  grad 2.38  3.8 it/s  support 0.0043
step   1000  H_goal<=2  loss 0.0656  terminal 0.0432  gain +0.2080  viol 0.073  grad 1.04  3.7 it/s  support 0.0061
step   1250  H_goal<=2  loss 0.0530  terminal 0.0331  gain +0.1938  viol 0.086  grad 0.62  3.7 it/s  support 0.0077
step   1500  H_goal<=2  loss 0.0454  terminal 0.0280  gain +0.1740  viol 0.101  grad 0.39  3.7 it/s  support 0.0101
step   1750  H_goal<=2  loss 0.0400  terminal 0.0255  gain +0.1423  viol 0.103  grad 0.33  3.7 it/s  support 0.0093
step   2000  H_goal<=2  loss 0.0373  terminal 0.0257  gain +0.1038  viol 0.109  grad 0.35  3.7 it/s  support 0.0108
  [val] terminal K=3: 0.1271  K=0: 0.3758  gain +0.2487  steps [0.527, 0.491, 0.452]
step   2250  H_goal<=2  loss 0.0313  terminal 0.0226  gain +0.0744  viol 0.122  grad 0.28  3.7 it/s  support 0.0106
step   2500  H_goal<=2  loss 0.0299  terminal 0.0221  gain +0.0626  viol 0.125  grad 0.25  3.7 it/s  support 0.0096
step   2750  H_goal<=2  loss 0.0292  terminal 0.0216  gain +0.0593  viol 0.132  grad 0.24  3.7 it/s  support 0.0106
step   3000  H_goal<=2  loss 0.0274  terminal 0.0206  gain +0.0504  viol 0.138  grad 0.22  3.7 it/s  support 0.0105
step   3250  H_goal<=2  loss 0.0268  terminal 0.0204  gain +0.0471  viol 0.139  grad 0.21  3.7 it/s  support 0.0100
step   3500  H_goal<=2  loss 0.0257  terminal 0.0196  gain +0.0437  viol 0.150  grad 0.20  3.7 it/s  support 0.0106
step   3750  H_goal<=2  loss 0.0236  terminal 0.0182  gain +0.0375  viol 0.158  grad 0.16  3.7 it/s  support 0.0109
step   4000  H_goal<=2  loss 0.0239  terminal 0.0184  gain +0.0375  viol 0.151  grad 0.18  3.7 it/s  support 0.0100
  [val] terminal K=3: 0.0806  K=0: 0.2419  gain +0.1613  steps [0.53, 0.485, 0.408]
step   4250  H_goal<=2  loss 0.0232  terminal 0.0177  gain +0.0368  viol 0.163  grad 0.17  3.7 it/s  support 0.0110
step   4500  H_goal<=2  loss 0.0220  terminal 0.0171  gain +0.0304  viol 0.173  grad 0.14  3.7 it/s  support 0.0112
step   4750  H_goal<=2  loss 0.0229  terminal 0.0177  gain +0.0337  viol 0.169  grad 0.17  3.7 it/s  support 0.0117
step   5000  H_goal<=2  loss 0.0220  terminal 0.0170  gain +0.0310  viol 0.176  grad 0.16  3.7 it/s  support 0.0114
step   5250  H_goal<=3  loss 0.0451  terminal 0.0307  gain +0.1023  viol 0.146  grad 0.47  3.7 it/s  support 0.0185
step   5500  H_goal<=3  loss 0.0383  terminal 0.0258  gain +0.0902  viol 0.143  grad 0.35  3.7 it/s  support 0.0164
step   5750  H_goal<=3  loss 0.0381  terminal 0.0258  gain +0.0886  viol 0.144  grad 0.43  3.7 it/s  support 0.0146
step   6000  H_goal<=3  loss 0.0336  terminal 0.0235  gain +0.0710  viol 0.147  grad 0.31  3.7 it/s  support 0.0153
  [val] terminal K=3: 0.0484  K=0: 0.1815  gain +0.1331  steps [0.537, 0.471, 0.361]
step   6250  H_goal<=3  loss 0.0282  terminal 0.0199  gain +0.0575  viol 0.154  grad 0.19  3.7 it/s  support 0.0142
step   6500  H_goal<=3  loss 0.0261  terminal 0.0187  gain +0.0495  viol 0.157  grad 0.18  3.7 it/s  support 0.0132
step   6750  H_goal<=3  loss 0.0270  terminal 0.0188  gain +0.0560  viol 0.153  grad 0.20  3.7 it/s  support 0.0120
step   7000  H_goal<=3  loss 0.0273  terminal 0.0195  gain +0.0529  viol 0.162  grad 0.21  3.7 it/s  support 0.0128
step   7250  H_goal<=3  loss 0.0277  terminal 0.0196  gain +0.0537  viol 0.155  grad 0.22  3.7 it/s  support 0.0127
step   7500  H_goal<=3  loss 0.0254  terminal 0.0181  gain +0.0483  viol 0.161  grad 0.20  3.7 it/s  support 0.0126
step   7750  H_goal<=3  loss 0.0251  terminal 0.0180  gain +0.0463  viol 0.160  grad 0.18  3.7 it/s  support 0.0113
step   8000  H_goal<=3  loss 0.0243  terminal 0.0174  gain +0.0436  viol 0.167  grad 0.17  3.7 it/s  support 0.0119
  [val] terminal K=3: 0.0348  K=0: 0.1564  gain +0.1216  steps [0.541, 0.465, 0.34]
step   8250  H_goal<=3  loss 0.0248  terminal 0.0177  gain +0.0453  viol 0.169  grad 0.20  3.7 it/s  support 0.0129
step   8500  H_goal<=3  loss 0.0240  terminal 0.0173  gain +0.0414  viol 0.168  grad 0.16  3.7 it/s  support 0.0125
step   8750  H_goal<=3  loss 0.0233  terminal 0.0167  gain +0.0420  viol 0.172  grad 0.16  3.7 it/s  support 0.0126
step   9000  H_goal<=3  loss 0.0243  terminal 0.0169  gain +0.0470  viol 0.178  grad 0.19  3.7 it/s  support 0.0145
step   9250  H_goal<=3  loss 0.0231  terminal 0.0163  gain +0.0438  viol 0.175  grad 0.15  3.7 it/s  support 0.0141
step   9500  H_goal<=3  loss 0.0243  terminal 0.0170  gain +0.0472  viol 0.167  grad 0.19  3.7 it/s  support 0.0127
step   9750  H_goal<=3  loss 0.0217  terminal 0.0156  gain +0.0370  viol 0.174  grad 0.12  3.7 it/s  support 0.0123
step  10000  H_goal<=3  loss 0.0236  terminal 0.0166  gain +0.0452  viol 0.175  grad 0.18  3.7 it/s  support 0.0134
  [val] terminal K=3: 0.0308  K=0: 0.1305  gain +0.0997  steps [0.543, 0.462, 0.329]
step  10250  H_goal<=5  loss 0.0538  terminal 0.0324  gain +0.1425  viol 0.189  grad 0.58  3.7 it/s  support 0.0296
step  10500  H_goal<=5  loss 0.0462  terminal 0.0266  gain +0.1334  viol 0.170  grad 0.67  3.7 it/s  support 0.0246
step  10750  H_goal<=5  loss 0.0426  terminal 0.0247  gain +0.1226  viol 0.181  grad 0.58  3.7 it/s  support 0.0246
step  11000  H_goal<=5  loss 0.0379  terminal 0.0218  gain +0.1070  viol 0.180  grad 0.40  3.7 it/s  support 0.0230
step  11250  H_goal<=5  loss 0.0354  terminal 0.0206  gain +0.0977  viol 0.180  grad 0.31  3.7 it/s  support 0.0218
step  11500  H_goal<=5  loss 0.0361  terminal 0.0212  gain +0.0974  viol 0.180  grad 0.37  3.7 it/s  support 0.0237
step  11750  H_goal<=5  loss 0.0354  terminal 0.0212  gain +0.0924  viol 0.177  grad 0.34  3.7 it/s  support 0.0224
step  12000  H_goal<=5  loss 0.0342  terminal 0.0205  gain +0.0877  viol 0.182  grad 0.34  3.7 it/s  support 0.0252
  [val] terminal K=3: 0.0177  K=0: 0.0862  gain +0.0686  steps [0.546, 0.455, 0.319]
step  12250  H_goal<=5  loss 0.0327  terminal 0.0194  gain +0.0864  viol 0.179  grad 0.28  3.7 it/s  support 0.0225
step  12500  H_goal<=5  loss 0.0322  terminal 0.0193  gain +0.0829  viol 0.185  grad 0.34  3.7 it/s  support 0.0237
step  12750  H_goal<=5  loss 0.0311  terminal 0.0185  gain +0.0803  viol 0.187  grad 0.28  3.7 it/s  support 0.0209
step  13000  H_goal<=5  loss 0.0318  terminal 0.0192  gain +0.0796  viol 0.184  grad 0.43  3.7 it/s  support 0.0228
step  13250  H_goal<=5  loss 0.0295  terminal 0.0177  gain +0.0738  viol 0.185  grad 0.23  3.7 it/s  support 0.0202
step  13500  H_goal<=5  loss 0.0300  terminal 0.0179  gain +0.0779  viol 0.187  grad 0.64  3.7 it/s  support 0.0215
step  13750  H_goal<=5  loss 0.0293  terminal 0.0173  gain +0.0748  viol 0.188  grad 0.41  3.7 it/s  support 0.0223
step  14000  H_goal<=5  loss 0.0290  terminal 0.0174  gain +0.0728  viol 0.186  grad 0.26  3.7 it/s  support 0.0205
  [val] terminal K=3: 0.0155  K=0: 0.0701  gain +0.0546  steps [0.548, 0.454, 0.314]
step  14250  H_goal<=5  loss 0.0283  terminal 0.0170  gain +0.0700  viol 0.182  grad 0.31  3.7 it/s  support 0.0202
step  14500  H_goal<=5  loss 0.0282  terminal 0.0169  gain +0.0703  viol 0.187  grad 0.24  3.7 it/s  support 0.0194
step  14750  H_goal<=5  loss 0.0275  terminal 0.0166  gain +0.0669  viol 0.186  grad 0.55  3.7 it/s  support 0.0188
step  15000  H_goal<=5  loss 0.0270  terminal 0.0164  gain +0.0651  viol 0.190  grad 0.20  3.7 it/s  support 0.0196
step  15250  H_goal<=5  loss 0.0269  terminal 0.0163  gain +0.0629  viol 0.189  grad 0.24  3.7 it/s  support 0.0193
step  15500  H_goal<=5  loss 0.0262  terminal 0.0160  gain +0.0614  viol 0.187  grad 0.18  3.7 it/s  support 0.0186
step  15750  H_goal<=5  loss 0.0262  terminal 0.0160  gain +0.0615  viol 0.187  grad 0.26  3.7 it/s  support 0.0183
step  16000  H_goal<=5  loss 0.0269  terminal 0.0164  gain +0.0621  viol 0.195  grad 0.39  3.7 it/s  support 0.0204
  [val] terminal K=3: 0.0169  K=0: 0.0670  gain +0.0501  steps [0.549, 0.452, 0.313]
step  16250  H_goal<=5  loss 0.0262  terminal 0.0159  gain +0.0614  viol 0.194  grad 0.28  3.7 it/s  support 0.0198
step  16500  H_goal<=5  loss 0.0269  terminal 0.0163  gain +0.0622  viol 0.194  grad 0.24  3.7 it/s  support 0.0216
step  16750  H_goal<=5  loss 0.0261  terminal 0.0159  gain +0.0593  viol 0.196  grad 0.71  3.7 it/s  support 0.0210
step  17000  H_goal<=5  loss 0.0258  terminal 0.0157  gain +0.0590  viol 0.196  grad 0.24  3.7 it/s  support 0.0210
step  17250  H_goal<=5  loss 0.0263  terminal 0.0161  gain +0.0599  viol 0.197  grad 0.24  3.7 it/s  support 0.0220
step  17500  H_goal<=5  loss 0.0256  terminal 0.0157  gain +0.0583  viol 0.195  grad 0.16  3.7 it/s  support 0.0211
step  17750  H_goal<=5  loss 0.0254  terminal 0.0156  gain +0.0570  viol 0.192  grad 0.24  3.7 it/s  support 0.0204
step  18000  H_goal<=5  loss 0.0251  terminal 0.0154  gain +0.0564  viol 0.197  grad 0.21  3.7 it/s  support 0.0207
  [val] terminal K=3: 0.0143  K=0: 0.0630  gain +0.0488  steps [0.55, 0.451, 0.312]
step  18250  H_goal<=5  loss 0.0252  terminal 0.0154  gain +0.0567  viol 0.199  grad 0.48  3.7 it/s  support 0.0206
step  18500  H_goal<=5  loss 0.0253  terminal 0.0156  gain +0.0568  viol 0.198  grad 0.18  3.7 it/s  support 0.0211
step  18750  H_goal<=5  loss 0.0250  terminal 0.0153  gain +0.0561  viol 0.196  grad 0.36  3.7 it/s  support 0.0209
step  19000  H_goal<=5  loss 0.0247  terminal 0.0150  gain +0.0560  viol 0.196  grad 0.16  3.7 it/s  support 0.0204
step  19250  H_goal<=5  loss 0.0253  terminal 0.0156  gain +0.0559  viol 0.195  grad 0.19  3.7 it/s  support 0.0204
step  19500  H_goal<=5  loss 0.0252  terminal 0.0153  gain +0.0572  viol 0.193  grad 0.19  3.7 it/s  support 0.0207
step  19750  H_goal<=5  loss 0.0255  terminal 0.0157  gain +0.0567  viol 0.197  grad 0.17  3.7 it/s  support 0.0208
step  20000  H_goal<=5  loss 0.0247  terminal 0.0153  gain +0.0551  viol 0.195  grad 0.19  3.7 it/s  support 0.0199
  [val] terminal K=3: 0.0147  K=0: 0.0582  gain +0.0435  steps [0.55, 0.451, 0.312]
done in 89.2 min -> data\runs\controller