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yukawa-2d-diffusion / diffusion /sample_10240_log_linear.log
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YangyangTan
2D Yukawa HMC data + diffusion model (g=0.1)
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Checkpoint: runs/yukawa_L16_g0.1_ncsnpp/models/epoch=0019.ckpt
norm_min: -1.2394908163737572, norm_max: 1.2552167270180536
L=16, g=0.1, sigma=50.0
Sampling (EM) num_steps=2000 n_repeats=1 num_samples/rep=10240
Seed: 0 (fixed IC + reverse-step noise)
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97%|█████████▋| 1942/2000 [01:26<00:02, 22.50it/s] Sampling (EM): 97%|█████████▋| 1945/2000 [01:26<00:02, 22.51it/s] Sampling (EM): 97%|█████████▋| 1948/2000 [01:26<00:02, 22.51it/s] Sampling (EM): 98%|█████████▊| 1951/2000 [01:26<00:02, 22.50it/s] Sampling (EM): 98%|█████████▊| 1954/2000 [01:26<00:02, 22.50it/s] Sampling (EM): 98%|█████████▊| 1957/2000 [01:27<00:01, 22.50it/s] Sampling (EM): 98%|█████████▊| 1960/2000 [01:27<00:01, 22.50it/s] Sampling (EM): 98%|█████████▊| 1963/2000 [01:27<00:01, 22.51it/s] Sampling (EM): 98%|█████████▊| 1966/2000 [01:27<00:01, 22.51it/s] Sampling (EM): 98%|█████████▊| 1969/2000 [01:27<00:01, 22.51it/s] Sampling (EM): 99%|█████████▊| 1972/2000 [01:27<00:01, 22.50it/s] Sampling (EM): 99%|█████████▉| 1975/2000 [01:27<00:01, 22.50it/s] Sampling (EM): 99%|█████████▉| 1978/2000 [01:28<00:00, 22.51it/s] Sampling (EM): 99%|█████████▉| 1981/2000 [01:28<00:00, 22.51it/s] Sampling (EM): 99%|█████████▉| 1984/2000 [01:28<00:00, 22.51it/s] Sampling (EM): 99%|█████████▉| 1987/2000 [01:28<00:00, 22.50it/s] Sampling (EM): 100%|█████████▉| 1990/2000 [01:28<00:00, 22.51it/s] Sampling (EM): 100%|█████████▉| 1993/2000 [01:28<00:00, 22.50it/s] Sampling (EM): 100%|█████████▉| 1996/2000 [01:28<00:00, 22.50it/s] Sampling (EM): 100%|█████████▉| 1999/2000 [01:28<00:00, 22.50it/s] Sampling (EM): 100%|██████████| 2000/2000 [01:29<00:00, 22.46it/s]
Saved samples to runs/yukawa_L16_g0.1_ncsnpp/data/samples_em_log_steps2000_0019.npy, shape: (16, 16, 10240)
Saved plot to runs/yukawa_L16_g0.1_ncsnpp/data/samples_em_log_steps2000_0019.png
Checkpoint: runs/yukawa_L16_g0.1_ncsnpp/models/epoch=0019.ckpt
norm_min: -1.2394908163737572, norm_max: 1.2552167270180536
L=16, g=0.1, sigma=50.0
Sampling (EM) num_steps=2000 n_repeats=1 num_samples/rep=10240
Seed: 0 (fixed IC + reverse-step noise)
 Sampling (EM): 0%| | 0/2000 [00:00<?, ?it/s] Sampling (EM): 0%| | 1/2000 [00:00<06:43, 4.96it/s] Sampling (EM): 0%| | 4/2000 [00:00<02:28, 13.45it/s] Sampling (EM): 0%| | 7/2000 [00:00<01:56, 17.14it/s] Sampling (EM): 0%| | 10/2000 [00:00<01:44, 19.09it/s] Sampling (EM): 1%| | 13/2000 [00:00<01:38, 20.24it/s] Sampling (EM): 1%| | 16/2000 [00:00<01:34, 20.95it/s] Sampling (EM): 1%| | 19/2000 [00:01<01:32, 21.42it/s] Sampling (EM): 1%| | 22/2000 [00:01<01:30, 21.74it/s] Sampling (EM): 1%|▏ | 25/2000 [00:01<01:29, 21.95it/s] Sampling (EM): 1%|▏ | 28/2000 [00:01<01:29, 22.10it/s] Sampling (EM): 2%|▏ | 31/2000 [00:01<01:28, 22.20it/s] Sampling (EM): 2%|▏ | 34/2000 [00:01<01:28, 22.26it/s] Sampling (EM): 2%|▏ | 37/2000 [00:01<01:27, 22.31it/s] Sampling (EM): 2%|▏ | 40/2000 [00:01<01:27, 22.35it/s] Sampling (EM): 2%|▏ | 43/2000 [00:02<01:27, 22.37it/s] Sampling (EM): 2%|▏ | 46/2000 [00:02<01:27, 22.39it/s] Sampling (EM): 2%|▏ | 49/2000 [00:02<01:27, 22.40it/s] Sampling (EM): 3%|▎ | 52/2000 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93%|█████████▎| 1852/2000 [01:22<00:06, 22.44it/s] Sampling (EM): 93%|█████████▎| 1855/2000 [01:22<00:06, 22.44it/s] Sampling (EM): 93%|█████████▎| 1858/2000 [01:22<00:06, 22.44it/s] Sampling (EM): 93%|█████████▎| 1861/2000 [01:23<00:06, 22.44it/s] Sampling (EM): 93%|█████████▎| 1864/2000 [01:23<00:06, 22.44it/s] Sampling (EM): 93%|█████████▎| 1867/2000 [01:23<00:05, 22.44it/s] Sampling (EM): 94%|█████████▎| 1870/2000 [01:23<00:05, 22.44it/s] Sampling (EM): 94%|█████████▎| 1873/2000 [01:23<00:05, 22.43it/s] Sampling (EM): 94%|█████████▍| 1876/2000 [01:23<00:05, 22.44it/s] Sampling (EM): 94%|█████████▍| 1879/2000 [01:23<00:05, 22.44it/s] Sampling (EM): 94%|█████████▍| 1882/2000 [01:24<00:05, 22.43it/s] Sampling (EM): 94%|█████████▍| 1885/2000 [01:24<00:05, 22.44it/s] Sampling (EM): 94%|█████████▍| 1888/2000 [01:24<00:04, 22.44it/s] Sampling (EM): 95%|█████████▍| 1891/2000 [01:24<00:04, 22.44it/s] Sampling (EM): 95%|█████████▍| 1894/2000 [01:24<00:04, 22.44it/s] Sampling (EM): 95%|█████████▍| 1897/2000 [01:24<00:04, 22.44it/s] Sampling (EM): 95%|█████████▌| 1900/2000 [01:24<00:04, 22.44it/s] Sampling (EM): 95%|█████████▌| 1903/2000 [01:24<00:04, 22.44it/s] Sampling (EM): 95%|█████████▌| 1906/2000 [01:25<00:04, 22.44it/s] Sampling (EM): 95%|█████████▌| 1909/2000 [01:25<00:04, 22.44it/s] Sampling (EM): 96%|█████████▌| 1912/2000 [01:25<00:03, 22.44it/s] Sampling (EM): 96%|█████████▌| 1915/2000 [01:25<00:03, 22.44it/s] Sampling (EM): 96%|█████████▌| 1918/2000 [01:25<00:03, 22.44it/s] Sampling (EM): 96%|█████████▌| 1921/2000 [01:25<00:03, 22.44it/s] Sampling (EM): 96%|█████████▌| 1924/2000 [01:25<00:03, 22.44it/s] Sampling (EM): 96%|█████████▋| 1927/2000 [01:26<00:03, 22.44it/s] Sampling (EM): 96%|█████████▋| 1930/2000 [01:26<00:03, 22.44it/s] Sampling (EM): 97%|█████████▋| 1933/2000 [01:26<00:02, 22.44it/s] Sampling (EM): 97%|█████████▋| 1936/2000 [01:26<00:02, 22.44it/s] Sampling (EM): 97%|█████████▋| 1939/2000 [01:26<00:02, 22.44it/s] Sampling (EM): 97%|█████████▋| 1942/2000 [01:26<00:02, 22.44it/s] Sampling (EM): 97%|█████████▋| 1945/2000 [01:26<00:02, 22.43it/s] Sampling (EM): 97%|█████████▋| 1948/2000 [01:26<00:02, 22.44it/s] Sampling (EM): 98%|█████████▊| 1951/2000 [01:27<00:02, 22.43it/s] Sampling (EM): 98%|█████████▊| 1954/2000 [01:27<00:02, 22.44it/s] Sampling (EM): 98%|█████████▊| 1957/2000 [01:27<00:01, 22.44it/s] Sampling (EM): 98%|█████████▊| 1960/2000 [01:27<00:01, 22.44it/s] Sampling (EM): 98%|█████████▊| 1963/2000 [01:27<00:01, 22.44it/s] Sampling (EM): 98%|█████████▊| 1966/2000 [01:27<00:01, 22.44it/s] Sampling (EM): 98%|█████████▊| 1969/2000 [01:27<00:01, 22.44it/s] Sampling (EM): 99%|█████████▊| 1972/2000 [01:28<00:01, 22.44it/s] Sampling (EM): 99%|█████████▉| 1975/2000 [01:28<00:01, 22.44it/s] Sampling (EM): 99%|█████████▉| 1978/2000 [01:28<00:00, 22.44it/s] Sampling (EM): 99%|█████████▉| 1981/2000 [01:28<00:00, 22.44it/s] Sampling (EM): 99%|█████████▉| 1984/2000 [01:28<00:00, 22.44it/s] Sampling (EM): 99%|█████████▉| 1987/2000 [01:28<00:00, 22.44it/s] Sampling (EM): 100%|█████████▉| 1990/2000 [01:28<00:00, 22.44it/s] Sampling (EM): 100%|█████████▉| 1993/2000 [01:28<00:00, 22.44it/s] Sampling (EM): 100%|█████████▉| 1996/2000 [01:29<00:00, 22.44it/s] Sampling (EM): 100%|█████████▉| 1999/2000 [01:29<00:00, 22.44it/s] Sampling (EM): 100%|██████████| 2000/2000 [01:29<00:00, 22.40it/s]
Saved samples to runs/yukawa_L16_g0.1_ncsnpp/data/samples_em_linear_steps2000_0019.npy, shape: (16, 16, 10240)
Saved plot to runs/yukawa_L16_g0.1_ncsnpp/data/samples_em_linear_steps2000_0019.png