/home/muhammad.zeeshan/.conda/envs/gwkenv/lib/python3.13/site-packages/gwkokab/models/utils/_joindistribution.py:145: UserWarning: Out-of-support values provided to log prob method. The value argument should be within the support.
  log_prob = m_dist.log_prob(value_slice)
/home/muhammad.zeeshan/.conda/envs/gwkenv/lib/python3.13/site-packages/gwkokab/models/utils/_scaledmixture.py:155: UserWarning: Out-of-support values provided to log prob method. The value argument should be within the support.
  log_prob = d.log_prob(value)
/home/muhammad.zeeshan/.conda/envs/gwkenv/lib/python3.13/site-packages/gwkokab/inference/poissonlikelihood_utils.py:82: UserWarning: Out-of-support values provided to log prob method. The value argument should be within the support.
  batch_model_log_prob: Array = model_instance.log_prob(safe_data)

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warmup:   1%|          | 161/15000 [1:00:36<12:26:58,  3.02s/it, 255 steps of size 3.86e-02. acc. prob=0.81]
warmup:   1%|          | 162/15000 [1:00:39<12:47:05,  3.10s/it, 127 steps of size 7.15e-02. acc. prob=0.81]
warmup:   1%|          | 163/15000 [1:00:41<10:55:32,  2.65s/it, 63 steps of size 1.02e-01. acc. prob=0.81] 
warmup:   1%|          | 164/15000 [1:00:42<9:41:25,  2.35s/it, 63 steps of size 1.05e-01. acc. prob=0.81] 
warmup:   1%|          | 165/15000 [1:00:44<8:46:10,  2.13s/it, 63 steps of size 8.16e-02. acc. prob=0.81]
warmup:   1%|          | 166/15000 [1:00:46<8:10:57,  1.99s/it, 63 steps of size 1.12e-01. acc. prob=0.81]
warmup:   1%|          | 167/15000 [1:00:47<7:40:37,  1.86s/it, 63 steps of size 5.81e-02. acc. prob=0.81]
warmup:   1%|          | 168/15000 [1:00:51<9:36:41,  2.33s/it, 127 steps of size 9.17e-02. acc. prob=0.81]
warmup:   1%|          | 169/15000 [1:00:52<8:43:01,  2.12s/it, 63 steps of size 1.33e-01. acc. prob=0.81] 
warmup:   1%|          | 170/15000 [1:00:53<7:03:30,  1.71s/it, 31 steps of size 3.25e-02. acc. prob=0.80]
warmup:   1%|          | 171/15000 [1:00:59<12:57:45,  3.15s/it, 255 steps of size 5.99e-02. acc. prob=0.81]
warmup:   1%|          | 172/15000 [1:01:01<11:08:00,  2.70s/it, 63 steps of size 1.10e-01. acc. prob=0.81] 
warmup:   1%|          | 173/15000 [1:01:03<9:48:33,  2.38s/it, 63 steps of size 1.83e-01. acc. prob=0.81] 
warmup:   1%|          | 174/15000 [1:01:03<7:12:58,  1.75s/it, 10 steps of size 2.17e-02. acc. prob=0.80]
warmup:   1%|          | 175/15000 [1:01:16<21:14:32,  5.16s/it, 511 steps of size 3.85e-02. acc. prob=0.80]
warmup:   1%|          | 176/15000 [1:01:19<18:55:05,  4.59s/it, 127 steps of size 6.95e-02. acc. prob=0.81]
warmup:   1%|          | 177/15000 [1:01:21<15:12:22,  3.69s/it, 63 steps of size 1.18e-01. acc. prob=0.81] 
warmup:   1%|          | 178/15000 [1:01:22<11:39:10,  2.83s/it, 31 steps of size 1.59e-01. acc. prob=0.81]
warmup:   1%|          | 179/15000 [1:01:23<9:10:07,  2.23s/it, 31 steps of size 1.17e-01. acc. prob=0.81] 
warmup:   1%|          | 180/15000 [1:01:24<8:26:33,  2.05s/it, 63 steps of size 6.35e-02. acc. prob=0.81]
warmup:   1%|          | 181/15000 [1:01:26<7:56:49,  1.93s/it, 63 steps of size 1.08e-01. acc. prob=0.81]
warmup:   1%|          | 182/15000 [1:01:28<7:37:52,  1.85s/it, 63 steps of size 1.15e-01. acc. prob=0.81]
warmup:   1%|          | 183/15000 [1:01:28<6:21:40,  1.55s/it, 31 steps of size 1.58e-01. acc. prob=0.81]
warmup:   1%|          | 184/15000 [1:01:29<5:27:40,  1.33s/it, 31 steps of size 2.34e-01. acc. prob=0.81]
warmup:   1%|          | 185/15000 [1:01:30<4:14:36,  1.03s/it, 13 steps of size 3.37e-02. acc. prob=0.80]
warmup:   1%|          | 186/15000 [1:01:36<11:12:34,  2.72s/it, 255 steps of size 5.81e-02. acc. prob=0.80]
warmup:   1%|          | 187/15000 [1:01:39<10:49:53,  2.63s/it, 95 steps of size 7.41e-02. acc. prob=0.80] 
warmup:   1%|▏         | 188/15000 [1:01:40<9:36:08,  2.33s/it, 63 steps of size 1.16e-01. acc. prob=0.81] 
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warmup:   1%|▏         | 191/15000 [1:01:47<9:42:47,  2.36s/it, 127 steps of size 1.18e-01. acc. prob=0.81]
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warmup:   1%|▏         | 193/15000 [1:01:49<7:13:06,  1.76s/it, 31 steps of size 1.65e-01. acc. prob=0.81]
warmup:   1%|▏         | 194/15000 [1:01:50<6:05:45,  1.48s/it, 31 steps of size 6.17e-02. acc. prob=0.80]
warmup:   1%|▏         | 195/15000 [1:01:53<8:17:58,  2.02s/it, 127 steps of size 1.01e-01. acc. prob=0.81]
warmup:   1%|▏         | 196/15000 [1:01:56<8:51:09,  2.15s/it, 95 steps of size 1.06e-01. acc. prob=0.81] 
warmup:   1%|▏         | 197/15000 [1:01:58<8:10:53,  1.99s/it, 63 steps of size 1.69e-01. acc. prob=0.81]
warmup:   1%|▏         | 198/15000 [1:01:58<6:44:28,  1.64s/it, 31 steps of size 5.47e-02. acc. prob=0.80]
warmup:   1%|▏         | 199/15000 [1:02:02<8:42:16,  2.12s/it, 127 steps of size 8.11e-02. acc. prob=0.80]
warmup:   1%|▏         | 200/15000 [1:02:03<8:07:54,  1.98s/it, 63 steps of size 1.31e-01. acc. prob=0.81] 
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warmup:   1%|▏         | 202/15000 [1:02:05<5:38:48,  1.37s/it, 31 steps of size 1.04e-01. acc. prob=0.80]
warmup:   1%|▏         | 203/15000 [1:02:06<5:54:02,  1.44s/it, 63 steps of size 1.43e-01. acc. prob=0.81]
warmup:   1%|▏         | 204/15000 [1:02:07<5:08:45,  1.25s/it, 31 steps of size 5.85e-02. acc. prob=0.80]
warmup:   1%|▏         | 205/15000 [1:02:10<7:28:49,  1.82s/it, 127 steps of size 7.79e-02. acc. prob=0.80]
warmup:   1%|▏         | 206/15000 [1:02:11<6:12:26,  1.51s/it, 31 steps of size 1.20e-01. acc. prob=0.80] 
warmup:   1%|▏         | 207/15000 [1:02:12<5:17:21,  1.29s/it, 31 steps of size 1.73e-01. acc. prob=0.81]
warmup:   1%|▏         | 208/15000 [1:02:12<4:11:18,  1.02s/it, 15 steps of size 2.04e-01. acc. prob=0.81]
warmup:   1%|▏         | 209/15000 [1:02:13<3:14:29,  1.27it/s, 10 steps of size 4.84e-02. acc. prob=0.80]
warmup:   1%|▏         | 210/15000 [1:02:15<5:18:47,  1.29s/it, 95 steps of size 7.41e-02. acc. prob=0.80]
warmup:   1%|▏         | 211/15000 [1:02:17<5:40:02,  1.38s/it, 63 steps of size 8.70e-02. acc. prob=0.80]
warmup:   1%|▏         | 212/15000 [1:02:18<5:56:23,  1.45s/it, 63 steps of size 7.11e-02. acc. prob=0.80]
warmup:   1%|▏         | 213/15000 [1:02:20<6:06:22,  1.49s/it, 63 steps of size 1.11e-01. acc. prob=0.80]
warmup:   1%|▏         | 214/15000 [1:02:21<5:16:55,  1.29s/it, 31 steps of size 1.69e-01. acc. prob=0.81]
warmup:   1%|▏         | 215/15000 [1:02:22<5:34:34,  1.36s/it, 63 steps of size 6.61e-02. acc. prob=0.80]
warmup:   1%|▏         | 216/15000 [1:02:24<5:53:26,  1.43s/it, 63 steps of size 9.72e-02. acc. prob=0.80]
warmup:   1%|▏         | 217/15000 [1:02:25<6:02:13,  1.47s/it, 63 steps of size 1.32e-01. acc. prob=0.80]
warmup:   1%|▏         | 218/15000 [1:02:27<6:16:47,  1.53s/it, 63 steps of size 1.89e-01. acc. prob=0.81]
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warmup:   2%|▏         | 233/15000 [1:02:49<10:58:39,  2.68s/it, 255 steps of size 5.24e-02. acc. prob=0.80]
warmup:   2%|▏         | 234/15000 [1:02:52<11:53:47,  2.90s/it, 127 steps of size 7.77e-02. acc. prob=0.80]
warmup:   2%|▏         | 235/15000 [1:02:54<10:20:16,  2.52s/it, 63 steps of size 9.00e-02. acc. prob=0.80] 
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warmup:   2%|▏         | 237/15000 [1:02:59<10:34:25,  2.58s/it, 127 steps of size 5.33e-02. acc. prob=0.80]
warmup:   2%|▏         | 238/15000 [1:03:02<11:31:06,  2.81s/it, 127 steps of size 7.87e-02. acc. prob=0.80]
warmup:   2%|▏         | 239/15000 [1:03:04<10:05:52,  2.46s/it, 63 steps of size 9.96e-02. acc. prob=0.80] 
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warmup:   2%|▏         | 304/15000 [1:05:19<9:47:02,  2.40s/it, 127 steps of size 5.25e-02. acc. prob=0.80]
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warmup:   2%|▏         | 310/15000 [1:05:27<5:34:01,  1.36s/it, 31 steps of size 1.13e-01. acc. prob=0.80]
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warmup:   2%|▏         | 312/15000 [1:05:31<7:26:15,  1.82s/it, 127 steps of size 6.08e-02. acc. prob=0.80]
warmup:   2%|▏         | 313/15000 [1:05:33<7:07:44,  1.75s/it, 63 steps of size 8.81e-02. acc. prob=0.80] 
warmup:   2%|▏         | 314/15000 [1:05:35<7:01:22,  1.72s/it, 63 steps of size 4.68e-02. acc. prob=0.80]
warmup:   2%|▏         | 315/15000 [1:05:38<8:52:24,  2.18s/it, 127 steps of size 1.42e-02. acc. prob=0.80]
warmup:   2%|▏         | 316/15000 [1:05:44<14:16:31,  3.50s/it, 255 steps of size 2.14e-02. acc. prob=0.80]
warmup:   2%|▏         | 317/15000 [1:05:51<17:37:30,  4.32s/it, 255 steps of size 3.27e-02. acc. prob=0.80]
warmup:   2%|▏         | 318/15000 [1:05:54<16:13:34,  3.98s/it, 127 steps of size 4.99e-02. acc. prob=0.80]
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warmup:   3%|▎         | 446/15000 [1:09:37<6:35:41,  1.63s/it, 29 steps of size 7.72e-02. acc. prob=0.80]
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warmup:   3%|▎         | 488/15000 [1:12:22<9:13:48,  2.29s/it, 63 steps of size 9.64e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1890/15000 [2:04:35<10:25:48,  2.86s/it, 127 steps of size 3.68e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1891/15000 [2:04:38<10:49:06,  2.97s/it, 127 steps of size 4.60e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1901/15000 [2:04:56<6:27:52,  1.78s/it, 63 steps of size 9.19e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1910/15000 [2:05:10<6:07:48,  1.69s/it, 63 steps of size 5.64e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1911/15000 [2:05:11<6:04:21,  1.67s/it, 63 steps of size 7.05e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1912/15000 [2:05:13<6:04:29,  1.67s/it, 63 steps of size 8.86e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1913/15000 [2:05:14<5:09:37,  1.42s/it, 31 steps of size 1.10e-01. acc. prob=0.80]
warmup:  13%|█▎        | 1914/15000 [2:05:14<3:50:10,  1.06s/it, 7 steps of size 4.26e-02. acc. prob=0.80] 
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warmup:  13%|█▎        | 1919/15000 [2:05:22<5:37:49,  1.55s/it, 63 steps of size 4.00e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1920/15000 [2:05:26<7:35:56,  2.09s/it, 127 steps of size 4.80e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1924/15000 [2:05:33<6:00:18,  1.65s/it, 31 steps of size 8.62e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1925/15000 [2:05:34<5:02:30,  1.39s/it, 31 steps of size 1.03e-01. acc. prob=0.80]
warmup:  13%|█▎        | 1926/15000 [2:05:34<3:41:20,  1.02s/it, 5 steps of size 4.50e-02. acc. prob=0.80] 
warmup:  13%|█▎        | 1927/15000 [2:05:37<6:07:39,  1.69s/it, 127 steps of size 5.55e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1928/15000 [2:05:39<6:08:42,  1.69s/it, 63 steps of size 6.28e-02. acc. prob=0.80] 
warmup:  13%|█▎        | 1929/15000 [2:05:41<6:06:24,  1.68s/it, 63 steps of size 7.41e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1930/15000 [2:05:42<6:06:30,  1.68s/it, 63 steps of size 4.55e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1931/15000 [2:05:46<7:51:30,  2.16s/it, 127 steps of size 5.70e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1932/15000 [2:05:47<7:18:30,  2.01s/it, 63 steps of size 5.39e-02. acc. prob=0.80] 
warmup:  13%|█▎        | 1933/15000 [2:05:49<6:51:30,  1.89s/it, 63 steps of size 5.19e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1934/15000 [2:05:51<6:38:44,  1.83s/it, 63 steps of size 6.29e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1935/15000 [2:05:51<5:33:36,  1.53s/it, 31 steps of size 5.63e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1937/15000 [2:05:55<5:49:21,  1.60s/it, 63 steps of size 7.59e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1939/15000 [2:05:57<5:03:49,  1.40s/it, 31 steps of size 8.62e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1945/15000 [2:06:05<4:51:04,  1.34s/it, 63 steps of size 4.32e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1954/15000 [2:06:22<7:32:49,  2.08s/it, 127 steps of size 3.21e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1959/15000 [2:06:35<8:21:55,  2.31s/it, 63 steps of size 7.43e-02. acc. prob=0.80] 
warmup:  13%|█▎        | 1960/15000 [2:06:36<6:44:52,  1.86s/it, 31 steps of size 4.78e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1963/15000 [2:06:44<8:23:01,  2.32s/it, 63 steps of size 6.57e-02. acc. prob=0.80] 
warmup:  13%|█▎        | 1964/15000 [2:06:46<7:44:03,  2.14s/it, 63 steps of size 8.11e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1965/15000 [2:06:47<7:08:22,  1.97s/it, 63 steps of size 6.79e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1968/15000 [2:06:54<8:09:00,  2.25s/it, 127 steps of size 4.88e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1969/15000 [2:06:55<6:34:55,  1.82s/it, 31 steps of size 5.92e-02. acc. prob=0.80] 
warmup:  13%|█▎        | 1970/15000 [2:06:56<6:26:31,  1.78s/it, 63 steps of size 6.03e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1972/15000 [2:07:00<6:15:57,  1.73s/it, 63 steps of size 7.40e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 1978/15000 [2:07:10<6:13:41,  1.72s/it, 63 steps of size 4.87e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1979/15000 [2:07:14<7:54:43,  2.19s/it, 127 steps of size 6.05e-02. acc. prob=0.80]
warmup:  13%|█▎        | 1980/15000 [2:07:15<7:23:52,  2.05s/it, 63 steps of size 7.49e-02. acc. prob=0.80] 
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warmup:  13%|█▎        | 2016/15000 [2:08:07<3:59:04,  1.10s/it, 63 steps of size 8.52e-02. acc. prob=0.80]
warmup:  13%|█▎        | 2017/15000 [2:08:07<3:11:15,  1.13it/s, 14 steps of size 6.68e-02. acc. prob=0.80]
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warmup:  13%|█▎        | 2019/15000 [2:08:09<3:02:37,  1.18it/s, 31 steps of size 4.56e-02. acc. prob=0.80]
warmup:  13%|█▎        | 2020/15000 [2:08:09<2:30:34,  1.44it/s, 13 steps of size 3.38e-02. acc. prob=0.80]
warmup:  13%|█▎        | 2021/15000 [2:08:13<5:20:54,  1.48s/it, 127 steps of size 2.04e-02. acc. prob=0.80]
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/home/muhammad.zeeshan/.conda/envs/gwkenv/lib/python3.13/site-packages/gwkokab/models/mass/_models.py:799: UserWarning: Out-of-support values provided to log prob method. The value argument should be within the support.
  log_prob_m1 = self.primary_mass_distribution.log_prob(m1) + log_smoothing_m1

                             mean       std    median      5.0%     95.0%     n_eff     r_hat
             beta_bpl_0      1.43      0.81      1.35      0.14      2.76   7178.69      1.00
  chi_eff_epsilon_bpl_0     -0.59      0.29     -0.63     -1.00     -0.19   4365.94      1.00
      chi_eff_loc_bpl_0     -0.03      0.04     -0.04     -0.09      0.03   4763.50      1.00
    chi_eff_scale_bpl_0      0.09      0.01      0.09      0.07      0.11   7219.77      1.00
               lambda_0      0.37      0.16      0.36      0.11      0.64   3849.74      1.00
               lambda_1      0.58      0.16      0.59      0.31      0.82   3896.87      1.00
               log_rate      2.70      0.19      2.71      2.38      3.01   6314.28      1.00
        m1_alpha1_bpl_0      1.51      1.17      1.68     -0.23      3.22   3169.55      1.00
        m1_alpha2_bpl_0      4.76      1.02      4.71      3.16      6.38   3080.19      1.00
         m1_break_bpl_0     34.85      7.74     34.69     20.00     45.97   4327.77      1.00
               m1_delta      4.32      2.73      4.08      0.02      8.29   7302.95      1.00
           m1_loc_gpl_0      9.72      0.62      9.84      9.20     10.38   1926.67      1.00
           m1_loc_gpl_1     32.45      4.34     32.70     25.51     35.69   1296.11      1.00
         m1_scale_gpl_0      0.63      0.41      0.54      0.16      1.07   2574.99      1.00
         m1_scale_gpl_1      4.68      2.61      4.14      0.92      8.98   2569.74      1.00
                  m1min      4.94      1.36      4.75      3.00      6.81   3832.77      1.00
         m2_delta_bpl_0      4.37      2.63      4.30      0.02      8.06   7893.07      1.00
           m2_low_bpl_0      3.64      0.58      3.48      3.00      4.49   7155.65      1.00
   redshift_kappa_bpl_0      3.38      0.57      3.39      2.48      4.34   6438.28      1.00


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warmup:   1%|          | 159/15000 [47:50<6:44:48,  1.64s/it, 255 steps of size 1.99e-02. acc. prob=0.80]
warmup:   1%|          | 160/15000 [47:55<10:52:49,  2.64s/it, 383 steps of size 3.71e-02. acc. prob=0.80]
warmup:   1%|          | 161/15000 [47:57<9:41:49,  2.35s/it, 127 steps of size 6.99e-02. acc. prob=0.81] 
warmup:   1%|          | 162/15000 [47:57<7:51:26,  1.91s/it, 63 steps of size 6.00e-02. acc. prob=0.80] 
warmup:   1%|          | 163/15000 [47:58<6:32:45,  1.59s/it, 63 steps of size 9.15e-03. acc. prob=0.80]
warmup:   1%|          | 164/15000 [48:05<13:02:22,  3.16s/it, 511 steps of size 1.75e-02. acc. prob=0.80]
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warmup:   1%|          | 167/15000 [48:11<9:00:18,  2.19s/it, 63 steps of size 1.17e-01. acc. prob=0.81]  
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warmup:   1%|          | 185/15000 [48:42<6:17:14,  1.53s/it, 63 steps of size 1.50e-01. acc. prob=0.81] 
warmup:   1%|          | 186/15000 [48:42<4:53:59,  1.19s/it, 31 steps of size 7.06e-02. acc. prob=0.80]
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warmup:   2%|▏         | 307/15000 [51:19<2:17:05,  1.79it/s, 31 steps of size 1.36e-01. acc. prob=0.80]
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warmup:   2%|▏         | 309/15000 [51:20<1:57:32,  2.08it/s, 31 steps of size 1.05e-01. acc. prob=0.80]
warmup:   2%|▏         | 310/15000 [51:20<1:51:30,  2.20it/s, 31 steps of size 1.58e-01. acc. prob=0.80]
warmup:   2%|▏         | 311/15000 [51:20<1:47:14,  2.28it/s, 31 steps of size 6.57e-02. acc. prob=0.80]
warmup:   2%|▏         | 312/15000 [51:21<2:15:34,  1.81it/s, 63 steps of size 9.82e-02. acc. prob=0.80]
warmup:   2%|▏         | 313/15000 [51:22<2:05:02,  1.96it/s, 31 steps of size 8.96e-02. acc. prob=0.80]
warmup:   2%|▏         | 314/15000 [51:23<2:28:52,  1.64it/s, 63 steps of size 4.54e-02. acc. prob=0.79]
warmup:   2%|▏         | 315/15000 [51:24<3:48:31,  1.07it/s, 127 steps of size 7.03e-02. acc. prob=0.80]
warmup:   2%|▏         | 316/15000 [51:26<4:44:30,  1.16s/it, 127 steps of size 9.95e-02. acc. prob=0.80]
warmup:   2%|▏         | 317/15000 [51:27<4:20:26,  1.06s/it, 63 steps of size 1.48e-01. acc. prob=0.80] 
warmup:   2%|▏         | 318/15000 [51:27<3:17:14,  1.24it/s, 15 steps of size 5.22e-02. acc. prob=0.79]
warmup:   2%|▏         | 319/15000 [51:29<4:24:05,  1.08s/it, 127 steps of size 7.87e-02. acc. prob=0.80]
warmup:   2%|▏         | 320/15000 [51:30<4:07:20,  1.01s/it, 63 steps of size 4.62e-02. acc. prob=0.79] 
warmup:   2%|▏         | 321/15000 [51:31<4:58:57,  1.22s/it, 127 steps of size 6.41e-02. acc. prob=0.80]
warmup:   2%|▏         | 322/15000 [51:32<4:31:52,  1.11s/it, 63 steps of size 6.89e-02. acc. prob=0.80] 
warmup:   2%|▏         | 323/15000 [51:34<5:12:31,  1.28s/it, 127 steps of size 9.02e-02. acc. prob=0.80]
warmup:   2%|▏         | 324/15000 [51:35<4:40:13,  1.15s/it, 63 steps of size 1.33e-01. acc. prob=0.80] 
warmup:   2%|▏         | 325/15000 [51:35<3:45:57,  1.08it/s, 31 steps of size 1.82e-01. acc. prob=0.80]
warmup:   2%|▏         | 326/15000 [51:35<2:51:49,  1.42it/s, 14 steps of size 3.78e-02. acc. prob=0.79]
warmup:   2%|▏         | 327/15000 [51:37<3:59:19,  1.02it/s, 127 steps of size 5.76e-02. acc. prob=0.79]
warmup:   2%|▏         | 328/15000 [51:38<3:47:11,  1.08it/s, 63 steps of size 8.70e-02. acc. prob=0.80] 
warmup:   2%|▏         | 329/15000 [51:38<3:38:41,  1.12it/s, 63 steps of size 7.19e-02. acc. prob=0.80]
warmup:   2%|▏         | 330/15000 [51:39<3:34:56,  1.14it/s, 63 steps of size 8.44e-02. acc. prob=0.80]
warmup:   2%|▏         | 331/15000 [51:40<3:30:16,  1.16it/s, 63 steps of size 2.83e-02. acc. prob=0.79]
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warmup:   2%|▏         | 334/15000 [51:43<3:59:00,  1.02it/s, 63 steps of size 8.33e-02. acc. prob=0.80]
warmup:   2%|▏         | 335/15000 [51:44<3:17:12,  1.24it/s, 31 steps of size 1.06e-01. acc. prob=0.80]
warmup:   2%|▏         | 336/15000 [51:44<2:49:05,  1.45it/s, 31 steps of size 9.04e-02. acc. prob=0.80]
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warmup:   2%|▏         | 339/15000 [51:49<5:45:16,  1.41s/it, 255 steps of size 4.93e-02. acc. prob=0.79]
warmup:   2%|▏         | 340/15000 [51:50<5:04:33,  1.25s/it, 63 steps of size 7.31e-02. acc. prob=0.80] 
warmup:   2%|▏         | 341/15000 [51:50<4:34:19,  1.12s/it, 63 steps of size 8.27e-02. acc. prob=0.80]
warmup:   2%|▏         | 342/15000 [51:51<4:12:01,  1.03s/it, 63 steps of size 1.05e-01. acc. prob=0.80]
warmup:   2%|▏         | 343/15000 [51:52<3:26:34,  1.18it/s, 31 steps of size 1.26e-01. acc. prob=0.80]
warmup:   2%|▏         | 344/15000 [51:52<2:55:28,  1.39it/s, 31 steps of size 2.96e-02. acc. prob=0.79]
warmup:   2%|▏         | 345/15000 [51:54<4:04:19,  1.00s/it, 127 steps of size 4.28e-02. acc. prob=0.79]
warmup:   2%|▏         | 346/15000 [51:55<4:55:33,  1.21s/it, 127 steps of size 6.18e-02. acc. prob=0.79]
warmup:   2%|▏         | 347/15000 [51:56<4:28:12,  1.10s/it, 63 steps of size 8.41e-02. acc. prob=0.80] 
warmup:   2%|▏         | 348/15000 [51:57<3:38:16,  1.12it/s, 31 steps of size 6.94e-02. acc. prob=0.79]
warmup:   2%|▏         | 349/15000 [51:57<3:33:32,  1.14it/s, 63 steps of size 9.66e-02. acc. prob=0.80]
warmup:   2%|▏         | 350/15000 [51:58<3:00:16,  1.35it/s, 31 steps of size 1.22e-01. acc. prob=0.80]
warmup:   2%|▏         | 351/15000 [51:58<2:47:56,  1.45it/s, 43 steps of size 8.18e-02. acc. prob=0.80]
warmup:   2%|▏         | 352/15000 [52:00<3:31:38,  1.15it/s, 95 steps of size 9.50e-02. acc. prob=0.80]
warmup:   2%|▏         | 353/15000 [52:00<2:58:13,  1.37it/s, 31 steps of size 1.35e-01. acc. prob=0.80]
warmup:   2%|▏         | 354/15000 [52:01<2:34:27,  1.58it/s, 31 steps of size 1.76e-01. acc. prob=0.80]
warmup:   2%|▏         | 355/15000 [52:01<2:18:16,  1.77it/s, 31 steps of size 6.47e-02. acc. prob=0.79]
warmup:   2%|▏         | 356/15000 [52:03<3:41:30,  1.10it/s, 127 steps of size 7.04e-02. acc. prob=0.79]
warmup:   2%|▏         | 357/15000 [52:04<3:36:28,  1.13it/s, 63 steps of size 9.51e-02. acc. prob=0.80] 
warmup:   2%|▏         | 358/15000 [52:04<3:01:59,  1.34it/s, 31 steps of size 1.26e-01. acc. prob=0.80]
warmup:   2%|▏         | 359/15000 [52:04<2:37:45,  1.55it/s, 31 steps of size 1.68e-01. acc. prob=0.80]
warmup:   2%|▏         | 360/15000 [52:05<2:05:26,  1.95it/s, 15 steps of size 4.88e-02. acc. prob=0.79]
warmup:   2%|▏         | 361/15000 [52:07<4:31:05,  1.11s/it, 191 steps of size 6.99e-02. acc. prob=0.79]
warmup:   2%|▏         | 362/15000 [52:08<4:12:20,  1.03s/it, 63 steps of size 9.85e-02. acc. prob=0.80] 
warmup:   2%|▏         | 363/15000 [52:08<3:27:07,  1.18it/s, 31 steps of size 5.75e-02. acc. prob=0.79]
warmup:   2%|▏         | 364/15000 [52:09<3:27:50,  1.17it/s, 63 steps of size 8.19e-02. acc. prob=0.80]
warmup:   2%|▏         | 365/15000 [52:10<3:27:12,  1.18it/s, 63 steps of size 7.45e-02. acc. prob=0.79]
warmup:   2%|▏         | 366/15000 [52:11<3:27:08,  1.18it/s, 63 steps of size 1.05e-01. acc. prob=0.80]
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warmup:   3%|▎         | 378/15000 [52:19<3:58:32,  1.02it/s, 127 steps of size 8.17e-02. acc. prob=0.79]
warmup:   3%|▎         | 379/15000 [52:20<3:48:47,  1.07it/s, 63 steps of size 1.00e-01. acc. prob=0.80] 
warmup:   3%|▎         | 380/15000 [52:21<3:13:15,  1.26it/s, 31 steps of size 8.17e-02. acc. prob=0.79]
warmup:   3%|▎         | 381/15000 [52:21<3:16:19,  1.24it/s, 63 steps of size 1.10e-01. acc. prob=0.80]
warmup:   3%|▎         | 382/15000 [52:22<3:17:37,  1.23it/s, 63 steps of size 3.93e-02. acc. prob=0.79]
warmup:   3%|▎         | 383/15000 [52:24<4:17:23,  1.06s/it, 127 steps of size 5.49e-02. acc. prob=0.79]
warmup:   3%|▎         | 384/15000 [52:26<5:02:56,  1.24s/it, 127 steps of size 7.61e-02. acc. prob=0.79]
warmup:   3%|▎         | 385/15000 [52:26<4:33:09,  1.12s/it, 63 steps of size 1.06e-01. acc. prob=0.80] 
warmup:   3%|▎         | 386/15000 [52:27<4:13:13,  1.04s/it, 63 steps of size 1.34e-01. acc. prob=0.80]
warmup:   3%|▎         | 387/15000 [52:28<3:27:57,  1.17it/s, 31 steps of size 1.02e-01. acc. prob=0.80]
warmup:   3%|▎         | 388/15000 [52:28<3:26:50,  1.18it/s, 63 steps of size 1.13e-01. acc. prob=0.80]
warmup:   3%|▎         | 389/15000 [52:29<2:54:58,  1.39it/s, 31 steps of size 6.20e-02. acc. prob=0.79]
warmup:   3%|▎         | 390/15000 [52:30<3:04:29,  1.32it/s, 63 steps of size 7.87e-02. acc. prob=0.79]
warmup:   3%|▎         | 391/15000 [52:31<3:09:47,  1.28it/s, 63 steps of size 8.70e-02. acc. prob=0.80]
warmup:   3%|▎         | 392/15000 [52:31<3:14:31,  1.25it/s, 63 steps of size 5.85e-02. acc. prob=0.79]
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warmup:   3%|▎         | 395/15000 [52:35<3:49:50,  1.06it/s, 63 steps of size 1.41e-01. acc. prob=0.80]
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warmup:   3%|▎         | 398/15000 [52:37<3:17:45,  1.23it/s, 63 steps of size 8.36e-02. acc. prob=0.79]
warmup:   3%|▎         | 399/15000 [52:38<3:18:45,  1.22it/s, 63 steps of size 8.95e-02. acc. prob=0.80]
warmup:   3%|▎         | 400/15000 [52:39<3:21:27,  1.21it/s, 63 steps of size 1.22e-01. acc. prob=0.80]
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warmup:   3%|▎         | 402/15000 [52:41<4:24:42,  1.09s/it, 127 steps of size 6.70e-02. acc. prob=0.79]
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warmup:   3%|▎         | 405/15000 [52:44<4:12:53,  1.04s/it, 63 steps of size 8.33e-02. acc. prob=0.79]
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warmup:   3%|▎         | 489/15000 [53:55<2:09:56,  1.86it/s, 14 steps of size 2.61e-02. acc. prob=0.79]
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warmup:   7%|▋         | 1000/15000 [1:06:02<4:29:36,  1.16s/it, 31 steps of size 6.09e-02. acc. prob=0.79]
warmup:   7%|▋         | 1001/15000 [1:06:05<7:04:37,  1.82s/it, 127 steps of size 8.12e-02. acc. prob=0.79]
warmup:   7%|▋         | 1002/15000 [1:06:09<8:57:03,  2.30s/it, 127 steps of size 9.86e-02. acc. prob=0.79]
warmup:   7%|▋         | 1003/15000 [1:06:11<8:12:12,  2.11s/it, 63 steps of size 3.86e-02. acc. prob=0.79] 
warmup:   7%|▋         | 1004/15000 [1:06:16<11:46:37,  3.03s/it, 191 steps of size 5.18e-02. acc. prob=0.79]
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warmup:   7%|▋         | 1024/15000 [1:06:47<4:32:14,  1.17s/it, 52 steps of size 5.00e-02. acc. prob=0.79]
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warmup:   8%|▊         | 1171/15000 [1:10:38<5:23:00,  1.40s/it, 63 steps of size 1.04e-01. acc. prob=0.79]
warmup:   8%|▊         | 1172/15000 [1:10:39<4:43:05,  1.23s/it, 31 steps of size 1.18e-01. acc. prob=0.79]
warmup:   8%|▊         | 1173/15000 [1:10:40<4:15:10,  1.11s/it, 31 steps of size 1.34e-01. acc. prob=0.79]
warmup:   8%|▊         | 1174/15000 [1:10:41<4:11:06,  1.09s/it, 39 steps of size 7.85e-02. acc. prob=0.79]
warmup:   8%|▊         | 1175/15000 [1:10:42<3:52:42,  1.01s/it, 31 steps of size 9.12e-02. acc. prob=0.79]
warmup:   8%|▊         | 1176/15000 [1:10:44<4:40:40,  1.22s/it, 63 steps of size 1.06e-01. acc. prob=0.79]
warmup:   8%|▊         | 1177/15000 [1:10:44<4:14:46,  1.11s/it, 31 steps of size 1.07e-01. acc. prob=0.79]
warmup:   8%|▊         | 1178/15000 [1:10:46<4:31:35,  1.18s/it, 50 steps of size 7.40e-02. acc. prob=0.79]
warmup:   8%|▊         | 1179/15000 [1:10:47<4:07:59,  1.08s/it, 31 steps of size 8.90e-02. acc. prob=0.79]
warmup:   8%|▊         | 1180/15000 [1:10:47<3:52:19,  1.01s/it, 31 steps of size 1.01e-01. acc. prob=0.79]
warmup:   8%|▊         | 1181/15000 [1:10:48<3:41:37,  1.04it/s, 31 steps of size 1.22e-01. acc. prob=0.79]
warmup:   8%|▊         | 1182/15000 [1:10:50<4:32:41,  1.18s/it, 63 steps of size 1.26e-01. acc. prob=0.79]
warmup:   8%|▊         | 1183/15000 [1:10:51<4:08:25,  1.08s/it, 31 steps of size 8.86e-02. acc. prob=0.79]
warmup:   8%|▊         | 1184/15000 [1:10:53<4:52:40,  1.27s/it, 63 steps of size 6.69e-02. acc. prob=0.79]
warmup:   8%|▊         | 1185/15000 [1:10:56<7:19:52,  1.91s/it, 127 steps of size 7.91e-02. acc. prob=0.79]
warmup:   8%|▊         | 1186/15000 [1:10:58<7:05:10,  1.85s/it, 63 steps of size 9.25e-02. acc. prob=0.79] 
warmup:   8%|▊         | 1187/15000 [1:10:58<5:55:17,  1.54s/it, 31 steps of size 1.12e-01. acc. prob=0.79]
warmup:   8%|▊         | 1188/15000 [1:10:59<5:07:27,  1.34s/it, 31 steps of size 8.96e-02. acc. prob=0.79]
warmup:   8%|▊         | 1189/15000 [1:11:00<4:33:40,  1.19s/it, 31 steps of size 9.38e-02. acc. prob=0.79]
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warmup:   8%|▊         | 1193/15000 [1:11:04<4:24:27,  1.15s/it, 63 steps of size 3.20e-02. acc. prob=0.79]
warmup:   8%|▊         | 1194/15000 [1:11:08<7:01:19,  1.83s/it, 127 steps of size 3.17e-02. acc. prob=0.79]
warmup:   8%|▊         | 1195/15000 [1:11:11<8:47:20,  2.29s/it, 127 steps of size 3.91e-02. acc. prob=0.79]
warmup:   8%|▊         | 1196/15000 [1:11:13<8:08:37,  2.12s/it, 63 steps of size 4.85e-02. acc. prob=0.79] 
warmup:   8%|▊         | 1197/15000 [1:11:16<9:35:16,  2.50s/it, 127 steps of size 5.64e-02. acc. prob=0.79]
warmup:   8%|▊         | 1198/15000 [1:11:18<8:40:36,  2.26s/it, 63 steps of size 6.66e-02. acc. prob=0.79] 
warmup:   8%|▊         | 1199/15000 [1:11:20<7:58:02,  2.08s/it, 63 steps of size 4.38e-02. acc. prob=0.79]
warmup:   8%|▊         | 1200/15000 [1:11:23<9:26:52,  2.46s/it, 127 steps of size 5.32e-02. acc. prob=0.79]
warmup:   8%|▊         | 1201/15000 [1:11:25<8:32:02,  2.23s/it, 63 steps of size 6.32e-02. acc. prob=0.79] 
warmup:   8%|▊         | 1202/15000 [1:11:26<7:56:52,  2.07s/it, 63 steps of size 7.76e-02. acc. prob=0.79]
warmup:   8%|▊         | 1203/15000 [1:11:28<7:30:55,  1.96s/it, 63 steps of size 9.38e-02. acc. prob=0.79]
warmup:   8%|▊         | 1204/15000 [1:11:30<7:13:13,  1.88s/it, 63 steps of size 8.09e-02. acc. prob=0.79]
warmup:   8%|▊         | 1205/15000 [1:11:31<5:59:59,  1.57s/it, 31 steps of size 6.78e-02. acc. prob=0.79]
warmup:   8%|▊         | 1206/15000 [1:11:32<6:09:51,  1.61s/it, 63 steps of size 8.28e-02. acc. prob=0.79]
warmup:   8%|▊         | 1207/15000 [1:11:33<5:15:55,  1.37s/it, 31 steps of size 9.10e-02. acc. prob=0.79]
warmup:   8%|▊         | 1208/15000 [1:11:34<4:39:46,  1.22s/it, 31 steps of size 6.91e-02. acc. prob=0.79]
warmup:   8%|▊         | 1209/15000 [1:11:35<4:50:37,  1.26s/it, 51 steps of size 5.58e-02. acc. prob=0.79]
warmup:   8%|▊         | 1210/15000 [1:11:36<4:21:37,  1.14s/it, 31 steps of size 6.65e-02. acc. prob=0.79]
warmup:   8%|▊         | 1211/15000 [1:11:38<4:59:52,  1.30s/it, 63 steps of size 7.75e-02. acc. prob=0.79]
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warmup:   8%|▊         | 1215/15000 [1:11:43<4:25:13,  1.15s/it, 31 steps of size 1.38e-01. acc. prob=0.79]
warmup:   8%|▊         | 1216/15000 [1:11:44<4:03:57,  1.06s/it, 31 steps of size 1.48e-01. acc. prob=0.79]
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warmup:   8%|▊         | 1241/15000 [1:12:16<6:35:59,  1.73s/it, 63 steps of size 1.02e-01. acc. prob=0.79]
warmup:   8%|▊         | 1242/15000 [1:12:19<8:30:07,  2.22s/it, 127 steps of size 1.21e-01. acc. prob=0.79]
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warmup:   8%|▊         | 1244/15000 [1:12:22<6:57:32,  1.82s/it, 47 steps of size 8.95e-02. acc. prob=0.79]
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warmup:   8%|▊         | 1250/15000 [1:12:29<6:25:23,  1.68s/it, 127 steps of size 5.63e-02. acc. prob=0.79]
warmup:   8%|▊         | 1251/15000 [1:12:31<6:24:15,  1.68s/it, 63 steps of size 6.71e-02. acc. prob=0.79] 
warmup:   8%|▊         | 1252/15000 [1:12:33<6:25:39,  1.68s/it, 63 steps of size 8.09e-02. acc. prob=0.79]
warmup:   8%|▊         | 1253/15000 [1:12:34<5:27:44,  1.43s/it, 31 steps of size 9.81e-02. acc. prob=0.79]
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warmup:   8%|▊         | 1255/15000 [1:12:35<4:18:58,  1.13s/it, 31 steps of size 7.94e-02. acc. prob=0.79]
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warmup:   8%|▊         | 1259/15000 [1:12:40<4:17:39,  1.13s/it, 31 steps of size 8.75e-02. acc. prob=0.79]
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warmup:   9%|▊         | 1286/15000 [1:13:23<7:05:55,  1.86s/it, 63 steps of size 7.96e-02. acc. prob=0.79]
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warmup:   9%|▊         | 1300/15000 [1:13:40<4:39:57,  1.23s/it, 63 steps of size 8.84e-02. acc. prob=0.79]
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warmup:   9%|▊         | 1304/15000 [1:13:48<7:00:43,  1.84s/it, 63 steps of size 8.19e-02. acc. prob=0.79]
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warmup:  12%|█▏        | 1868/15000 [1:27:31<2:28:47,  1.47it/s, 31 steps of size 1.11e-01. acc. prob=0.79]
warmup:  12%|█▏        | 1869/15000 [1:27:31<2:38:54,  1.38it/s, 63 steps of size 1.11e-01. acc. prob=0.79]
warmup:  12%|█▏        | 1870/15000 [1:27:32<2:18:52,  1.58it/s, 31 steps of size 1.30e-01. acc. prob=0.79]
warmup:  12%|█▏        | 1871/15000 [1:27:32<2:04:22,  1.76it/s, 31 steps of size 5.21e-02. acc. prob=0.79]
warmup:  12%|█▏        | 1872/15000 [1:27:33<2:21:10,  1.55it/s, 63 steps of size 6.71e-02. acc. prob=0.79]
warmup:  12%|█▏        | 1873/15000 [1:27:34<2:32:11,  1.44it/s, 63 steps of size 8.40e-02. acc. prob=0.79]
warmup:  12%|█▏        | 1874/15000 [1:27:34<2:14:11,  1.63it/s, 31 steps of size 1.09e-01. acc. prob=0.79]
warmup:  12%|█▎        | 1875/15000 [1:27:35<2:27:39,  1.48it/s, 63 steps of size 9.56e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1876/15000 [1:27:36<2:10:29,  1.68it/s, 31 steps of size 8.48e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1877/15000 [1:27:36<2:27:57,  1.48it/s, 63 steps of size 1.06e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1878/15000 [1:27:38<3:35:19,  1.02it/s, 63 steps of size 1.30e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1879/15000 [1:27:39<3:25:01,  1.07it/s, 31 steps of size 7.44e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1880/15000 [1:27:40<3:18:20,  1.10it/s, 31 steps of size 9.03e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1881/15000 [1:27:41<3:13:34,  1.13it/s, 31 steps of size 1.15e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1882/15000 [1:27:41<3:11:52,  1.14it/s, 31 steps of size 5.98e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1883/15000 [1:27:43<4:04:39,  1.12s/it, 63 steps of size 7.44e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1884/15000 [1:27:45<4:42:56,  1.29s/it, 63 steps of size 8.49e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1885/15000 [1:27:46<4:13:13,  1.16s/it, 31 steps of size 6.40e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1886/15000 [1:27:47<4:50:49,  1.33s/it, 63 steps of size 7.60e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1887/15000 [1:27:48<4:19:00,  1.19s/it, 31 steps of size 9.11e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1888/15000 [1:27:50<4:53:59,  1.35s/it, 63 steps of size 5.62e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1889/15000 [1:27:53<7:08:14,  1.96s/it, 127 steps of size 7.08e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1890/15000 [1:27:55<6:50:01,  1.88s/it, 63 steps of size 8.15e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1891/15000 [1:27:56<5:40:32,  1.56s/it, 31 steps of size 1.05e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1892/15000 [1:27:58<5:51:25,  1.61s/it, 63 steps of size 6.48e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1893/15000 [1:27:59<5:55:30,  1.63s/it, 63 steps of size 7.66e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1894/15000 [1:28:01<5:59:34,  1.65s/it, 63 steps of size 9.73e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1895/15000 [1:28:03<6:01:26,  1.65s/it, 63 steps of size 1.24e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1896/15000 [1:28:04<5:40:33,  1.56s/it, 50 steps of size 6.75e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1897/15000 [1:28:06<5:48:55,  1.60s/it, 63 steps of size 6.56e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1898/15000 [1:28:07<5:52:27,  1.61s/it, 63 steps of size 3.45e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1899/15000 [1:28:09<5:55:16,  1.63s/it, 63 steps of size 4.42e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1900/15000 [1:28:11<5:58:44,  1.64s/it, 63 steps of size 5.66e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1901/15000 [1:28:12<6:00:42,  1.65s/it, 63 steps of size 7.24e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1902/15000 [1:28:14<6:04:50,  1.67s/it, 63 steps of size 8.98e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1903/15000 [1:28:17<7:24:46,  2.04s/it, 109 steps of size 6.03e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1904/15000 [1:28:19<7:03:21,  1.94s/it, 63 steps of size 7.31e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1905/15000 [1:28:20<5:51:23,  1.61s/it, 31 steps of size 8.48e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1906/15000 [1:28:20<5:01:13,  1.38s/it, 31 steps of size 9.75e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1907/15000 [1:28:21<4:25:17,  1.22s/it, 31 steps of size 1.09e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1908/15000 [1:28:22<3:39:51,  1.01s/it, 19 steps of size 9.10e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1909/15000 [1:28:23<3:28:16,  1.05it/s, 31 steps of size 6.15e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1910/15000 [1:28:24<4:17:37,  1.18s/it, 63 steps of size 6.23e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1911/15000 [1:28:26<4:50:28,  1.33s/it, 63 steps of size 7.89e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1912/15000 [1:28:28<5:14:59,  1.44s/it, 63 steps of size 6.48e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1913/15000 [1:28:29<5:29:59,  1.51s/it, 63 steps of size 8.17e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1914/15000 [1:28:31<5:40:57,  1.56s/it, 63 steps of size 9.96e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1915/15000 [1:28:32<4:52:15,  1.34s/it, 31 steps of size 1.19e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1916/15000 [1:28:33<4:19:44,  1.19s/it, 31 steps of size 8.35e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1917/15000 [1:28:34<4:52:18,  1.34s/it, 63 steps of size 8.59e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1918/15000 [1:28:36<5:17:04,  1.45s/it, 63 steps of size 9.99e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1919/15000 [1:28:38<5:31:48,  1.52s/it, 63 steps of size 7.06e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1920/15000 [1:28:39<4:47:50,  1.32s/it, 31 steps of size 8.77e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1921/15000 [1:28:40<5:11:57,  1.43s/it, 63 steps of size 1.02e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1922/15000 [1:28:41<4:33:50,  1.26s/it, 31 steps of size 1.13e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1923/15000 [1:28:42<4:06:42,  1.13s/it, 31 steps of size 5.89e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1924/15000 [1:28:43<3:48:24,  1.05s/it, 31 steps of size 6.63e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1925/15000 [1:28:45<4:31:19,  1.25s/it, 63 steps of size 7.94e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1926/15000 [1:28:46<5:00:46,  1.38s/it, 63 steps of size 9.39e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1927/15000 [1:28:48<5:21:13,  1.47s/it, 63 steps of size 1.02e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1928/15000 [1:28:50<5:36:45,  1.55s/it, 63 steps of size 1.25e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1929/15000 [1:28:50<4:49:55,  1.33s/it, 31 steps of size 1.32e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1930/15000 [1:28:51<4:17:38,  1.18s/it, 31 steps of size 9.00e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1931/15000 [1:28:52<3:54:25,  1.08s/it, 31 steps of size 7.40e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1932/15000 [1:28:53<3:38:31,  1.00s/it, 31 steps of size 9.05e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1933/15000 [1:28:55<4:22:46,  1.21s/it, 63 steps of size 7.59e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1934/15000 [1:28:56<4:55:29,  1.36s/it, 63 steps of size 9.29e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1935/15000 [1:28:57<4:20:33,  1.20s/it, 31 steps of size 4.79e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1936/15000 [1:28:59<4:54:55,  1.35s/it, 63 steps of size 5.79e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1937/15000 [1:29:01<5:14:11,  1.44s/it, 63 steps of size 6.68e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1938/15000 [1:29:04<7:21:14,  2.03s/it, 127 steps of size 4.03e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1939/15000 [1:29:07<8:50:40,  2.44s/it, 127 steps of size 4.76e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1940/15000 [1:29:11<9:56:09,  2.74s/it, 127 steps of size 5.46e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1941/15000 [1:29:12<8:45:37,  2.42s/it, 63 steps of size 6.71e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1942/15000 [1:29:14<7:56:53,  2.19s/it, 63 steps of size 8.26e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1943/15000 [1:29:16<7:23:23,  2.04s/it, 63 steps of size 6.20e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1944/15000 [1:29:17<7:01:04,  1.94s/it, 63 steps of size 7.28e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1945/15000 [1:29:19<6:44:49,  1.86s/it, 63 steps of size 4.01e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1946/15000 [1:29:21<6:35:49,  1.82s/it, 63 steps of size 4.99e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1947/15000 [1:29:23<6:27:24,  1.78s/it, 63 steps of size 6.26e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1948/15000 [1:29:24<6:23:05,  1.76s/it, 63 steps of size 7.74e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1949/15000 [1:29:26<6:16:59,  1.73s/it, 63 steps of size 6.99e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1950/15000 [1:29:28<6:15:33,  1.73s/it, 63 steps of size 7.55e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1951/15000 [1:29:29<6:13:05,  1.72s/it, 63 steps of size 6.33e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1952/15000 [1:29:31<6:13:26,  1.72s/it, 63 steps of size 7.88e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1953/15000 [1:29:32<5:16:05,  1.45s/it, 31 steps of size 9.44e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1954/15000 [1:29:34<5:31:38,  1.53s/it, 63 steps of size 5.63e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1955/15000 [1:29:35<5:41:44,  1.57s/it, 63 steps of size 6.90e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1956/15000 [1:29:37<5:50:47,  1.61s/it, 63 steps of size 8.42e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1957/15000 [1:29:40<7:45:54,  2.14s/it, 127 steps of size 6.15e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1958/15000 [1:29:42<7:16:41,  2.01s/it, 63 steps of size 7.35e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1959/15000 [1:29:43<6:00:02,  1.66s/it, 31 steps of size 7.53e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1960/15000 [1:29:45<6:04:24,  1.68s/it, 63 steps of size 8.96e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1961/15000 [1:29:45<5:10:06,  1.43s/it, 31 steps of size 8.96e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1962/15000 [1:29:47<5:28:32,  1.51s/it, 63 steps of size 9.88e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1963/15000 [1:29:48<4:44:17,  1.31s/it, 31 steps of size 1.16e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1964/15000 [1:29:49<4:14:21,  1.17s/it, 31 steps of size 8.77e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1965/15000 [1:29:51<4:47:11,  1.32s/it, 63 steps of size 1.09e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1966/15000 [1:29:51<4:15:34,  1.18s/it, 31 steps of size 1.06e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1967/15000 [1:29:53<4:48:40,  1.33s/it, 63 steps of size 6.60e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1968/15000 [1:29:55<5:14:08,  1.45s/it, 63 steps of size 8.15e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1969/15000 [1:29:56<5:30:05,  1.52s/it, 63 steps of size 8.48e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1970/15000 [1:29:57<4:46:24,  1.32s/it, 31 steps of size 8.93e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1971/15000 [1:29:58<4:15:29,  1.18s/it, 31 steps of size 1.08e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1972/15000 [1:29:59<3:54:21,  1.08s/it, 31 steps of size 1.08e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1973/15000 [1:30:00<3:39:08,  1.01s/it, 31 steps of size 1.11e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1974/15000 [1:30:00<3:00:27,  1.20it/s, 15 steps of size 8.70e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1975/15000 [1:30:01<2:59:56,  1.21it/s, 31 steps of size 1.00e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1976/15000 [1:30:02<3:00:04,  1.21it/s, 31 steps of size 1.20e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1977/15000 [1:30:03<2:59:51,  1.21it/s, 31 steps of size 1.32e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1978/15000 [1:30:04<3:00:48,  1.20it/s, 31 steps of size 1.45e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1979/15000 [1:30:04<2:32:34,  1.42it/s, 15 steps of size 1.52e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1980/15000 [1:30:05<2:26:50,  1.48it/s, 23 steps of size 9.57e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1981/15000 [1:30:06<3:32:52,  1.02it/s, 63 steps of size 1.10e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1982/15000 [1:30:07<3:24:24,  1.06it/s, 31 steps of size 7.51e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1983/15000 [1:30:09<4:11:54,  1.16s/it, 63 steps of size 9.05e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1984/15000 [1:30:10<3:52:23,  1.07s/it, 31 steps of size 9.65e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1985/15000 [1:30:11<4:32:58,  1.26s/it, 63 steps of size 6.75e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1986/15000 [1:30:13<5:02:55,  1.40s/it, 63 steps of size 8.32e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1987/15000 [1:30:15<5:22:22,  1.49s/it, 63 steps of size 6.25e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1988/15000 [1:30:16<5:34:45,  1.54s/it, 63 steps of size 6.93e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1989/15000 [1:30:18<5:42:16,  1.58s/it, 63 steps of size 7.68e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1990/15000 [1:30:19<4:54:52,  1.36s/it, 31 steps of size 6.92e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1991/15000 [1:30:21<5:15:25,  1.45s/it, 63 steps of size 8.47e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1992/15000 [1:30:22<4:35:06,  1.27s/it, 31 steps of size 7.06e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1993/15000 [1:30:23<5:02:20,  1.39s/it, 63 steps of size 8.14e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1994/15000 [1:30:25<5:22:30,  1.49s/it, 63 steps of size 7.76e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1995/15000 [1:30:26<4:39:13,  1.29s/it, 31 steps of size 8.80e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1996/15000 [1:30:27<5:07:02,  1.42s/it, 63 steps of size 9.11e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1997/15000 [1:30:29<5:26:04,  1.50s/it, 63 steps of size 6.30e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1998/15000 [1:30:31<5:40:50,  1.57s/it, 63 steps of size 6.92e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1999/15000 [1:30:33<5:50:12,  1.62s/it, 63 steps of size 6.14e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2000/15000 [1:30:34<5:56:35,  1.65s/it, 63 steps of size 7.24e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2001/15000 [1:30:36<6:00:55,  1.67s/it, 63 steps of size 8.16e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2002/15000 [1:30:38<6:04:26,  1.68s/it, 63 steps of size 9.04e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2003/15000 [1:30:39<5:09:50,  1.43s/it, 31 steps of size 5.18e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2004/15000 [1:30:40<5:28:27,  1.52s/it, 63 steps of size 5.69e-02. acc. prob=0.79]
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                             mean       std    median      5.0%     95.0%     n_eff     r_hat
             beta_bpl_0      1.39      0.79      1.32      0.10      2.64   6700.72      1.00
  chi_eff_epsilon_bpl_0     -0.58      0.29     -0.62     -1.00     -0.18   4812.39      1.00
      chi_eff_loc_bpl_0     -0.03      0.04     -0.04     -0.09      0.03   5108.81      1.00
    chi_eff_scale_bpl_0      0.09      0.01      0.09      0.07      0.11   6894.21      1.00
               lambda_0      0.37      0.16      0.36      0.11      0.62   3457.72      1.00
               lambda_1      0.58      0.15      0.59      0.33      0.83   3385.03      1.00
               log_rate      2.70      0.20      2.70      2.39      3.03   3429.38      1.00
        m1_alpha1_bpl_0      1.52      1.15      1.68     -0.12      3.27   2254.45      1.00
        m1_alpha2_bpl_0      4.77      1.00      4.71      3.27      6.38   4102.62      1.00
         m1_break_bpl_0     34.89      7.71     34.86     20.04     45.94   4007.32      1.00
               m1_delta      4.32      2.74      4.07      0.00      8.29   7331.16      1.00
           m1_loc_gpl_0      9.72      0.61      9.85      9.18     10.38   1300.98      1.00
           m1_loc_gpl_1     32.42      4.16     32.74     25.79     35.84   2067.67      1.00
         m1_scale_gpl_0      0.62      0.38      0.54      0.15      1.10   2225.69      1.00
         m1_scale_gpl_1      4.65      2.60      4.10      1.19      9.33   3020.17      1.00
                  m1min      4.97      1.34      4.77      3.00      6.81   3100.58      1.00
         m2_delta_bpl_0      4.33      2.57      4.29      0.03      7.91   8131.97      1.00
           m2_low_bpl_0      3.66      0.58      3.49      3.00      4.49   7787.09      1.00
   redshift_kappa_bpl_0      3.40      0.57      3.40      2.47      4.33   6562.84      1.00


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warmup:   0%|          | 45/15000 [37:53<242:45:46, 58.44s/it, 4095 steps of size 1.92e-05. acc. prob=0.71]
warmup:   0%|          | 46/15000 [38:49<239:00:45, 57.54s/it, 4095 steps of size 2.80e-05. acc. prob=0.72]
warmup:   0%|          | 47/15000 [39:43<234:31:38, 56.46s/it, 4095 steps of size 3.01e-05. acc. prob=0.72]
warmup:   0%|          | 48/15000 [40:38<233:14:52, 56.16s/it, 4095 steps of size 7.09e-06. acc. prob=0.71]
warmup:   0%|          | 49/15000 [41:32<230:31:55, 55.51s/it, 4095 steps of size 1.22e-05. acc. prob=0.71]
warmup:   0%|          | 50/15000 [42:28<230:30:00, 55.51s/it, 4095 steps of size 1.27e-05. acc. prob=0.71]
warmup:   0%|          | 51/15000 [43:22<228:37:32, 55.06s/it, 4095 steps of size 2.13e-05. acc. prob=0.72]
warmup:   0%|          | 52/15000 [44:17<229:07:34, 55.18s/it, 4095 steps of size 5.99e-06. acc. prob=0.71]
warmup:   0%|          | 53/15000 [45:22<240:47:25, 57.99s/it, 4095 steps of size 1.01e-05. acc. prob=0.72]
warmup:   0%|          | 54/15000 [47:11<305:04:53, 73.48s/it, 4095 steps of size 1.41e-05. acc. prob=0.72]
warmup:   0%|          | 55/15000 [48:59<347:24:22, 83.68s/it, 4095 steps of size 2.07e-05. acc. prob=0.72]
warmup:   0%|          | 56/15000 [50:49<380:02:24, 91.55s/it, 4095 steps of size 1.58e-05. acc. prob=0.72]
warmup:   0%|          | 57/15000 [52:36<399:54:08, 96.34s/it, 4095 steps of size 1.25e-05. acc. prob=0.72]
warmup:   0%|          | 58/15000 [54:26<416:39:13, 100.39s/it, 4095 steps of size 1.38e-05. acc. prob=0.72]
warmup:   0%|          | 59/15000 [55:38<381:11:20, 91.85s/it, 4095 steps of size 2.27e-05. acc. prob=0.73] 
warmup:   0%|          | 60/15000 [57:06<375:56:37, 90.59s/it, 4095 steps of size 3.00e-05. acc. prob=0.73]
warmup:   0%|          | 61/15000 [58:53<396:49:35, 95.63s/it, 4095 steps of size 4.93e-05. acc. prob=0.73]
warmup:   0%|          | 62/15000 [1:00:43<414:18:30, 99.85s/it, 4095 steps of size 4.08e-05. acc. prob=0.73]
warmup:   0%|          | 63/15000 [1:02:30<423:14:54, 102.01s/it, 4095 steps of size 1.64e-05. acc. prob=0.73]
warmup:   0%|          | 64/15000 [1:04:20<432:52:17, 104.33s/it, 4095 steps of size 2.55e-05. acc. prob=0.73]
warmup:   0%|          | 65/15000 [1:06:03<431:28:51, 104.01s/it, 4095 steps of size 2.41e-05. acc. prob=0.73]
warmup:   0%|          | 66/15000 [1:06:58<371:08:15, 89.47s/it, 4095 steps of size 2.13e-05. acc. prob=0.73] 
warmup:   0%|          | 67/15000 [1:08:46<393:36:10, 94.89s/it, 4095 steps of size 1.10e-05. acc. prob=0.73]
warmup:   0%|          | 68/15000 [1:10:36<411:55:19, 99.31s/it, 4095 steps of size 1.43e-05. acc. prob=0.73]
warmup:   0%|          | 69/15000 [1:12:23<422:05:28, 101.77s/it, 4095 steps of size 1.44e-05. acc. prob=0.73]
warmup:   0%|          | 70/15000 [1:14:13<431:56:05, 104.15s/it, 4095 steps of size 1.77e-05. acc. prob=0.73]
warmup:   0%|          | 71/15000 [1:16:01<436:31:55, 105.27s/it, 4095 steps of size 1.46e-05. acc. prob=0.73]
warmup:   0%|          | 72/15000 [1:17:23<408:17:32, 98.46s/it, 4095 steps of size 2.33e-05. acc. prob=0.74] 
warmup:   0%|          | 73/15000 [1:18:39<380:07:29, 91.68s/it, 4095 steps of size 2.17e-05. acc. prob=0.74]
warmup:   0%|          | 74/15000 [1:20:29<402:37:47, 97.11s/it, 4095 steps of size 3.06e-05. acc. prob=0.74]
warmup:   0%|          | 75/15000 [1:22:17<416:25:50, 100.45s/it, 4095 steps of size 1.51e-05. acc. prob=0.73]
warmup:   1%|          | 76/15000 [1:24:07<427:57:53, 103.23s/it, 4095 steps of size 2.20e-05. acc. prob=0.74]
warmup:   1%|          | 77/15000 [1:25:55<433:56:25, 104.68s/it, 4095 steps of size 2.74e-05. acc. prob=0.74]
warmup:   1%|          | 78/15000 [1:27:45<440:16:42, 106.22s/it, 4095 steps of size 3.61e-05. acc. prob=0.74]
warmup:   1%|          | 79/15000 [1:28:44<381:23:44, 92.02s/it, 4095 steps of size 4.13e-05. acc. prob=0.74] 
warmup:   1%|          | 80/15000 [1:30:22<389:33:15, 93.99s/it, 4095 steps of size 3.71e-05. acc. prob=0.74]
warmup:   1%|          | 81/15000 [1:32:11<407:31:47, 98.34s/it, 4095 steps of size 5.70e-05. acc. prob=0.75]
warmup:   1%|          | 82/15000 [1:34:01<421:53:12, 101.81s/it, 4095 steps of size 2.91e-05. acc. prob=0.74]
warmup:   1%|          | 83/15000 [1:35:49<430:04:58, 103.79s/it, 4095 steps of size 3.48e-05. acc. prob=0.74]
warmup:   1%|          | 84/15000 [1:37:39<437:47:30, 105.66s/it, 4095 steps of size 3.09e-05. acc. prob=0.74]
warmup:   1%|          | 85/15000 [1:39:12<422:09:44, 101.90s/it, 4095 steps of size 3.71e-05. acc. prob=0.75]
warmup:   1%|          | 86/15000 [1:40:17<375:38:00, 90.67s/it, 4095 steps of size 2.99e-05. acc. prob=0.74] 
warmup:   1%|          | 87/15000 [1:41:52<381:17:25, 92.04s/it, 4095 steps of size 1.69e-05. acc. prob=0.74]
warmup:   1%|          | 88/15000 [1:42:48<336:08:06, 81.15s/it, 4095 steps of size 2.41e-05. acc. prob=0.74]
warmup:   1%|          | 89/15000 [1:43:42<302:39:39, 73.07s/it, 4095 steps of size 3.05e-05. acc. prob=0.75]
warmup:   1%|          | 90/15000 [1:44:38<280:59:59, 67.85s/it, 4095 steps of size 1.16e-05. acc. prob=0.74]
warmup:   1%|          | 91/15000 [1:45:32<264:02:29, 63.76s/it, 4095 steps of size 1.63e-05. acc. prob=0.74]
warmup:   1%|          | 92/15000 [1:46:27<254:01:07, 61.34s/it, 4095 steps of size 2.13e-05. acc. prob=0.74]
warmup:   1%|          | 93/15000 [1:47:22<245:07:09, 59.20s/it, 4095 steps of size 3.21e-05. acc. prob=0.75]
warmup:   1%|          | 94/15000 [1:48:55<287:33:17, 69.45s/it, 4095 steps of size 4.77e-05. acc. prob=0.75]
warmup:   1%|          | 95/15000 [1:50:01<283:14:25, 68.41s/it, 4095 steps of size 6.93e-05. acc. prob=0.75]
warmup:   1%|          | 96/15000 [1:51:28<306:54:43, 74.13s/it, 4095 steps of size 5.95e-05. acc. prob=0.75]
warmup:   1%|          | 97/15000 [1:53:16<348:46:17, 84.25s/it, 4095 steps of size 4.95e-05. acc. prob=0.75]
warmup:   1%|          | 98/15000 [1:55:06<380:53:06, 92.01s/it, 4095 steps of size 7.02e-05. acc. prob=0.75]
warmup:   1%|          | 99/15000 [1:56:55<401:47:40, 97.07s/it, 4095 steps of size 9.59e-05. acc. prob=0.76]
warmup:   1%|          | 100/15000 [1:58:46<418:17:37, 101.06s/it, 4095 steps of size 3.52e-01. acc. prob=0.75]
warmup:   1%|          | 101/15000 [1:58:46<293:21:50, 70.88s/it, 17 steps of size 1.41e+00. acc. prob=0.75]   
warmup:   1%|          | 103/15000 [1:58:47<158:46:38, 38.37s/it, 31 steps of size 1.87e-01. acc. prob=0.74]
warmup:   1%|          | 104/15000 [1:58:49<121:27:54, 29.36s/it, 75 steps of size 8.57e-02. acc. prob=0.74]
warmup:   1%|          | 105/15000 [1:58:51<91:31:44, 22.12s/it, 63 steps of size 1.16e-01. acc. prob=0.74] 
warmup:   1%|          | 106/15000 [1:58:54<70:06:52, 16.95s/it, 115 steps of size 1.09e-01. acc. prob=0.74]
warmup:   1%|          | 107/15000 [1:58:56<52:56:02, 12.80s/it, 79 steps of size 1.61e-02. acc. prob=0.74] 
warmup:   1%|          | 108/15000 [1:59:48<98:52:37, 23.90s/it, 1919 steps of size 2.75e-03. acc. prob=0.73]
warmup:   1%|          | 109/15000 [2:01:03<160:34:09, 38.82s/it, 4095 steps of size 4.96e-03. acc. prob=0.74]
warmup:   1%|          | 110/15000 [2:02:29<217:20:30, 52.55s/it, 4095 steps of size 9.10e-03. acc. prob=0.74]
warmup:   1%|          | 111/15000 [2:04:18<286:58:04, 69.39s/it, 4095 steps of size 1.72e-02. acc. prob=0.74]
warmup:   1%|          | 112/15000 [2:06:09<337:33:30, 81.62s/it, 4095 steps of size 3.27e-02. acc. prob=0.74]
warmup:   1%|          | 113/15000 [2:06:36<270:26:17, 65.40s/it, 1023 steps of size 6.21e-02. acc. prob=0.75]
warmup:   1%|          | 114/15000 [2:06:50<206:41:42, 49.99s/it, 511 steps of size 1.14e-01. acc. prob=0.75] 
warmup:   1%|          | 115/15000 [2:07:03<161:35:37, 39.08s/it, 511 steps of size 1.69e-01. acc. prob=0.75]
warmup:   1%|          | 116/15000 [2:07:10<121:49:30, 29.47s/it, 255 steps of size 2.90e-01. acc. prob=0.75]
warmup:   1%|          | 117/15000 [2:07:14<89:34:06, 21.67s/it, 127 steps of size 3.18e-01. acc. prob=0.75] 
warmup:   1%|          | 118/15000 [2:07:20<70:45:01, 17.11s/it, 239 steps of size 1.61e-01. acc. prob=0.75]
warmup:   1%|          | 119/15000 [2:07:34<66:33:37, 16.10s/it, 511 steps of size 2.70e-01. acc. prob=0.75]
warmup:   1%|          | 120/15000 [2:07:41<55:11:55, 13.35s/it, 255 steps of size 4.72e-01. acc. prob=0.75]
warmup:   1%|          | 121/15000 [2:07:43<40:45:36,  9.86s/it, 63 steps of size 1.47e-01. acc. prob=0.75] 
warmup:   1%|          | 122/15000 [2:07:50<37:07:31,  8.98s/it, 255 steps of size 2.67e-01. acc. prob=0.75]
warmup:   1%|          | 123/15000 [2:07:53<30:14:09,  7.32s/it, 127 steps of size 1.74e-01. acc. prob=0.75]
warmup:   1%|          | 124/15000 [2:08:07<38:20:18,  9.28s/it, 511 steps of size 2.88e-01. acc. prob=0.75]
warmup:   1%|          | 125/15000 [2:08:14<35:18:33,  8.55s/it, 255 steps of size 3.96e-01. acc. prob=0.75]
warmup:   1%|          | 126/15000 [2:08:18<29:59:25,  7.26s/it, 159 steps of size 2.24e-01. acc. prob=0.75]
warmup:   1%|          | 127/15000 [2:08:25<29:19:38,  7.10s/it, 255 steps of size 2.45e-01. acc. prob=0.75]
warmup:   1%|          | 128/15000 [2:08:28<24:44:33,  5.99s/it, 127 steps of size 1.49e-01. acc. prob=0.75]
warmup:   1%|          | 129/15000 [2:08:31<21:25:04,  5.18s/it, 127 steps of size 1.82e-01. acc. prob=0.75]
warmup:   1%|          | 130/15000 [2:08:35<19:12:05,  4.65s/it, 127 steps of size 3.09e-01. acc. prob=0.76]
warmup:   1%|          | 131/15000 [2:08:38<17:32:14,  4.25s/it, 127 steps of size 5.21e-01. acc. prob=0.76]
warmup:   1%|          | 132/15000 [2:08:38<12:25:05,  3.01s/it, 4 steps of size 6.15e-02. acc. prob=0.75]  
warmup:   1%|          | 133/15000 [2:08:51<25:04:25,  6.07s/it, 511 steps of size 1.05e-01. acc. prob=0.75]
warmup:   1%|          | 134/15000 [2:09:05<34:04:45,  8.25s/it, 511 steps of size 1.79e-01. acc. prob=0.76]
warmup:   1%|          | 135/15000 [2:09:08<27:54:02,  6.76s/it, 127 steps of size 3.05e-01. acc. prob=0.76]
warmup:   1%|          | 136/15000 [2:09:10<21:33:52,  5.22s/it, 63 steps of size 2.02e-01. acc. prob=0.76] 
warmup:   1%|          | 137/15000 [2:09:13<19:08:07,  4.63s/it, 127 steps of size 2.38e-01. acc. prob=0.76]
warmup:   1%|          | 138/15000 [2:09:16<17:31:20,  4.24s/it, 127 steps of size 3.35e-01. acc. prob=0.76]
warmup:   1%|          | 139/15000 [2:09:17<13:16:29,  3.22s/it, 31 steps of size 3.27e-01. acc. prob=0.76] 
warmup:   1%|          | 140/15000 [2:09:19<11:48:05,  2.86s/it, 76 steps of size 8.09e-02. acc. prob=0.75]
warmup:   1%|          | 141/15000 [2:09:32<24:30:07,  5.94s/it, 511 steps of size 1.26e-01. acc. prob=0.76]
warmup:   1%|          | 142/15000 [2:09:46<33:57:56,  8.23s/it, 511 steps of size 2.12e-01. acc. prob=0.76]
warmup:   1%|          | 143/15000 [2:09:49<27:48:58,  6.74s/it, 127 steps of size 2.63e-01. acc. prob=0.76]
warmup:   1%|          | 144/15000 [2:09:54<25:45:13,  6.24s/it, 191 steps of size 2.13e-01. acc. prob=0.76]
warmup:   1%|          | 145/15000 [2:10:01<26:16:26,  6.37s/it, 255 steps of size 1.79e-01. acc. prob=0.76]
warmup:   1%|          | 146/15000 [2:10:04<22:35:36,  5.48s/it, 127 steps of size 2.86e-01. acc. prob=0.76]
warmup:   1%|          | 147/15000 [2:10:08<21:01:58,  5.10s/it, 159 steps of size 1.93e-01. acc. prob=0.76]
warmup:   1%|          | 148/15000 [2:10:22<31:33:46,  7.65s/it, 511 steps of size 1.91e-01. acc. prob=0.76]
warmup:   1%|          | 149/15000 [2:10:25<26:17:00,  6.37s/it, 127 steps of size 2.46e-01. acc. prob=0.76]
warmup:   1%|          | 150/15000 [2:10:32<26:50:35,  6.51s/it, 255 steps of size 2.59e-02. acc. prob=0.76]
warmup:   1%|          | 151/15000 [2:10:34<20:52:19,  5.06s/it, 63 steps of size 3.24e-01. acc. prob=0.76] 
warmup:   1%|          | 153/15000 [2:10:35<12:03:38,  2.92s/it, 31 steps of size 5.30e-03. acc. prob=0.75]
warmup:   1%|          | 154/15000 [2:11:02<36:34:15,  8.87s/it, 1023 steps of size 6.83e-03. acc. prob=0.75]
warmup:   1%|          | 155/15000 [2:11:29<56:02:40, 13.59s/it, 1023 steps of size 1.05e-02. acc. prob=0.75]
warmup:   1%|          | 156/15000 [2:11:38<51:11:19, 12.41s/it, 511 steps of size 1.48e-02. acc. prob=0.75] 
warmup:   1%|          | 157/15000 [2:11:41<40:42:27,  9.87s/it, 255 steps of size 2.51e-02. acc. prob=0.75]
warmup:   1%|          | 158/15000 [2:11:42<30:05:42,  7.30s/it, 63 steps of size 1.83e-02. acc. prob=0.75] 
warmup:   1%|          | 159/15000 [2:11:44<23:21:35,  5.67s/it, 127 steps of size 3.04e-02. acc. prob=0.75]
warmup:   1%|          | 160/15000 [2:11:45<18:33:32,  4.50s/it, 127 steps of size 4.66e-02. acc. prob=0.75]
warmup:   1%|          | 161/15000 [2:11:46<13:56:24,  3.38s/it, 55 steps of size 3.83e-02. acc. prob=0.75] 
warmup:   1%|          | 162/15000 [2:11:47<10:49:21,  2.63s/it, 63 steps of size 7.03e-02. acc. prob=0.76]
warmup:   1%|          | 163/15000 [2:11:47<8:05:47,  1.96s/it, 31 steps of size 1.16e-02. acc. prob=0.75] 
warmup:   1%|          | 164/15000 [2:11:51<9:49:53,  2.39s/it, 255 steps of size 2.19e-02. acc. prob=0.75]
warmup:   1%|          | 165/15000 [2:11:54<11:02:04,  2.68s/it, 255 steps of size 3.47e-02. acc. prob=0.76]
warmup:   1%|          | 166/15000 [2:11:57<10:53:33,  2.64s/it, 191 steps of size 1.68e-02. acc. prob=0.75]
warmup:   1%|          | 167/15000 [2:12:00<11:43:58,  2.85s/it, 255 steps of size 2.58e-02. acc. prob=0.76]
warmup:   1%|          | 168/15000 [2:12:02<10:15:15,  2.49s/it, 127 steps of size 4.77e-02. acc. prob=0.76]
warmup:   1%|          | 169/15000 [2:12:02<8:10:14,  1.98s/it, 63 steps of size 6.45e-02. acc. prob=0.76]  
warmup:   1%|          | 170/15000 [2:12:03<6:09:39,  1.50s/it, 27 steps of size 8.25e-03. acc. prob=0.75]
warmup:   1%|          | 171/15000 [2:12:09<12:28:40,  3.03s/it, 511 steps of size 1.53e-02. acc. prob=0.76]
warmup:   1%|          | 172/15000 [2:12:13<12:59:32,  3.15s/it, 255 steps of size 1.51e-02. acc. prob=0.76]
warmup:   1%|          | 173/15000 [2:12:14<11:06:19,  2.70s/it, 127 steps of size 2.51e-02. acc. prob=0.76]
warmup:   1%|          | 174/15000 [2:12:15<8:48:48,  2.14s/it, 63 steps of size 4.46e-02. acc. prob=0.76]  
warmup:   1%|          | 175/15000 [2:12:15<6:24:55,  1.56s/it, 15 steps of size 2.32e-02. acc. prob=0.76]
warmup:   1%|          | 176/15000 [2:12:16<5:31:44,  1.34s/it, 63 steps of size 1.12e-02. acc. prob=0.76]
warmup:   1%|          | 177/15000 [2:12:20<7:52:20,  1.91s/it, 255 steps of size 1.89e-02. acc. prob=0.76]
warmup:   1%|          | 178/15000 [2:12:21<7:32:42,  1.83s/it, 127 steps of size 2.40e-02. acc. prob=0.76]
warmup:   1%|          | 179/15000 [2:12:24<9:19:51,  2.27s/it, 255 steps of size 2.41e-02. acc. prob=0.76]
warmup:   1%|          | 180/15000 [2:12:26<8:34:27,  2.08s/it, 127 steps of size 3.40e-02. acc. prob=0.76]
warmup:   1%|          | 181/15000 [2:12:28<8:02:33,  1.95s/it, 127 steps of size 5.06e-02. acc. prob=0.76]
warmup:   1%|          | 182/15000 [2:12:29<6:41:13,  1.62s/it, 63 steps of size 6.88e-03. acc. prob=0.76] 
warmup:   1%|          | 183/15000 [2:12:35<12:58:09,  3.15s/it, 511 steps of size 1.21e-02. acc. prob=0.76]
warmup:   1%|          | 184/15000 [2:12:41<15:27:38,  3.76s/it, 255 steps of size 2.07e-02. acc. prob=0.76]
warmup:   1%|          | 185/15000 [2:12:44<14:51:17,  3.61s/it, 127 steps of size 3.19e-02. acc. prob=0.76]
warmup:   1%|          | 186/15000 [2:12:45<12:26:25,  3.02s/it, 63 steps of size 6.65e-03. acc. prob=0.76] 
warmup:   1%|          | 187/15000 [2:12:52<16:46:10,  4.08s/it, 255 steps of size 1.14e-02. acc. prob=0.76]
warmup:   1%|▏         | 188/15000 [2:13:06<28:29:48,  6.93s/it, 511 steps of size 1.94e-02. acc. prob=0.76]
warmup:   1%|▏         | 189/15000 [2:13:09<23:59:46,  5.83s/it, 127 steps of size 3.23e-02. acc. prob=0.76]
warmup:   1%|▏         | 190/15000 [2:13:12<21:00:40,  5.11s/it, 127 steps of size 1.73e-02. acc. prob=0.76]
warmup:   1%|▏         | 191/15000 [2:13:19<22:58:24,  5.58s/it, 255 steps of size 2.87e-02. acc. prob=0.76]
warmup:   1%|▏         | 192/15000 [2:13:21<18:11:13,  4.42s/it, 63 steps of size 4.01e-02. acc. prob=0.76] 
warmup:   1%|▏         | 193/15000 [2:13:22<14:45:57,  3.59s/it, 63 steps of size 4.80e-02. acc. prob=0.76]
warmup:   1%|▏         | 194/15000 [2:13:23<11:10:24,  2.72s/it, 25 steps of size 2.02e-02. acc. prob=0.76]
warmup:   1%|▏         | 195/15000 [2:13:26<11:55:26,  2.90s/it, 127 steps of size 3.33e-02. acc. prob=0.76]
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warmup:   1%|▏         | 202/15000 [2:13:51<14:23:05,  3.50s/it, 63 steps of size 1.81e-02. acc. prob=0.76] 
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warmup:   1%|▏         | 206/15000 [2:14:06<14:14:58,  3.47s/it, 127 steps of size 1.75e-02. acc. prob=0.76]
warmup:   1%|▏         | 207/15000 [2:14:10<14:02:31,  3.42s/it, 127 steps of size 2.79e-02. acc. prob=0.76]
warmup:   1%|▏         | 208/15000 [2:14:13<13:57:37,  3.40s/it, 127 steps of size 4.35e-02. acc. prob=0.76]
warmup:   1%|▏         | 209/15000 [2:14:15<11:43:09,  2.85s/it, 61 steps of size 1.07e-02. acc. prob=0.76] 
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warmup:   1%|▏         | 211/15000 [2:14:35<25:42:40,  6.26s/it, 255 steps of size 2.05e-02. acc. prob=0.76]
warmup:   1%|▏         | 212/15000 [2:14:38<22:06:09,  5.38s/it, 127 steps of size 2.11e-02. acc. prob=0.76]
warmup:   1%|▏         | 213/15000 [2:14:42<19:30:40,  4.75s/it, 127 steps of size 2.97e-02. acc. prob=0.76]
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warmup:   1%|▏         | 216/15000 [2:15:00<27:09:42,  6.61s/it, 511 steps of size 1.91e-02. acc. prob=0.76]
warmup:   1%|▏         | 217/15000 [2:15:03<23:03:20,  5.61s/it, 127 steps of size 2.96e-02. acc. prob=0.76]
warmup:   1%|▏         | 218/15000 [2:15:10<24:26:53,  5.95s/it, 255 steps of size 4.24e-02. acc. prob=0.77]
warmup:   1%|▏         | 219/15000 [2:15:13<20:43:04,  5.05s/it, 114 steps of size 1.29e-02. acc. prob=0.76]
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warmup:   2%|▏         | 225/15000 [2:15:30<10:00:14,  2.44s/it, 63 steps of size 4.13e-02. acc. prob=0.77]
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warmup:   2%|▏         | 228/15000 [2:15:35<8:51:58,  2.16s/it, 127 steps of size 4.01e-02. acc. prob=0.77]
warmup:   2%|▏         | 229/15000 [2:15:37<8:12:33,  2.00s/it, 63 steps of size 5.40e-02. acc. prob=0.77] 
warmup:   2%|▏         | 230/15000 [2:15:38<7:47:48,  1.90s/it, 63 steps of size 1.58e-02. acc. prob=0.76]
warmup:   2%|▏         | 231/15000 [2:15:42<9:29:11,  2.31s/it, 127 steps of size 2.34e-02. acc. prob=0.77]
warmup:   2%|▏         | 232/15000 [2:15:45<10:45:54,  2.62s/it, 127 steps of size 3.05e-02. acc. prob=0.77]
warmup:   2%|▏         | 233/15000 [2:15:48<11:36:01,  2.83s/it, 127 steps of size 3.80e-02. acc. prob=0.77]
warmup:   2%|▏         | 234/15000 [2:15:52<12:19:00,  3.00s/it, 127 steps of size 2.62e-02. acc. prob=0.77]
warmup:   2%|▏         | 235/15000 [2:15:55<12:42:09,  3.10s/it, 127 steps of size 3.83e-02. acc. prob=0.77]
warmup:   2%|▏         | 236/15000 [2:15:57<10:57:32,  2.67s/it, 63 steps of size 2.68e-02. acc. prob=0.77] 
warmup:   2%|▏         | 237/15000 [2:16:03<15:48:14,  3.85s/it, 255 steps of size 2.79e-02. acc. prob=0.77]
warmup:   2%|▏         | 238/15000 [2:16:07<15:08:42,  3.69s/it, 127 steps of size 3.95e-02. acc. prob=0.77]
warmup:   2%|▏         | 239/15000 [2:16:10<14:41:50,  3.58s/it, 127 steps of size 2.58e-02. acc. prob=0.77]
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warmup:   2%|▏         | 241/15000 [2:16:17<14:08:08,  3.45s/it, 127 steps of size 2.28e-02. acc. prob=0.77]
warmup:   2%|▏         | 242/15000 [2:16:20<14:02:22,  3.42s/it, 127 steps of size 3.30e-02. acc. prob=0.77]
warmup:   2%|▏         | 243/15000 [2:16:23<13:48:31,  3.37s/it, 127 steps of size 4.71e-02. acc. prob=0.77]
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warmup:   2%|▏         | 246/15000 [2:16:32<12:45:18,  3.11s/it, 127 steps of size 3.37e-02. acc. prob=0.77]
warmup:   2%|▏         | 247/15000 [2:16:33<10:57:49,  2.68s/it, 63 steps of size 4.49e-02. acc. prob=0.77] 
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warmup:   2%|▏         | 264/15000 [2:17:34<15:47:50,  3.86s/it, 255 steps of size 4.00e-02. acc. prob=0.77]
warmup:   2%|▏         | 265/15000 [2:17:37<15:05:25,  3.69s/it, 127 steps of size 7.12e-02. acc. prob=0.77]
warmup:   2%|▏         | 266/15000 [2:17:38<11:35:51,  2.83s/it, 31 steps of size 9.87e-02. acc. prob=0.77] 
warmup:   2%|▏         | 267/15000 [2:17:39<10:09:38,  2.48s/it, 63 steps of size 1.58e-01. acc. prob=0.77]
warmup:   2%|▏         | 268/15000 [2:17:40<7:37:16,  1.86s/it, 15 steps of size 1.51e-02. acc. prob=0.77] 
warmup:   2%|▏         | 269/15000 [2:18:00<29:51:16,  7.30s/it, 767 steps of size 2.81e-02. acc. prob=0.77]
warmup:   2%|▏         | 270/15000 [2:18:07<29:11:54,  7.14s/it, 255 steps of size 5.14e-02. acc. prob=0.77]
warmup:   2%|▏         | 271/15000 [2:18:10<24:26:02,  5.97s/it, 127 steps of size 7.66e-02. acc. prob=0.77]
warmup:   2%|▏         | 272/15000 [2:18:11<19:11:59,  4.69s/it, 63 steps of size 1.35e-01. acc. prob=0.77] 
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warmup:   2%|▏         | 275/15000 [2:18:17<12:01:20,  2.94s/it, 63 steps of size 1.47e-01. acc. prob=0.77] 
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warmup:   2%|▏         | 280/15000 [2:18:28<12:35:16,  3.08s/it, 255 steps of size 3.41e-02. acc. prob=0.77]
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warmup:   2%|▏         | 285/15000 [2:18:42<10:40:10,  2.61s/it, 63 steps of size 1.31e-01. acc. prob=0.77] 
warmup:   2%|▏         | 286/15000 [2:18:42<8:19:31,  2.04s/it, 26 steps of size 9.36e-02. acc. prob=0.77] 
warmup:   2%|▏         | 287/15000 [2:18:43<6:49:35,  1.67s/it, 31 steps of size 1.38e-01. acc. prob=0.77]
warmup:   2%|▏         | 288/15000 [2:18:43<5:04:30,  1.24s/it, 9 steps of size 1.77e-02. acc. prob=0.77] 
warmup:   2%|▏         | 289/15000 [2:18:50<11:40:28,  2.86s/it, 255 steps of size 2.96e-02. acc. prob=0.77]
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warmup:   2%|▏         | 291/15000 [2:19:00<16:45:07,  4.10s/it, 255 steps of size 6.41e-02. acc. prob=0.77]
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warmup:   2%|▏         | 294/15000 [2:19:05<10:11:45,  2.50s/it, 63 steps of size 1.14e-01. acc. prob=0.77]
warmup:   2%|▏         | 295/15000 [2:19:07<9:09:55,  2.24s/it, 63 steps of size 1.16e-01. acc. prob=0.77] 
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warmup:   2%|▏         | 298/15000 [2:19:15<12:37:19,  3.09s/it, 255 steps of size 3.90e-02. acc. prob=0.77]
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warmup:   2%|▏         | 300/15000 [2:19:20<11:05:13,  2.72s/it, 63 steps of size 9.22e-02. acc. prob=0.77] 
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warmup:   2%|▏         | 335/15000 [2:20:12<6:21:02,  1.56s/it, 31 steps of size 8.63e-02. acc. prob=0.78]
warmup:   2%|▏         | 336/15000 [2:20:13<6:30:43,  1.60s/it, 63 steps of size 1.18e-01. acc. prob=0.78]
warmup:   2%|▏         | 337/15000 [2:20:14<5:33:30,  1.36s/it, 31 steps of size 2.95e-02. acc. prob=0.77]
warmup:   2%|▏         | 338/15000 [2:20:18<8:03:41,  1.98s/it, 127 steps of size 4.03e-02. acc. prob=0.77]
warmup:   2%|▏         | 339/15000 [2:20:19<7:41:33,  1.89s/it, 63 steps of size 5.88e-02. acc. prob=0.78] 
warmup:   2%|▏         | 340/15000 [2:20:21<7:28:16,  1.83s/it, 63 steps of size 7.50e-02. acc. prob=0.78]
warmup:   2%|▏         | 341/15000 [2:20:23<7:14:29,  1.78s/it, 63 steps of size 7.44e-02. acc. prob=0.78]
warmup:   2%|▏         | 342/15000 [2:20:24<7:08:16,  1.75s/it, 63 steps of size 1.05e-01. acc. prob=0.78]
warmup:   2%|▏         | 343/15000 [2:20:25<5:58:57,  1.47s/it, 31 steps of size 3.85e-02. acc. prob=0.77]
warmup:   2%|▏         | 344/15000 [2:20:28<8:14:23,  2.02s/it, 127 steps of size 5.31e-02. acc. prob=0.78]
warmup:   2%|▏         | 345/15000 [2:20:30<7:49:38,  1.92s/it, 63 steps of size 5.28e-02. acc. prob=0.78] 
warmup:   2%|▏         | 346/15000 [2:20:31<6:30:49,  1.60s/it, 31 steps of size 7.64e-02. acc. prob=0.78]
warmup:   2%|▏         | 347/15000 [2:20:34<8:38:55,  2.12s/it, 127 steps of size 5.44e-02. acc. prob=0.78]
warmup:   2%|▏         | 348/15000 [2:20:36<8:07:56,  2.00s/it, 63 steps of size 6.85e-02. acc. prob=0.78] 
warmup:   2%|▏         | 349/15000 [2:20:38<7:42:20,  1.89s/it, 63 steps of size 9.49e-02. acc. prob=0.78]
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warmup:   2%|▏         | 353/15000 [2:20:45<8:11:26,  2.01s/it, 127 steps of size 4.80e-02. acc. prob=0.78]
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warmup:   2%|▏         | 363/15000 [2:20:59<6:12:50,  1.53s/it, 63 steps of size 1.12e-01. acc. prob=0.78]
warmup:   2%|▏         | 364/15000 [2:21:00<5:22:14,  1.32s/it, 31 steps of size 1.50e-01. acc. prob=0.78]
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warmup:   2%|▏         | 366/15000 [2:21:02<5:02:43,  1.24s/it, 63 steps of size 8.98e-02. acc. prob=0.78]
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warmup:   2%|▏         | 373/15000 [2:21:11<5:25:05,  1.33s/it, 63 steps of size 9.14e-02. acc. prob=0.78]
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warmup:   3%|▎         | 378/15000 [2:21:16<4:26:41,  1.09s/it, 63 steps of size 7.45e-02. acc. prob=0.78]
warmup:   3%|▎         | 379/15000 [2:21:18<5:07:31,  1.26s/it, 63 steps of size 1.02e-01. acc. prob=0.78]
warmup:   3%|▎         | 380/15000 [2:21:18<4:36:06,  1.13s/it, 31 steps of size 1.29e-01. acc. prob=0.78]
warmup:   3%|▎         | 381/15000 [2:21:19<4:12:57,  1.04s/it, 31 steps of size 6.33e-02. acc. prob=0.78]
warmup:   3%|▎         | 382/15000 [2:21:23<7:04:19,  1.74s/it, 127 steps of size 5.39e-02. acc. prob=0.78]
warmup:   3%|▎         | 383/15000 [2:21:24<6:56:33,  1.71s/it, 63 steps of size 7.23e-02. acc. prob=0.78] 
warmup:   3%|▎         | 384/15000 [2:21:26<6:52:42,  1.69s/it, 63 steps of size 9.77e-02. acc. prob=0.78]
warmup:   3%|▎         | 385/15000 [2:21:28<6:48:21,  1.68s/it, 63 steps of size 3.61e-02. acc. prob=0.78]
warmup:   3%|▎         | 386/15000 [2:21:31<8:50:08,  2.18s/it, 127 steps of size 4.96e-02. acc. prob=0.78]
warmup:   3%|▎         | 387/15000 [2:21:33<8:11:12,  2.02s/it, 63 steps of size 6.59e-02. acc. prob=0.78] 
warmup:   3%|▎         | 388/15000 [2:21:34<7:45:27,  1.91s/it, 63 steps of size 8.33e-02. acc. prob=0.78]
warmup:   3%|▎         | 389/15000 [2:21:36<7:25:50,  1.83s/it, 63 steps of size 4.83e-02. acc. prob=0.78]
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warmup:   3%|▎         | 391/15000 [2:21:40<7:33:04,  1.86s/it, 31 steps of size 8.22e-02. acc. prob=0.78] 
warmup:   3%|▎         | 392/15000 [2:21:41<6:17:33,  1.55s/it, 31 steps of size 4.18e-02. acc. prob=0.78]
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warmup:   3%|▎         | 395/15000 [2:21:48<7:35:01,  1.87s/it, 63 steps of size 1.05e-01. acc. prob=0.78]
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warmup:   3%|▎         | 406/15000 [2:22:03<5:45:19,  1.42s/it, 63 steps of size 1.36e-01. acc. prob=0.78]
warmup:   3%|▎         | 407/15000 [2:22:03<5:01:46,  1.24s/it, 31 steps of size 1.14e-01. acc. prob=0.78]
warmup:   3%|▎         | 408/15000 [2:22:05<5:35:12,  1.38s/it, 63 steps of size 1.01e-01. acc. prob=0.78]
warmup:   3%|▎         | 409/15000 [2:22:07<5:54:24,  1.46s/it, 63 steps of size 1.07e-01. acc. prob=0.78]
warmup:   3%|▎         | 410/15000 [2:22:08<6:10:21,  1.52s/it, 63 steps of size 1.21e-01. acc. prob=0.78]
warmup:   3%|▎         | 411/15000 [2:22:09<5:18:14,  1.31s/it, 31 steps of size 6.01e-02. acc. prob=0.78]
warmup:   3%|▎         | 412/15000 [2:22:11<5:44:20,  1.42s/it, 63 steps of size 8.03e-02. acc. prob=0.78]
warmup:   3%|▎         | 413/15000 [2:22:12<4:59:40,  1.23s/it, 31 steps of size 1.03e-01. acc. prob=0.78]
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warmup:   3%|▎         | 418/15000 [2:22:22<8:53:04,  2.19s/it, 127 steps of size 8.51e-02. acc. prob=0.78]
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warmup:   3%|▎         | 420/15000 [2:22:25<8:06:16,  2.00s/it, 95 steps of size 5.58e-02. acc. prob=0.78]
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warmup:   3%|▎         | 427/15000 [2:22:34<3:39:34,  1.11it/s, 31 steps of size 7.81e-02. acc. prob=0.78]
warmup:   3%|▎         | 428/15000 [2:22:34<3:35:20,  1.13it/s, 63 steps of size 9.68e-02. acc. prob=0.78]
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warmup:   7%|▋         | 1000/15000 [2:36:38<5:37:14,  1.45s/it, 63 steps of size 6.88e-02. acc. prob=0.79]
warmup:   7%|▋         | 1001/15000 [2:36:40<5:52:09,  1.51s/it, 63 steps of size 8.22e-02. acc. prob=0.79]
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warmup:  13%|█▎        | 1878/15000 [2:54:06<4:41:45,  1.29s/it, 127 steps of size 6.04e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1879/15000 [2:54:07<4:10:58,  1.15s/it, 63 steps of size 6.79e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1880/15000 [2:54:08<3:50:10,  1.05s/it, 63 steps of size 7.98e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1881/15000 [2:54:08<3:34:24,  1.02it/s, 63 steps of size 1.00e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1882/15000 [2:54:09<2:57:36,  1.23it/s, 31 steps of size 1.08e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1883/15000 [2:54:10<2:58:06,  1.23it/s, 63 steps of size 7.45e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1884/15000 [2:54:11<3:00:21,  1.21it/s, 63 steps of size 8.31e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1885/15000 [2:54:11<3:00:04,  1.21it/s, 63 steps of size 5.41e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1886/15000 [2:54:12<3:01:09,  1.21it/s, 63 steps of size 6.95e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1887/15000 [2:54:13<3:00:49,  1.21it/s, 63 steps of size 8.06e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1888/15000 [2:54:14<3:01:51,  1.20it/s, 63 steps of size 7.73e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1889/15000 [2:54:15<3:00:44,  1.21it/s, 63 steps of size 9.53e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1890/15000 [2:54:16<2:59:45,  1.22it/s, 63 steps of size 4.01e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1891/15000 [2:54:16<2:59:47,  1.22it/s, 63 steps of size 5.07e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1892/15000 [2:54:17<3:00:25,  1.21it/s, 63 steps of size 5.25e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1893/15000 [2:54:19<3:53:03,  1.07s/it, 127 steps of size 6.56e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1894/15000 [2:54:20<3:37:55,  1.00it/s, 63 steps of size 7.80e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1895/15000 [2:54:20<2:58:56,  1.22it/s, 31 steps of size 6.34e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1896/15000 [2:54:23<4:50:19,  1.33s/it, 191 steps of size 5.24e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1897/15000 [2:54:23<4:16:21,  1.17s/it, 63 steps of size 6.72e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1898/15000 [2:54:24<3:56:05,  1.08s/it, 63 steps of size 7.31e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1899/15000 [2:54:25<3:13:07,  1.13it/s, 31 steps of size 8.17e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1900/15000 [2:54:25<2:32:00,  1.44it/s, 18 steps of size 4.22e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1901/15000 [2:54:26<2:42:20,  1.34it/s, 63 steps of size 5.36e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1902/15000 [2:54:27<2:48:59,  1.29it/s, 63 steps of size 6.45e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1903/15000 [2:54:27<2:50:50,  1.28it/s, 63 steps of size 8.16e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1904/15000 [2:54:28<2:26:06,  1.49it/s, 31 steps of size 1.02e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1905/15000 [2:54:28<2:08:36,  1.70it/s, 31 steps of size 1.04e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1906/15000 [2:54:29<1:57:11,  1.86it/s, 31 steps of size 9.14e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1907/15000 [2:54:29<2:15:44,  1.61it/s, 63 steps of size 9.62e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1908/15000 [2:54:30<2:30:07,  1.45it/s, 63 steps of size 5.78e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1909/15000 [2:54:31<2:38:14,  1.38it/s, 63 steps of size 5.82e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1910/15000 [2:54:32<2:44:23,  1.33it/s, 63 steps of size 6.92e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1911/15000 [2:54:33<2:48:19,  1.30it/s, 63 steps of size 8.77e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1912/15000 [2:54:34<2:52:56,  1.26it/s, 63 steps of size 6.33e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1913/15000 [2:54:35<3:48:55,  1.05s/it, 127 steps of size 7.93e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1914/15000 [2:54:37<4:03:12,  1.12s/it, 95 steps of size 7.10e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1915/15000 [2:54:37<3:44:18,  1.03s/it, 63 steps of size 8.91e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1916/15000 [2:54:38<3:03:30,  1.19it/s, 31 steps of size 1.11e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1917/15000 [2:54:38<2:24:17,  1.51it/s, 19 steps of size 5.26e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1918/15000 [2:54:40<3:31:44,  1.03it/s, 127 steps of size 3.82e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1919/15000 [2:54:41<4:14:19,  1.17s/it, 127 steps of size 4.84e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1920/15000 [2:54:42<3:51:50,  1.06s/it, 63 steps of size 6.09e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1921/15000 [2:54:43<3:35:39,  1.01it/s, 63 steps of size 7.64e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1922/15000 [2:54:44<3:24:56,  1.06it/s, 63 steps of size 9.56e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1923/15000 [2:54:44<2:49:29,  1.29it/s, 31 steps of size 8.54e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1924/15000 [2:54:46<3:35:02,  1.01it/s, 110 steps of size 7.01e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1925/15000 [2:54:46<3:24:41,  1.06it/s, 63 steps of size 4.28e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1926/15000 [2:54:50<6:03:08,  1.67s/it, 255 steps of size 5.02e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1927/15000 [2:54:52<6:01:53,  1.66s/it, 127 steps of size 6.05e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1928/15000 [2:54:52<5:09:01,  1.42s/it, 63 steps of size 7.54e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1929/15000 [2:54:53<4:02:45,  1.11s/it, 31 steps of size 8.74e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1930/15000 [2:54:53<3:30:24,  1.04it/s, 47 steps of size 9.73e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1931/15000 [2:54:54<3:20:41,  1.09it/s, 63 steps of size 5.52e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1932/15000 [2:54:56<4:11:48,  1.16s/it, 127 steps of size 6.46e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1933/15000 [2:54:57<3:49:26,  1.05s/it, 63 steps of size 3.13e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1934/15000 [2:55:00<6:21:48,  1.75s/it, 255 steps of size 3.87e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1935/15000 [2:55:02<6:15:08,  1.72s/it, 127 steps of size 2.27e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1936/15000 [2:55:05<8:05:13,  2.23s/it, 255 steps of size 2.54e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1937/15000 [2:55:08<9:14:23,  2.55s/it, 255 steps of size 3.07e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1938/15000 [2:55:10<8:17:49,  2.29s/it, 127 steps of size 3.80e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1939/15000 [2:55:11<6:42:17,  1.85s/it, 63 steps of size 4.70e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1940/15000 [2:55:12<5:35:56,  1.54s/it, 63 steps of size 5.79e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1941/15000 [2:55:13<4:47:45,  1.32s/it, 63 steps of size 6.37e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1942/15000 [2:55:13<4:16:13,  1.18s/it, 63 steps of size 7.77e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1943/15000 [2:55:14<3:38:48,  1.01s/it, 47 steps of size 9.68e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1944/15000 [2:55:15<3:03:34,  1.19it/s, 35 steps of size 5.17e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1945/15000 [2:55:16<3:54:06,  1.08s/it, 127 steps of size 5.85e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1946/15000 [2:55:17<3:18:04,  1.10it/s, 38 steps of size 5.07e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1947/15000 [2:55:17<3:12:34,  1.13it/s, 63 steps of size 6.36e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1948/15000 [2:55:18<3:09:21,  1.15it/s, 63 steps of size 6.72e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1949/15000 [2:55:19<3:05:16,  1.17it/s, 63 steps of size 4.39e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1950/15000 [2:55:21<3:57:26,  1.09s/it, 127 steps of size 5.49e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1951/15000 [2:55:22<3:38:55,  1.01s/it, 63 steps of size 6.84e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1952/15000 [2:55:22<3:27:14,  1.05it/s, 63 steps of size 5.69e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1953/15000 [2:55:23<3:17:50,  1.10it/s, 63 steps of size 6.39e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1954/15000 [2:55:25<4:08:25,  1.14s/it, 127 steps of size 7.56e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1955/15000 [2:55:26<3:47:59,  1.05s/it, 63 steps of size 9.32e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1956/15000 [2:55:27<3:33:14,  1.02it/s, 63 steps of size 4.62e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1957/15000 [2:55:27<3:23:52,  1.07it/s, 63 steps of size 2.91e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1958/15000 [2:55:29<4:13:47,  1.17s/it, 127 steps of size 3.55e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1959/15000 [2:55:31<4:43:41,  1.31s/it, 127 steps of size 3.85e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1960/15000 [2:55:32<5:07:29,  1.41s/it, 127 steps of size 4.78e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1961/15000 [2:55:33<4:27:30,  1.23s/it, 63 steps of size 5.76e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1962/15000 [2:55:34<4:00:34,  1.11s/it, 63 steps of size 7.05e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1963/15000 [2:55:34<3:13:50,  1.12it/s, 31 steps of size 7.03e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1964/15000 [2:55:35<3:10:19,  1.14it/s, 63 steps of size 5.33e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1965/15000 [2:55:36<2:45:33,  1.31it/s, 39 steps of size 5.02e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1966/15000 [2:55:37<2:49:07,  1.28it/s, 63 steps of size 4.24e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1967/15000 [2:55:38<3:43:15,  1.03s/it, 127 steps of size 5.03e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1968/15000 [2:55:40<4:24:15,  1.22s/it, 127 steps of size 6.24e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1969/15000 [2:55:41<3:58:37,  1.10s/it, 63 steps of size 7.53e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1970/15000 [2:55:41<3:41:45,  1.02s/it, 63 steps of size 9.20e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1971/15000 [2:55:42<3:01:19,  1.20it/s, 31 steps of size 8.58e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1972/15000 [2:55:43<3:01:26,  1.20it/s, 63 steps of size 7.48e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1973/15000 [2:55:44<3:01:31,  1.20it/s, 63 steps of size 6.71e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1974/15000 [2:55:46<4:54:06,  1.35s/it, 191 steps of size 4.31e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1975/15000 [2:55:48<4:57:39,  1.37s/it, 111 steps of size 2.75e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1976/15000 [2:55:49<5:14:52,  1.45s/it, 127 steps of size 3.41e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1977/15000 [2:55:51<5:28:22,  1.51s/it, 127 steps of size 2.59e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1978/15000 [2:55:53<5:40:04,  1.57s/it, 127 steps of size 3.19e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1979/15000 [2:55:53<4:51:27,  1.34s/it, 63 steps of size 3.92e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1980/15000 [2:55:55<5:13:17,  1.44s/it, 127 steps of size 4.78e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1981/15000 [2:55:57<5:25:30,  1.50s/it, 127 steps of size 4.68e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1982/15000 [2:55:57<4:42:57,  1.30s/it, 63 steps of size 5.54e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1983/15000 [2:55:59<5:03:12,  1.40s/it, 127 steps of size 5.65e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1984/15000 [2:56:01<5:18:53,  1.47s/it, 127 steps of size 3.32e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1985/15000 [2:56:04<7:18:55,  2.02s/it, 255 steps of size 4.02e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1986/15000 [2:56:05<6:01:32,  1.67s/it, 63 steps of size 4.93e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1987/15000 [2:56:07<6:00:37,  1.66s/it, 127 steps of size 6.04e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1988/15000 [2:56:07<5:07:24,  1.42s/it, 63 steps of size 3.95e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1989/15000 [2:56:09<5:22:23,  1.49s/it, 127 steps of size 4.77e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1990/15000 [2:56:10<4:41:08,  1.30s/it, 63 steps of size 5.02e-02. acc. prob=0.79] 
warmup:  13%|█▎        | 1991/15000 [2:56:11<4:10:51,  1.16s/it, 63 steps of size 5.76e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1992/15000 [2:56:12<3:50:56,  1.07s/it, 63 steps of size 5.71e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1993/15000 [2:56:12<3:35:42,  1.00it/s, 63 steps of size 5.69e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1994/15000 [2:56:13<3:25:53,  1.05it/s, 63 steps of size 6.40e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1995/15000 [2:56:14<3:17:19,  1.10it/s, 63 steps of size 7.51e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1996/15000 [2:56:14<2:45:29,  1.31it/s, 31 steps of size 7.49e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1997/15000 [2:56:15<2:22:07,  1.52it/s, 31 steps of size 9.23e-02. acc. prob=0.79]
warmup:  13%|█▎        | 1998/15000 [2:56:15<2:06:29,  1.71it/s, 31 steps of size 1.00e-01. acc. prob=0.79]
warmup:  13%|█▎        | 1999/15000 [2:56:16<2:21:58,  1.53it/s, 63 steps of size 9.59e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2000/15000 [2:56:17<2:06:31,  1.71it/s, 31 steps of size 1.07e-01. acc. prob=0.79]
warmup:  13%|█▎        | 2001/15000 [2:56:17<1:55:13,  1.88it/s, 31 steps of size 8.22e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2002/15000 [2:56:18<2:14:59,  1.60it/s, 63 steps of size 9.86e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2003/15000 [2:56:18<2:00:32,  1.80it/s, 31 steps of size 8.64e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2004/15000 [2:56:19<2:18:58,  1.56it/s, 63 steps of size 4.96e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2005/15000 [2:56:20<2:30:13,  1.44it/s, 63 steps of size 5.77e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2006/15000 [2:56:21<2:38:23,  1.37it/s, 63 steps of size 6.87e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2007/15000 [2:56:21<2:43:40,  1.32it/s, 63 steps of size 7.42e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2008/15000 [2:56:22<2:49:29,  1.28it/s, 63 steps of size 7.58e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2009/15000 [2:56:23<2:25:20,  1.49it/s, 31 steps of size 7.85e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2010/15000 [2:56:23<2:08:40,  1.68it/s, 31 steps of size 8.66e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2011/15000 [2:56:24<2:23:26,  1.51it/s, 63 steps of size 6.86e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2012/15000 [2:56:25<2:34:05,  1.40it/s, 63 steps of size 6.56e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2013/15000 [2:56:26<2:40:41,  1.35it/s, 63 steps of size 6.99e-02. acc. prob=0.79]
warmup:  13%|█▎        | 2014/15000 [2:56:26<2:47:52,  1.29it/s, 63 steps of size 6.81e-02. acc. prob=0.79]
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                             mean       std    median      5.0%     95.0%     n_eff     r_hat
             beta_bpl_0      1.41      0.82      1.34      0.04      2.67   6800.90      1.00
  chi_eff_epsilon_bpl_0     -0.58      0.29     -0.62     -1.00     -0.18   4879.35      1.00
      chi_eff_loc_bpl_0     -0.03      0.04     -0.04     -0.09      0.03   5077.60      1.00
    chi_eff_scale_bpl_0      0.09      0.01      0.09      0.07      0.11   7122.87      1.00
               lambda_0      0.37      0.16      0.36      0.11      0.64   2631.65      1.00
               lambda_1      0.58      0.16      0.59      0.32      0.83   2636.83      1.00
               log_rate      2.70      0.19      2.70      2.39      3.01   6616.37      1.00
        m1_alpha1_bpl_0      1.51      1.19      1.68     -0.26      3.22   2057.87      1.00
        m1_alpha2_bpl_0      4.76      1.00      4.69      3.13      6.29   3965.65      1.00
         m1_break_bpl_0     34.80      7.61     34.77     20.00     45.70   4353.47      1.00
               m1_delta      4.30      2.73      4.02      0.01      8.30   7253.70      1.00
           m1_loc_gpl_0      9.69      0.70      9.84      9.16     10.38    787.26      1.00
           m1_loc_gpl_1     32.55      4.00     32.81     26.04     35.92   2306.67      1.00
         m1_scale_gpl_0      0.64      0.41      0.54      0.15      1.09   1349.29      1.00
         m1_scale_gpl_1      4.54      2.55      3.99      0.77      8.81   2720.01      1.00
                  m1min      5.01      1.38      4.79      3.00      6.93   2605.03      1.00
         m2_delta_bpl_0      4.35      2.62      4.30      0.00      7.99   8189.52      1.00
           m2_low_bpl_0      3.65      0.57      3.49      3.00      4.47   7720.68      1.00
   redshift_kappa_bpl_0      3.39      0.57      3.40      2.47      4.34   6976.12      1.00


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warmup:   0%|          | 48/15000 [52:09<420:06:24, 101.15s/it, 4095 steps of size 1.43e-05. acc. prob=0.76]
warmup:   0%|          | 49/15000 [53:45<414:36:57, 99.83s/it, 4095 steps of size 1.79e-05. acc. prob=0.76] 
warmup:   0%|          | 50/15000 [56:28<493:09:47, 118.76s/it, 4095 steps of size 6.94e-06. acc. prob=0.75]
warmup:   0%|          | 51/15000 [59:26<567:01:57, 136.55s/it, 4095 steps of size 9.20e-06. acc. prob=0.75]
warmup:   0%|          | 52/15000 [1:01:23<542:26:26, 130.64s/it, 4095 steps of size 9.25e-06. acc. prob=0.75]
warmup:   0%|          | 53/15000 [1:03:21<527:05:01, 126.95s/it, 4095 steps of size 9.47e-06. acc. prob=0.75]
warmup:   0%|          | 54/15000 [1:05:18<514:31:31, 123.93s/it, 4095 steps of size 1.30e-05. acc. prob=0.76]
warmup:   0%|          | 55/15000 [1:07:17<507:35:29, 122.27s/it, 4095 steps of size 1.86e-05. acc. prob=0.76]
warmup:   0%|          | 56/15000 [1:09:14<500:51:11, 120.66s/it, 4095 steps of size 7.94e-06. acc. prob=0.75]
warmup:   0%|          | 57/15000 [1:11:12<498:04:04, 119.99s/it, 4095 steps of size 1.28e-05. acc. prob=0.76]
warmup:   0%|          | 58/15000 [1:13:09<494:13:28, 119.07s/it, 4095 steps of size 1.05e-05. acc. prob=0.76]
warmup:   0%|          | 59/15000 [1:16:22<586:42:50, 141.37s/it, 4095 steps of size 1.27e-05. acc. prob=0.76]
warmup:   0%|          | 60/15000 [1:19:34<649:11:06, 156.43s/it, 4095 steps of size 1.29e-05. acc. prob=0.76]
warmup:   0%|          | 61/15000 [1:23:04<716:03:54, 172.56s/it, 4095 steps of size 1.29e-05. acc. prob=0.76]
warmup:   0%|          | 62/15000 [1:25:35<688:26:44, 165.91s/it, 4095 steps of size 8.88e-06. acc. prob=0.76]
warmup:   0%|          | 63/15000 [1:28:58<734:35:38, 177.05s/it, 4095 steps of size 1.40e-05. acc. prob=0.76]
warmup:   0%|          | 64/15000 [1:32:12<756:31:54, 182.35s/it, 4095 steps of size 6.28e-06. acc. prob=0.76]
warmup:   0%|          | 65/15000 [1:35:43<791:59:34, 190.91s/it, 4095 steps of size 9.17e-06. acc. prob=0.76]
warmup:   0%|          | 66/15000 [1:38:06<731:43:08, 176.39s/it, 4095 steps of size 9.81e-06. acc. prob=0.76]
warmup:   0%|          | 67/15000 [1:41:37<774:30:17, 186.72s/it, 4095 steps of size 1.51e-05. acc. prob=0.76]
warmup:   0%|          | 68/15000 [1:44:47<779:16:10, 187.88s/it, 4095 steps of size 2.03e-05. acc. prob=0.77]
warmup:   0%|          | 69/15000 [1:48:18<807:52:43, 194.79s/it, 4095 steps of size 2.48e-05. acc. prob=0.77]
warmup:   0%|          | 70/15000 [1:50:41<743:55:31, 179.38s/it, 4095 steps of size 3.86e-05. acc. prob=0.77]
warmup:   0%|          | 71/15000 [1:54:12<782:49:12, 188.77s/it, 4095 steps of size 3.59e-05. acc. prob=0.77]
warmup:   0%|          | 72/15000 [1:57:27<789:54:22, 190.49s/it, 4095 steps of size 1.23e-05. acc. prob=0.76]
warmup:   0%|          | 73/15000 [2:00:57<814:13:50, 196.37s/it, 4095 steps of size 1.29e-05. acc. prob=0.77]
warmup:   0%|          | 74/15000 [2:03:20<747:53:41, 180.38s/it, 4095 steps of size 5.47e-06. acc. prob=0.76]