[chain2] waiting for data/sft_v1.jsonl [chain2] corpus ready Tue Sep 22 12:24:25 AM UTC 2026 `torch_dtype` is deprecated! Use `dtype` instead! resumed from runs/aux_warm/step1200.pt pre-packing dataset... packed 103898 (skipped 2104) trainable=889.2M `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`. step 50/3248 loss=0.2597 0.58s/step peak=10.9GB step 100/3248 loss=0.2046 0.59s/step peak=10.9GB step 150/3248 loss=0.2367 0.60s/step peak=12.0GB step 200/3248 loss=0.2226 0.60s/step peak=12.0GB step 250/3248 loss=0.2207 0.60s/step peak=12.0GB step 300/3248 loss=0.2052 0.59s/step peak=12.0GB step 350/3248 loss=0.2128 0.60s/step peak=12.6GB step 400/3248 loss=0.2109 0.60s/step peak=12.6GB saved runs/sft_v1/step400.pt step 450/3248 loss=0.2255 0.60s/step peak=12.6GB step 500/3248 loss=0.2042 0.60s/step peak=12.6GB step 550/3248 loss=0.2416 0.59s/step peak=12.6GB step 600/3248 loss=0.2076 0.59s/step peak=12.6GB step 650/3248 loss=0.2049 0.59s/step peak=12.6GB step 700/3248 loss=0.2055 0.59s/step peak=12.6GB step 750/3248 loss=0.2268 0.59s/step peak=12.6GB step 800/3248 loss=0.2381 0.59s/step peak=12.6GB saved runs/sft_v1/step800.pt step 850/3248 loss=0.2180 0.59s/step peak=12.6GB step 900/3248 loss=0.2211 0.59s/step peak=12.6GB step 950/3248 loss=0.2214 0.59s/step peak=12.6GB step 1000/3248 loss=0.2073 0.59s/step peak=12.6GB step 1050/3248 loss=0.2152 0.59s/step peak=12.6GB step 1100/3248 loss=0.2134 0.59s/step peak=12.6GB step 1150/3248 loss=0.2084 0.59s/step peak=12.6GB step 1200/3248 loss=0.1938 0.59s/step peak=12.6GB saved runs/sft_v1/step1200.pt step 1250/3248 loss=0.1949 0.59s/step peak=12.6GB step 1300/3248 loss=0.1868 0.59s/step peak=12.6GB step 1350/3248 loss=0.1891 0.59s/step peak=12.6GB step 1400/3248 loss=0.1947 0.60s/step peak=12.6GB step 1450/3248 loss=0.2125 0.60s/step peak=12.6GB step 1500/3248 loss=0.1730 0.60s/step peak=12.6GB step 1550/3248 loss=0.1982 0.60s/step peak=12.6GB step 1600/3248 loss=0.1564 0.60s/step peak=12.6GB saved runs/sft_v1/step1600.pt step 1650/3248 loss=0.1770 0.60s/step peak=12.6GB step 1700/3248 loss=0.1794 0.60s/step peak=12.6GB step 1750/3248 loss=0.1906 0.60s/step peak=12.6GB step 1800/3248 loss=0.1784 0.60s/step peak=12.6GB step 1850/3248 loss=0.1576 0.60s/step peak=12.6GB step 1900/3248 loss=0.1683 0.60s/step peak=12.6GB step 1950/3248 loss=0.1631 0.60s/step peak=12.6GB step 2000/3248 loss=0.1630 0.60s/step peak=12.6GB saved runs/sft_v1/step2000.pt step 2050/3248 loss=0.1632 0.60s/step peak=12.6GB step 2100/3248 loss=0.1499 0.60s/step peak=12.6GB step 2150/3248 loss=0.1653 0.60s/step peak=12.6GB step 2200/3248 loss=0.1689 0.60s/step peak=12.6GB step 2250/3248 loss=0.1532 0.60s/step peak=12.6GB step 2300/3248 loss=0.1544 0.60s/step peak=12.6GB step 2350/3248 loss=0.1578 0.60s/step peak=12.6GB step 2400/3248 loss=0.1439 0.60s/step peak=12.6GB saved runs/sft_v1/step2400.pt step 2450/3248 loss=0.1571 0.60s/step peak=12.6GB step 2500/3248 loss=0.1431 0.60s/step peak=12.6GB step 2550/3248 loss=0.1653 0.60s/step peak=12.6GB step 2600/3248 loss=0.1618 0.60s/step peak=12.6GB step 2650/3248 loss=0.1414 0.60s/step peak=12.6GB step 2700/3248 loss=0.1418 0.60s/step peak=12.6GB step 2750/3248 loss=0.1459 0.60s/step peak=12.6GB step 2800/3248 loss=0.1696 0.60s/step peak=12.6GB saved runs/sft_v1/step2800.pt step 2850/3248 loss=0.1505 0.60s/step peak=12.6GB step 2900/3248 loss=0.1394 0.60s/step peak=12.6GB step 2950/3248 loss=0.1435 0.60s/step peak=12.6GB step 3000/3248 loss=0.1591 0.60s/step peak=12.6GB step 3050/3248 loss=0.1732 0.60s/step peak=12.6GB step 3100/3248 loss=0.1601 0.60s/step peak=12.6GB step 3150/3248 loss=0.1422 0.60s/step peak=12.6GB step 3200/3248 loss=0.1565 0.60s/step peak=12.6GB saved runs/sft_v1/step3200.pt saved runs/sft_v1/step3248.pt done [chain2] sft exit=0 Tue Sep 22 12:58:34 AM UTC 2026 `torch_dtype` is deprecated! Use `dtype` instead! `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`. step 10/1500 pg=-0.0963 ep_ret=0.000 (0 eps) live=24 0.59s/step step 20/1500 pg=-0.8976 ep_ret=0.000 (0 eps) live=24 0.59s/step step 30/1500 pg=-0.4766 ep_ret=0.000 (0 eps) live=24 0.58s/step step 40/1500 pg=-0.1899 ep_ret=0.000 (0 eps) live=24 0.59s/step step 50/1500 pg=-0.1913 ep_ret=-1629.955 (6 eps) live=24 0.59s/step step 60/1500 pg=-0.1586 ep_ret=30.303 (12 eps) live=24 0.59s/step step 70/1500 pg=-0.4722 ep_ret=0.000 (0 eps) live=24 0.58s/step step 80/1500 pg=0.1751 ep_ret=0.000 (0 eps) live=24 0.58s/step step 90/1500 pg=0.0944 ep_ret=0.000 (0 eps) live=24 0.58s/step step 100/1500 pg=-0.0795 ep_ret=-851.115 (12 eps) live=24 0.57s/step step 110/1500 pg=-0.5764 ep_ret=0.000 (0 eps) live=24 0.57s/step step 120/1500 pg=-0.0591 ep_ret=20.869 (12 eps) live=24 0.57s/step step 130/1500 pg=-0.4720 ep_ret=0.000 (0 eps) live=24 0.57s/step step 140/1500 pg=-0.2066 ep_ret=0.000 (0 eps) live=24 0.57s/step step 150/1500 pg=-0.0384 ep_ret=-1493.401 (6 eps) live=24 0.57s/step step 160/1500 pg=-0.1180 ep_ret=0.000 (0 eps) live=24 0.56s/step step 170/1500 pg=-0.2372 ep_ret=0.000 (0 eps) live=24 0.56s/step step 180/1500 pg=-0.3591 ep_ret=15.703 (12 eps) live=24 0.56s/step step 190/1500 pg=-0.6231 ep_ret=0.000 (0 eps) live=24 0.56s/step step 200/1500 pg=-0.2372 ep_ret=-501.447 (12 eps) live=24 0.56s/step step 210/1500 pg=-0.4742 ep_ret=0.000 (0 eps) live=24 0.56s/step step 220/1500 pg=0.2896 ep_ret=0.000 (0 eps) live=24 0.56s/step step 230/1500 pg=-0.0854 ep_ret=0.000 (0 eps) live=24 0.56s/step step 240/1500 pg=-0.0991 ep_ret=-518.589 (18 eps) live=24 0.56s/step step 250/1500 pg=-0.5958 ep_ret=0.000 (0 eps) live=24 0.56s/step saved runs/rl_env_r1/step250.pt step 260/1500 pg=-0.0276 ep_ret=0.000 (0 eps) live=24 0.57s/step step 270/1500 pg=-0.1931 ep_ret=0.000 (0 eps) live=24 0.57s/step step 280/1500 pg=-0.2541 ep_ret=0.000 (0 eps) live=24 0.57s/step step 290/1500 pg=-0.3864 ep_ret=-1463.258 (6 eps) live=24 0.57s/step step 300/1500 pg=-0.2227 ep_ret=-5.170 (18 eps) live=24 0.57s/step step 310/1500 pg=-0.3060 ep_ret=0.000 (0 eps) live=24 0.57s/step step 320/1500 pg=-0.5044 ep_ret=0.000 (0 eps) live=24 0.57s/step step 330/1500 pg=-0.2735 ep_ret=0.000 (0 eps) live=24 0.57s/step step 340/1500 pg=0.1548 ep_ret=-1854.745 (6 eps) live=24 0.57s/step step 350/1500 pg=0.0217 ep_ret=0.000 (0 eps) live=24 0.57s/step step 360/1500 pg=0.0579 ep_ret=-1.103 (12 eps) live=24 0.56s/step step 370/1500 pg=-0.1196 ep_ret=0.000 (0 eps) live=24 0.56s/step step 380/1500 pg=-0.8048 ep_ret=0.000 (0 eps) live=24 0.56s/step step 390/1500 pg=-0.4994 ep_ret=-1046.708 (6 eps) live=24 0.56s/step step 400/1500 pg=-0.3509 ep_ret=0.000 (6 eps) live=24 0.56s/step step 410/1500 pg=0.0706 ep_ret=0.000 (0 eps) live=24 0.56s/step step 420/1500 pg=-0.2572 ep_ret=2.665 (12 eps) live=24 0.56s/step step 430/1500 pg=-0.4946 ep_ret=0.000 (0 eps) live=24 0.56s/step step 440/1500 pg=0.1870 ep_ret=-1380.636 (6 eps) live=24 0.56s/step step 450/1500 pg=-0.4400 ep_ret=0.000 (0 eps) live=24 0.56s/step step 460/1500 pg=-0.1987 ep_ret=0.000 (0 eps) live=24 0.56s/step step 470/1500 pg=-0.1978 ep_ret=0.000 (0 eps) live=24 0.56s/step step 480/1500 pg=-0.3593 ep_ret=-328.350 (18 eps) live=24 0.56s/step step 490/1500 pg=-0.1083 ep_ret=0.000 (0 eps) live=24 0.56s/step step 500/1500 pg=-0.6332 ep_ret=0.000 (6 eps) live=24 0.56s/step saved runs/rl_env_r1/step500.pt step 510/1500 pg=0.1348 ep_ret=0.000 (0 eps) live=24 0.57s/step step 520/1500 pg=-0.2158 ep_ret=0.000 (0 eps) live=24 0.57s/step [chain2] rl_env exit=143 Tue Sep 22 01:03:49 AM UTC 2026 File "", line 198, in _run_module_as_main File "", line 88, in _run_code File "/root/alea/alea/eval.py", line 245, in main() File "/root/alea/alea/eval.py", line 226, in main model = load_model(args.ckpt, args.model, dev) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/root/alea/alea/eval.py", line 15, in load_model ck = torch.load(ckpt_path, map_location="cpu", weights_only=False) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/root/venv/lib/python3.11/site-packages/torch/serialization.py", line 1425, in load with _open_file_like(f, "rb") as opened_file: ^^^^^^^^^^^^^^^^^^^^^^^^ File "/root/venv/lib/python3.11/site-packages/torch/serialization.py", line 751, in _open_file_like return _open_file(name_or_buffer, mode) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/root/venv/lib/python3.11/site-packages/torch/serialization.py", line 732, in __init__ super().__init__(open(name, mode)) ^^^^^^^^^^^^^^^^ FileNotFoundError: [Errno 2] No such file or directory: 'runs/rl_env_r1/final.pt' [chain2] ALL_DONE Tue Sep 22 01:03:54 AM UTC 2026 [rl2] starting env-RL v2 Tue Sep 22 01:04:07 AM UTC 2026 `torch_dtype` is deprecated! Use `dtype` instead! `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`. Traceback (most recent call last): File "", line 198, in _run_module_as_main File "", line 88, in _run_code File "/root/alea/alea/rl_env.py", line 277, in main() File "/root/alea/alea/rl_env.py", line 250, in main loss.backward() File "/root/venv/lib/python3.11/site-packages/torch/_tensor.py", line 626, in backward torch.autograd.backward( File "/root/venv/lib/python3.11/site-packages/torch/autograd/__init__.py", line 347, in backward _engine_run_backward( File "/root/venv/lib/python3.11/site-packages/torch/autograd/graph.py", line 823, in _engine_run_backward return Variable._execution_engine.run_backward( # Calls into the C++ engine to run the backward pass ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ RuntimeError: Trying to backward through the graph a second time (or directly access saved tensors after they have already been freed). Saved intermediate values of the graph are freed when you call .backward() or autograd.grad(). Specify retain_graph=True if you need to backward through the graph a second time or if you need to access saved tensors after calling backward. [rl2] rl_env exit=1 Tue Sep 22 01:04:24 AM UTC 2026 File "", line 198, in _run_module_as_main File "", line 88, in _run_code File "/root/alea/alea/eval.py", line 245, in main() File "/root/alea/alea/eval.py", line 226, in main model = load_model(args.ckpt, args.model, dev) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/root/alea/alea/eval.py", line 15, in load_model ck = torch.load(ckpt_path, map_location="cpu", weights_only=False) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/root/venv/lib/python3.11/site-packages/torch/serialization.py", line 1425, in load with _open_file_like(f, "rb") as opened_file: ^^^^^^^^^^^^^^^^^^^^^^^^ File "/root/venv/lib/python3.11/site-packages/torch/serialization.py", line 751, in _open_file_like return _open_file(name_or_buffer, mode) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/root/venv/lib/python3.11/site-packages/torch/serialization.py", line 732, in __init__ super().__init__(open(name, mode)) ^^^^^^^^^^^^^^^^ FileNotFoundError: [Errno 2] No such file or directory: 'runs/rl_env_r2/final.pt' [rl2] ALL_DONE Tue Sep 22 01:04:30 AM UTC 2026 [post] waiting for rl_env_r3/final.pt [post] r3 done Tue Sep 22 05:53:52 AM UTC 2026 "two_draws": 0.0078 }, "regress_r2": 0.002463936372220199, "n_regress": 171, "regress_r2_byfam": { "big_json": 0.3169, "binomial_count": 0.973, "deterministic_total": -2.1802, "dice_sum": 0.9957, "exp_wait": 0.9712, "housing_price": 0.002, "insurance_charges": 0.4221, "kc_house_price": 0.0197, "life_expectancy": 0.9296, "long_log": 0.7371, "mixture_delay": 0.9074, "normal_metric": 0.0778, "triangular": 0.927, "uniform_window": 0.9898 }, "regress_r2_fam_mean": 0.4349 } [post] eval_r3 done `torch_dtype` is deprecated! Use `dtype` instead! `use_cache=True` is incompatible with gradient checkpointing. Setting `use_cache=False`. step 10/2000 pg=-0.2091 ep_ret=0.854 (48 eps) live=24 1.09s/step step 20/2000 pg=-0.0157 ep_ret=1.308 (52 eps) live=24 1.09s/step step 30/2000 pg=-0.0271 ep_ret=0.453 (53 eps) live=24 1.05s/step step 40/2000 pg=-0.1972 ep_ret=0.587 (46 eps) live=24 1.04s/step step 50/2000 pg=0.0613 ep_ret=0.893 (56 eps) live=24 1.02s/step step 60/2000 pg=-0.0335 ep_ret=0.365 (52 eps) live=24 1.02s/step step 70/2000 pg=-0.0440 ep_ret=0.451 (51 eps) live=24 1.02s/step step 80/2000 pg=-0.0402 ep_ret=1.395 (43 eps) live=24 1.02s/step step 90/2000 pg=-0.0588 ep_ret=1.000 (44 eps) live=24 1.01s/step step 100/2000 pg=0.1722 ep_ret=-115.541 (55 eps) live=24 1.01s/step step 110/2000 pg=0.0461 ep_ret=1.617 (47 eps) live=24 1.01s/step step 120/2000 pg=-0.0210 ep_ret=-36.438 (65 eps) live=24 1.00s/step step 130/2000 pg=-0.0666 ep_ret=-1.267 (50 eps) live=24 1.00s/step step 140/2000 pg=0.0235 ep_ret=0.809 (55 eps) live=24 1.00s/step step 150/2000 pg=-0.0000 ep_ret=1.050 (54 eps) live=24 1.00s/step step 160/2000 pg=-0.1329 ep_ret=0.258 (46 eps) live=24 1.00s/step step 170/2000 pg=-0.0452 ep_ret=1.429 (42 eps) live=24 1.00s/step step 180/2000 pg=-0.0001 ep_ret=0.406 (48 eps) live=24 1.00s/step step 190/2000 pg=-0.0431 ep_ret=1.622 (45 eps) live=24 1.01s/step step 200/2000 pg=0.0069 ep_ret=0.636 (55 eps) live=24 1.01s/step step 210/2000 pg=0.0348 ep_ret=-109.458 (57 eps) live=24 1.01s/step step 220/2000 pg=0.0001 ep_ret=0.630 (46 eps) live=24 1.01s/step step 230/2000 pg=-0.0238 ep_ret=2.021 (47 eps) live=24 1.01s/step step 240/2000 pg=-0.0343 ep_ret=1.180 (53 eps) live=24 1.01s/step step 250/2000 pg=-0.0702 ep_ret=0.333 (60 eps) live=24 1.01s/step saved runs/rl_env_r4/step250.pt step 260/2000 pg=0.0833 ep_ret=-16.200 (52 eps) live=24 1.02s/step step 270/2000 pg=-0.0894 ep_ret=1.505 (50 eps) live=24 1.02s/step step 280/2000 pg=-0.0739 ep_ret=6.603 (58 eps) live=24 1.01s/step step 290/2000 pg=-0.0700 ep_ret=1.097 (47 eps) live=24 1.01s/step step 300/2000 pg=0.0752 ep_ret=1.075 (53 eps) live=24 1.01s/step step 310/2000 pg=-0.0518 ep_ret=-65.897 (54 eps) live=24 1.01s/step step 320/2000 pg=0.0000 ep_ret=-8.558 (53 eps) live=24 1.01s/step step 330/2000 pg=-0.0000 ep_ret=-5.101 (64 eps) live=24 1.01s/step step 340/2000 pg=0.0076 ep_ret=1.254 (57 eps) live=24 1.01s/step step 350/2000 pg=-0.0526 ep_ret=0.582 (49 eps) live=24 1.01s/step step 360/2000 pg=-0.1660 ep_ret=0.574 (47 eps) live=24 1.01s/step step 370/2000 pg=-0.0805 ep_ret=-34.770 (51 eps) live=24 1.00s/step step 380/2000 pg=-0.0284 ep_ret=0.962 (52 eps) live=24 1.00s/step step 390/2000 pg=-0.0529 ep_ret=0.710 (50 eps) live=24 1.00s/step step 400/2000 pg=0.0775 ep_ret=-1.138 (55 eps) live=24 1.00s/step step 410/2000 pg=-0.0111 ep_ret=-32.599 (62 eps) live=24 1.00s/step step 420/2000 pg=0.0112 ep_ret=0.286 (49 eps) live=24 1.00s/step step 430/2000 pg=0.0168 ep_ret=-20.221 (55 eps) live=24 1.00s/step step 440/2000 pg=-0.0198 ep_ret=-8.124 (61 eps) live=24 1.00s/step step 450/2000 pg=-0.0017 ep_ret=0.670 (56 eps) live=24 1.00s/step step 460/2000 pg=0.0000 ep_ret=0.853 (68 eps) live=24 0.99s/step step 470/2000 pg=-0.1980 ep_ret=-20.122 (50 eps) live=24 0.99s/step step 480/2000 pg=0.0381 ep_ret=-44.020 (43 eps) live=24 0.99s/step step 490/2000 pg=0.0992 ep_ret=0.491 (55 eps) live=24 0.99s/step step 500/2000 pg=-0.0805 ep_ret=-0.430 (56 eps) live=24 0.99s/step saved runs/rl_env_r4/step500.pt step 510/2000 pg=0.0552 ep_ret=0.651 (55 eps) live=24 1.00s/step step 520/2000 pg=0.1334 ep_ret=-1.094 (54 eps) live=24 0.99s/step step 530/2000 pg=-0.0555 ep_ret=-36.506 (53 eps) live=24 0.99s/step step 540/2000 pg=0.0473 ep_ret=-23.359 (54 eps) live=24 1.00s/step step 550/2000 pg=0.0223 ep_ret=-66.580 (57 eps) live=24 1.00s/step step 560/2000 pg=-0.0618 ep_ret=0.459 (60 eps) live=24 1.00s/step step 570/2000 pg=-0.1412 ep_ret=1.277 (47 eps) live=24 0.99s/step step 580/2000 pg=0.0714 ep_ret=0.864 (44 eps) live=24 0.99s/step step 590/2000 pg=0.0030 ep_ret=-15.613 (52 eps) live=24 0.99s/step step 600/2000 pg=-0.0945 ep_ret=-25.024 (50 eps) live=24 0.99s/step step 610/2000 pg=0.0335 ep_ret=0.400 (55 eps) live=24 0.99s/step step 620/2000 pg=-0.1127 ep_ret=-7.776 (57 eps) live=24 0.99s/step step 630/2000 pg=-0.0113 ep_ret=0.843 (51 eps) live=24 0.99s/step step 640/2000 pg=0.0146 ep_ret=-40.270 (51 eps) live=24 0.99s/step step 650/2000 pg=-0.1596 ep_ret=-55.378 (50 eps) live=24 0.99s/step step 660/2000 pg=0.0450 ep_ret=1.104 (51 eps) live=24 0.99s/step step 670/2000 pg=0.0002 ep_ret=-23.625 (50 eps) live=24 0.99s/step step 680/2000 pg=-0.0228 ep_ret=-29.849 (52 eps) live=24 0.99s/step step 690/2000 pg=0.0057 ep_ret=0.309 (56 eps) live=24 0.99s/step step 700/2000 pg=0.0652 ep_ret=-37.763 (56 eps) live=24 0.98s/step step 710/2000 pg=0.0270 ep_ret=-1.516 (54 eps) live=24 0.98s/step step 720/2000 pg=-0.0842 ep_ret=0.660 (47 eps) live=24 0.98s/step step 730/2000 pg=-0.0000 ep_ret=-17.214 (54 eps) live=24 0.98s/step step 740/2000 pg=-0.0534 ep_ret=0.837 (46 eps) live=24 0.98s/step step 750/2000 pg=0.0000 ep_ret=-6.042 (51 eps) live=24 0.99s/step saved runs/rl_env_r4/step750.pt step 760/2000 pg=0.0440 ep_ret=-30.354 (64 eps) live=24 0.99s/step step 770/2000 pg=0.0268 ep_ret=-19.379 (47 eps) live=24 0.99s/step step 780/2000 pg=-0.1399 ep_ret=-0.508 (51 eps) live=24 0.99s/step step 790/2000 pg=0.1041 ep_ret=-39.231 (52 eps) live=24 0.99s/step step 800/2000 pg=0.0098 ep_ret=-0.677 (66 eps) live=24 0.99s/step step 810/2000 pg=0.0000 ep_ret=-26.497 (50 eps) live=24 0.99s/step step 820/2000 pg=-0.0007 ep_ret=0.557 (46 eps) live=24 0.99s/step step 830/2000 pg=-0.0000 ep_ret=2.000 (47 eps) live=24 0.99s/step step 840/2000 pg=0.0794 ep_ret=-8.969 (55 eps) live=24 0.99s/step step 850/2000 pg=-0.1425 ep_ret=-21.874 (54 eps) live=24 0.99s/step step 860/2000 pg=0.1065 ep_ret=0.468 (47 eps) live=24 0.99s/step step 870/2000 pg=0.0000 ep_ret=-21.694 (49 eps) live=24 0.99s/step step 880/2000 pg=-0.1064 ep_ret=-45.241 (57 eps) live=24 0.99s/step step 890/2000 pg=0.0986 ep_ret=-24.315 (55 eps) live=24 0.99s/step step 900/2000 pg=0.0669 ep_ret=-47.628 (47 eps) live=24 0.99s/step step 910/2000 pg=0.1157 ep_ret=1.200 (50 eps) live=24 0.99s/step step 920/2000 pg=0.0740 ep_ret=-0.464 (58 eps) live=24 0.99s/step step 930/2000 pg=-0.0582 ep_ret=0.433 (51 eps) live=24 0.99s/step step 940/2000 pg=-0.1526 ep_ret=1.714 (51 eps) live=24 0.99s/step step 950/2000 pg=0.0386 ep_ret=0.603 (55 eps) live=24 0.99s/step step 960/2000 pg=-0.0789 ep_ret=-9.996 (46 eps) live=24 0.99s/step step 970/2000 pg=0.1326 ep_ret=-34.870 (49 eps) live=24 0.99s/step step 980/2000 pg=-0.0163 ep_ret=1.884 (51 eps) live=24 0.99s/step step 990/2000 pg=0.0195 ep_ret=-35.112 (52 eps) live=24 0.99s/step step 1000/2000 pg=-0.0678 ep_ret=-24.125 (54 eps) live=24 0.99s/step saved runs/rl_env_r4/step1000.pt step 1010/2000 pg=-0.0836 ep_ret=0.564 (52 eps) live=24 0.99s/step step 1020/2000 pg=-0.0107 ep_ret=-47.166 (44 eps) live=24 0.99s/step step 1030/2000 pg=-0.0122 ep_ret=-0.983 (56 eps) live=24 0.99s/step step 1040/2000 pg=-0.2496 ep_ret=1.382 (55 eps) live=24 0.99s/step step 1050/2000 pg=-0.0045 ep_ret=-1.081 (54 eps) live=24 0.99s/step step 1060/2000 pg=0.0637 ep_ret=-90.175 (56 eps) live=24 0.99s/step step 1070/2000 pg=-0.0412 ep_ret=1.340 (53 eps) live=24 0.99s/step step 1080/2000 pg=-0.0884 ep_ret=-0.162 (59 eps) live=24 0.99s/step step 1090/2000 pg=-0.1439 ep_ret=-24.692 (50 eps) live=24 0.99s/step step 1100/2000 pg=-0.0178 ep_ret=-34.910 (60 eps) live=24 0.99s/step step 1110/2000 pg=-0.1062 ep_ret=1.810 (52 eps) live=24 0.99s/step step 1120/2000 pg=-0.0438 ep_ret=-0.603 (53 eps) live=24 0.99s/step step 1130/2000 pg=0.0014 ep_ret=-19.561 (56 eps) live=24 0.99s/step step 1140/2000 pg=-0.0651 ep_ret=1.458 (48 eps) live=24 0.99s/step step 1150/2000 pg=-0.0427 ep_ret=0.833 (48 eps) live=24 0.99s/step step 1160/2000 pg=0.0718 ep_ret=-33.983 (50 eps) live=24 0.99s/step step 1170/2000 pg=0.1290 ep_ret=-1.906 (45 eps) live=24 0.99s/step step 1180/2000 pg=-0.0590 ep_ret=-37.698 (52 eps) live=24 0.99s/step step 1190/2000 pg=-0.0000 ep_ret=0.773 (55 eps) live=24 0.99s/step step 1200/2000 pg=0.1596 ep_ret=0.684 (49 eps) live=24 0.99s/step step 1210/2000 pg=0.1145 ep_ret=-73.946 (51 eps) live=24 0.99s/step step 1220/2000 pg=-0.1290 ep_ret=-0.196 (53 eps) live=24 0.99s/step step 1230/2000 pg=0.0000 ep_ret=0.084 (55 eps) live=24 0.99s/step step 1240/2000 pg=0.0000 ep_ret=0.381 (59 eps) live=24 0.99s/step step 1250/2000 pg=0.0399 ep_ret=-12.979 (48 eps) live=24 0.99s/step saved runs/rl_env_r4/step1250.pt step 1260/2000 pg=-0.1630 ep_ret=-0.454 (59 eps) live=24 0.99s/step step 1270/2000 pg=-0.2381 ep_ret=-35.915 (52 eps) live=24 0.99s/step step 1280/2000 pg=-0.0411 ep_ret=-11.324 (62 eps) live=24 0.99s/step step 1290/2000 pg=0.0000 ep_ret=1.113 (57 eps) live=24 0.99s/step step 1300/2000 pg=-0.0622 ep_ret=0.700 (60 eps) live=24 0.99s/step step 1310/2000 pg=-0.1166 ep_ret=-51.804 (52 eps) live=24 0.99s/step step 1320/2000 pg=-0.0320 ep_ret=-31.795 (53 eps) live=24 0.99s/step step 1330/2000 pg=0.0769 ep_ret=3.544 (57 eps) live=24 0.99s/step step 1340/2000 pg=0.0000 ep_ret=0.621 (58 eps) live=24 0.99s/step step 1350/2000 pg=-0.0275 ep_ret=2.348 (52 eps) live=24 0.99s/step step 1360/2000 pg=-0.0696 ep_ret=-26.549 (51 eps) live=24 0.99s/step step 1370/2000 pg=0.0525 ep_ret=-20.939 (52 eps) live=24 0.99s/step step 1380/2000 pg=0.0073 ep_ret=1.204 (55 eps) live=24 0.99s/step step 1390/2000 pg=0.0877 ep_ret=-20.458 (53 eps) live=24 0.99s/step step 1400/2000 pg=0.0387 ep_ret=0.288 (52 eps) live=24 0.99s/step step 1410/2000 pg=-0.0197 ep_ret=-40.547 (60 eps) live=24 0.99s/step step 1420/2000 pg=-0.1205 ep_ret=1.415 (53 eps) live=24 0.99s/step step 1430/2000 pg=-0.1136 ep_ret=1.779 (57 eps) live=24 0.99s/step step 1440/2000 pg=-0.0006 ep_ret=-40.479 (49 eps) live=24 0.99s/step step 1450/2000 pg=0.0441 ep_ret=0.327 (49 eps) live=24 0.99s/step step 1460/2000 pg=0.0019 ep_ret=-31.099 (54 eps) live=24 0.99s/step step 1470/2000 pg=-0.0190 ep_ret=0.983 (51 eps) live=24 0.99s/step step 1480/2000 pg=-0.2203 ep_ret=0.346 (54 eps) live=24 0.99s/step step 1490/2000 pg=0.1089 ep_ret=-6.521 (60 eps) live=24 0.99s/step step 1500/2000 pg=-0.0570 ep_ret=-18.936 (49 eps) live=24 0.99s/step saved runs/rl_env_r4/step1500.pt step 1510/2000 pg=0.0797 ep_ret=-12.152 (60 eps) live=24 0.99s/step step 1520/2000 pg=-0.0620 ep_ret=-35.652 (51 eps) live=24 0.99s/step step 1530/2000 pg=0.0067 ep_ret=0.885 (52 eps) live=24 0.99s/step step 1540/2000 pg=0.0973 ep_ret=1.455 (44 eps) live=24 0.99s/step step 1550/2000 pg=-0.0068 ep_ret=-23.910 (59 eps) live=24 0.99s/step step 1560/2000 pg=-0.0734 ep_ret=1.219 (47 eps) live=24 0.99s/step step 1570/2000 pg=-0.0197 ep_ret=1.062 (48 eps) live=24 0.99s/step step 1580/2000 pg=-0.1498 ep_ret=0.545 (55 eps) live=24 0.99s/step step 1590/2000 pg=0.0599 ep_ret=1.173 (51 eps) live=24 0.99s/step step 1600/2000 pg=0.1977 ep_ret=-22.932 (53 eps) live=24 0.99s/step step 1610/2000 pg=0.0511 ep_ret=-38.131 (52 eps) live=24 0.99s/step step 1620/2000 pg=0.0000 ep_ret=-59.196 (48 eps) live=24 0.99s/step step 1630/2000 pg=-0.0044 ep_ret=-0.322 (60 eps) live=24 0.99s/step step 1640/2000 pg=0.0614 ep_ret=-0.019 (52 eps) live=24 0.99s/step step 1650/2000 pg=0.0667 ep_ret=-17.560 (52 eps) live=24 0.99s/step step 1660/2000 pg=0.0043 ep_ret=-16.260 (46 eps) live=24 0.99s/step step 1670/2000 pg=-0.1062 ep_ret=-0.200 (50 eps) live=24 0.99s/step step 1680/2000 pg=0.0849 ep_ret=0.151 (50 eps) live=24 0.99s/step step 1690/2000 pg=-0.0844 ep_ret=-21.963 (53 eps) live=24 0.99s/step step 1700/2000 pg=0.0328 ep_ret=0.882 (51 eps) live=24 0.99s/step step 1710/2000 pg=0.0225 ep_ret=-28.769 (56 eps) live=24 0.99s/step step 1720/2000 pg=-0.0605 ep_ret=1.393 (56 eps) live=24 0.99s/step step 1730/2000 pg=0.0453 ep_ret=-51.074 (61 eps) live=24 0.99s/step step 1740/2000 pg=-0.0876 ep_ret=0.661 (56 eps) live=24 0.99s/step step 1750/2000 pg=0.1402 ep_ret=1.832 (48 eps) live=24 0.99s/step saved runs/rl_env_r4/step1750.pt step 1760/2000 pg=0.0840 ep_ret=-14.964 (56 eps) live=24 0.99s/step step 1770/2000 pg=-0.0599 ep_ret=0.748 (54 eps) live=24 0.99s/step step 1780/2000 pg=0.0017 ep_ret=-15.839 (64 eps) live=24 0.99s/step step 1790/2000 pg=-0.1730 ep_ret=-27.083 (52 eps) live=24 0.99s/step step 1800/2000 pg=0.0277 ep_ret=1.570 (55 eps) live=24 0.99s/step step 1810/2000 pg=0.0141 ep_ret=0.360 (50 eps) live=24 0.99s/step step 1820/2000 pg=0.0359 ep_ret=-54.719 (61 eps) live=24 0.99s/step step 1830/2000 pg=-0.2178 ep_ret=-30.863 (55 eps) live=24 0.99s/step step 1840/2000 pg=0.0498 ep_ret=1.255 (47 eps) live=24 0.99s/step step 1850/2000 pg=-0.0217 ep_ret=2.499 (52 eps) live=24 0.99s/step step 1860/2000 pg=-0.0337 ep_ret=-18.160 (57 eps) live=24 0.99s/step step 1870/2000 pg=-0.0000 ep_ret=0.833 (54 eps) live=24 0.99s/step step 1880/2000 pg=0.0013 ep_ret=1.330 (47 eps) live=24 0.99s/step step 1890/2000 pg=0.0000 ep_ret=-110.005 (56 eps) live=24 0.99s/step step 1900/2000 pg=-0.0432 ep_ret=0.779 (47 eps) live=24 0.99s/step step 1910/2000 pg=-0.0124 ep_ret=1.067 (53 eps) live=24 0.99s/step step 1920/2000 pg=-0.0000 ep_ret=1.107 (50 eps) live=24 0.99s/step step 1930/2000 pg=-0.0488 ep_ret=-42.575 (64 eps) live=24 0.99s/step step 1940/2000 pg=0.0267 ep_ret=-31.889 (54 eps) live=24 0.99s/step step 1950/2000 pg=0.0565 ep_ret=0.256 (53 eps) live=24 0.99s/step step 1960/2000 pg=-0.1031 ep_ret=-0.275 (56 eps) live=24 0.99s/step step 1970/2000 pg=0.0809 ep_ret=-22.005 (59 eps) live=24 0.99s/step step 1980/2000 pg=-0.1182 ep_ret=-4.857 (63 eps) live=24 0.99s/step step 1990/2000 pg=0.0206 ep_ret=0.717 (65 eps) live=24 0.99s/step step 2000/2000 pg=0.0333 ep_ret=-20.233 (52 eps) live=24 0.99s/step saved runs/rl_env_r4/step2000.pt done [post] rl_env_r4 exit=0 Tue Sep 22 06:28:02 AM UTC 2026 "two_draws": 0.0066 }, "regress_r2": 0.0024641628861277187, "n_regress": 171, "regress_r2_byfam": { "big_json": 0.3167, "binomial_count": 0.9737, "deterministic_total": -2.2888, "dice_sum": 0.9957, "exp_wait": 0.9715, "housing_price": 0.002, "insurance_charges": 0.4215, "kc_house_price": 0.0196, "life_expectancy": 0.9202, "long_log": 0.7352, "mixture_delay": 0.9064, "normal_metric": -0.0275, "triangular": 0.9155, "uniform_window": 0.9899 }, "regress_r2_fam_mean": 0.418 } [post] ALL_DONE Tue Sep 22 06:28:42 AM UTC 2026 [final] waiting for rl_env_r5/final.pt [final] r5 done Tue Sep 22 07:19:22 AM UTC 2026 `torch_dtype` is deprecated! Use `dtype` instead! hmm opt_rate=0.895 norm_r=0.995 ep_ret=-15.659 kelly opt_rate=0.658 norm_r=1.000 ep_ret=0.000 newsvendor opt_rate=0.338 norm_r=0.981 ep_ret=-1476.180 bandit opt_rate=0.200 norm_r=0.450 ep_ret=-16.969 nim opt_rate=0.371 norm_r=0.314 ep_ret=-0.200 mastermind opt_rate=0.310 norm_r=0.984 ep_ret=1.000 blackjack opt_rate=0.649 norm_r=0.875 ep_ret=-0.400 `torch_dtype` is deprecated! Use `dtype` instead! { "n_choice": 647, "acc": 0.7279752704791345, "ece10": 0.06575504265483782, "known_q_l2": 0.265539421898932, "noul_brier": 0.07413330701234477, "acc_byfam": { [final] ALL_DONE Tue Sep 22 07:22:58 AM UTC 2026