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  1. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__18_31_00/0.log +405 -0
  2. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__18_31_00/output_data.pth +3 -0
  3. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__18_31_00/state_dict.pth +3 -0
  4. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__19_25_18/0.log +405 -0
  5. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__19_25_18/output_data.pth +3 -0
  6. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__19_25_18/state_dict.pth +3 -0
  7. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__20_18_30/0.log +405 -0
  8. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__20_18_30/output_data.pth +3 -0
  9. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__20_18_30/state_dict.pth +3 -0
  10. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__21_00_21/0.log +405 -0
  11. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__21_00_21/accept_rate.pth +3 -0
  12. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__21_00_21/output_data.pth +3 -0
  13. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__21_00_21/state_dict.pth +3 -0
  14. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__22_17_26/0.log +405 -0
  15. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__22_17_26/accept_rate.pth +3 -0
  16. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__22_17_26/output_data.pth +3 -0
  17. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__22_17_26/state_dict.pth +3 -0
  18. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__23_16_28/0.log +405 -0
  19. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__23_16_28/accept_rate.pth +3 -0
  20. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__23_16_28/output_data.pth +3 -0
  21. Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__23_16_28/state_dict.pth +3 -0
  22. Results/GMM1000/1000FP/GMM1000D_default_2025_01_01__01_04_09/0.log +405 -0
  23. Results/GMM1000/1000FP/GMM1000D_default_2025_01_01__01_04_09/accept_rate.pth +3 -0
  24. Results/GMM1000/1000FP/GMM1000D_default_2025_01_01__01_04_09/output_data.pth +3 -0
  25. Results/GMM1000/1000FP/GMM1000D_default_2025_01_01__01_04_09/results.pth +3 -0
  26. Results/GMM1000/1000FP/GMM1000D_default_2025_01_01__01_04_09/state_dict.pth +3 -0
  27. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__22_12_08/0.log +405 -0
  28. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__22_12_08/accept_rate.pth +3 -0
  29. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__22_12_08/output_data.pth +3 -0
  30. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__22_12_08/results.pth +3 -0
  31. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__22_12_08/state_dict.pth +3 -0
  32. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/0.log +405 -0
  33. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/accept_rate.pth +3 -0
  34. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/output_data.pth +3 -0
  35. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/results.pth +3 -0
  36. Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/state_dict.pth +3 -0
  37. Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/0.log +405 -0
  38. Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/accept_rate.pth +3 -0
  39. Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/output_data.pth +3 -0
  40. Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/results.pth +3 -0
  41. Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/state_dict.pth +3 -0
  42. Results/GMM1000/1227-SNF/CGN-u.pth +3 -0
  43. Results/GMM1000/1227-SNF/results.pth +3 -0
  44. Results/GMM1000/1227-SNF/ux.pth +3 -0
  45. Results/GMM1000/1227-SNF/x0.pth +3 -0
  46. Results/GMM1000/1230-J/CGN-u.pth +3 -0
  47. Results/GMM1000/1230-J/results.pth +3 -0
  48. Results/GMM1000/1230-J/ux.pth +3 -0
  49. Results/GMM1000/1230-J/x0.pth +3 -0
  50. Results/GMM1000/GMM1000D_default_2025_01_01__18_45_28/10.log +405 -0
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__18_31_00/0.log ADDED
@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2024-12-31 18:31:00,362::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Rademacher', method=0)
2
+ [2024-12-31 18:31:00,363::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2024-12-31 18:31:00,610::GMM::INFO] method==,0, using method FP
4
+ [2024-12-31 18:31:12,966::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2024-12-31 18:31:12,966::GMM::INFO] ux_mean: 560.6887817382812, mc_acc_rate: 0.9890000820159912, x0_rate: 532/1000, unique_elements: 1000
6
+ [2024-12-31 18:31:25,192::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2024-12-31 18:31:25,193::GMM::INFO] ux_mean: 561.4974975585938, mc_acc_rate: 0.9762001037597656, x0_rate: 505/1000, unique_elements: 1000
8
+ [2024-12-31 18:31:37,437::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2024-12-31 18:31:37,437::GMM::INFO] ux_mean: 560.0929565429688, mc_acc_rate: 0.9668000340461731, x0_rate: 534/1000, unique_elements: 1000
10
+ [2024-12-31 18:31:49,693::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2024-12-31 18:31:49,693::GMM::INFO] ux_mean: 559.832275390625, mc_acc_rate: 0.9559000134468079, x0_rate: 524/1000, unique_elements: 1000
12
+ [2024-12-31 18:32:01,958::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2024-12-31 18:32:01,958::GMM::INFO] ux_mean: 558.5440063476562, mc_acc_rate: 0.9422000646591187, x0_rate: 504/1000, unique_elements: 1000
14
+ [2024-12-31 18:32:14,224::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2024-12-31 18:32:14,224::GMM::INFO] ux_mean: 559.499267578125, mc_acc_rate: 0.9354000687599182, x0_rate: 499/1000, unique_elements: 1000
16
+ [2024-12-31 18:32:26,497::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2024-12-31 18:32:26,497::GMM::INFO] ux_mean: 556.6378173828125, mc_acc_rate: 0.9267000555992126, x0_rate: 500/1000, unique_elements: 1000
18
+ [2024-12-31 18:32:38,771::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2024-12-31 18:32:38,771::GMM::INFO] ux_mean: 554.5533447265625, mc_acc_rate: 0.915600061416626, x0_rate: 524/1000, unique_elements: 1000
20
+ [2024-12-31 18:32:51,050::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2024-12-31 18:32:51,050::GMM::INFO] ux_mean: 556.9127197265625, mc_acc_rate: 0.9041000008583069, x0_rate: 536/1000, unique_elements: 1000
22
+ [2024-12-31 18:33:03,329::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2024-12-31 18:33:03,329::GMM::INFO] ux_mean: 556.1946411132812, mc_acc_rate: 0.8950001001358032, x0_rate: 499/1000, unique_elements: 1000
24
+ [2024-12-31 18:33:15,609::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2024-12-31 18:33:15,609::GMM::INFO] ux_mean: 556.2116088867188, mc_acc_rate: 0.8913000822067261, x0_rate: 511/1000, unique_elements: 1000
26
+ [2024-12-31 18:33:27,889::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2024-12-31 18:33:27,889::GMM::INFO] ux_mean: 555.2157592773438, mc_acc_rate: 0.8825000524520874, x0_rate: 532/1000, unique_elements: 1000
28
+ [2024-12-31 18:33:40,171::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2024-12-31 18:33:40,171::GMM::INFO] ux_mean: 553.8944091796875, mc_acc_rate: 0.8774000406265259, x0_rate: 540/1000, unique_elements: 1000
30
+ [2024-12-31 18:33:52,461::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2024-12-31 18:33:52,462::GMM::INFO] ux_mean: 555.29638671875, mc_acc_rate: 0.8625001311302185, x0_rate: 522/1000, unique_elements: 1000
32
+ [2024-12-31 18:34:04,748::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2024-12-31 18:34:04,748::GMM::INFO] ux_mean: 554.4054565429688, mc_acc_rate: 0.8496000170707703, x0_rate: 528/1000, unique_elements: 1000
34
+ [2024-12-31 18:34:17,033::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2024-12-31 18:34:17,034::GMM::INFO] ux_mean: 554.5697021484375, mc_acc_rate: 0.8528000116348267, x0_rate: 551/1000, unique_elements: 905
36
+ [2024-12-31 18:34:29,298::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2024-12-31 18:34:29,298::GMM::INFO] ux_mean: 552.5382690429688, mc_acc_rate: 0.8382000923156738, x0_rate: 547/1000, unique_elements: 905
38
+ [2024-12-31 18:34:41,564::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2024-12-31 18:34:41,564::GMM::INFO] ux_mean: 553.2474975585938, mc_acc_rate: 0.8284000158309937, x0_rate: 520/1000, unique_elements: 905
40
+ [2024-12-31 18:34:53,830::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2024-12-31 18:34:53,831::GMM::INFO] ux_mean: 554.9550170898438, mc_acc_rate: 0.8239001631736755, x0_rate: 512/1000, unique_elements: 905
42
+ [2024-12-31 18:35:06,100::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2024-12-31 18:35:06,100::GMM::INFO] ux_mean: 552.9435424804688, mc_acc_rate: 0.8093000650405884, x0_rate: 525/1000, unique_elements: 905
44
+ [2024-12-31 18:35:18,373::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2024-12-31 18:35:18,373::GMM::INFO] ux_mean: 552.0289306640625, mc_acc_rate: 0.8120999932289124, x0_rate: 503/1000, unique_elements: 905
46
+ [2024-12-31 18:35:30,649::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2024-12-31 18:35:30,649::GMM::INFO] ux_mean: 551.1892700195312, mc_acc_rate: 0.7991000413894653, x0_rate: 523/1000, unique_elements: 905
48
+ [2024-12-31 18:35:42,920::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2024-12-31 18:35:42,920::GMM::INFO] ux_mean: 548.796630859375, mc_acc_rate: 0.7968000173568726, x0_rate: 517/1000, unique_elements: 905
50
+ [2024-12-31 18:35:55,200::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2024-12-31 18:35:55,200::GMM::INFO] ux_mean: 550.6674194335938, mc_acc_rate: 0.7827000617980957, x0_rate: 529/1000, unique_elements: 831
52
+ [2024-12-31 18:36:07,488::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2024-12-31 18:36:07,489::GMM::INFO] ux_mean: 549.919921875, mc_acc_rate: 0.7769999504089355, x0_rate: 543/1000, unique_elements: 831
54
+ [2024-12-31 18:36:19,776::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2024-12-31 18:36:19,776::GMM::INFO] ux_mean: 550.4711303710938, mc_acc_rate: 0.7741000056266785, x0_rate: 543/1000, unique_elements: 831
56
+ [2024-12-31 18:36:32,066::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2024-12-31 18:36:32,066::GMM::INFO] ux_mean: 549.7138061523438, mc_acc_rate: 0.7617000341415405, x0_rate: 534/1000, unique_elements: 831
58
+ [2024-12-31 18:36:44,353::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2024-12-31 18:36:44,353::GMM::INFO] ux_mean: 546.2308959960938, mc_acc_rate: 0.7594000697135925, x0_rate: 537/1000, unique_elements: 831
60
+ [2024-12-31 18:36:56,644::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2024-12-31 18:36:56,644::GMM::INFO] ux_mean: 548.3018798828125, mc_acc_rate: 0.7513000965118408, x0_rate: 545/1000, unique_elements: 831
62
+ [2024-12-31 18:37:08,932::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2024-12-31 18:37:08,932::GMM::INFO] ux_mean: 546.8779296875, mc_acc_rate: 0.7467000484466553, x0_rate: 562/1000, unique_elements: 759
64
+ [2024-12-31 18:37:21,202::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2024-12-31 18:37:21,202::GMM::INFO] ux_mean: 547.0015258789062, mc_acc_rate: 0.7361000776290894, x0_rate: 566/1000, unique_elements: 759
66
+ [2024-12-31 18:37:33,477::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2024-12-31 18:37:33,477::GMM::INFO] ux_mean: 546.7069091796875, mc_acc_rate: 0.7277000546455383, x0_rate: 567/1000, unique_elements: 759
68
+ [2024-12-31 18:37:45,752::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2024-12-31 18:37:45,753::GMM::INFO] ux_mean: 544.7322998046875, mc_acc_rate: 0.7239000797271729, x0_rate: 564/1000, unique_elements: 759
70
+ [2024-12-31 18:37:58,027::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2024-12-31 18:37:58,027::GMM::INFO] ux_mean: 545.027587890625, mc_acc_rate: 0.7218000292778015, x0_rate: 554/1000, unique_elements: 759
72
+ [2024-12-31 18:38:10,297::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2024-12-31 18:38:10,297::GMM::INFO] ux_mean: 544.9169311523438, mc_acc_rate: 0.7118000388145447, x0_rate: 553/1000, unique_elements: 759
74
+ [2024-12-31 18:38:22,584::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2024-12-31 18:38:22,584::GMM::INFO] ux_mean: 544.5432739257812, mc_acc_rate: 0.70250004529953, x0_rate: 560/1000, unique_elements: 705
76
+ [2024-12-31 18:38:34,879::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2024-12-31 18:38:34,880::GMM::INFO] ux_mean: 544.2694091796875, mc_acc_rate: 0.6954001188278198, x0_rate: 559/1000, unique_elements: 705
78
+ [2024-12-31 18:38:47,171::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2024-12-31 18:38:47,171::GMM::INFO] ux_mean: 541.6671142578125, mc_acc_rate: 0.7024000883102417, x0_rate: 570/1000, unique_elements: 705
80
+ [2024-12-31 18:38:59,465::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2024-12-31 18:38:59,466::GMM::INFO] ux_mean: 541.7313842773438, mc_acc_rate: 0.6872000694274902, x0_rate: 566/1000, unique_elements: 705
82
+ [2024-12-31 18:39:11,753::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2024-12-31 18:39:11,753::GMM::INFO] ux_mean: 542.1190795898438, mc_acc_rate: 0.6809999942779541, x0_rate: 576/1000, unique_elements: 662
84
+ [2024-12-31 18:39:24,029::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2024-12-31 18:39:24,029::GMM::INFO] ux_mean: 542.103759765625, mc_acc_rate: 0.665600061416626, x0_rate: 578/1000, unique_elements: 662
86
+ [2024-12-31 18:39:36,304::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2024-12-31 18:39:36,304::GMM::INFO] ux_mean: 542.8005981445312, mc_acc_rate: 0.6716001033782959, x0_rate: 581/1000, unique_elements: 662
88
+ [2024-12-31 18:39:48,576::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2024-12-31 18:39:48,577::GMM::INFO] ux_mean: 540.5540161132812, mc_acc_rate: 0.6755000352859497, x0_rate: 579/1000, unique_elements: 662
90
+ [2024-12-31 18:40:00,855::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2024-12-31 18:40:00,855::GMM::INFO] ux_mean: 539.1831665039062, mc_acc_rate: 0.6563000679016113, x0_rate: 579/1000, unique_elements: 662
92
+ [2024-12-31 18:40:13,149::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
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+ [2024-12-31 18:40:13,149::GMM::INFO] ux_mean: 539.7637939453125, mc_acc_rate: 0.6599000692367554, x0_rate: 572/1000, unique_elements: 622
94
+ [2024-12-31 18:40:25,442::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
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+ [2024-12-31 18:40:25,442::GMM::INFO] ux_mean: 540.7022094726562, mc_acc_rate: 0.6326000690460205, x0_rate: 566/1000, unique_elements: 622
96
+ [2024-12-31 18:40:37,738::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2024-12-31 18:40:37,738::GMM::INFO] ux_mean: 539.6698608398438, mc_acc_rate: 0.6333000659942627, x0_rate: 567/1000, unique_elements: 622
98
+ [2024-12-31 18:40:50,027::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2024-12-31 18:40:50,028::GMM::INFO] ux_mean: 539.2139282226562, mc_acc_rate: 0.6348000764846802, x0_rate: 563/1000, unique_elements: 593
100
+ [2024-12-31 18:41:02,302::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2024-12-31 18:41:02,303::GMM::INFO] ux_mean: 537.7555541992188, mc_acc_rate: 0.6428000926971436, x0_rate: 560/1000, unique_elements: 593
102
+ [2024-12-31 18:41:14,576::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2024-12-31 18:41:14,577::GMM::INFO] ux_mean: 537.9075927734375, mc_acc_rate: 0.6194000840187073, x0_rate: 565/1000, unique_elements: 593
104
+ [2024-12-31 18:41:26,852::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2024-12-31 18:41:26,852::GMM::INFO] ux_mean: 537.0529174804688, mc_acc_rate: 0.6202000379562378, x0_rate: 562/1000, unique_elements: 593
106
+ [2024-12-31 18:41:39,133::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2024-12-31 18:41:39,134::GMM::INFO] ux_mean: 535.9797973632812, mc_acc_rate: 0.6063000559806824, x0_rate: 575/1000, unique_elements: 565
108
+ [2024-12-31 18:41:51,428::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2024-12-31 18:41:51,428::GMM::INFO] ux_mean: 535.8677978515625, mc_acc_rate: 0.6010000705718994, x0_rate: 572/1000, unique_elements: 565
110
+ [2024-12-31 18:42:03,728::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2024-12-31 18:42:03,728::GMM::INFO] ux_mean: 534.2139892578125, mc_acc_rate: 0.5932000279426575, x0_rate: 571/1000, unique_elements: 565
112
+ [2024-12-31 18:42:16,021::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2024-12-31 18:42:16,021::GMM::INFO] ux_mean: 535.552734375, mc_acc_rate: 0.607200026512146, x0_rate: 571/1000, unique_elements: 565
114
+ [2024-12-31 18:42:28,305::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2024-12-31 18:42:28,305::GMM::INFO] ux_mean: 532.7525024414062, mc_acc_rate: 0.5977001190185547, x0_rate: 567/1000, unique_elements: 523
116
+ [2024-12-31 18:42:40,583::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2024-12-31 18:42:40,583::GMM::INFO] ux_mean: 531.9830322265625, mc_acc_rate: 0.5764999985694885, x0_rate: 567/1000, unique_elements: 523
118
+ [2024-12-31 18:42:52,859::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
119
+ [2024-12-31 18:42:52,859::GMM::INFO] ux_mean: 532.3856201171875, mc_acc_rate: 0.5770000219345093, x0_rate: 567/1000, unique_elements: 523
120
+ [2024-12-31 18:43:05,145::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
121
+ [2024-12-31 18:43:05,146::GMM::INFO] ux_mean: 532.2967529296875, mc_acc_rate: 0.5722000002861023, x0_rate: 562/1000, unique_elements: 499
122
+ [2024-12-31 18:43:17,446::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
123
+ [2024-12-31 18:43:17,446::GMM::INFO] ux_mean: 531.22216796875, mc_acc_rate: 0.5595999956130981, x0_rate: 562/1000, unique_elements: 499
124
+ [2024-12-31 18:43:29,747::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2024-12-31 18:43:29,748::GMM::INFO] ux_mean: 530.7079467773438, mc_acc_rate: 0.57069993019104, x0_rate: 562/1000, unique_elements: 499
126
+ [2024-12-31 18:43:42,043::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
127
+ [2024-12-31 18:43:42,043::GMM::INFO] ux_mean: 528.2384643554688, mc_acc_rate: 0.5641000270843506, x0_rate: 558/1000, unique_elements: 485
128
+ [2024-12-31 18:43:54,324::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
129
+ [2024-12-31 18:43:54,324::GMM::INFO] ux_mean: 527.9151000976562, mc_acc_rate: 0.5536000728607178, x0_rate: 557/1000, unique_elements: 485
130
+ [2024-12-31 18:44:06,606::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
131
+ [2024-12-31 18:44:06,606::GMM::INFO] ux_mean: 528.1406860351562, mc_acc_rate: 0.5627999901771545, x0_rate: 557/1000, unique_elements: 485
132
+ [2024-12-31 18:44:18,889::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
133
+ [2024-12-31 18:44:18,889::GMM::INFO] ux_mean: 527.8926391601562, mc_acc_rate: 0.5444999933242798, x0_rate: 559/1000, unique_elements: 465
134
+ [2024-12-31 18:44:31,188::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
135
+ [2024-12-31 18:44:31,188::GMM::INFO] ux_mean: 526.909423828125, mc_acc_rate: 0.5343000292778015, x0_rate: 559/1000, unique_elements: 465
136
+ [2024-12-31 18:44:43,489::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
137
+ [2024-12-31 18:44:43,489::GMM::INFO] ux_mean: 527.3825073242188, mc_acc_rate: 0.5334000587463379, x0_rate: 559/1000, unique_elements: 465
138
+ [2024-12-31 18:44:55,786::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
139
+ [2024-12-31 18:44:55,786::GMM::INFO] ux_mean: 526.4086303710938, mc_acc_rate: 0.517799973487854, x0_rate: 561/1000, unique_elements: 445
140
+ [2024-12-31 18:45:08,070::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
141
+ [2024-12-31 18:45:08,070::GMM::INFO] ux_mean: 525.0692749023438, mc_acc_rate: 0.5461000204086304, x0_rate: 561/1000, unique_elements: 445
142
+ [2024-12-31 18:45:20,351::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
143
+ [2024-12-31 18:45:20,351::GMM::INFO] ux_mean: 525.9771118164062, mc_acc_rate: 0.527899980545044, x0_rate: 561/1000, unique_elements: 445
144
+ [2024-12-31 18:45:32,635::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
145
+ [2024-12-31 18:45:32,635::GMM::INFO] ux_mean: 523.5049438476562, mc_acc_rate: 0.5214000344276428, x0_rate: 547/1000, unique_elements: 429
146
+ [2024-12-31 18:45:44,933::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
147
+ [2024-12-31 18:45:44,933::GMM::INFO] ux_mean: 522.7239379882812, mc_acc_rate: 0.5039000511169434, x0_rate: 547/1000, unique_elements: 429
148
+ [2024-12-31 18:45:57,230::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
149
+ [2024-12-31 18:45:57,230::GMM::INFO] ux_mean: 521.5311279296875, mc_acc_rate: 0.5151000618934631, x0_rate: 547/1000, unique_elements: 429
150
+ [2024-12-31 18:46:09,527::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
151
+ [2024-12-31 18:46:09,527::GMM::INFO] ux_mean: 520.130126953125, mc_acc_rate: 0.4960000514984131, x0_rate: 548/1000, unique_elements: 418
152
+ [2024-12-31 18:46:21,804::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
153
+ [2024-12-31 18:46:21,804::GMM::INFO] ux_mean: 520.116455078125, mc_acc_rate: 0.5055000185966492, x0_rate: 548/1000, unique_elements: 418
154
+ [2024-12-31 18:46:34,084::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
155
+ [2024-12-31 18:46:34,084::GMM::INFO] ux_mean: 519.671142578125, mc_acc_rate: 0.4984000027179718, x0_rate: 548/1000, unique_elements: 418
156
+ [2024-12-31 18:46:46,377::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
157
+ [2024-12-31 18:46:46,377::GMM::INFO] ux_mean: 518.5936279296875, mc_acc_rate: 0.505500078201294, x0_rate: 541/1000, unique_elements: 399
158
+ [2024-12-31 18:46:58,672::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
159
+ [2024-12-31 18:46:58,672::GMM::INFO] ux_mean: 518.6098022460938, mc_acc_rate: 0.5033000111579895, x0_rate: 541/1000, unique_elements: 399
160
+ [2024-12-31 18:47:10,971::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
161
+ [2024-12-31 18:47:10,971::GMM::INFO] ux_mean: 518.3651123046875, mc_acc_rate: 0.48680001497268677, x0_rate: 541/1000, unique_elements: 399
162
+ [2024-12-31 18:47:23,265::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
163
+ [2024-12-31 18:47:23,265::GMM::INFO] ux_mean: 518.0725708007812, mc_acc_rate: 0.4856000542640686, x0_rate: 535/1000, unique_elements: 384
164
+ [2024-12-31 18:47:35,553::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
165
+ [2024-12-31 18:47:35,554::GMM::INFO] ux_mean: 518.046142578125, mc_acc_rate: 0.4830000400543213, x0_rate: 535/1000, unique_elements: 384
166
+ [2024-12-31 18:47:47,847::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
167
+ [2024-12-31 18:47:47,847::GMM::INFO] ux_mean: 517.414794921875, mc_acc_rate: 0.47610002756118774, x0_rate: 535/1000, unique_elements: 384
168
+ [2024-12-31 18:48:00,151::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
169
+ [2024-12-31 18:48:00,151::GMM::INFO] ux_mean: 515.496337890625, mc_acc_rate: 0.4666000306606293, x0_rate: 528/1000, unique_elements: 374
170
+ [2024-12-31 18:48:12,459::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
171
+ [2024-12-31 18:48:12,460::GMM::INFO] ux_mean: 515.9481811523438, mc_acc_rate: 0.4586000442504883, x0_rate: 528/1000, unique_elements: 374
172
+ [2024-12-31 18:48:24,764::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
173
+ [2024-12-31 18:48:24,764::GMM::INFO] ux_mean: 513.2816772460938, mc_acc_rate: 0.44440001249313354, x0_rate: 532/1000, unique_elements: 362
174
+ [2024-12-31 18:48:37,054::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2024-12-31 18:48:37,054::GMM::INFO] ux_mean: 513.7996215820312, mc_acc_rate: 0.4788999855518341, x0_rate: 532/1000, unique_elements: 362
176
+ [2024-12-31 18:48:49,346::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
177
+ [2024-12-31 18:48:49,346::GMM::INFO] ux_mean: 513.8067016601562, mc_acc_rate: 0.46480002999305725, x0_rate: 532/1000, unique_elements: 362
178
+ [2024-12-31 18:49:01,650::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
179
+ [2024-12-31 18:49:01,650::GMM::INFO] ux_mean: 511.8570861816406, mc_acc_rate: 0.4727000296115875, x0_rate: 538/1000, unique_elements: 346
180
+ [2024-12-31 18:49:13,957::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
181
+ [2024-12-31 18:49:13,957::GMM::INFO] ux_mean: 511.6070861816406, mc_acc_rate: 0.45180004835128784, x0_rate: 538/1000, unique_elements: 346
182
+ [2024-12-31 18:49:26,262::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2024-12-31 18:49:26,262::GMM::INFO] ux_mean: 510.54376220703125, mc_acc_rate: 0.44780004024505615, x0_rate: 534/1000, unique_elements: 333
184
+ [2024-12-31 18:49:38,546::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
185
+ [2024-12-31 18:49:38,547::GMM::INFO] ux_mean: 510.853759765625, mc_acc_rate: 0.4401000440120697, x0_rate: 534/1000, unique_elements: 333
186
+ [2024-12-31 18:49:50,836::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2024-12-31 18:49:50,836::GMM::INFO] ux_mean: 509.45111083984375, mc_acc_rate: 0.4375, x0_rate: 534/1000, unique_elements: 333
188
+ [2024-12-31 18:50:03,135::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
189
+ [2024-12-31 18:50:03,135::GMM::INFO] ux_mean: 508.6119689941406, mc_acc_rate: 0.44179999828338623, x0_rate: 532/1000, unique_elements: 324
190
+ [2024-12-31 18:50:15,443::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
191
+ [2024-12-31 18:50:15,443::GMM::INFO] ux_mean: 509.2792663574219, mc_acc_rate: 0.43240001797676086, x0_rate: 532/1000, unique_elements: 324
192
+ [2024-12-31 18:50:27,742::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2024-12-31 18:50:27,742::GMM::INFO] ux_mean: 508.57574462890625, mc_acc_rate: 0.4248000383377075, x0_rate: 528/1000, unique_elements: 310
194
+ [2024-12-31 18:50:40,030::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2024-12-31 18:50:40,030::GMM::INFO] ux_mean: 506.6975402832031, mc_acc_rate: 0.43710002303123474, x0_rate: 528/1000, unique_elements: 310
196
+ [2024-12-31 18:50:52,323::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2024-12-31 18:50:52,324::GMM::INFO] ux_mean: 506.36090087890625, mc_acc_rate: 0.4368000030517578, x0_rate: 528/1000, unique_elements: 310
198
+ [2024-12-31 18:51:04,627::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2024-12-31 18:51:04,627::GMM::INFO] ux_mean: 504.63031005859375, mc_acc_rate: 0.4320000410079956, x0_rate: 536/1000, unique_elements: 301
200
+ [2024-12-31 18:51:16,932::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
201
+ [2024-12-31 18:51:16,932::GMM::INFO] ux_mean: 504.8999328613281, mc_acc_rate: 0.42649999260902405, x0_rate: 536/1000, unique_elements: 301
202
+ [2024-12-31 18:51:29,224::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2024-12-31 18:51:29,224::GMM::INFO] ux_mean: 504.18743896484375, mc_acc_rate: 0.4191000461578369, x0_rate: 534/1000, unique_elements: 289
204
+ [2024-12-31 18:51:41,502::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2024-12-31 18:51:41,502::GMM::INFO] ux_mean: 503.61968994140625, mc_acc_rate: 0.42320001125335693, x0_rate: 534/1000, unique_elements: 289
206
+ [2024-12-31 18:51:53,787::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2024-12-31 18:51:53,787::GMM::INFO] ux_mean: 502.3310546875, mc_acc_rate: 0.4117000102996826, x0_rate: 529/1000, unique_elements: 281
208
+ [2024-12-31 18:52:06,090::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2024-12-31 18:52:06,090::GMM::INFO] ux_mean: 502.7174987792969, mc_acc_rate: 0.40660005807876587, x0_rate: 529/1000, unique_elements: 281
210
+ [2024-12-31 18:52:18,392::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2024-12-31 18:52:18,393::GMM::INFO] ux_mean: 501.1236572265625, mc_acc_rate: 0.40290001034736633, x0_rate: 529/1000, unique_elements: 281
212
+ [2024-12-31 18:52:30,676::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2024-12-31 18:52:30,676::GMM::INFO] ux_mean: 501.5381774902344, mc_acc_rate: 0.3928000330924988, x0_rate: 525/1000, unique_elements: 275
214
+ [2024-12-31 18:52:42,955::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2024-12-31 18:52:42,955::GMM::INFO] ux_mean: 500.6957702636719, mc_acc_rate: 0.39480000734329224, x0_rate: 525/1000, unique_elements: 275
216
+ [2024-12-31 18:52:55,244::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2024-12-31 18:52:55,244::GMM::INFO] ux_mean: 499.9239501953125, mc_acc_rate: 0.41670000553131104, x0_rate: 528/1000, unique_elements: 269
218
+ [2024-12-31 18:53:07,539::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2024-12-31 18:53:07,539::GMM::INFO] ux_mean: 499.6763610839844, mc_acc_rate: 0.4149000346660614, x0_rate: 528/1000, unique_elements: 269
220
+ [2024-12-31 18:53:19,839::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2024-12-31 18:53:19,840::GMM::INFO] ux_mean: 498.4533386230469, mc_acc_rate: 0.4129999876022339, x0_rate: 528/1000, unique_elements: 269
222
+ [2024-12-31 18:53:32,125::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2024-12-31 18:53:32,125::GMM::INFO] ux_mean: 497.69842529296875, mc_acc_rate: 0.40730005502700806, x0_rate: 528/1000, unique_elements: 259
224
+ [2024-12-31 18:53:44,411::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2024-12-31 18:53:44,411::GMM::INFO] ux_mean: 496.9474182128906, mc_acc_rate: 0.4052000045776367, x0_rate: 528/1000, unique_elements: 259
226
+ [2024-12-31 18:53:56,708::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2024-12-31 18:53:56,708::GMM::INFO] ux_mean: 496.2053527832031, mc_acc_rate: 0.38450002670288086, x0_rate: 529/1000, unique_elements: 250
228
+ [2024-12-31 18:54:09,014::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2024-12-31 18:54:09,014::GMM::INFO] ux_mean: 496.9054260253906, mc_acc_rate: 0.3940000534057617, x0_rate: 529/1000, unique_elements: 250
230
+ [2024-12-31 18:54:21,315::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2024-12-31 18:54:21,315::GMM::INFO] ux_mean: 494.8025817871094, mc_acc_rate: 0.38840001821517944, x0_rate: 518/1000, unique_elements: 242
232
+ [2024-12-31 18:54:33,601::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2024-12-31 18:54:33,601::GMM::INFO] ux_mean: 495.3072509765625, mc_acc_rate: 0.3808000087738037, x0_rate: 518/1000, unique_elements: 242
234
+ [2024-12-31 18:54:45,889::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2024-12-31 18:54:45,889::GMM::INFO] ux_mean: 495.5040283203125, mc_acc_rate: 0.37650004029273987, x0_rate: 518/1000, unique_elements: 242
236
+ [2024-12-31 18:54:58,198::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2024-12-31 18:54:58,198::GMM::INFO] ux_mean: 494.2467041015625, mc_acc_rate: 0.36670002341270447, x0_rate: 505/1000, unique_elements: 237
238
+ [2024-12-31 18:55:10,502::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2024-12-31 18:55:10,502::GMM::INFO] ux_mean: 494.063232421875, mc_acc_rate: 0.3662000298500061, x0_rate: 505/1000, unique_elements: 237
240
+ [2024-12-31 18:55:22,796::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2024-12-31 18:55:22,796::GMM::INFO] ux_mean: 493.7856140136719, mc_acc_rate: 0.3921000361442566, x0_rate: 494/1000, unique_elements: 229
242
+ [2024-12-31 18:55:35,079::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2024-12-31 18:55:35,080::GMM::INFO] ux_mean: 493.2085266113281, mc_acc_rate: 0.40550002455711365, x0_rate: 494/1000, unique_elements: 229
244
+ [2024-12-31 18:55:47,366::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2024-12-31 18:55:47,366::GMM::INFO] ux_mean: 492.2542724609375, mc_acc_rate: 0.3881000578403473, x0_rate: 494/1000, unique_elements: 221
246
+ [2024-12-31 18:55:59,663::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2024-12-31 18:55:59,663::GMM::INFO] ux_mean: 492.3218688964844, mc_acc_rate: 0.3913000524044037, x0_rate: 494/1000, unique_elements: 221
248
+ [2024-12-31 18:56:11,955::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2024-12-31 18:56:11,955::GMM::INFO] ux_mean: 491.1084289550781, mc_acc_rate: 0.3757000267505646, x0_rate: 482/1000, unique_elements: 216
250
+ [2024-12-31 18:56:24,233::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2024-12-31 18:56:24,233::GMM::INFO] ux_mean: 491.5502014160156, mc_acc_rate: 0.36670002341270447, x0_rate: 482/1000, unique_elements: 216
252
+ [2024-12-31 18:56:36,517::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2024-12-31 18:56:36,517::GMM::INFO] ux_mean: 490.34234619140625, mc_acc_rate: 0.3668000400066376, x0_rate: 479/1000, unique_elements: 211
254
+ [2024-12-31 18:56:48,814::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2024-12-31 18:56:48,814::GMM::INFO] ux_mean: 491.0887756347656, mc_acc_rate: 0.36480000615119934, x0_rate: 479/1000, unique_elements: 211
256
+ [2024-12-31 18:57:01,111::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2024-12-31 18:57:01,111::GMM::INFO] ux_mean: 491.1767272949219, mc_acc_rate: 0.36240002512931824, x0_rate: 479/1000, unique_elements: 211
258
+ [2024-12-31 18:57:13,392::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2024-12-31 18:57:13,392::GMM::INFO] ux_mean: 490.2946472167969, mc_acc_rate: 0.3687000572681427, x0_rate: 473/1000, unique_elements: 204
260
+ [2024-12-31 18:57:25,673::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2024-12-31 18:57:25,673::GMM::INFO] ux_mean: 490.2119445800781, mc_acc_rate: 0.35440000891685486, x0_rate: 473/1000, unique_elements: 204
262
+ [2024-12-31 18:57:37,965::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2024-12-31 18:57:37,965::GMM::INFO] ux_mean: 488.93450927734375, mc_acc_rate: 0.34850001335144043, x0_rate: 470/1000, unique_elements: 198
264
+ [2024-12-31 18:57:50,262::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2024-12-31 18:57:50,262::GMM::INFO] ux_mean: 488.4705810546875, mc_acc_rate: 0.3493000268936157, x0_rate: 470/1000, unique_elements: 198
266
+ [2024-12-31 18:58:02,553::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2024-12-31 18:58:02,553::GMM::INFO] ux_mean: 487.7597351074219, mc_acc_rate: 0.3693000078201294, x0_rate: 457/1000, unique_elements: 191
268
+ [2024-12-31 18:58:14,838::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2024-12-31 18:58:14,838::GMM::INFO] ux_mean: 487.6949462890625, mc_acc_rate: 0.38540002703666687, x0_rate: 457/1000, unique_elements: 191
270
+ [2024-12-31 18:58:27,133::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2024-12-31 18:58:27,133::GMM::INFO] ux_mean: 487.9819641113281, mc_acc_rate: 0.365200012922287, x0_rate: 448/1000, unique_elements: 183
272
+ [2024-12-31 18:58:39,435::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2024-12-31 18:58:39,435::GMM::INFO] ux_mean: 487.4664001464844, mc_acc_rate: 0.36580002307891846, x0_rate: 448/1000, unique_elements: 183
274
+ [2024-12-31 18:58:51,734::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2024-12-31 18:58:51,734::GMM::INFO] ux_mean: 487.0892639160156, mc_acc_rate: 0.36980003118515015, x0_rate: 439/1000, unique_elements: 177
276
+ [2024-12-31 18:59:04,014::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2024-12-31 18:59:04,014::GMM::INFO] ux_mean: 487.4046936035156, mc_acc_rate: 0.36110004782676697, x0_rate: 439/1000, unique_elements: 177
278
+ [2024-12-31 18:59:16,299::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2024-12-31 18:59:16,299::GMM::INFO] ux_mean: 486.7137756347656, mc_acc_rate: 0.3556000292301178, x0_rate: 439/1000, unique_elements: 177
280
+ [2024-12-31 18:59:28,604::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2024-12-31 18:59:28,604::GMM::INFO] ux_mean: 486.21929931640625, mc_acc_rate: 0.3548000454902649, x0_rate: 424/1000, unique_elements: 173
282
+ [2024-12-31 18:59:40,907::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2024-12-31 18:59:40,907::GMM::INFO] ux_mean: 485.9130554199219, mc_acc_rate: 0.34390002489089966, x0_rate: 424/1000, unique_elements: 173
284
+ [2024-12-31 18:59:53,197::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2024-12-31 18:59:53,197::GMM::INFO] ux_mean: 484.8862609863281, mc_acc_rate: 0.34290000796318054, x0_rate: 412/1000, unique_elements: 171
286
+ [2024-12-31 19:00:05,478::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2024-12-31 19:00:05,478::GMM::INFO] ux_mean: 485.0790100097656, mc_acc_rate: 0.34150004386901855, x0_rate: 412/1000, unique_elements: 171
288
+ [2024-12-31 19:00:17,763::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2024-12-31 19:00:17,763::GMM::INFO] ux_mean: 484.9003601074219, mc_acc_rate: 0.32510000467300415, x0_rate: 402/1000, unique_elements: 164
290
+ [2024-12-31 19:00:30,068::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2024-12-31 19:00:30,068::GMM::INFO] ux_mean: 484.8046569824219, mc_acc_rate: 0.326600044965744, x0_rate: 402/1000, unique_elements: 164
292
+ [2024-12-31 19:00:42,364::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2024-12-31 19:00:42,364::GMM::INFO] ux_mean: 484.64501953125, mc_acc_rate: 0.32760003209114075, x0_rate: 402/1000, unique_elements: 164
294
+ [2024-12-31 19:00:54,647::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2024-12-31 19:00:54,647::GMM::INFO] ux_mean: 484.79595947265625, mc_acc_rate: 0.31960001587867737, x0_rate: 385/1000, unique_elements: 157
296
+ [2024-12-31 19:01:06,929::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2024-12-31 19:01:06,929::GMM::INFO] ux_mean: 484.6698303222656, mc_acc_rate: 0.3751000165939331, x0_rate: 385/1000, unique_elements: 157
298
+ [2024-12-31 19:01:19,213::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2024-12-31 19:01:19,213::GMM::INFO] ux_mean: 483.65533447265625, mc_acc_rate: 0.3702000081539154, x0_rate: 376/1000, unique_elements: 149
300
+ [2024-12-31 19:01:31,505::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2024-12-31 19:01:31,505::GMM::INFO] ux_mean: 483.4128112792969, mc_acc_rate: 0.367000013589859, x0_rate: 376/1000, unique_elements: 149
302
+ [2024-12-31 19:01:43,795::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2024-12-31 19:01:43,795::GMM::INFO] ux_mean: 483.0151672363281, mc_acc_rate: 0.37459999322891235, x0_rate: 376/1000, unique_elements: 149
304
+ [2024-12-31 19:01:56,071::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2024-12-31 19:01:56,071::GMM::INFO] ux_mean: 481.3215637207031, mc_acc_rate: 0.3612000346183777, x0_rate: 367/1000, unique_elements: 142
306
+ [2024-12-31 19:02:08,349::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2024-12-31 19:02:08,349::GMM::INFO] ux_mean: 481.67315673828125, mc_acc_rate: 0.3509000241756439, x0_rate: 367/1000, unique_elements: 142
308
+ [2024-12-31 19:02:20,635::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2024-12-31 19:02:20,635::GMM::INFO] ux_mean: 481.2539978027344, mc_acc_rate: 0.3550000488758087, x0_rate: 352/1000, unique_elements: 139
310
+ [2024-12-31 19:02:32,930::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2024-12-31 19:02:32,930::GMM::INFO] ux_mean: 481.4850769042969, mc_acc_rate: 0.3498000204563141, x0_rate: 352/1000, unique_elements: 139
312
+ [2024-12-31 19:02:45,225::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2024-12-31 19:02:45,225::GMM::INFO] ux_mean: 480.4578857421875, mc_acc_rate: 0.3473000228404999, x0_rate: 338/1000, unique_elements: 136
314
+ [2024-12-31 19:02:57,505::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2024-12-31 19:02:57,505::GMM::INFO] ux_mean: 480.60870361328125, mc_acc_rate: 0.3447999954223633, x0_rate: 338/1000, unique_elements: 136
316
+ [2024-12-31 19:03:09,782::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2024-12-31 19:03:09,782::GMM::INFO] ux_mean: 480.0874938964844, mc_acc_rate: 0.3354000151157379, x0_rate: 338/1000, unique_elements: 136
318
+ [2024-12-31 19:03:22,062::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2024-12-31 19:03:22,062::GMM::INFO] ux_mean: 479.6606140136719, mc_acc_rate: 0.3237000107765198, x0_rate: 326/1000, unique_elements: 132
320
+ [2024-12-31 19:03:34,353::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2024-12-31 19:03:34,353::GMM::INFO] ux_mean: 479.1588439941406, mc_acc_rate: 0.31709998846054077, x0_rate: 326/1000, unique_elements: 132
322
+ [2024-12-31 19:03:46,643::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2024-12-31 19:03:46,643::GMM::INFO] ux_mean: 479.32861328125, mc_acc_rate: 0.32919999957084656, x0_rate: 310/1000, unique_elements: 125
324
+ [2024-12-31 19:03:58,918::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2024-12-31 19:03:58,918::GMM::INFO] ux_mean: 479.2838439941406, mc_acc_rate: 0.3224000334739685, x0_rate: 310/1000, unique_elements: 125
326
+ [2024-12-31 19:04:11,199::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2024-12-31 19:04:11,199::GMM::INFO] ux_mean: 479.4668273925781, mc_acc_rate: 0.31710001826286316, x0_rate: 310/1000, unique_elements: 125
328
+ [2024-12-31 19:04:23,484::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2024-12-31 19:04:23,484::GMM::INFO] ux_mean: 479.1513671875, mc_acc_rate: 0.3850000500679016, x0_rate: 296/1000, unique_elements: 119
330
+ [2024-12-31 19:04:35,779::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2024-12-31 19:04:35,779::GMM::INFO] ux_mean: 479.5337829589844, mc_acc_rate: 0.38750001788139343, x0_rate: 296/1000, unique_elements: 119
332
+ [2024-12-31 19:04:48,076::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2024-12-31 19:04:48,076::GMM::INFO] ux_mean: 479.8475341796875, mc_acc_rate: 0.3831000030040741, x0_rate: 296/1000, unique_elements: 119
334
+ [2024-12-31 19:05:00,355::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2024-12-31 19:05:00,355::GMM::INFO] ux_mean: 479.09564208984375, mc_acc_rate: 0.3787000775337219, x0_rate: 288/1000, unique_elements: 107
336
+ [2024-12-31 19:05:12,637::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2024-12-31 19:05:12,637::GMM::INFO] ux_mean: 479.115966796875, mc_acc_rate: 0.38120001554489136, x0_rate: 288/1000, unique_elements: 107
338
+ [2024-12-31 19:05:24,921::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2024-12-31 19:05:24,921::GMM::INFO] ux_mean: 480.232666015625, mc_acc_rate: 0.36340004205703735, x0_rate: 281/1000, unique_elements: 104
340
+ [2024-12-31 19:05:37,223::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2024-12-31 19:05:37,223::GMM::INFO] ux_mean: 479.8705139160156, mc_acc_rate: 0.36980003118515015, x0_rate: 281/1000, unique_elements: 104
342
+ [2024-12-31 19:05:49,524::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2024-12-31 19:05:49,524::GMM::INFO] ux_mean: 479.6786193847656, mc_acc_rate: 0.36660000681877136, x0_rate: 281/1000, unique_elements: 104
344
+ [2024-12-31 19:06:01,820::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2024-12-31 19:06:01,820::GMM::INFO] ux_mean: 478.69256591796875, mc_acc_rate: 0.3646000325679779, x0_rate: 275/1000, unique_elements: 100
346
+ [2024-12-31 19:06:14,100::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2024-12-31 19:06:14,100::GMM::INFO] ux_mean: 478.7688293457031, mc_acc_rate: 0.35770004987716675, x0_rate: 275/1000, unique_elements: 100
348
+ [2024-12-31 19:06:26,374::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2024-12-31 19:06:26,374::GMM::INFO] ux_mean: 478.3849182128906, mc_acc_rate: 0.35750001668930054, x0_rate: 275/1000, unique_elements: 100
350
+ [2024-12-31 19:06:38,658::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2024-12-31 19:06:38,658::GMM::INFO] ux_mean: 477.51580810546875, mc_acc_rate: 0.3498000204563141, x0_rate: 268/1000, unique_elements: 95
352
+ [2024-12-31 19:06:50,950::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2024-12-31 19:06:50,950::GMM::INFO] ux_mean: 477.045654296875, mc_acc_rate: 0.3514000475406647, x0_rate: 268/1000, unique_elements: 95
354
+ [2024-12-31 19:07:03,241::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2024-12-31 19:07:03,241::GMM::INFO] ux_mean: 476.84649658203125, mc_acc_rate: 0.35100001096725464, x0_rate: 268/1000, unique_elements: 95
356
+ [2024-12-31 19:07:15,517::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2024-12-31 19:07:15,517::GMM::INFO] ux_mean: 476.2314453125, mc_acc_rate: 0.343500018119812, x0_rate: 258/1000, unique_elements: 87
358
+ [2024-12-31 19:07:27,792::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2024-12-31 19:07:27,792::GMM::INFO] ux_mean: 475.6590576171875, mc_acc_rate: 0.34070003032684326, x0_rate: 258/1000, unique_elements: 87
360
+ [2024-12-31 19:07:40,067::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2024-12-31 19:07:40,067::GMM::INFO] ux_mean: 475.7766418457031, mc_acc_rate: 0.3483999967575073, x0_rate: 258/1000, unique_elements: 87
362
+ [2024-12-31 19:07:52,354::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2024-12-31 19:07:52,354::GMM::INFO] ux_mean: 475.8271484375, mc_acc_rate: 0.35360002517700195, x0_rate: 252/1000, unique_elements: 80
364
+ [2024-12-31 19:08:04,642::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2024-12-31 19:08:04,643::GMM::INFO] ux_mean: 475.8069152832031, mc_acc_rate: 0.43570002913475037, x0_rate: 252/1000, unique_elements: 80
366
+ [2024-12-31 19:08:16,936::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2024-12-31 19:08:16,936::GMM::INFO] ux_mean: 475.4423828125, mc_acc_rate: 0.4417000412940979, x0_rate: 241/1000, unique_elements: 76
368
+ [2024-12-31 19:08:29,211::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2024-12-31 19:08:29,211::GMM::INFO] ux_mean: 475.8881530761719, mc_acc_rate: 0.43230003118515015, x0_rate: 241/1000, unique_elements: 76
370
+ [2024-12-31 19:08:41,488::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2024-12-31 19:08:41,488::GMM::INFO] ux_mean: 476.1979064941406, mc_acc_rate: 0.43459999561309814, x0_rate: 241/1000, unique_elements: 76
372
+ [2024-12-31 19:08:53,763::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2024-12-31 19:08:53,763::GMM::INFO] ux_mean: 475.9164123535156, mc_acc_rate: 0.4255000352859497, x0_rate: 229/1000, unique_elements: 70
374
+ [2024-12-31 19:09:06,054::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2024-12-31 19:09:06,054::GMM::INFO] ux_mean: 475.8026428222656, mc_acc_rate: 0.4328000247478485, x0_rate: 229/1000, unique_elements: 70
376
+ [2024-12-31 19:09:18,349::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2024-12-31 19:09:18,349::GMM::INFO] ux_mean: 476.13616943359375, mc_acc_rate: 0.42660003900527954, x0_rate: 229/1000, unique_elements: 70
378
+ [2024-12-31 19:09:30,642::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2024-12-31 19:09:30,642::GMM::INFO] ux_mean: 476.0513916015625, mc_acc_rate: 0.41260001063346863, x0_rate: 223/1000, unique_elements: 67
380
+ [2024-12-31 19:09:42,924::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2024-12-31 19:09:42,924::GMM::INFO] ux_mean: 476.79229736328125, mc_acc_rate: 0.4245000183582306, x0_rate: 223/1000, unique_elements: 67
382
+ [2024-12-31 19:09:55,203::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2024-12-31 19:09:55,203::GMM::INFO] ux_mean: 476.61767578125, mc_acc_rate: 0.41110000014305115, x0_rate: 223/1000, unique_elements: 67
384
+ [2024-12-31 19:10:07,481::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2024-12-31 19:10:07,481::GMM::INFO] ux_mean: 476.6977233886719, mc_acc_rate: 0.417900025844574, x0_rate: 223/1000, unique_elements: 67
386
+ [2024-12-31 19:10:19,780::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2024-12-31 19:10:19,780::GMM::INFO] ux_mean: 476.74700927734375, mc_acc_rate: 0.4071000814437866, x0_rate: 212/1000, unique_elements: 63
388
+ [2024-12-31 19:10:32,076::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2024-12-31 19:10:32,076::GMM::INFO] ux_mean: 476.9018859863281, mc_acc_rate: 0.4045000374317169, x0_rate: 212/1000, unique_elements: 63
390
+ [2024-12-31 19:10:44,379::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2024-12-31 19:10:44,380::GMM::INFO] ux_mean: 476.5033264160156, mc_acc_rate: 0.41370004415512085, x0_rate: 212/1000, unique_elements: 63
392
+ [2024-12-31 19:10:56,662::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2024-12-31 19:10:56,662::GMM::INFO] ux_mean: 476.2367248535156, mc_acc_rate: 0.4067000150680542, x0_rate: 197/1000, unique_elements: 60
394
+ [2024-12-31 19:11:08,938::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2024-12-31 19:11:08,938::GMM::INFO] ux_mean: 476.0919494628906, mc_acc_rate: 0.40540000796318054, x0_rate: 197/1000, unique_elements: 60
396
+ [2024-12-31 19:11:21,220::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2024-12-31 19:11:21,220::GMM::INFO] ux_mean: 475.7657165527344, mc_acc_rate: 0.40720003843307495, x0_rate: 197/1000, unique_elements: 60
398
+ [2024-12-31 19:11:33,509::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2024-12-31 19:11:33,509::GMM::INFO] ux_mean: 475.0744934082031, mc_acc_rate: 0.39990001916885376, x0_rate: 183/1000, unique_elements: 59
400
+ [2024-12-31 19:11:45,809::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2024-12-31 19:11:45,809::GMM::INFO] ux_mean: 475.1783447265625, mc_acc_rate: 0.3956000506877899, x0_rate: 183/1000, unique_elements: 59
402
+ [2024-12-31 19:12:40,543::GMM::INFO] x0 rate:, 0.172
403
+ [2024-12-31 19:12:40,543::GMM::INFO] unique elements:, 58
404
+ [2024-12-31 19:12:40,543::GMM::INFO] ux mean:, 475.8761901855469
405
+ [2024-12-31 19:12:40,543::GMM::INFO] done
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__18_31_00/output_data.pth ADDED
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1
+ version https://git-lfs.github.com/spec/v1
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+ size 6640
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__18_31_00/state_dict.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:35136635729d4004bbfe50c587ee733e321090d1cfe46891cb226b57450052a0
3
+ size 12010215
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__19_25_18/0.log ADDED
@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2024-12-31 19:25:18,881::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Rademacher', method=0)
2
+ [2024-12-31 19:25:18,881::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2024-12-31 19:25:19,144::GMM::INFO] method==,0, using method FP
4
+ [2024-12-31 19:25:31,346::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2024-12-31 19:25:31,346::GMM::INFO] ux_mean: 562.57421875, mc_acc_rate: 0.9860000610351562, x0_rate: 483/1000, unique_elements: 1000
6
+ [2024-12-31 19:25:43,426::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2024-12-31 19:25:43,426::GMM::INFO] ux_mean: 562.6348876953125, mc_acc_rate: 0.9754000902175903, x0_rate: 508/1000, unique_elements: 1000
8
+ [2024-12-31 19:25:55,566::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2024-12-31 19:25:55,566::GMM::INFO] ux_mean: 561.7822875976562, mc_acc_rate: 0.9679000973701477, x0_rate: 521/1000, unique_elements: 1000
10
+ [2024-12-31 19:26:07,730::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2024-12-31 19:26:07,730::GMM::INFO] ux_mean: 558.8162841796875, mc_acc_rate: 0.9544000625610352, x0_rate: 486/1000, unique_elements: 1000
12
+ [2024-12-31 19:26:19,914::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2024-12-31 19:26:19,914::GMM::INFO] ux_mean: 557.2789306640625, mc_acc_rate: 0.9457000494003296, x0_rate: 499/1000, unique_elements: 1000
14
+ [2024-12-31 19:26:32,114::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2024-12-31 19:26:32,114::GMM::INFO] ux_mean: 557.1940307617188, mc_acc_rate: 0.9366000294685364, x0_rate: 501/1000, unique_elements: 1000
16
+ [2024-12-31 19:26:44,336::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2024-12-31 19:26:44,336::GMM::INFO] ux_mean: 558.8944091796875, mc_acc_rate: 0.9201000332832336, x0_rate: 482/1000, unique_elements: 1000
18
+ [2024-12-31 19:26:56,581::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2024-12-31 19:26:56,581::GMM::INFO] ux_mean: 556.4866943359375, mc_acc_rate: 0.9201000332832336, x0_rate: 520/1000, unique_elements: 1000
20
+ [2024-12-31 19:27:08,832::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2024-12-31 19:27:08,832::GMM::INFO] ux_mean: 557.3806762695312, mc_acc_rate: 0.9079999923706055, x0_rate: 515/1000, unique_elements: 1000
22
+ [2024-12-31 19:27:21,090::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2024-12-31 19:27:21,090::GMM::INFO] ux_mean: 557.576171875, mc_acc_rate: 0.8971000909805298, x0_rate: 483/1000, unique_elements: 1000
24
+ [2024-12-31 19:27:33,349::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2024-12-31 19:27:33,349::GMM::INFO] ux_mean: 556.8965454101562, mc_acc_rate: 0.8913000822067261, x0_rate: 535/1000, unique_elements: 1000
26
+ [2024-12-31 19:27:45,614::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2024-12-31 19:27:45,614::GMM::INFO] ux_mean: 556.0226440429688, mc_acc_rate: 0.8814000487327576, x0_rate: 525/1000, unique_elements: 1000
28
+ [2024-12-31 19:27:57,878::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2024-12-31 19:27:57,878::GMM::INFO] ux_mean: 555.8659057617188, mc_acc_rate: 0.8702999949455261, x0_rate: 533/1000, unique_elements: 1000
30
+ [2024-12-31 19:28:10,154::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2024-12-31 19:28:10,154::GMM::INFO] ux_mean: 554.09423828125, mc_acc_rate: 0.8634999990463257, x0_rate: 540/1000, unique_elements: 1000
32
+ [2024-12-31 19:28:22,435::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2024-12-31 19:28:22,435::GMM::INFO] ux_mean: 552.5900268554688, mc_acc_rate: 0.8556000590324402, x0_rate: 552/1000, unique_elements: 1000
34
+ [2024-12-31 19:28:34,709::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2024-12-31 19:28:34,709::GMM::INFO] ux_mean: 555.1569213867188, mc_acc_rate: 0.8507000803947449, x0_rate: 542/1000, unique_elements: 910
36
+ [2024-12-31 19:28:46,970::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2024-12-31 19:28:46,970::GMM::INFO] ux_mean: 552.9490356445312, mc_acc_rate: 0.8351000547409058, x0_rate: 548/1000, unique_elements: 910
38
+ [2024-12-31 19:28:59,230::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2024-12-31 19:28:59,231::GMM::INFO] ux_mean: 553.7911376953125, mc_acc_rate: 0.8381000757217407, x0_rate: 558/1000, unique_elements: 910
40
+ [2024-12-31 19:29:11,492::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2024-12-31 19:29:11,492::GMM::INFO] ux_mean: 553.392578125, mc_acc_rate: 0.8350000381469727, x0_rate: 533/1000, unique_elements: 910
42
+ [2024-12-31 19:29:23,755::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2024-12-31 19:29:23,755::GMM::INFO] ux_mean: 552.9859008789062, mc_acc_rate: 0.8116000890731812, x0_rate: 533/1000, unique_elements: 910
44
+ [2024-12-31 19:29:36,015::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2024-12-31 19:29:36,016::GMM::INFO] ux_mean: 552.1439208984375, mc_acc_rate: 0.8105999827384949, x0_rate: 542/1000, unique_elements: 910
46
+ [2024-12-31 19:29:48,279::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2024-12-31 19:29:48,279::GMM::INFO] ux_mean: 552.3638305664062, mc_acc_rate: 0.8067000508308411, x0_rate: 538/1000, unique_elements: 910
48
+ [2024-12-31 19:30:00,543::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2024-12-31 19:30:00,543::GMM::INFO] ux_mean: 550.6819458007812, mc_acc_rate: 0.7863000631332397, x0_rate: 537/1000, unique_elements: 910
50
+ [2024-12-31 19:30:12,819::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2024-12-31 19:30:12,819::GMM::INFO] ux_mean: 551.6891479492188, mc_acc_rate: 0.7812000513076782, x0_rate: 550/1000, unique_elements: 841
52
+ [2024-12-31 19:30:25,108::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2024-12-31 19:30:25,109::GMM::INFO] ux_mean: 549.1671752929688, mc_acc_rate: 0.7768000364303589, x0_rate: 548/1000, unique_elements: 841
54
+ [2024-12-31 19:30:37,400::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2024-12-31 19:30:37,400::GMM::INFO] ux_mean: 549.0878295898438, mc_acc_rate: 0.7718000411987305, x0_rate: 557/1000, unique_elements: 841
56
+ [2024-12-31 19:30:49,693::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2024-12-31 19:30:49,693::GMM::INFO] ux_mean: 547.8598022460938, mc_acc_rate: 0.7695000767707825, x0_rate: 555/1000, unique_elements: 841
58
+ [2024-12-31 19:31:01,982::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2024-12-31 19:31:01,982::GMM::INFO] ux_mean: 547.3563232421875, mc_acc_rate: 0.7587000727653503, x0_rate: 538/1000, unique_elements: 841
60
+ [2024-12-31 19:31:14,272::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2024-12-31 19:31:14,273::GMM::INFO] ux_mean: 546.7259521484375, mc_acc_rate: 0.7468001246452332, x0_rate: 539/1000, unique_elements: 841
62
+ [2024-12-31 19:31:26,560::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2024-12-31 19:31:26,560::GMM::INFO] ux_mean: 547.3394165039062, mc_acc_rate: 0.7489000558853149, x0_rate: 538/1000, unique_elements: 841
64
+ [2024-12-31 19:31:38,834::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2024-12-31 19:31:38,835::GMM::INFO] ux_mean: 545.1661987304688, mc_acc_rate: 0.7345000505447388, x0_rate: 541/1000, unique_elements: 775
66
+ [2024-12-31 19:31:51,107::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2024-12-31 19:31:51,107::GMM::INFO] ux_mean: 546.0369873046875, mc_acc_rate: 0.7260000109672546, x0_rate: 533/1000, unique_elements: 775
68
+ [2024-12-31 19:32:03,378::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2024-12-31 19:32:03,378::GMM::INFO] ux_mean: 546.7230834960938, mc_acc_rate: 0.7285000085830688, x0_rate: 538/1000, unique_elements: 775
70
+ [2024-12-31 19:32:15,646::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2024-12-31 19:32:15,646::GMM::INFO] ux_mean: 545.786376953125, mc_acc_rate: 0.7141000628471375, x0_rate: 545/1000, unique_elements: 775
72
+ [2024-12-31 19:32:27,918::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2024-12-31 19:32:27,918::GMM::INFO] ux_mean: 546.3197021484375, mc_acc_rate: 0.7121000289916992, x0_rate: 542/1000, unique_elements: 775
74
+ [2024-12-31 19:32:40,192::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2024-12-31 19:32:40,192::GMM::INFO] ux_mean: 546.8318481445312, mc_acc_rate: 0.704200029373169, x0_rate: 543/1000, unique_elements: 724
76
+ [2024-12-31 19:32:52,488::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2024-12-31 19:32:52,489::GMM::INFO] ux_mean: 545.3031616210938, mc_acc_rate: 0.6949000954627991, x0_rate: 545/1000, unique_elements: 724
78
+ [2024-12-31 19:33:04,784::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2024-12-31 19:33:04,784::GMM::INFO] ux_mean: 545.441650390625, mc_acc_rate: 0.7022000551223755, x0_rate: 548/1000, unique_elements: 724
80
+ [2024-12-31 19:33:17,081::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2024-12-31 19:33:17,081::GMM::INFO] ux_mean: 543.1690673828125, mc_acc_rate: 0.6901000738143921, x0_rate: 547/1000, unique_elements: 724
82
+ [2024-12-31 19:33:29,377::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2024-12-31 19:33:29,378::GMM::INFO] ux_mean: 543.8228149414062, mc_acc_rate: 0.680400013923645, x0_rate: 543/1000, unique_elements: 724
84
+ [2024-12-31 19:33:41,664::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2024-12-31 19:33:41,665::GMM::INFO] ux_mean: 543.524169921875, mc_acc_rate: 0.6667000651359558, x0_rate: 533/1000, unique_elements: 671
86
+ [2024-12-31 19:33:53,941::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2024-12-31 19:33:53,941::GMM::INFO] ux_mean: 541.568359375, mc_acc_rate: 0.6606000065803528, x0_rate: 533/1000, unique_elements: 671
88
+ [2024-12-31 19:34:06,215::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2024-12-31 19:34:06,215::GMM::INFO] ux_mean: 540.2472534179688, mc_acc_rate: 0.6601999998092651, x0_rate: 535/1000, unique_elements: 671
90
+ [2024-12-31 19:34:18,496::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2024-12-31 19:34:18,497::GMM::INFO] ux_mean: 539.8339233398438, mc_acc_rate: 0.6593000888824463, x0_rate: 533/1000, unique_elements: 671
92
+ [2024-12-31 19:34:30,781::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2024-12-31 19:34:30,781::GMM::INFO] ux_mean: 538.5814819335938, mc_acc_rate: 0.6447000503540039, x0_rate: 517/1000, unique_elements: 629
94
+ [2024-12-31 19:34:43,075::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2024-12-31 19:34:43,076::GMM::INFO] ux_mean: 538.1621704101562, mc_acc_rate: 0.6458001136779785, x0_rate: 518/1000, unique_elements: 629
96
+ [2024-12-31 19:34:55,375::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2024-12-31 19:34:55,375::GMM::INFO] ux_mean: 538.173095703125, mc_acc_rate: 0.6367999911308289, x0_rate: 515/1000, unique_elements: 629
98
+ [2024-12-31 19:35:07,670::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2024-12-31 19:35:07,670::GMM::INFO] ux_mean: 538.8795166015625, mc_acc_rate: 0.6175000667572021, x0_rate: 516/1000, unique_elements: 629
100
+ [2024-12-31 19:35:19,961::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2024-12-31 19:35:19,962::GMM::INFO] ux_mean: 538.7557983398438, mc_acc_rate: 0.6223000884056091, x0_rate: 510/1000, unique_elements: 596
102
+ [2024-12-31 19:35:32,237::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2024-12-31 19:35:32,238::GMM::INFO] ux_mean: 538.4149169921875, mc_acc_rate: 0.6146000027656555, x0_rate: 509/1000, unique_elements: 596
104
+ [2024-12-31 19:35:44,509::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2024-12-31 19:35:44,509::GMM::INFO] ux_mean: 537.325439453125, mc_acc_rate: 0.6125000715255737, x0_rate: 507/1000, unique_elements: 596
106
+ [2024-12-31 19:35:56,790::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
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+ [2024-12-31 19:35:56,790::GMM::INFO] ux_mean: 536.2117919921875, mc_acc_rate: 0.6109000444412231, x0_rate: 507/1000, unique_elements: 596
108
+ [2024-12-31 19:36:09,083::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
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+ [2024-12-31 19:36:09,083::GMM::INFO] ux_mean: 534.7318115234375, mc_acc_rate: 0.591200053691864, x0_rate: 500/1000, unique_elements: 565
110
+ [2024-12-31 19:36:21,383::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
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+ [2024-12-31 19:36:21,383::GMM::INFO] ux_mean: 535.9517822265625, mc_acc_rate: 0.5968000292778015, x0_rate: 500/1000, unique_elements: 565
112
+ [2024-12-31 19:36:33,683::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
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+ [2024-12-31 19:36:33,683::GMM::INFO] ux_mean: 535.1983032226562, mc_acc_rate: 0.5970000624656677, x0_rate: 500/1000, unique_elements: 565
114
+ [2024-12-31 19:36:45,975::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
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+ [2024-12-31 19:36:45,975::GMM::INFO] ux_mean: 535.36962890625, mc_acc_rate: 0.5863000154495239, x0_rate: 501/1000, unique_elements: 542
116
+ [2024-12-31 19:36:58,256::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
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+ [2024-12-31 19:36:58,257::GMM::INFO] ux_mean: 535.0185546875, mc_acc_rate: 0.5838000178337097, x0_rate: 501/1000, unique_elements: 542
118
+ [2024-12-31 19:37:10,535::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
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+ [2024-12-31 19:37:10,535::GMM::INFO] ux_mean: 533.7990112304688, mc_acc_rate: 0.5730000138282776, x0_rate: 501/1000, unique_elements: 542
120
+ [2024-12-31 19:37:22,811::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
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+ [2024-12-31 19:37:22,811::GMM::INFO] ux_mean: 532.7444458007812, mc_acc_rate: 0.5671000480651855, x0_rate: 503/1000, unique_elements: 517
122
+ [2024-12-31 19:37:35,105::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
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+ [2024-12-31 19:37:35,105::GMM::INFO] ux_mean: 531.4131469726562, mc_acc_rate: 0.5598000288009644, x0_rate: 504/1000, unique_elements: 517
124
+ [2024-12-31 19:37:47,397::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2024-12-31 19:37:47,398::GMM::INFO] ux_mean: 530.290283203125, mc_acc_rate: 0.5671000480651855, x0_rate: 504/1000, unique_elements: 517
126
+ [2024-12-31 19:37:59,694::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
127
+ [2024-12-31 19:37:59,694::GMM::INFO] ux_mean: 529.9955444335938, mc_acc_rate: 0.5654000043869019, x0_rate: 504/1000, unique_elements: 517
128
+ [2024-12-31 19:38:11,977::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 19:38:11,977::GMM::INFO] ux_mean: 529.5775146484375, mc_acc_rate: 0.5472000241279602, x0_rate: 498/1000, unique_elements: 490
130
+ [2024-12-31 19:38:24,251::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 19:38:24,251::GMM::INFO] ux_mean: 528.9739990234375, mc_acc_rate: 0.548799991607666, x0_rate: 498/1000, unique_elements: 490
132
+ [2024-12-31 19:38:36,527::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 19:38:36,528::GMM::INFO] ux_mean: 530.029052734375, mc_acc_rate: 0.5346000790596008, x0_rate: 498/1000, unique_elements: 490
134
+ [2024-12-31 19:38:48,808::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 19:38:48,808::GMM::INFO] ux_mean: 528.951416015625, mc_acc_rate: 0.5314000844955444, x0_rate: 490/1000, unique_elements: 463
136
+ [2024-12-31 19:39:01,097::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 19:39:01,097::GMM::INFO] ux_mean: 527.7115478515625, mc_acc_rate: 0.5245999693870544, x0_rate: 490/1000, unique_elements: 463
138
+ [2024-12-31 19:39:13,382::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 19:39:13,382::GMM::INFO] ux_mean: 526.5035400390625, mc_acc_rate: 0.5156999826431274, x0_rate: 490/1000, unique_elements: 463
140
+ [2024-12-31 19:39:25,664::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 19:39:25,664::GMM::INFO] ux_mean: 526.15283203125, mc_acc_rate: 0.5283000469207764, x0_rate: 481/1000, unique_elements: 448
142
+ [2024-12-31 19:39:37,933::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 19:39:37,933::GMM::INFO] ux_mean: 526.0950927734375, mc_acc_rate: 0.5286000370979309, x0_rate: 481/1000, unique_elements: 448
144
+ [2024-12-31 19:39:50,200::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 19:39:50,201::GMM::INFO] ux_mean: 525.6475219726562, mc_acc_rate: 0.5127999782562256, x0_rate: 481/1000, unique_elements: 448
146
+ [2024-12-31 19:40:02,481::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 19:40:02,481::GMM::INFO] ux_mean: 525.4698486328125, mc_acc_rate: 0.5075000524520874, x0_rate: 481/1000, unique_elements: 429
148
+ [2024-12-31 19:40:14,774::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 19:40:14,774::GMM::INFO] ux_mean: 525.0621948242188, mc_acc_rate: 0.5070000290870667, x0_rate: 482/1000, unique_elements: 429
150
+ [2024-12-31 19:40:27,068::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 19:40:27,068::GMM::INFO] ux_mean: 524.0986938476562, mc_acc_rate: 0.5000000596046448, x0_rate: 482/1000, unique_elements: 429
152
+ [2024-12-31 19:40:39,358::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 19:40:39,358::GMM::INFO] ux_mean: 521.9382934570312, mc_acc_rate: 0.47940003871917725, x0_rate: 472/1000, unique_elements: 412
154
+ [2024-12-31 19:40:51,636::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 19:40:51,636::GMM::INFO] ux_mean: 522.296142578125, mc_acc_rate: 0.4771000146865845, x0_rate: 472/1000, unique_elements: 412
156
+ [2024-12-31 19:41:03,925::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 19:41:03,925::GMM::INFO] ux_mean: 521.8338012695312, mc_acc_rate: 0.48500001430511475, x0_rate: 472/1000, unique_elements: 412
158
+ [2024-12-31 19:41:16,220::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 19:41:16,220::GMM::INFO] ux_mean: 520.207275390625, mc_acc_rate: 0.49079999327659607, x0_rate: 463/1000, unique_elements: 395
160
+ [2024-12-31 19:41:28,515::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 19:41:28,515::GMM::INFO] ux_mean: 518.5997314453125, mc_acc_rate: 0.47370004653930664, x0_rate: 463/1000, unique_elements: 395
162
+ [2024-12-31 19:41:40,809::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 19:41:40,809::GMM::INFO] ux_mean: 519.145263671875, mc_acc_rate: 0.4700000286102295, x0_rate: 466/1000, unique_elements: 382
164
+ [2024-12-31 19:41:53,090::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 19:41:53,090::GMM::INFO] ux_mean: 519.10693359375, mc_acc_rate: 0.47200003266334534, x0_rate: 466/1000, unique_elements: 382
166
+ [2024-12-31 19:42:05,368::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 19:42:05,368::GMM::INFO] ux_mean: 518.4835815429688, mc_acc_rate: 0.466200053691864, x0_rate: 466/1000, unique_elements: 382
168
+ [2024-12-31 19:42:17,659::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 19:42:17,659::GMM::INFO] ux_mean: 516.80615234375, mc_acc_rate: 0.4554000496864319, x0_rate: 458/1000, unique_elements: 371
170
+ [2024-12-31 19:42:29,959::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 19:42:29,960::GMM::INFO] ux_mean: 516.9367065429688, mc_acc_rate: 0.4553000330924988, x0_rate: 458/1000, unique_elements: 371
172
+ [2024-12-31 19:42:42,261::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 19:42:42,261::GMM::INFO] ux_mean: 517.1503295898438, mc_acc_rate: 0.4492000341415405, x0_rate: 458/1000, unique_elements: 371
174
+ [2024-12-31 19:42:54,540::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2024-12-31 19:42:54,540::GMM::INFO] ux_mean: 515.3629760742188, mc_acc_rate: 0.46310004591941833, x0_rate: 459/1000, unique_elements: 358
176
+ [2024-12-31 19:43:06,823::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
177
+ [2024-12-31 19:43:06,824::GMM::INFO] ux_mean: 514.6603393554688, mc_acc_rate: 0.46080002188682556, x0_rate: 459/1000, unique_elements: 358
178
+ [2024-12-31 19:43:19,109::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 19:43:19,109::GMM::INFO] ux_mean: 513.7122802734375, mc_acc_rate: 0.4458000361919403, x0_rate: 461/1000, unique_elements: 334
180
+ [2024-12-31 19:43:31,405::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 19:43:31,405::GMM::INFO] ux_mean: 512.3298950195312, mc_acc_rate: 0.4398000240325928, x0_rate: 461/1000, unique_elements: 334
182
+ [2024-12-31 19:43:43,702::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2024-12-31 19:43:43,702::GMM::INFO] ux_mean: 512.194091796875, mc_acc_rate: 0.44670000672340393, x0_rate: 461/1000, unique_elements: 334
184
+ [2024-12-31 19:43:55,982::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
185
+ [2024-12-31 19:43:55,982::GMM::INFO] ux_mean: 510.1275634765625, mc_acc_rate: 0.4288000464439392, x0_rate: 451/1000, unique_elements: 323
186
+ [2024-12-31 19:44:08,265::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2024-12-31 19:44:08,265::GMM::INFO] ux_mean: 509.90496826171875, mc_acc_rate: 0.42640000581741333, x0_rate: 451/1000, unique_elements: 323
188
+ [2024-12-31 19:44:20,550::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
189
+ [2024-12-31 19:44:20,551::GMM::INFO] ux_mean: 509.262451171875, mc_acc_rate: 0.4142000377178192, x0_rate: 445/1000, unique_elements: 309
190
+ [2024-12-31 19:44:32,852::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
191
+ [2024-12-31 19:44:32,852::GMM::INFO] ux_mean: 510.288818359375, mc_acc_rate: 0.4150000214576721, x0_rate: 445/1000, unique_elements: 309
192
+ [2024-12-31 19:44:45,153::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2024-12-31 19:44:45,154::GMM::INFO] ux_mean: 506.6531982421875, mc_acc_rate: 0.4009999930858612, x0_rate: 427/1000, unique_elements: 295
194
+ [2024-12-31 19:44:57,433::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2024-12-31 19:44:57,434::GMM::INFO] ux_mean: 508.26171875, mc_acc_rate: 0.42510002851486206, x0_rate: 427/1000, unique_elements: 295
196
+ [2024-12-31 19:45:09,720::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2024-12-31 19:45:09,721::GMM::INFO] ux_mean: 508.3540954589844, mc_acc_rate: 0.4244999885559082, x0_rate: 427/1000, unique_elements: 295
198
+ [2024-12-31 19:45:22,012::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2024-12-31 19:45:22,012::GMM::INFO] ux_mean: 506.1665954589844, mc_acc_rate: 0.41600000858306885, x0_rate: 424/1000, unique_elements: 290
200
+ [2024-12-31 19:45:34,314::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
201
+ [2024-12-31 19:45:34,314::GMM::INFO] ux_mean: 505.931884765625, mc_acc_rate: 0.41290000081062317, x0_rate: 424/1000, unique_elements: 290
202
+ [2024-12-31 19:45:46,609::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2024-12-31 19:45:46,609::GMM::INFO] ux_mean: 504.4434814453125, mc_acc_rate: 0.4086000323295593, x0_rate: 414/1000, unique_elements: 280
204
+ [2024-12-31 19:45:58,885::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2024-12-31 19:45:58,885::GMM::INFO] ux_mean: 504.5174560546875, mc_acc_rate: 0.40320006012916565, x0_rate: 414/1000, unique_elements: 280
206
+ [2024-12-31 19:46:11,163::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2024-12-31 19:46:11,163::GMM::INFO] ux_mean: 504.2421569824219, mc_acc_rate: 0.39990001916885376, x0_rate: 414/1000, unique_elements: 280
208
+ [2024-12-31 19:46:23,453::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2024-12-31 19:46:23,453::GMM::INFO] ux_mean: 504.5641174316406, mc_acc_rate: 0.38780003786087036, x0_rate: 407/1000, unique_elements: 271
210
+ [2024-12-31 19:46:35,754::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2024-12-31 19:46:35,754::GMM::INFO] ux_mean: 503.9079895019531, mc_acc_rate: 0.38280004262924194, x0_rate: 407/1000, unique_elements: 271
212
+ [2024-12-31 19:46:48,052::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2024-12-31 19:46:48,052::GMM::INFO] ux_mean: 503.3534851074219, mc_acc_rate: 0.3769000470638275, x0_rate: 408/1000, unique_elements: 265
214
+ [2024-12-31 19:47:00,338::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2024-12-31 19:47:00,338::GMM::INFO] ux_mean: 503.5499572753906, mc_acc_rate: 0.37220004200935364, x0_rate: 408/1000, unique_elements: 265
216
+ [2024-12-31 19:47:12,622::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2024-12-31 19:47:12,622::GMM::INFO] ux_mean: 503.5762023925781, mc_acc_rate: 0.4035000205039978, x0_rate: 408/1000, unique_elements: 265
218
+ [2024-12-31 19:47:24,924::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2024-12-31 19:47:24,924::GMM::INFO] ux_mean: 503.128662109375, mc_acc_rate: 0.39810001850128174, x0_rate: 414/1000, unique_elements: 258
220
+ [2024-12-31 19:47:37,225::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2024-12-31 19:47:37,225::GMM::INFO] ux_mean: 501.9615173339844, mc_acc_rate: 0.3938000202178955, x0_rate: 414/1000, unique_elements: 258
222
+ [2024-12-31 19:47:49,516::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2024-12-31 19:47:49,516::GMM::INFO] ux_mean: 500.7447204589844, mc_acc_rate: 0.38989999890327454, x0_rate: 409/1000, unique_elements: 253
224
+ [2024-12-31 19:48:01,797::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2024-12-31 19:48:01,797::GMM::INFO] ux_mean: 500.2860412597656, mc_acc_rate: 0.38819998502731323, x0_rate: 409/1000, unique_elements: 253
226
+ [2024-12-31 19:48:14,081::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2024-12-31 19:48:14,082::GMM::INFO] ux_mean: 497.445556640625, mc_acc_rate: 0.3773000240325928, x0_rate: 400/1000, unique_elements: 244
228
+ [2024-12-31 19:48:26,382::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2024-12-31 19:48:26,382::GMM::INFO] ux_mean: 497.908935546875, mc_acc_rate: 0.37300002574920654, x0_rate: 400/1000, unique_elements: 244
230
+ [2024-12-31 19:48:38,687::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2024-12-31 19:48:38,688::GMM::INFO] ux_mean: 497.22772216796875, mc_acc_rate: 0.3689000606536865, x0_rate: 389/1000, unique_elements: 241
232
+ [2024-12-31 19:48:50,969::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2024-12-31 19:48:50,969::GMM::INFO] ux_mean: 497.4450378417969, mc_acc_rate: 0.36270004510879517, x0_rate: 389/1000, unique_elements: 241
234
+ [2024-12-31 19:49:03,242::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2024-12-31 19:49:03,242::GMM::INFO] ux_mean: 497.0169982910156, mc_acc_rate: 0.3563999831676483, x0_rate: 389/1000, unique_elements: 241
236
+ [2024-12-31 19:49:15,542::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2024-12-31 19:49:15,542::GMM::INFO] ux_mean: 496.011474609375, mc_acc_rate: 0.3547000288963318, x0_rate: 390/1000, unique_elements: 233
238
+ [2024-12-31 19:49:27,842::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2024-12-31 19:49:27,842::GMM::INFO] ux_mean: 497.0201721191406, mc_acc_rate: 0.3514000177383423, x0_rate: 390/1000, unique_elements: 233
240
+ [2024-12-31 19:49:40,130::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2024-12-31 19:49:40,130::GMM::INFO] ux_mean: 496.7017822265625, mc_acc_rate: 0.38199999928474426, x0_rate: 388/1000, unique_elements: 223
242
+ [2024-12-31 19:49:52,411::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2024-12-31 19:49:52,411::GMM::INFO] ux_mean: 496.09698486328125, mc_acc_rate: 0.3928000330924988, x0_rate: 388/1000, unique_elements: 223
244
+ [2024-12-31 19:50:04,699::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2024-12-31 19:50:04,699::GMM::INFO] ux_mean: 494.3574523925781, mc_acc_rate: 0.37380000948905945, x0_rate: 384/1000, unique_elements: 215
246
+ [2024-12-31 19:50:16,997::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2024-12-31 19:50:16,997::GMM::INFO] ux_mean: 493.8025817871094, mc_acc_rate: 0.36570000648498535, x0_rate: 384/1000, unique_elements: 215
248
+ [2024-12-31 19:50:29,290::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2024-12-31 19:50:29,290::GMM::INFO] ux_mean: 492.704833984375, mc_acc_rate: 0.3637000322341919, x0_rate: 385/1000, unique_elements: 205
250
+ [2024-12-31 19:50:41,560::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
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+ [2024-12-31 19:50:41,560::GMM::INFO] ux_mean: 492.65484619140625, mc_acc_rate: 0.3663000464439392, x0_rate: 385/1000, unique_elements: 205
252
+ [2024-12-31 19:50:53,837::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2024-12-31 19:50:53,838::GMM::INFO] ux_mean: 491.6986999511719, mc_acc_rate: 0.3612000048160553, x0_rate: 385/1000, unique_elements: 205
254
+ [2024-12-31 19:51:06,124::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2024-12-31 19:51:06,124::GMM::INFO] ux_mean: 491.6217041015625, mc_acc_rate: 0.3493000268936157, x0_rate: 385/1000, unique_elements: 202
256
+ [2024-12-31 19:51:18,420::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2024-12-31 19:51:18,421::GMM::INFO] ux_mean: 491.7289733886719, mc_acc_rate: 0.34450003504753113, x0_rate: 385/1000, unique_elements: 202
258
+ [2024-12-31 19:51:30,701::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2024-12-31 19:51:30,701::GMM::INFO] ux_mean: 491.4925231933594, mc_acc_rate: 0.3508000373840332, x0_rate: 387/1000, unique_elements: 194
260
+ [2024-12-31 19:51:42,974::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2024-12-31 19:51:42,974::GMM::INFO] ux_mean: 491.5499572753906, mc_acc_rate: 0.34380000829696655, x0_rate: 387/1000, unique_elements: 194
262
+ [2024-12-31 19:51:55,250::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2024-12-31 19:51:55,250::GMM::INFO] ux_mean: 489.2685546875, mc_acc_rate: 0.3336000144481659, x0_rate: 384/1000, unique_elements: 185
264
+ [2024-12-31 19:52:07,542::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2024-12-31 19:52:07,542::GMM::INFO] ux_mean: 489.2252197265625, mc_acc_rate: 0.3231000304222107, x0_rate: 384/1000, unique_elements: 185
266
+ [2024-12-31 19:52:19,835::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2024-12-31 19:52:19,835::GMM::INFO] ux_mean: 487.7252502441406, mc_acc_rate: 0.3687000274658203, x0_rate: 377/1000, unique_elements: 176
268
+ [2024-12-31 19:52:32,100::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2024-12-31 19:52:32,100::GMM::INFO] ux_mean: 487.8862609863281, mc_acc_rate: 0.3686000108718872, x0_rate: 377/1000, unique_elements: 176
270
+ [2024-12-31 19:52:44,367::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2024-12-31 19:52:44,368::GMM::INFO] ux_mean: 488.6534118652344, mc_acc_rate: 0.3664000332355499, x0_rate: 377/1000, unique_elements: 176
272
+ [2024-12-31 19:52:56,661::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2024-12-31 19:52:56,661::GMM::INFO] ux_mean: 487.5498352050781, mc_acc_rate: 0.3630000054836273, x0_rate: 367/1000, unique_elements: 167
274
+ [2024-12-31 19:53:08,949::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2024-12-31 19:53:08,949::GMM::INFO] ux_mean: 487.083740234375, mc_acc_rate: 0.3619999885559082, x0_rate: 367/1000, unique_elements: 167
276
+ [2024-12-31 19:53:21,232::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2024-12-31 19:53:21,232::GMM::INFO] ux_mean: 485.9892883300781, mc_acc_rate: 0.3483999967575073, x0_rate: 359/1000, unique_elements: 163
278
+ [2024-12-31 19:53:33,502::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2024-12-31 19:53:33,502::GMM::INFO] ux_mean: 485.9562683105469, mc_acc_rate: 0.35050004720687866, x0_rate: 359/1000, unique_elements: 163
280
+ [2024-12-31 19:53:45,782::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2024-12-31 19:53:45,782::GMM::INFO] ux_mean: 485.8089904785156, mc_acc_rate: 0.3441000282764435, x0_rate: 345/1000, unique_elements: 156
282
+ [2024-12-31 19:53:58,073::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2024-12-31 19:53:58,073::GMM::INFO] ux_mean: 485.576904296875, mc_acc_rate: 0.33310002088546753, x0_rate: 345/1000, unique_elements: 156
284
+ [2024-12-31 19:54:10,365::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2024-12-31 19:54:10,365::GMM::INFO] ux_mean: 485.1095275878906, mc_acc_rate: 0.32910001277923584, x0_rate: 345/1000, unique_elements: 156
286
+ [2024-12-31 19:54:22,645::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2024-12-31 19:54:22,645::GMM::INFO] ux_mean: 485.0556335449219, mc_acc_rate: 0.3257000148296356, x0_rate: 333/1000, unique_elements: 148
288
+ [2024-12-31 19:54:34,920::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2024-12-31 19:54:34,920::GMM::INFO] ux_mean: 484.740966796875, mc_acc_rate: 0.3369000554084778, x0_rate: 333/1000, unique_elements: 148
290
+ [2024-12-31 19:54:47,206::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2024-12-31 19:54:47,206::GMM::INFO] ux_mean: 484.7757873535156, mc_acc_rate: 0.31450003385543823, x0_rate: 324/1000, unique_elements: 145
292
+ [2024-12-31 19:54:59,493::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2024-12-31 19:54:59,493::GMM::INFO] ux_mean: 483.9829406738281, mc_acc_rate: 0.3168000280857086, x0_rate: 324/1000, unique_elements: 145
294
+ [2024-12-31 19:55:11,781::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2024-12-31 19:55:11,781::GMM::INFO] ux_mean: 483.5188293457031, mc_acc_rate: 0.30889999866485596, x0_rate: 314/1000, unique_elements: 141
296
+ [2024-12-31 19:55:24,060::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2024-12-31 19:55:24,061::GMM::INFO] ux_mean: 483.9586181640625, mc_acc_rate: 0.36810001730918884, x0_rate: 314/1000, unique_elements: 141
298
+ [2024-12-31 19:55:36,341::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2024-12-31 19:55:36,341::GMM::INFO] ux_mean: 484.0703430175781, mc_acc_rate: 0.3541000187397003, x0_rate: 314/1000, unique_elements: 141
300
+ [2024-12-31 19:55:48,634::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2024-12-31 19:55:48,634::GMM::INFO] ux_mean: 484.5711364746094, mc_acc_rate: 0.36320003867149353, x0_rate: 302/1000, unique_elements: 133
302
+ [2024-12-31 19:56:00,925::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2024-12-31 19:56:00,925::GMM::INFO] ux_mean: 484.6804504394531, mc_acc_rate: 0.3546000123023987, x0_rate: 302/1000, unique_elements: 133
304
+ [2024-12-31 19:56:13,208::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2024-12-31 19:56:13,208::GMM::INFO] ux_mean: 484.07550048828125, mc_acc_rate: 0.34780001640319824, x0_rate: 290/1000, unique_elements: 130
306
+ [2024-12-31 19:56:25,480::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2024-12-31 19:56:25,480::GMM::INFO] ux_mean: 483.8458251953125, mc_acc_rate: 0.34560003876686096, x0_rate: 290/1000, unique_elements: 130
308
+ [2024-12-31 19:56:37,747::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2024-12-31 19:56:37,747::GMM::INFO] ux_mean: 483.5262145996094, mc_acc_rate: 0.3452000021934509, x0_rate: 290/1000, unique_elements: 130
310
+ [2024-12-31 19:56:50,031::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2024-12-31 19:56:50,031::GMM::INFO] ux_mean: 483.33807373046875, mc_acc_rate: 0.3313000202178955, x0_rate: 286/1000, unique_elements: 125
312
+ [2024-12-31 19:57:02,325::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2024-12-31 19:57:02,325::GMM::INFO] ux_mean: 483.0762634277344, mc_acc_rate: 0.3285999894142151, x0_rate: 286/1000, unique_elements: 125
314
+ [2024-12-31 19:57:14,611::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2024-12-31 19:57:14,611::GMM::INFO] ux_mean: 482.7945556640625, mc_acc_rate: 0.3305000364780426, x0_rate: 284/1000, unique_elements: 120
316
+ [2024-12-31 19:57:26,882::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2024-12-31 19:57:26,882::GMM::INFO] ux_mean: 483.1083984375, mc_acc_rate: 0.32760000228881836, x0_rate: 284/1000, unique_elements: 120
318
+ [2024-12-31 19:57:39,156::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2024-12-31 19:57:39,156::GMM::INFO] ux_mean: 482.3237609863281, mc_acc_rate: 0.3298000395298004, x0_rate: 284/1000, unique_elements: 120
320
+ [2024-12-31 19:57:51,441::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2024-12-31 19:57:51,442::GMM::INFO] ux_mean: 481.0040588378906, mc_acc_rate: 0.33240005373954773, x0_rate: 277/1000, unique_elements: 116
322
+ [2024-12-31 19:58:03,731::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2024-12-31 19:58:03,731::GMM::INFO] ux_mean: 481.27545166015625, mc_acc_rate: 0.3233000338077545, x0_rate: 277/1000, unique_elements: 116
324
+ [2024-12-31 19:58:16,026::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2024-12-31 19:58:16,026::GMM::INFO] ux_mean: 480.5050354003906, mc_acc_rate: 0.3077000081539154, x0_rate: 272/1000, unique_elements: 110
326
+ [2024-12-31 19:58:28,299::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2024-12-31 19:58:28,299::GMM::INFO] ux_mean: 480.324951171875, mc_acc_rate: 0.3077000081539154, x0_rate: 272/1000, unique_elements: 110
328
+ [2024-12-31 19:58:40,577::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2024-12-31 19:58:40,577::GMM::INFO] ux_mean: 479.95050048828125, mc_acc_rate: 0.3785000145435333, x0_rate: 272/1000, unique_elements: 110
330
+ [2024-12-31 19:58:52,859::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2024-12-31 19:58:52,859::GMM::INFO] ux_mean: 479.9959716796875, mc_acc_rate: 0.3815000355243683, x0_rate: 267/1000, unique_elements: 110
332
+ [2024-12-31 19:59:05,158::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2024-12-31 19:59:05,158::GMM::INFO] ux_mean: 479.77197265625, mc_acc_rate: 0.379800021648407, x0_rate: 267/1000, unique_elements: 110
334
+ [2024-12-31 19:59:17,451::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2024-12-31 19:59:17,451::GMM::INFO] ux_mean: 479.51910400390625, mc_acc_rate: 0.3766000270843506, x0_rate: 267/1000, unique_elements: 110
336
+ [2024-12-31 19:59:29,731::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2024-12-31 19:59:29,731::GMM::INFO] ux_mean: 479.6223449707031, mc_acc_rate: 0.3663000166416168, x0_rate: 263/1000, unique_elements: 106
338
+ [2024-12-31 19:59:42,006::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2024-12-31 19:59:42,006::GMM::INFO] ux_mean: 479.9617919921875, mc_acc_rate: 0.37150004506111145, x0_rate: 263/1000, unique_elements: 106
340
+ [2024-12-31 19:59:54,292::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2024-12-31 19:59:54,292::GMM::INFO] ux_mean: 479.5733337402344, mc_acc_rate: 0.3550000488758087, x0_rate: 258/1000, unique_elements: 104
342
+ [2024-12-31 20:00:06,592::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2024-12-31 20:00:06,592::GMM::INFO] ux_mean: 479.9635314941406, mc_acc_rate: 0.3644000291824341, x0_rate: 258/1000, unique_elements: 104
344
+ [2024-12-31 20:00:18,887::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2024-12-31 20:00:18,887::GMM::INFO] ux_mean: 479.72503662109375, mc_acc_rate: 0.3598000407218933, x0_rate: 258/1000, unique_elements: 104
346
+ [2024-12-31 20:00:31,179::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2024-12-31 20:00:31,179::GMM::INFO] ux_mean: 479.5730895996094, mc_acc_rate: 0.34779998660087585, x0_rate: 249/1000, unique_elements: 99
348
+ [2024-12-31 20:00:43,462::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2024-12-31 20:00:43,462::GMM::INFO] ux_mean: 479.58343505859375, mc_acc_rate: 0.350600004196167, x0_rate: 249/1000, unique_elements: 99
350
+ [2024-12-31 20:00:55,744::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2024-12-31 20:00:55,744::GMM::INFO] ux_mean: 479.8359069824219, mc_acc_rate: 0.3388000428676605, x0_rate: 235/1000, unique_elements: 95
352
+ [2024-12-31 20:01:08,044::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2024-12-31 20:01:08,045::GMM::INFO] ux_mean: 478.6572265625, mc_acc_rate: 0.34390002489089966, x0_rate: 235/1000, unique_elements: 95
354
+ [2024-12-31 20:01:20,350::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2024-12-31 20:01:20,350::GMM::INFO] ux_mean: 478.705322265625, mc_acc_rate: 0.33970001339912415, x0_rate: 235/1000, unique_elements: 95
356
+ [2024-12-31 20:01:32,645::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2024-12-31 20:01:32,645::GMM::INFO] ux_mean: 478.51275634765625, mc_acc_rate: 0.3320000171661377, x0_rate: 221/1000, unique_elements: 94
358
+ [2024-12-31 20:01:44,928::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2024-12-31 20:01:44,928::GMM::INFO] ux_mean: 478.36590576171875, mc_acc_rate: 0.3360000550746918, x0_rate: 221/1000, unique_elements: 94
360
+ [2024-12-31 20:01:57,209::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2024-12-31 20:01:57,209::GMM::INFO] ux_mean: 478.9480895996094, mc_acc_rate: 0.33890002965927124, x0_rate: 221/1000, unique_elements: 94
362
+ [2024-12-31 20:02:09,501::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2024-12-31 20:02:09,501::GMM::INFO] ux_mean: 479.7851867675781, mc_acc_rate: 0.3345000147819519, x0_rate: 214/1000, unique_elements: 91
364
+ [2024-12-31 20:02:21,796::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2024-12-31 20:02:21,796::GMM::INFO] ux_mean: 479.3439025878906, mc_acc_rate: 0.42580002546310425, x0_rate: 214/1000, unique_elements: 91
366
+ [2024-12-31 20:02:34,092::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2024-12-31 20:02:34,093::GMM::INFO] ux_mean: 479.0704040527344, mc_acc_rate: 0.4335000216960907, x0_rate: 207/1000, unique_elements: 87
368
+ [2024-12-31 20:02:46,376::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2024-12-31 20:02:46,376::GMM::INFO] ux_mean: 479.1415100097656, mc_acc_rate: 0.42260006070137024, x0_rate: 207/1000, unique_elements: 87
370
+ [2024-12-31 20:02:58,662::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2024-12-31 20:02:58,662::GMM::INFO] ux_mean: 479.27813720703125, mc_acc_rate: 0.4318000078201294, x0_rate: 207/1000, unique_elements: 87
372
+ [2024-12-31 20:03:10,945::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2024-12-31 20:03:10,945::GMM::INFO] ux_mean: 478.91595458984375, mc_acc_rate: 0.42800000309944153, x0_rate: 196/1000, unique_elements: 84
374
+ [2024-12-31 20:03:23,240::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2024-12-31 20:03:23,240::GMM::INFO] ux_mean: 478.70782470703125, mc_acc_rate: 0.42000001668930054, x0_rate: 196/1000, unique_elements: 84
376
+ [2024-12-31 20:03:35,543::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2024-12-31 20:03:35,544::GMM::INFO] ux_mean: 479.0603942871094, mc_acc_rate: 0.4092000126838684, x0_rate: 196/1000, unique_elements: 84
378
+ [2024-12-31 20:03:47,841::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2024-12-31 20:03:47,841::GMM::INFO] ux_mean: 478.75384521484375, mc_acc_rate: 0.41520002484321594, x0_rate: 184/1000, unique_elements: 81
380
+ [2024-12-31 20:04:00,119::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2024-12-31 20:04:00,119::GMM::INFO] ux_mean: 478.9294128417969, mc_acc_rate: 0.40639999508857727, x0_rate: 184/1000, unique_elements: 81
382
+ [2024-12-31 20:04:12,399::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2024-12-31 20:04:12,399::GMM::INFO] ux_mean: 478.8415832519531, mc_acc_rate: 0.41210001707077026, x0_rate: 184/1000, unique_elements: 81
384
+ [2024-12-31 20:04:24,679::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2024-12-31 20:04:24,679::GMM::INFO] ux_mean: 478.72802734375, mc_acc_rate: 0.40230002999305725, x0_rate: 176/1000, unique_elements: 81
386
+ [2024-12-31 20:04:36,971::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2024-12-31 20:04:36,972::GMM::INFO] ux_mean: 478.4720153808594, mc_acc_rate: 0.4123000502586365, x0_rate: 176/1000, unique_elements: 81
388
+ [2024-12-31 20:04:49,264::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2024-12-31 20:04:49,265::GMM::INFO] ux_mean: 478.7103271484375, mc_acc_rate: 0.40220001339912415, x0_rate: 176/1000, unique_elements: 81
390
+ [2024-12-31 20:05:01,560::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2024-12-31 20:05:01,560::GMM::INFO] ux_mean: 478.73583984375, mc_acc_rate: 0.4045000374317169, x0_rate: 168/1000, unique_elements: 76
392
+ [2024-12-31 20:05:13,839::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2024-12-31 20:05:13,840::GMM::INFO] ux_mean: 478.5312805175781, mc_acc_rate: 0.39680004119873047, x0_rate: 168/1000, unique_elements: 76
394
+ [2024-12-31 20:05:26,121::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2024-12-31 20:05:26,121::GMM::INFO] ux_mean: 478.52545166015625, mc_acc_rate: 0.3955000042915344, x0_rate: 168/1000, unique_elements: 76
396
+ [2024-12-31 20:05:38,417::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2024-12-31 20:05:38,417::GMM::INFO] ux_mean: 478.47802734375, mc_acc_rate: 0.39510005712509155, x0_rate: 161/1000, unique_elements: 71
398
+ [2024-12-31 20:05:50,715::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2024-12-31 20:05:50,716::GMM::INFO] ux_mean: 478.44732666015625, mc_acc_rate: 0.388200044631958, x0_rate: 161/1000, unique_elements: 71
400
+ [2024-12-31 20:06:03,020::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2024-12-31 20:06:03,021::GMM::INFO] ux_mean: 478.03863525390625, mc_acc_rate: 0.38850003480911255, x0_rate: 161/1000, unique_elements: 71
402
+ [2024-12-31 20:06:57,386::GMM::INFO] x0 rate:, 0.146
403
+ [2024-12-31 20:06:57,386::GMM::INFO] unique elements:, 67
404
+ [2024-12-31 20:06:57,386::GMM::INFO] ux mean:, 478.3143310546875
405
+ [2024-12-31 20:06:57,386::GMM::INFO] done
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__19_25_18/output_data.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 6640
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__19_25_18/state_dict.pth ADDED
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1
+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:e9eb4b1233b539186b35d81f5da35619bfb4ab968180fba3b71bd36d9b12860c
3
+ size 12010215
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__20_18_30/0.log ADDED
@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2024-12-31 20:18:30,881::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Rademacher', method=0)
2
+ [2024-12-31 20:18:30,881::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2024-12-31 20:18:31,153::GMM::INFO] method==,0, using method FP
4
+ [2024-12-31 20:18:43,362::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2024-12-31 20:18:43,362::GMM::INFO] ux_mean: 560.3502807617188, mc_acc_rate: 0.988800048828125, x0_rate: 497/1000, unique_elements: 1000
6
+ [2024-12-31 20:18:55,448::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2024-12-31 20:18:55,448::GMM::INFO] ux_mean: 561.4367065429688, mc_acc_rate: 0.9782000184059143, x0_rate: 511/1000, unique_elements: 1000
8
+ [2024-12-31 20:19:07,585::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2024-12-31 20:19:07,585::GMM::INFO] ux_mean: 561.2837524414062, mc_acc_rate: 0.9618000388145447, x0_rate: 512/1000, unique_elements: 1000
10
+ [2024-12-31 20:19:19,756::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2024-12-31 20:19:19,757::GMM::INFO] ux_mean: 559.11962890625, mc_acc_rate: 0.9557000398635864, x0_rate: 492/1000, unique_elements: 1000
12
+ [2024-12-31 20:19:31,950::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2024-12-31 20:19:31,950::GMM::INFO] ux_mean: 558.6200561523438, mc_acc_rate: 0.9449000358581543, x0_rate: 494/1000, unique_elements: 1000
14
+ [2024-12-31 20:19:44,160::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2024-12-31 20:19:44,160::GMM::INFO] ux_mean: 559.2233276367188, mc_acc_rate: 0.9353000521659851, x0_rate: 488/1000, unique_elements: 1000
16
+ [2024-12-31 20:19:56,395::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2024-12-31 20:19:56,395::GMM::INFO] ux_mean: 560.5618896484375, mc_acc_rate: 0.9234000444412231, x0_rate: 505/1000, unique_elements: 1000
18
+ [2024-12-31 20:20:08,635::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2024-12-31 20:20:08,635::GMM::INFO] ux_mean: 557.169677734375, mc_acc_rate: 0.9127001166343689, x0_rate: 501/1000, unique_elements: 1000
20
+ [2024-12-31 20:20:20,885::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2024-12-31 20:20:20,885::GMM::INFO] ux_mean: 557.5806884765625, mc_acc_rate: 0.9066000580787659, x0_rate: 499/1000, unique_elements: 1000
22
+ [2024-12-31 20:20:33,141::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2024-12-31 20:20:33,142::GMM::INFO] ux_mean: 558.1436767578125, mc_acc_rate: 0.9023000597953796, x0_rate: 513/1000, unique_elements: 1000
24
+ [2024-12-31 20:20:45,410::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2024-12-31 20:20:45,411::GMM::INFO] ux_mean: 557.525634765625, mc_acc_rate: 0.8890000581741333, x0_rate: 532/1000, unique_elements: 1000
26
+ [2024-12-31 20:20:57,686::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2024-12-31 20:20:57,686::GMM::INFO] ux_mean: 555.18896484375, mc_acc_rate: 0.8802000284194946, x0_rate: 534/1000, unique_elements: 1000
28
+ [2024-12-31 20:21:09,964::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2024-12-31 20:21:09,964::GMM::INFO] ux_mean: 556.1860961914062, mc_acc_rate: 0.8711000084877014, x0_rate: 511/1000, unique_elements: 1000
30
+ [2024-12-31 20:21:22,242::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2024-12-31 20:21:22,242::GMM::INFO] ux_mean: 553.1672973632812, mc_acc_rate: 0.8702000379562378, x0_rate: 543/1000, unique_elements: 1000
32
+ [2024-12-31 20:21:34,524::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2024-12-31 20:21:34,524::GMM::INFO] ux_mean: 556.2391357421875, mc_acc_rate: 0.8598999977111816, x0_rate: 532/1000, unique_elements: 1000
34
+ [2024-12-31 20:21:46,811::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2024-12-31 20:21:46,811::GMM::INFO] ux_mean: 553.1409301757812, mc_acc_rate: 0.8450000286102295, x0_rate: 523/1000, unique_elements: 908
36
+ [2024-12-31 20:21:59,080::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2024-12-31 20:21:59,080::GMM::INFO] ux_mean: 553.8596801757812, mc_acc_rate: 0.8371999859809875, x0_rate: 529/1000, unique_elements: 908
38
+ [2024-12-31 20:22:11,349::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2024-12-31 20:22:11,349::GMM::INFO] ux_mean: 552.9437866210938, mc_acc_rate: 0.8339000344276428, x0_rate: 539/1000, unique_elements: 908
40
+ [2024-12-31 20:22:23,619::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2024-12-31 20:22:23,619::GMM::INFO] ux_mean: 553.4138793945312, mc_acc_rate: 0.8251000046730042, x0_rate: 538/1000, unique_elements: 908
42
+ [2024-12-31 20:22:35,888::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2024-12-31 20:22:35,888::GMM::INFO] ux_mean: 552.3085327148438, mc_acc_rate: 0.8149999976158142, x0_rate: 543/1000, unique_elements: 908
44
+ [2024-12-31 20:22:48,157::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2024-12-31 20:22:48,158::GMM::INFO] ux_mean: 550.8737182617188, mc_acc_rate: 0.8165000677108765, x0_rate: 558/1000, unique_elements: 908
46
+ [2024-12-31 20:23:00,428::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2024-12-31 20:23:00,428::GMM::INFO] ux_mean: 552.0280151367188, mc_acc_rate: 0.8108000755310059, x0_rate: 549/1000, unique_elements: 908
48
+ [2024-12-31 20:23:12,701::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2024-12-31 20:23:12,701::GMM::INFO] ux_mean: 550.9612426757812, mc_acc_rate: 0.7924000024795532, x0_rate: 550/1000, unique_elements: 908
50
+ [2024-12-31 20:23:24,986::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2024-12-31 20:23:24,986::GMM::INFO] ux_mean: 550.1995239257812, mc_acc_rate: 0.7827000617980957, x0_rate: 553/1000, unique_elements: 833
52
+ [2024-12-31 20:23:37,284::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2024-12-31 20:23:37,284::GMM::INFO] ux_mean: 550.339111328125, mc_acc_rate: 0.7814000248908997, x0_rate: 571/1000, unique_elements: 833
54
+ [2024-12-31 20:23:49,583::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2024-12-31 20:23:49,583::GMM::INFO] ux_mean: 548.6793212890625, mc_acc_rate: 0.7710000276565552, x0_rate: 575/1000, unique_elements: 833
56
+ [2024-12-31 20:24:01,881::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2024-12-31 20:24:01,881::GMM::INFO] ux_mean: 548.2858276367188, mc_acc_rate: 0.7616000771522522, x0_rate: 568/1000, unique_elements: 833
58
+ [2024-12-31 20:24:14,175::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2024-12-31 20:24:14,175::GMM::INFO] ux_mean: 547.992919921875, mc_acc_rate: 0.7624000310897827, x0_rate: 561/1000, unique_elements: 833
60
+ [2024-12-31 20:24:26,468::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2024-12-31 20:24:26,468::GMM::INFO] ux_mean: 546.878662109375, mc_acc_rate: 0.7494000792503357, x0_rate: 548/1000, unique_elements: 833
62
+ [2024-12-31 20:24:38,753::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2024-12-31 20:24:38,753::GMM::INFO] ux_mean: 547.7362670898438, mc_acc_rate: 0.7390000224113464, x0_rate: 544/1000, unique_elements: 771
64
+ [2024-12-31 20:24:51,027::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2024-12-31 20:24:51,027::GMM::INFO] ux_mean: 546.3724975585938, mc_acc_rate: 0.7321000695228577, x0_rate: 542/1000, unique_elements: 771
66
+ [2024-12-31 20:25:03,301::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2024-12-31 20:25:03,302::GMM::INFO] ux_mean: 545.9424438476562, mc_acc_rate: 0.7226000428199768, x0_rate: 540/1000, unique_elements: 771
68
+ [2024-12-31 20:25:15,574::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2024-12-31 20:25:15,574::GMM::INFO] ux_mean: 544.6505126953125, mc_acc_rate: 0.7166000604629517, x0_rate: 533/1000, unique_elements: 771
70
+ [2024-12-31 20:25:27,850::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2024-12-31 20:25:27,850::GMM::INFO] ux_mean: 544.0993041992188, mc_acc_rate: 0.7263999581336975, x0_rate: 538/1000, unique_elements: 771
72
+ [2024-12-31 20:25:40,128::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2024-12-31 20:25:40,128::GMM::INFO] ux_mean: 545.7753295898438, mc_acc_rate: 0.7180001139640808, x0_rate: 543/1000, unique_elements: 771
74
+ [2024-12-31 20:25:52,424::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2024-12-31 20:25:52,424::GMM::INFO] ux_mean: 544.7401733398438, mc_acc_rate: 0.7105000615119934, x0_rate: 545/1000, unique_elements: 720
76
+ [2024-12-31 20:26:04,725::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2024-12-31 20:26:04,725::GMM::INFO] ux_mean: 543.2512817382812, mc_acc_rate: 0.6928000450134277, x0_rate: 544/1000, unique_elements: 720
78
+ [2024-12-31 20:26:17,022::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2024-12-31 20:26:17,023::GMM::INFO] ux_mean: 543.3662719726562, mc_acc_rate: 0.6956999897956848, x0_rate: 546/1000, unique_elements: 720
80
+ [2024-12-31 20:26:29,319::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2024-12-31 20:26:29,319::GMM::INFO] ux_mean: 542.6064453125, mc_acc_rate: 0.6951000690460205, x0_rate: 546/1000, unique_elements: 720
82
+ [2024-12-31 20:26:41,615::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2024-12-31 20:26:41,615::GMM::INFO] ux_mean: 542.6898193359375, mc_acc_rate: 0.6785000562667847, x0_rate: 537/1000, unique_elements: 720
84
+ [2024-12-31 20:26:53,898::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2024-12-31 20:26:53,898::GMM::INFO] ux_mean: 542.7035522460938, mc_acc_rate: 0.6808000802993774, x0_rate: 530/1000, unique_elements: 672
86
+ [2024-12-31 20:27:06,178::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2024-12-31 20:27:06,179::GMM::INFO] ux_mean: 542.3267211914062, mc_acc_rate: 0.6569000482559204, x0_rate: 531/1000, unique_elements: 672
88
+ [2024-12-31 20:27:18,455::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2024-12-31 20:27:18,455::GMM::INFO] ux_mean: 541.7908325195312, mc_acc_rate: 0.6623000502586365, x0_rate: 534/1000, unique_elements: 672
90
+ [2024-12-31 20:27:30,736::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2024-12-31 20:27:30,736::GMM::INFO] ux_mean: 541.97998046875, mc_acc_rate: 0.659600019454956, x0_rate: 536/1000, unique_elements: 672
92
+ [2024-12-31 20:27:43,034::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2024-12-31 20:27:43,034::GMM::INFO] ux_mean: 542.1062622070312, mc_acc_rate: 0.6548000574111938, x0_rate: 529/1000, unique_elements: 644
94
+ [2024-12-31 20:27:55,333::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2024-12-31 20:27:55,333::GMM::INFO] ux_mean: 539.405517578125, mc_acc_rate: 0.6420000195503235, x0_rate: 529/1000, unique_elements: 644
96
+ [2024-12-31 20:28:07,635::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2024-12-31 20:28:07,635::GMM::INFO] ux_mean: 540.0176391601562, mc_acc_rate: 0.6365000605583191, x0_rate: 530/1000, unique_elements: 644
98
+ [2024-12-31 20:28:19,926::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2024-12-31 20:28:19,926::GMM::INFO] ux_mean: 537.1922607421875, mc_acc_rate: 0.6223000288009644, x0_rate: 529/1000, unique_elements: 604
100
+ [2024-12-31 20:28:32,205::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2024-12-31 20:28:32,205::GMM::INFO] ux_mean: 538.2451782226562, mc_acc_rate: 0.6314001083374023, x0_rate: 528/1000, unique_elements: 604
102
+ [2024-12-31 20:28:44,486::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2024-12-31 20:28:44,486::GMM::INFO] ux_mean: 539.013671875, mc_acc_rate: 0.6189000010490417, x0_rate: 528/1000, unique_elements: 604
104
+ [2024-12-31 20:28:56,770::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2024-12-31 20:28:56,770::GMM::INFO] ux_mean: 539.0687866210938, mc_acc_rate: 0.6187000274658203, x0_rate: 529/1000, unique_elements: 604
106
+ [2024-12-31 20:29:09,065::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2024-12-31 20:29:09,065::GMM::INFO] ux_mean: 537.6467895507812, mc_acc_rate: 0.6088000535964966, x0_rate: 533/1000, unique_elements: 577
108
+ [2024-12-31 20:29:21,368::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2024-12-31 20:29:21,368::GMM::INFO] ux_mean: 537.2619018554688, mc_acc_rate: 0.5954000353813171, x0_rate: 533/1000, unique_elements: 577
110
+ [2024-12-31 20:29:33,670::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2024-12-31 20:29:33,670::GMM::INFO] ux_mean: 535.8931274414062, mc_acc_rate: 0.5994000434875488, x0_rate: 533/1000, unique_elements: 577
112
+ [2024-12-31 20:29:45,968::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2024-12-31 20:29:45,969::GMM::INFO] ux_mean: 534.4244995117188, mc_acc_rate: 0.5969000458717346, x0_rate: 532/1000, unique_elements: 577
114
+ [2024-12-31 20:29:58,247::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2024-12-31 20:29:58,247::GMM::INFO] ux_mean: 534.8290405273438, mc_acc_rate: 0.5892000198364258, x0_rate: 530/1000, unique_elements: 553
116
+ [2024-12-31 20:30:10,522::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2024-12-31 20:30:10,522::GMM::INFO] ux_mean: 534.7312622070312, mc_acc_rate: 0.5806000232696533, x0_rate: 529/1000, unique_elements: 553
118
+ [2024-12-31 20:30:22,800::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
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+ [2024-12-31 20:30:22,800::GMM::INFO] ux_mean: 532.9983520507812, mc_acc_rate: 0.5777000784873962, x0_rate: 529/1000, unique_elements: 553
120
+ [2024-12-31 20:30:35,090::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
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+ [2024-12-31 20:30:35,090::GMM::INFO] ux_mean: 531.6456909179688, mc_acc_rate: 0.5661000609397888, x0_rate: 524/1000, unique_elements: 522
122
+ [2024-12-31 20:30:47,388::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
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+ [2024-12-31 20:30:47,388::GMM::INFO] ux_mean: 531.2824096679688, mc_acc_rate: 0.5627000331878662, x0_rate: 524/1000, unique_elements: 522
124
+ [2024-12-31 20:30:59,687::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2024-12-31 20:30:59,687::GMM::INFO] ux_mean: 531.9747924804688, mc_acc_rate: 0.5701999664306641, x0_rate: 524/1000, unique_elements: 522
126
+ [2024-12-31 20:31:11,988::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 20:31:11,988::GMM::INFO] ux_mean: 529.9446411132812, mc_acc_rate: 0.5581000447273254, x0_rate: 522/1000, unique_elements: 505
128
+ [2024-12-31 20:31:24,275::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 20:31:24,275::GMM::INFO] ux_mean: 531.2891235351562, mc_acc_rate: 0.5599000453948975, x0_rate: 522/1000, unique_elements: 505
130
+ [2024-12-31 20:31:36,557::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 20:31:36,557::GMM::INFO] ux_mean: 530.7473754882812, mc_acc_rate: 0.5430999994277954, x0_rate: 522/1000, unique_elements: 505
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+ [2024-12-31 20:31:48,838::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 20:31:48,838::GMM::INFO] ux_mean: 529.510009765625, mc_acc_rate: 0.5321000218391418, x0_rate: 519/1000, unique_elements: 483
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+ [2024-12-31 20:32:01,141::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 20:32:01,141::GMM::INFO] ux_mean: 528.1528930664062, mc_acc_rate: 0.5383000373840332, x0_rate: 519/1000, unique_elements: 483
136
+ [2024-12-31 20:32:13,448::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 20:32:13,448::GMM::INFO] ux_mean: 527.3649291992188, mc_acc_rate: 0.5306000113487244, x0_rate: 519/1000, unique_elements: 483
138
+ [2024-12-31 20:32:25,746::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 20:32:25,746::GMM::INFO] ux_mean: 525.96875, mc_acc_rate: 0.5184000730514526, x0_rate: 506/1000, unique_elements: 460
140
+ [2024-12-31 20:32:38,027::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 20:32:38,027::GMM::INFO] ux_mean: 526.3970336914062, mc_acc_rate: 0.5258000493049622, x0_rate: 506/1000, unique_elements: 460
142
+ [2024-12-31 20:32:50,309::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 20:32:50,309::GMM::INFO] ux_mean: 524.8714599609375, mc_acc_rate: 0.5232000350952148, x0_rate: 506/1000, unique_elements: 460
144
+ [2024-12-31 20:33:02,598::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 20:33:02,598::GMM::INFO] ux_mean: 524.8146362304688, mc_acc_rate: 0.5162000060081482, x0_rate: 502/1000, unique_elements: 443
146
+ [2024-12-31 20:33:14,904::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 20:33:14,904::GMM::INFO] ux_mean: 524.1292114257812, mc_acc_rate: 0.5002999901771545, x0_rate: 502/1000, unique_elements: 443
148
+ [2024-12-31 20:33:27,199::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 20:33:27,200::GMM::INFO] ux_mean: 522.6283569335938, mc_acc_rate: 0.4955000579357147, x0_rate: 502/1000, unique_elements: 443
150
+ [2024-12-31 20:33:39,490::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 20:33:39,490::GMM::INFO] ux_mean: 522.4793090820312, mc_acc_rate: 0.4880000054836273, x0_rate: 491/1000, unique_elements: 431
152
+ [2024-12-31 20:33:51,776::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 20:33:51,776::GMM::INFO] ux_mean: 523.0377197265625, mc_acc_rate: 0.4900000989437103, x0_rate: 491/1000, unique_elements: 431
154
+ [2024-12-31 20:34:04,058::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 20:34:04,058::GMM::INFO] ux_mean: 522.2467651367188, mc_acc_rate: 0.4776000678539276, x0_rate: 491/1000, unique_elements: 431
156
+ [2024-12-31 20:34:16,364::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 20:34:16,364::GMM::INFO] ux_mean: 521.299072265625, mc_acc_rate: 0.5004000067710876, x0_rate: 489/1000, unique_elements: 409
158
+ [2024-12-31 20:34:28,674::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 20:34:28,674::GMM::INFO] ux_mean: 521.204345703125, mc_acc_rate: 0.4921000301837921, x0_rate: 489/1000, unique_elements: 409
160
+ [2024-12-31 20:34:40,980::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 20:34:40,980::GMM::INFO] ux_mean: 519.60107421875, mc_acc_rate: 0.48200005292892456, x0_rate: 492/1000, unique_elements: 393
162
+ [2024-12-31 20:34:53,263::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 20:34:53,264::GMM::INFO] ux_mean: 520.0965576171875, mc_acc_rate: 0.4863000214099884, x0_rate: 492/1000, unique_elements: 393
164
+ [2024-12-31 20:35:05,550::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 20:35:05,551::GMM::INFO] ux_mean: 518.4400024414062, mc_acc_rate: 0.48130002617836, x0_rate: 492/1000, unique_elements: 393
166
+ [2024-12-31 20:35:17,843::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 20:35:17,843::GMM::INFO] ux_mean: 518.1805419921875, mc_acc_rate: 0.4699000418186188, x0_rate: 492/1000, unique_elements: 380
168
+ [2024-12-31 20:35:30,150::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 20:35:30,150::GMM::INFO] ux_mean: 518.1045532226562, mc_acc_rate: 0.45750004053115845, x0_rate: 492/1000, unique_elements: 380
170
+ [2024-12-31 20:35:42,456::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 20:35:42,456::GMM::INFO] ux_mean: 517.3447875976562, mc_acc_rate: 0.45170003175735474, x0_rate: 492/1000, unique_elements: 380
172
+ [2024-12-31 20:35:54,751::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 20:35:54,751::GMM::INFO] ux_mean: 515.3067626953125, mc_acc_rate: 0.4546000361442566, x0_rate: 496/1000, unique_elements: 368
174
+ [2024-12-31 20:36:07,031::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2024-12-31 20:36:07,031::GMM::INFO] ux_mean: 515.79150390625, mc_acc_rate: 0.4708000123500824, x0_rate: 496/1000, unique_elements: 368
176
+ [2024-12-31 20:36:19,318::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 20:36:19,318::GMM::INFO] ux_mean: 514.46728515625, mc_acc_rate: 0.4611000418663025, x0_rate: 493/1000, unique_elements: 352
178
+ [2024-12-31 20:36:31,617::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
179
+ [2024-12-31 20:36:31,617::GMM::INFO] ux_mean: 513.2494506835938, mc_acc_rate: 0.45190003514289856, x0_rate: 493/1000, unique_elements: 352
180
+ [2024-12-31 20:36:43,922::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 20:36:43,922::GMM::INFO] ux_mean: 513.0430297851562, mc_acc_rate: 0.4468000531196594, x0_rate: 493/1000, unique_elements: 352
182
+ [2024-12-31 20:36:56,229::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 20:36:56,229::GMM::INFO] ux_mean: 512.432373046875, mc_acc_rate: 0.4318000078201294, x0_rate: 481/1000, unique_elements: 340
184
+ [2024-12-31 20:37:08,523::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 20:37:08,523::GMM::INFO] ux_mean: 511.8130798339844, mc_acc_rate: 0.4385000169277191, x0_rate: 481/1000, unique_elements: 340
186
+ [2024-12-31 20:37:20,822::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2024-12-31 20:37:20,822::GMM::INFO] ux_mean: 511.6475830078125, mc_acc_rate: 0.4413999915122986, x0_rate: 479/1000, unique_elements: 325
188
+ [2024-12-31 20:37:33,139::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
189
+ [2024-12-31 20:37:33,139::GMM::INFO] ux_mean: 510.2143859863281, mc_acc_rate: 0.43410006165504456, x0_rate: 479/1000, unique_elements: 325
190
+ [2024-12-31 20:37:45,455::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
191
+ [2024-12-31 20:37:45,455::GMM::INFO] ux_mean: 510.1023254394531, mc_acc_rate: 0.41670000553131104, x0_rate: 479/1000, unique_elements: 325
192
+ [2024-12-31 20:37:57,757::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 20:37:57,757::GMM::INFO] ux_mean: 509.1091613769531, mc_acc_rate: 0.41590002179145813, x0_rate: 470/1000, unique_elements: 310
194
+ [2024-12-31 20:38:10,051::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2024-12-31 20:38:10,051::GMM::INFO] ux_mean: 508.18328857421875, mc_acc_rate: 0.4270000159740448, x0_rate: 470/1000, unique_elements: 310
196
+ [2024-12-31 20:38:22,343::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2024-12-31 20:38:22,343::GMM::INFO] ux_mean: 506.1547546386719, mc_acc_rate: 0.42520004510879517, x0_rate: 463/1000, unique_elements: 302
198
+ [2024-12-31 20:38:34,650::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2024-12-31 20:38:34,650::GMM::INFO] ux_mean: 505.8424072265625, mc_acc_rate: 0.43090003728866577, x0_rate: 463/1000, unique_elements: 302
200
+ [2024-12-31 20:38:46,958::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
201
+ [2024-12-31 20:38:46,958::GMM::INFO] ux_mean: 505.0008850097656, mc_acc_rate: 0.417900025844574, x0_rate: 463/1000, unique_elements: 302
202
+ [2024-12-31 20:38:59,258::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2024-12-31 20:38:59,258::GMM::INFO] ux_mean: 505.1766357421875, mc_acc_rate: 0.4075000286102295, x0_rate: 457/1000, unique_elements: 295
204
+ [2024-12-31 20:39:11,552::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2024-12-31 20:39:11,552::GMM::INFO] ux_mean: 504.9349670410156, mc_acc_rate: 0.4068000316619873, x0_rate: 457/1000, unique_elements: 295
206
+ [2024-12-31 20:39:23,845::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2024-12-31 20:39:23,845::GMM::INFO] ux_mean: 503.6750183105469, mc_acc_rate: 0.40310007333755493, x0_rate: 449/1000, unique_elements: 284
208
+ [2024-12-31 20:39:36,148::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2024-12-31 20:39:36,148::GMM::INFO] ux_mean: 504.3843688964844, mc_acc_rate: 0.3969000279903412, x0_rate: 449/1000, unique_elements: 284
210
+ [2024-12-31 20:39:48,456::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2024-12-31 20:39:48,457::GMM::INFO] ux_mean: 503.4545593261719, mc_acc_rate: 0.3928000330924988, x0_rate: 437/1000, unique_elements: 270
212
+ [2024-12-31 20:40:00,743::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2024-12-31 20:40:00,743::GMM::INFO] ux_mean: 504.04632568359375, mc_acc_rate: 0.38100001215934753, x0_rate: 437/1000, unique_elements: 270
214
+ [2024-12-31 20:40:13,035::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2024-12-31 20:40:13,035::GMM::INFO] ux_mean: 504.06219482421875, mc_acc_rate: 0.3783000111579895, x0_rate: 437/1000, unique_elements: 270
216
+ [2024-12-31 20:40:25,337::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2024-12-31 20:40:25,337::GMM::INFO] ux_mean: 501.92120361328125, mc_acc_rate: 0.3993000090122223, x0_rate: 425/1000, unique_elements: 261
218
+ [2024-12-31 20:40:37,630::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2024-12-31 20:40:37,630::GMM::INFO] ux_mean: 501.68377685546875, mc_acc_rate: 0.39500001072883606, x0_rate: 425/1000, unique_elements: 261
220
+ [2024-12-31 20:40:49,929::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2024-12-31 20:40:49,929::GMM::INFO] ux_mean: 501.29144287109375, mc_acc_rate: 0.3972000479698181, x0_rate: 413/1000, unique_elements: 254
222
+ [2024-12-31 20:41:02,206::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2024-12-31 20:41:02,206::GMM::INFO] ux_mean: 501.0344543457031, mc_acc_rate: 0.4019000232219696, x0_rate: 413/1000, unique_elements: 254
224
+ [2024-12-31 20:41:14,484::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2024-12-31 20:41:14,484::GMM::INFO] ux_mean: 499.6812744140625, mc_acc_rate: 0.3912000060081482, x0_rate: 413/1000, unique_elements: 254
226
+ [2024-12-31 20:41:26,784::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2024-12-31 20:41:26,784::GMM::INFO] ux_mean: 498.292724609375, mc_acc_rate: 0.382500022649765, x0_rate: 410/1000, unique_elements: 250
228
+ [2024-12-31 20:41:39,083::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2024-12-31 20:41:39,084::GMM::INFO] ux_mean: 498.1240539550781, mc_acc_rate: 0.3767000138759613, x0_rate: 410/1000, unique_elements: 250
230
+ [2024-12-31 20:41:51,376::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2024-12-31 20:41:51,377::GMM::INFO] ux_mean: 497.3539123535156, mc_acc_rate: 0.37549999356269836, x0_rate: 403/1000, unique_elements: 246
232
+ [2024-12-31 20:42:03,659::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2024-12-31 20:42:03,659::GMM::INFO] ux_mean: 497.2957763671875, mc_acc_rate: 0.3717000484466553, x0_rate: 403/1000, unique_elements: 246
234
+ [2024-12-31 20:42:15,945::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2024-12-31 20:42:15,945::GMM::INFO] ux_mean: 495.6451110839844, mc_acc_rate: 0.36250001192092896, x0_rate: 399/1000, unique_elements: 240
236
+ [2024-12-31 20:42:28,246::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2024-12-31 20:42:28,246::GMM::INFO] ux_mean: 495.65167236328125, mc_acc_rate: 0.3539000153541565, x0_rate: 399/1000, unique_elements: 240
238
+ [2024-12-31 20:42:40,552::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2024-12-31 20:42:40,552::GMM::INFO] ux_mean: 496.2283935546875, mc_acc_rate: 0.3580000102519989, x0_rate: 399/1000, unique_elements: 240
240
+ [2024-12-31 20:42:52,839::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2024-12-31 20:42:52,840::GMM::INFO] ux_mean: 494.8365783691406, mc_acc_rate: 0.3858000338077545, x0_rate: 395/1000, unique_elements: 231
242
+ [2024-12-31 20:43:05,121::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2024-12-31 20:43:05,122::GMM::INFO] ux_mean: 495.1739501953125, mc_acc_rate: 0.37980005145072937, x0_rate: 395/1000, unique_elements: 231
244
+ [2024-12-31 20:43:17,409::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2024-12-31 20:43:17,409::GMM::INFO] ux_mean: 494.5684509277344, mc_acc_rate: 0.37710002064704895, x0_rate: 385/1000, unique_elements: 224
246
+ [2024-12-31 20:43:29,714::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2024-12-31 20:43:29,714::GMM::INFO] ux_mean: 494.3981628417969, mc_acc_rate: 0.37790003418922424, x0_rate: 385/1000, unique_elements: 224
248
+ [2024-12-31 20:43:42,017::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2024-12-31 20:43:42,017::GMM::INFO] ux_mean: 493.19427490234375, mc_acc_rate: 0.35690003633499146, x0_rate: 373/1000, unique_elements: 222
250
+ [2024-12-31 20:43:54,298::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2024-12-31 20:43:54,298::GMM::INFO] ux_mean: 493.8829650878906, mc_acc_rate: 0.3631000220775604, x0_rate: 373/1000, unique_elements: 222
252
+ [2024-12-31 20:44:06,587::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2024-12-31 20:44:06,587::GMM::INFO] ux_mean: 492.55938720703125, mc_acc_rate: 0.3616000711917877, x0_rate: 365/1000, unique_elements: 215
254
+ [2024-12-31 20:44:18,893::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2024-12-31 20:44:18,893::GMM::INFO] ux_mean: 493.1501159667969, mc_acc_rate: 0.3443000018596649, x0_rate: 365/1000, unique_elements: 215
256
+ [2024-12-31 20:44:31,193::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2024-12-31 20:44:31,193::GMM::INFO] ux_mean: 492.8778076171875, mc_acc_rate: 0.34560003876686096, x0_rate: 365/1000, unique_elements: 215
258
+ [2024-12-31 20:44:43,482::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2024-12-31 20:44:43,482::GMM::INFO] ux_mean: 492.5258483886719, mc_acc_rate: 0.3329000174999237, x0_rate: 354/1000, unique_elements: 211
260
+ [2024-12-31 20:44:55,769::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2024-12-31 20:44:55,769::GMM::INFO] ux_mean: 492.5762634277344, mc_acc_rate: 0.34150004386901855, x0_rate: 354/1000, unique_elements: 211
262
+ [2024-12-31 20:45:08,063::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2024-12-31 20:45:08,063::GMM::INFO] ux_mean: 490.8724365234375, mc_acc_rate: 0.3338000178337097, x0_rate: 348/1000, unique_elements: 204
264
+ [2024-12-31 20:45:20,366::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2024-12-31 20:45:20,366::GMM::INFO] ux_mean: 489.9600524902344, mc_acc_rate: 0.32840004563331604, x0_rate: 348/1000, unique_elements: 204
266
+ [2024-12-31 20:45:32,665::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2024-12-31 20:45:32,666::GMM::INFO] ux_mean: 488.6078186035156, mc_acc_rate: 0.3663000166416168, x0_rate: 343/1000, unique_elements: 197
268
+ [2024-12-31 20:45:44,945::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2024-12-31 20:45:44,945::GMM::INFO] ux_mean: 488.4524841308594, mc_acc_rate: 0.3702000379562378, x0_rate: 343/1000, unique_elements: 197
270
+ [2024-12-31 20:45:57,237::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2024-12-31 20:45:57,237::GMM::INFO] ux_mean: 486.82196044921875, mc_acc_rate: 0.35370004177093506, x0_rate: 343/1000, unique_elements: 186
272
+ [2024-12-31 20:46:09,549::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2024-12-31 20:46:09,550::GMM::INFO] ux_mean: 487.392822265625, mc_acc_rate: 0.35670000314712524, x0_rate: 343/1000, unique_elements: 186
274
+ [2024-12-31 20:46:21,862::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2024-12-31 20:46:21,862::GMM::INFO] ux_mean: 487.3763427734375, mc_acc_rate: 0.3491000533103943, x0_rate: 343/1000, unique_elements: 186
276
+ [2024-12-31 20:46:34,160::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2024-12-31 20:46:34,160::GMM::INFO] ux_mean: 486.413818359375, mc_acc_rate: 0.3474999964237213, x0_rate: 337/1000, unique_elements: 181
278
+ [2024-12-31 20:46:46,451::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2024-12-31 20:46:46,452::GMM::INFO] ux_mean: 486.4878234863281, mc_acc_rate: 0.3440000116825104, x0_rate: 337/1000, unique_elements: 181
280
+ [2024-12-31 20:46:58,750::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2024-12-31 20:46:58,750::GMM::INFO] ux_mean: 486.1090393066406, mc_acc_rate: 0.33760005235671997, x0_rate: 338/1000, unique_elements: 173
282
+ [2024-12-31 20:47:11,057::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2024-12-31 20:47:11,057::GMM::INFO] ux_mean: 486.07427978515625, mc_acc_rate: 0.34700000286102295, x0_rate: 338/1000, unique_elements: 173
284
+ [2024-12-31 20:47:23,349::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2024-12-31 20:47:23,349::GMM::INFO] ux_mean: 485.170654296875, mc_acc_rate: 0.3352000415325165, x0_rate: 334/1000, unique_elements: 163
286
+ [2024-12-31 20:47:35,635::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2024-12-31 20:47:35,635::GMM::INFO] ux_mean: 484.65716552734375, mc_acc_rate: 0.3305000364780426, x0_rate: 334/1000, unique_elements: 163
288
+ [2024-12-31 20:47:47,917::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2024-12-31 20:47:47,917::GMM::INFO] ux_mean: 484.7788391113281, mc_acc_rate: 0.3208000063896179, x0_rate: 334/1000, unique_elements: 163
290
+ [2024-12-31 20:48:00,220::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2024-12-31 20:48:00,220::GMM::INFO] ux_mean: 484.75189208984375, mc_acc_rate: 0.3166999816894531, x0_rate: 333/1000, unique_elements: 155
292
+ [2024-12-31 20:48:12,525::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2024-12-31 20:48:12,525::GMM::INFO] ux_mean: 484.81103515625, mc_acc_rate: 0.3246000409126282, x0_rate: 333/1000, unique_elements: 155
294
+ [2024-12-31 20:48:24,810::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2024-12-31 20:48:24,810::GMM::INFO] ux_mean: 483.81964111328125, mc_acc_rate: 0.3099000155925751, x0_rate: 328/1000, unique_elements: 150
296
+ [2024-12-31 20:48:37,096::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2024-12-31 20:48:37,096::GMM::INFO] ux_mean: 483.3124084472656, mc_acc_rate: 0.37039998173713684, x0_rate: 328/1000, unique_elements: 150
298
+ [2024-12-31 20:48:49,382::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2024-12-31 20:48:49,383::GMM::INFO] ux_mean: 482.9039611816406, mc_acc_rate: 0.3657000660896301, x0_rate: 328/1000, unique_elements: 141
300
+ [2024-12-31 20:49:01,681::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2024-12-31 20:49:01,682::GMM::INFO] ux_mean: 482.3800354003906, mc_acc_rate: 0.3623000383377075, x0_rate: 328/1000, unique_elements: 141
302
+ [2024-12-31 20:49:13,977::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2024-12-31 20:49:13,977::GMM::INFO] ux_mean: 481.558349609375, mc_acc_rate: 0.3702000379562378, x0_rate: 328/1000, unique_elements: 141
304
+ [2024-12-31 20:49:26,269::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2024-12-31 20:49:26,269::GMM::INFO] ux_mean: 480.7120361328125, mc_acc_rate: 0.3541000485420227, x0_rate: 326/1000, unique_elements: 131
306
+ [2024-12-31 20:49:38,556::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2024-12-31 20:49:38,556::GMM::INFO] ux_mean: 481.1462707519531, mc_acc_rate: 0.3514000177383423, x0_rate: 326/1000, unique_elements: 131
308
+ [2024-12-31 20:49:50,841::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2024-12-31 20:49:50,841::GMM::INFO] ux_mean: 481.020263671875, mc_acc_rate: 0.347400039434433, x0_rate: 326/1000, unique_elements: 122
310
+ [2024-12-31 20:50:03,146::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2024-12-31 20:50:03,146::GMM::INFO] ux_mean: 481.0299377441406, mc_acc_rate: 0.3419000506401062, x0_rate: 326/1000, unique_elements: 122
312
+ [2024-12-31 20:50:15,450::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2024-12-31 20:50:15,450::GMM::INFO] ux_mean: 481.1181640625, mc_acc_rate: 0.348300039768219, x0_rate: 326/1000, unique_elements: 122
314
+ [2024-12-31 20:50:27,740::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2024-12-31 20:50:27,740::GMM::INFO] ux_mean: 480.9652404785156, mc_acc_rate: 0.3344999849796295, x0_rate: 325/1000, unique_elements: 119
316
+ [2024-12-31 20:50:40,027::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2024-12-31 20:50:40,027::GMM::INFO] ux_mean: 481.07452392578125, mc_acc_rate: 0.3368000090122223, x0_rate: 325/1000, unique_elements: 119
318
+ [2024-12-31 20:50:52,318::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2024-12-31 20:50:52,318::GMM::INFO] ux_mean: 481.11859130859375, mc_acc_rate: 0.32850003242492676, x0_rate: 320/1000, unique_elements: 117
320
+ [2024-12-31 20:51:04,621::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2024-12-31 20:51:04,621::GMM::INFO] ux_mean: 481.22509765625, mc_acc_rate: 0.3217000365257263, x0_rate: 320/1000, unique_elements: 117
322
+ [2024-12-31 20:51:16,927::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2024-12-31 20:51:16,928::GMM::INFO] ux_mean: 481.84326171875, mc_acc_rate: 0.3312000334262848, x0_rate: 320/1000, unique_elements: 117
324
+ [2024-12-31 20:51:29,212::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2024-12-31 20:51:29,213::GMM::INFO] ux_mean: 481.1535339355469, mc_acc_rate: 0.32780003547668457, x0_rate: 312/1000, unique_elements: 108
326
+ [2024-12-31 20:51:41,498::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2024-12-31 20:51:41,498::GMM::INFO] ux_mean: 480.9524841308594, mc_acc_rate: 0.31929999589920044, x0_rate: 312/1000, unique_elements: 108
328
+ [2024-12-31 20:51:53,785::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2024-12-31 20:51:53,785::GMM::INFO] ux_mean: 480.4482116699219, mc_acc_rate: 0.38290002942085266, x0_rate: 303/1000, unique_elements: 102
330
+ [2024-12-31 20:52:06,089::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2024-12-31 20:52:06,089::GMM::INFO] ux_mean: 480.4122009277344, mc_acc_rate: 0.3840000033378601, x0_rate: 303/1000, unique_elements: 102
332
+ [2024-12-31 20:52:18,389::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2024-12-31 20:52:18,389::GMM::INFO] ux_mean: 480.0610046386719, mc_acc_rate: 0.39010003209114075, x0_rate: 303/1000, unique_elements: 102
334
+ [2024-12-31 20:52:30,678::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2024-12-31 20:52:30,678::GMM::INFO] ux_mean: 479.2853088378906, mc_acc_rate: 0.38609999418258667, x0_rate: 294/1000, unique_elements: 98
336
+ [2024-12-31 20:52:42,961::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2024-12-31 20:52:42,961::GMM::INFO] ux_mean: 479.0640869140625, mc_acc_rate: 0.3663000464439392, x0_rate: 294/1000, unique_elements: 98
338
+ [2024-12-31 20:52:55,245::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2024-12-31 20:52:55,245::GMM::INFO] ux_mean: 478.36334228515625, mc_acc_rate: 0.3774000406265259, x0_rate: 284/1000, unique_elements: 92
340
+ [2024-12-31 20:53:07,545::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2024-12-31 20:53:07,546::GMM::INFO] ux_mean: 478.04541015625, mc_acc_rate: 0.3726000189781189, x0_rate: 284/1000, unique_elements: 92
342
+ [2024-12-31 20:53:19,840::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2024-12-31 20:53:19,841::GMM::INFO] ux_mean: 478.3039855957031, mc_acc_rate: 0.38040003180503845, x0_rate: 284/1000, unique_elements: 92
344
+ [2024-12-31 20:53:32,135::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2024-12-31 20:53:32,135::GMM::INFO] ux_mean: 477.96832275390625, mc_acc_rate: 0.3680000305175781, x0_rate: 284/1000, unique_elements: 88
346
+ [2024-12-31 20:53:44,417::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2024-12-31 20:53:44,417::GMM::INFO] ux_mean: 477.9951171875, mc_acc_rate: 0.3628000319004059, x0_rate: 284/1000, unique_elements: 88
348
+ [2024-12-31 20:53:56,701::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2024-12-31 20:53:56,701::GMM::INFO] ux_mean: 477.85015869140625, mc_acc_rate: 0.359000027179718, x0_rate: 284/1000, unique_elements: 88
350
+ [2024-12-31 20:54:09,002::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2024-12-31 20:54:09,002::GMM::INFO] ux_mean: 477.4841613769531, mc_acc_rate: 0.3542000353336334, x0_rate: 289/1000, unique_elements: 82
352
+ [2024-12-31 20:54:21,299::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2024-12-31 20:54:21,299::GMM::INFO] ux_mean: 477.3392639160156, mc_acc_rate: 0.359499990940094, x0_rate: 289/1000, unique_elements: 82
354
+ [2024-12-31 20:54:33,592::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2024-12-31 20:54:33,592::GMM::INFO] ux_mean: 477.839111328125, mc_acc_rate: 0.3460000455379486, x0_rate: 290/1000, unique_elements: 82
356
+ [2024-12-31 20:54:45,864::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2024-12-31 20:54:45,864::GMM::INFO] ux_mean: 477.7720031738281, mc_acc_rate: 0.35200002789497375, x0_rate: 290/1000, unique_elements: 82
358
+ [2024-12-31 20:54:58,137::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2024-12-31 20:54:58,137::GMM::INFO] ux_mean: 477.66595458984375, mc_acc_rate: 0.35429999232292175, x0_rate: 290/1000, unique_elements: 82
360
+ [2024-12-31 20:55:10,422::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2024-12-31 20:55:10,422::GMM::INFO] ux_mean: 477.915771484375, mc_acc_rate: 0.34690001606941223, x0_rate: 282/1000, unique_elements: 76
362
+ [2024-12-31 20:55:22,714::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2024-12-31 20:55:22,714::GMM::INFO] ux_mean: 477.9775085449219, mc_acc_rate: 0.33799999952316284, x0_rate: 282/1000, unique_elements: 76
364
+ [2024-12-31 20:55:35,006::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2024-12-31 20:55:35,006::GMM::INFO] ux_mean: 477.6424560546875, mc_acc_rate: 0.44610005617141724, x0_rate: 282/1000, unique_elements: 76
366
+ [2024-12-31 20:55:47,293::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2024-12-31 20:55:47,293::GMM::INFO] ux_mean: 477.8932800292969, mc_acc_rate: 0.44860002398490906, x0_rate: 278/1000, unique_elements: 74
368
+ [2024-12-31 20:55:59,570::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2024-12-31 20:55:59,570::GMM::INFO] ux_mean: 477.9418640136719, mc_acc_rate: 0.43140000104904175, x0_rate: 278/1000, unique_elements: 74
370
+ [2024-12-31 20:56:11,853::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2024-12-31 20:56:11,853::GMM::INFO] ux_mean: 478.22418212890625, mc_acc_rate: 0.43560004234313965, x0_rate: 267/1000, unique_elements: 72
372
+ [2024-12-31 20:56:24,150::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2024-12-31 20:56:24,150::GMM::INFO] ux_mean: 478.3310852050781, mc_acc_rate: 0.42480000853538513, x0_rate: 267/1000, unique_elements: 72
374
+ [2024-12-31 20:56:36,442::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2024-12-31 20:56:36,442::GMM::INFO] ux_mean: 478.7259521484375, mc_acc_rate: 0.4330000579357147, x0_rate: 267/1000, unique_elements: 72
376
+ [2024-12-31 20:56:48,735::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2024-12-31 20:56:48,735::GMM::INFO] ux_mean: 478.3140869140625, mc_acc_rate: 0.43320003151893616, x0_rate: 248/1000, unique_elements: 70
378
+ [2024-12-31 20:57:01,012::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2024-12-31 20:57:01,012::GMM::INFO] ux_mean: 478.4622802734375, mc_acc_rate: 0.421500027179718, x0_rate: 248/1000, unique_elements: 70
380
+ [2024-12-31 20:57:13,291::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2024-12-31 20:57:13,291::GMM::INFO] ux_mean: 478.4990539550781, mc_acc_rate: 0.42500001192092896, x0_rate: 248/1000, unique_elements: 70
382
+ [2024-12-31 20:57:25,581::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2024-12-31 20:57:25,581::GMM::INFO] ux_mean: 479.2401428222656, mc_acc_rate: 0.42010003328323364, x0_rate: 231/1000, unique_elements: 68
384
+ [2024-12-31 20:57:37,871::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2024-12-31 20:57:37,871::GMM::INFO] ux_mean: 478.73065185546875, mc_acc_rate: 0.40800002217292786, x0_rate: 231/1000, unique_elements: 68
386
+ [2024-12-31 20:57:50,172::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2024-12-31 20:57:50,172::GMM::INFO] ux_mean: 478.4097595214844, mc_acc_rate: 0.4142000377178192, x0_rate: 231/1000, unique_elements: 68
388
+ [2024-12-31 20:58:02,457::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2024-12-31 20:58:02,458::GMM::INFO] ux_mean: 479.0124206542969, mc_acc_rate: 0.4092000424861908, x0_rate: 215/1000, unique_elements: 67
390
+ [2024-12-31 20:58:14,738::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2024-12-31 20:58:14,738::GMM::INFO] ux_mean: 478.79864501953125, mc_acc_rate: 0.4075000584125519, x0_rate: 215/1000, unique_elements: 67
392
+ [2024-12-31 20:58:27,011::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2024-12-31 20:58:27,011::GMM::INFO] ux_mean: 478.6427001953125, mc_acc_rate: 0.40400004386901855, x0_rate: 215/1000, unique_elements: 67
394
+ [2024-12-31 20:58:39,295::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2024-12-31 20:58:39,295::GMM::INFO] ux_mean: 478.89453125, mc_acc_rate: 0.3946000337600708, x0_rate: 199/1000, unique_elements: 64
396
+ [2024-12-31 20:58:51,599::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2024-12-31 20:58:51,599::GMM::INFO] ux_mean: 478.99713134765625, mc_acc_rate: 0.40160003304481506, x0_rate: 199/1000, unique_elements: 64
398
+ [2024-12-31 20:59:03,899::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2024-12-31 20:59:03,899::GMM::INFO] ux_mean: 478.9041442871094, mc_acc_rate: 0.3986999988555908, x0_rate: 199/1000, unique_elements: 64
400
+ [2024-12-31 20:59:16,192::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2024-12-31 20:59:16,192::GMM::INFO] ux_mean: 479.07904052734375, mc_acc_rate: 0.39100003242492676, x0_rate: 183/1000, unique_elements: 61
402
+ [2024-12-31 21:00:11,088::GMM::INFO] x0 rate:, 0.177
403
+ [2024-12-31 21:00:11,088::GMM::INFO] unique elements:, 61
404
+ [2024-12-31 21:00:11,088::GMM::INFO] ux mean:, 479.055419921875
405
+ [2024-12-31 21:00:11,088::GMM::INFO] done
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+ version https://git-lfs.github.com/spec/v1
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Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__21_00_21/0.log ADDED
@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2024-12-31 21:00:21,631::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Rademacher', method=0)
2
+ [2024-12-31 21:00:21,631::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2024-12-31 21:00:21,853::GMM::INFO] method==,0, using method FP
4
+ [2024-12-31 21:00:34,188::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2024-12-31 21:00:34,188::GMM::INFO] ux_mean: 563.604736328125, mc_acc_rate: 0.9866000413894653, x0_rate: 495/1000, unique_elements: 1000
6
+ [2024-12-31 21:00:46,415::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2024-12-31 21:00:46,415::GMM::INFO] ux_mean: 558.1618041992188, mc_acc_rate: 0.9765000939369202, x0_rate: 511/1000, unique_elements: 1000
8
+ [2024-12-31 21:00:58,668::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2024-12-31 21:00:58,668::GMM::INFO] ux_mean: 561.3206176757812, mc_acc_rate: 0.9642000794410706, x0_rate: 495/1000, unique_elements: 1000
10
+ [2024-12-31 21:01:10,946::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2024-12-31 21:01:10,946::GMM::INFO] ux_mean: 559.3307495117188, mc_acc_rate: 0.9559999704360962, x0_rate: 499/1000, unique_elements: 1000
12
+ [2024-12-31 21:01:23,235::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2024-12-31 21:01:23,236::GMM::INFO] ux_mean: 558.8546752929688, mc_acc_rate: 0.9466000199317932, x0_rate: 478/1000, unique_elements: 1000
14
+ [2024-12-31 21:01:35,529::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2024-12-31 21:01:35,529::GMM::INFO] ux_mean: 560.1976318359375, mc_acc_rate: 0.9341000914573669, x0_rate: 505/1000, unique_elements: 1000
16
+ [2024-12-31 21:01:47,832::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2024-12-31 21:01:47,832::GMM::INFO] ux_mean: 558.33984375, mc_acc_rate: 0.9291000366210938, x0_rate: 509/1000, unique_elements: 1000
18
+ [2024-12-31 21:02:00,139::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2024-12-31 21:02:00,139::GMM::INFO] ux_mean: 557.1112060546875, mc_acc_rate: 0.913800060749054, x0_rate: 530/1000, unique_elements: 1000
20
+ [2024-12-31 21:02:12,460::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2024-12-31 21:02:12,460::GMM::INFO] ux_mean: 556.76171875, mc_acc_rate: 0.9051001071929932, x0_rate: 520/1000, unique_elements: 1000
22
+ [2024-12-31 21:02:24,783::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2024-12-31 21:02:24,783::GMM::INFO] ux_mean: 556.9017944335938, mc_acc_rate: 0.8990000486373901, x0_rate: 496/1000, unique_elements: 1000
24
+ [2024-12-31 21:02:37,106::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2024-12-31 21:02:37,106::GMM::INFO] ux_mean: 556.0014038085938, mc_acc_rate: 0.8934000730514526, x0_rate: 524/1000, unique_elements: 1000
26
+ [2024-12-31 21:02:49,430::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2024-12-31 21:02:49,431::GMM::INFO] ux_mean: 554.4971313476562, mc_acc_rate: 0.8852001428604126, x0_rate: 524/1000, unique_elements: 1000
28
+ [2024-12-31 21:03:01,753::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2024-12-31 21:03:01,753::GMM::INFO] ux_mean: 555.296630859375, mc_acc_rate: 0.8698000311851501, x0_rate: 532/1000, unique_elements: 1000
30
+ [2024-12-31 21:03:14,068::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2024-12-31 21:03:14,068::GMM::INFO] ux_mean: 553.6284790039062, mc_acc_rate: 0.8726000189781189, x0_rate: 575/1000, unique_elements: 1000
32
+ [2024-12-31 21:03:26,395::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2024-12-31 21:03:26,395::GMM::INFO] ux_mean: 552.9931640625, mc_acc_rate: 0.8569000363349915, x0_rate: 556/1000, unique_elements: 1000
34
+ [2024-12-31 21:03:38,714::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2024-12-31 21:03:38,714::GMM::INFO] ux_mean: 553.8265380859375, mc_acc_rate: 0.8560000061988831, x0_rate: 528/1000, unique_elements: 921
36
+ [2024-12-31 21:03:51,013::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2024-12-31 21:03:51,013::GMM::INFO] ux_mean: 552.6851806640625, mc_acc_rate: 0.834100067615509, x0_rate: 524/1000, unique_elements: 921
38
+ [2024-12-31 21:04:03,322::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2024-12-31 21:04:03,323::GMM::INFO] ux_mean: 551.832275390625, mc_acc_rate: 0.8345000147819519, x0_rate: 535/1000, unique_elements: 921
40
+ [2024-12-31 21:04:15,627::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2024-12-31 21:04:15,627::GMM::INFO] ux_mean: 552.2428588867188, mc_acc_rate: 0.8253000378608704, x0_rate: 526/1000, unique_elements: 921
42
+ [2024-12-31 21:04:27,935::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2024-12-31 21:04:27,935::GMM::INFO] ux_mean: 551.8228149414062, mc_acc_rate: 0.8113000392913818, x0_rate: 533/1000, unique_elements: 921
44
+ [2024-12-31 21:04:40,242::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2024-12-31 21:04:40,242::GMM::INFO] ux_mean: 551.8592529296875, mc_acc_rate: 0.8076000809669495, x0_rate: 545/1000, unique_elements: 921
46
+ [2024-12-31 21:04:52,553::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2024-12-31 21:04:52,553::GMM::INFO] ux_mean: 550.84326171875, mc_acc_rate: 0.7985000610351562, x0_rate: 544/1000, unique_elements: 921
48
+ [2024-12-31 21:05:04,856::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2024-12-31 21:05:04,856::GMM::INFO] ux_mean: 550.667724609375, mc_acc_rate: 0.7913000583648682, x0_rate: 549/1000, unique_elements: 921
50
+ [2024-12-31 21:05:17,163::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2024-12-31 21:05:17,163::GMM::INFO] ux_mean: 550.84814453125, mc_acc_rate: 0.7823000550270081, x0_rate: 553/1000, unique_elements: 837
52
+ [2024-12-31 21:05:29,480::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2024-12-31 21:05:29,481::GMM::INFO] ux_mean: 548.9658813476562, mc_acc_rate: 0.7790001034736633, x0_rate: 548/1000, unique_elements: 837
54
+ [2024-12-31 21:05:41,798::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2024-12-31 21:05:41,798::GMM::INFO] ux_mean: 549.1587524414062, mc_acc_rate: 0.7619999647140503, x0_rate: 543/1000, unique_elements: 837
56
+ [2024-12-31 21:05:54,125::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2024-12-31 21:05:54,125::GMM::INFO] ux_mean: 549.789794921875, mc_acc_rate: 0.7573001384735107, x0_rate: 548/1000, unique_elements: 837
58
+ [2024-12-31 21:06:06,442::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2024-12-31 21:06:06,442::GMM::INFO] ux_mean: 547.7630004882812, mc_acc_rate: 0.7570000290870667, x0_rate: 558/1000, unique_elements: 837
60
+ [2024-12-31 21:06:18,766::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2024-12-31 21:06:18,766::GMM::INFO] ux_mean: 547.36279296875, mc_acc_rate: 0.7473000884056091, x0_rate: 551/1000, unique_elements: 837
62
+ [2024-12-31 21:06:31,091::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2024-12-31 21:06:31,091::GMM::INFO] ux_mean: 547.113037109375, mc_acc_rate: 0.7625000476837158, x0_rate: 563/1000, unique_elements: 787
64
+ [2024-12-31 21:06:43,404::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2024-12-31 21:06:43,404::GMM::INFO] ux_mean: 545.8292846679688, mc_acc_rate: 0.7371000051498413, x0_rate: 567/1000, unique_elements: 787
66
+ [2024-12-31 21:06:55,720::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2024-12-31 21:06:55,720::GMM::INFO] ux_mean: 545.7401733398438, mc_acc_rate: 0.728100061416626, x0_rate: 571/1000, unique_elements: 787
68
+ [2024-12-31 21:07:08,024::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2024-12-31 21:07:08,024::GMM::INFO] ux_mean: 544.4163818359375, mc_acc_rate: 0.7177000045776367, x0_rate: 558/1000, unique_elements: 787
70
+ [2024-12-31 21:07:20,335::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2024-12-31 21:07:20,336::GMM::INFO] ux_mean: 545.0443725585938, mc_acc_rate: 0.7193000316619873, x0_rate: 551/1000, unique_elements: 787
72
+ [2024-12-31 21:07:32,638::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2024-12-31 21:07:32,638::GMM::INFO] ux_mean: 544.2129516601562, mc_acc_rate: 0.7138000130653381, x0_rate: 560/1000, unique_elements: 734
74
+ [2024-12-31 21:07:44,967::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2024-12-31 21:07:44,967::GMM::INFO] ux_mean: 545.4505004882812, mc_acc_rate: 0.7055000066757202, x0_rate: 556/1000, unique_elements: 734
76
+ [2024-12-31 21:07:57,303::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2024-12-31 21:07:57,303::GMM::INFO] ux_mean: 544.9725341796875, mc_acc_rate: 0.6964000463485718, x0_rate: 557/1000, unique_elements: 734
78
+ [2024-12-31 21:08:09,631::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2024-12-31 21:08:09,631::GMM::INFO] ux_mean: 545.027099609375, mc_acc_rate: 0.7019000053405762, x0_rate: 551/1000, unique_elements: 734
80
+ [2024-12-31 21:08:21,959::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2024-12-31 21:08:21,959::GMM::INFO] ux_mean: 543.3031005859375, mc_acc_rate: 0.6860000491142273, x0_rate: 555/1000, unique_elements: 734
82
+ [2024-12-31 21:08:34,273::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2024-12-31 21:08:34,274::GMM::INFO] ux_mean: 542.3939208984375, mc_acc_rate: 0.6829999685287476, x0_rate: 561/1000, unique_elements: 682
84
+ [2024-12-31 21:08:46,577::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2024-12-31 21:08:46,577::GMM::INFO] ux_mean: 542.7671508789062, mc_acc_rate: 0.671500027179718, x0_rate: 563/1000, unique_elements: 682
86
+ [2024-12-31 21:08:58,883::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2024-12-31 21:08:58,884::GMM::INFO] ux_mean: 542.4747924804688, mc_acc_rate: 0.6640000343322754, x0_rate: 562/1000, unique_elements: 682
88
+ [2024-12-31 21:09:11,189::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2024-12-31 21:09:11,189::GMM::INFO] ux_mean: 540.638427734375, mc_acc_rate: 0.6658000349998474, x0_rate: 560/1000, unique_elements: 682
90
+ [2024-12-31 21:09:23,509::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2024-12-31 21:09:23,509::GMM::INFO] ux_mean: 540.0020141601562, mc_acc_rate: 0.6606000661849976, x0_rate: 554/1000, unique_elements: 630
92
+ [2024-12-31 21:09:35,834::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2024-12-31 21:09:35,834::GMM::INFO] ux_mean: 539.9307861328125, mc_acc_rate: 0.6517000794410706, x0_rate: 555/1000, unique_elements: 630
94
+ [2024-12-31 21:09:48,159::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2024-12-31 21:09:48,160::GMM::INFO] ux_mean: 540.1124267578125, mc_acc_rate: 0.6395000219345093, x0_rate: 558/1000, unique_elements: 630
96
+ [2024-12-31 21:10:00,493::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2024-12-31 21:10:00,493::GMM::INFO] ux_mean: 539.6989135742188, mc_acc_rate: 0.6256000399589539, x0_rate: 561/1000, unique_elements: 630
98
+ [2024-12-31 21:10:12,820::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2024-12-31 21:10:12,820::GMM::INFO] ux_mean: 540.1638793945312, mc_acc_rate: 0.6234000325202942, x0_rate: 553/1000, unique_elements: 599
100
+ [2024-12-31 21:10:25,124::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2024-12-31 21:10:25,124::GMM::INFO] ux_mean: 538.61767578125, mc_acc_rate: 0.6230000257492065, x0_rate: 553/1000, unique_elements: 599
102
+ [2024-12-31 21:10:37,437::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2024-12-31 21:10:37,437::GMM::INFO] ux_mean: 537.8147583007812, mc_acc_rate: 0.6200000643730164, x0_rate: 553/1000, unique_elements: 599
104
+ [2024-12-31 21:10:49,738::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2024-12-31 21:10:49,739::GMM::INFO] ux_mean: 536.2820434570312, mc_acc_rate: 0.6218000054359436, x0_rate: 550/1000, unique_elements: 599
106
+ [2024-12-31 21:11:02,054::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2024-12-31 21:11:02,054::GMM::INFO] ux_mean: 535.8848266601562, mc_acc_rate: 0.6129000186920166, x0_rate: 545/1000, unique_elements: 568
108
+ [2024-12-31 21:11:14,371::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2024-12-31 21:11:14,371::GMM::INFO] ux_mean: 535.310791015625, mc_acc_rate: 0.5980000495910645, x0_rate: 548/1000, unique_elements: 568
110
+ [2024-12-31 21:11:26,689::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2024-12-31 21:11:26,689::GMM::INFO] ux_mean: 534.685302734375, mc_acc_rate: 0.5929000377655029, x0_rate: 548/1000, unique_elements: 568
112
+ [2024-12-31 21:11:39,005::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2024-12-31 21:11:39,005::GMM::INFO] ux_mean: 534.561767578125, mc_acc_rate: 0.5885000228881836, x0_rate: 536/1000, unique_elements: 542
114
+ [2024-12-31 21:11:51,309::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2024-12-31 21:11:51,310::GMM::INFO] ux_mean: 534.7427978515625, mc_acc_rate: 0.5936000347137451, x0_rate: 539/1000, unique_elements: 542
116
+ [2024-12-31 21:12:03,612::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2024-12-31 21:12:03,612::GMM::INFO] ux_mean: 533.6838989257812, mc_acc_rate: 0.5737000703811646, x0_rate: 539/1000, unique_elements: 542
118
+ [2024-12-31 21:12:15,917::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
119
+ [2024-12-31 21:12:15,917::GMM::INFO] ux_mean: 532.99560546875, mc_acc_rate: 0.5709999799728394, x0_rate: 538/1000, unique_elements: 542
120
+ [2024-12-31 21:12:28,240::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
121
+ [2024-12-31 21:12:28,240::GMM::INFO] ux_mean: 532.1614990234375, mc_acc_rate: 0.5649999976158142, x0_rate: 532/1000, unique_elements: 515
122
+ [2024-12-31 21:12:40,561::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
123
+ [2024-12-31 21:12:40,561::GMM::INFO] ux_mean: 532.3095092773438, mc_acc_rate: 0.5544000267982483, x0_rate: 532/1000, unique_elements: 515
124
+ [2024-12-31 21:12:52,884::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2024-12-31 21:12:52,885::GMM::INFO] ux_mean: 530.8561401367188, mc_acc_rate: 0.567300021648407, x0_rate: 532/1000, unique_elements: 515
126
+ [2024-12-31 21:13:05,202::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
127
+ [2024-12-31 21:13:05,202::GMM::INFO] ux_mean: 530.1492919921875, mc_acc_rate: 0.5571000576019287, x0_rate: 534/1000, unique_elements: 486
128
+ [2024-12-31 21:13:17,513::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
129
+ [2024-12-31 21:13:17,513::GMM::INFO] ux_mean: 528.4583740234375, mc_acc_rate: 0.5598000288009644, x0_rate: 534/1000, unique_elements: 486
130
+ [2024-12-31 21:13:29,823::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 21:13:29,823::GMM::INFO] ux_mean: 529.3338623046875, mc_acc_rate: 0.5508000254631042, x0_rate: 534/1000, unique_elements: 486
132
+ [2024-12-31 21:13:42,141::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 21:13:42,141::GMM::INFO] ux_mean: 528.4653930664062, mc_acc_rate: 0.549500048160553, x0_rate: 534/1000, unique_elements: 464
134
+ [2024-12-31 21:13:54,467::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 21:13:54,467::GMM::INFO] ux_mean: 529.10546875, mc_acc_rate: 0.5387000441551208, x0_rate: 534/1000, unique_elements: 464
136
+ [2024-12-31 21:14:06,795::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 21:14:06,795::GMM::INFO] ux_mean: 529.3818969726562, mc_acc_rate: 0.5184000134468079, x0_rate: 533/1000, unique_elements: 464
138
+ [2024-12-31 21:14:19,109::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 21:14:19,110::GMM::INFO] ux_mean: 526.190673828125, mc_acc_rate: 0.5192000269889832, x0_rate: 532/1000, unique_elements: 439
140
+ [2024-12-31 21:14:31,415::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 21:14:31,415::GMM::INFO] ux_mean: 526.1365966796875, mc_acc_rate: 0.5270000100135803, x0_rate: 532/1000, unique_elements: 439
142
+ [2024-12-31 21:14:43,724::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 21:14:43,724::GMM::INFO] ux_mean: 524.7181396484375, mc_acc_rate: 0.5255000591278076, x0_rate: 532/1000, unique_elements: 439
144
+ [2024-12-31 21:14:56,047::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 21:14:56,047::GMM::INFO] ux_mean: 523.3016967773438, mc_acc_rate: 0.5139000415802002, x0_rate: 517/1000, unique_elements: 418
146
+ [2024-12-31 21:15:08,384::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 21:15:08,384::GMM::INFO] ux_mean: 523.2439575195312, mc_acc_rate: 0.5110000371932983, x0_rate: 517/1000, unique_elements: 418
148
+ [2024-12-31 21:15:20,718::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 21:15:20,718::GMM::INFO] ux_mean: 523.9222412109375, mc_acc_rate: 0.5134000182151794, x0_rate: 517/1000, unique_elements: 418
150
+ [2024-12-31 21:15:33,036::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 21:15:33,036::GMM::INFO] ux_mean: 522.1814575195312, mc_acc_rate: 0.4984000325202942, x0_rate: 508/1000, unique_elements: 404
152
+ [2024-12-31 21:15:45,346::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 21:15:45,347::GMM::INFO] ux_mean: 521.9846801757812, mc_acc_rate: 0.4881000220775604, x0_rate: 508/1000, unique_elements: 404
154
+ [2024-12-31 21:15:57,654::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 21:15:57,654::GMM::INFO] ux_mean: 522.1661376953125, mc_acc_rate: 0.48520004749298096, x0_rate: 508/1000, unique_elements: 404
156
+ [2024-12-31 21:16:09,980::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 21:16:09,980::GMM::INFO] ux_mean: 520.86083984375, mc_acc_rate: 0.4863000512123108, x0_rate: 497/1000, unique_elements: 383
158
+ [2024-12-31 21:16:22,308::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 21:16:22,308::GMM::INFO] ux_mean: 521.0995483398438, mc_acc_rate: 0.4942000210285187, x0_rate: 497/1000, unique_elements: 383
160
+ [2024-12-31 21:16:34,634::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 21:16:34,634::GMM::INFO] ux_mean: 519.878662109375, mc_acc_rate: 0.490600049495697, x0_rate: 497/1000, unique_elements: 383
162
+ [2024-12-31 21:16:46,946::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 21:16:46,946::GMM::INFO] ux_mean: 517.2451782226562, mc_acc_rate: 0.48100006580352783, x0_rate: 493/1000, unique_elements: 369
164
+ [2024-12-31 21:16:59,261::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 21:16:59,261::GMM::INFO] ux_mean: 518.6173095703125, mc_acc_rate: 0.46980002522468567, x0_rate: 493/1000, unique_elements: 369
166
+ [2024-12-31 21:17:11,572::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 21:17:11,572::GMM::INFO] ux_mean: 516.465087890625, mc_acc_rate: 0.465800017118454, x0_rate: 486/1000, unique_elements: 360
168
+ [2024-12-31 21:17:23,891::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 21:17:23,891::GMM::INFO] ux_mean: 516.7457275390625, mc_acc_rate: 0.45840004086494446, x0_rate: 486/1000, unique_elements: 360
170
+ [2024-12-31 21:17:36,211::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 21:17:36,211::GMM::INFO] ux_mean: 517.136474609375, mc_acc_rate: 0.45319998264312744, x0_rate: 486/1000, unique_elements: 360
172
+ [2024-12-31 21:17:48,522::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 21:17:48,522::GMM::INFO] ux_mean: 514.7816772460938, mc_acc_rate: 0.4434000253677368, x0_rate: 475/1000, unique_elements: 345
174
+ [2024-12-31 21:18:00,827::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2024-12-31 21:18:00,827::GMM::INFO] ux_mean: 514.07177734375, mc_acc_rate: 0.4652000665664673, x0_rate: 475/1000, unique_elements: 345
176
+ [2024-12-31 21:18:13,135::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 21:18:13,136::GMM::INFO] ux_mean: 514.6512451171875, mc_acc_rate: 0.4678000211715698, x0_rate: 475/1000, unique_elements: 345
178
+ [2024-12-31 21:18:25,460::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 21:18:25,460::GMM::INFO] ux_mean: 513.268310546875, mc_acc_rate: 0.4443000257015228, x0_rate: 462/1000, unique_elements: 335
180
+ [2024-12-31 21:18:37,784::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 21:18:37,784::GMM::INFO] ux_mean: 512.6861572265625, mc_acc_rate: 0.4472000300884247, x0_rate: 462/1000, unique_elements: 335
182
+ [2024-12-31 21:18:50,104::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2024-12-31 21:18:50,104::GMM::INFO] ux_mean: 511.76220703125, mc_acc_rate: 0.4442000389099121, x0_rate: 471/1000, unique_elements: 324
184
+ [2024-12-31 21:19:02,406::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 21:19:02,406::GMM::INFO] ux_mean: 512.0585327148438, mc_acc_rate: 0.4393000304698944, x0_rate: 471/1000, unique_elements: 324
186
+ [2024-12-31 21:19:14,721::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2024-12-31 21:19:14,721::GMM::INFO] ux_mean: 511.92132568359375, mc_acc_rate: 0.4300000071525574, x0_rate: 471/1000, unique_elements: 324
188
+ [2024-12-31 21:19:27,044::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 21:19:27,045::GMM::INFO] ux_mean: 509.7982177734375, mc_acc_rate: 0.42239999771118164, x0_rate: 465/1000, unique_elements: 312
190
+ [2024-12-31 21:19:39,374::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 21:19:39,374::GMM::INFO] ux_mean: 509.59075927734375, mc_acc_rate: 0.41940003633499146, x0_rate: 465/1000, unique_elements: 312
192
+ [2024-12-31 21:19:51,699::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2024-12-31 21:19:51,700::GMM::INFO] ux_mean: 507.34130859375, mc_acc_rate: 0.40700000524520874, x0_rate: 453/1000, unique_elements: 302
194
+ [2024-12-31 21:20:04,008::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2024-12-31 21:20:04,009::GMM::INFO] ux_mean: 507.8864440917969, mc_acc_rate: 0.4261000454425812, x0_rate: 453/1000, unique_elements: 302
196
+ [2024-12-31 21:20:16,323::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2024-12-31 21:20:16,323::GMM::INFO] ux_mean: 506.7200927734375, mc_acc_rate: 0.43720003962516785, x0_rate: 449/1000, unique_elements: 288
198
+ [2024-12-31 21:20:28,652::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2024-12-31 21:20:28,652::GMM::INFO] ux_mean: 506.4479675292969, mc_acc_rate: 0.4293000102043152, x0_rate: 449/1000, unique_elements: 288
200
+ [2024-12-31 21:20:40,980::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
201
+ [2024-12-31 21:20:40,980::GMM::INFO] ux_mean: 506.67626953125, mc_acc_rate: 0.4173000156879425, x0_rate: 449/1000, unique_elements: 288
202
+ [2024-12-31 21:20:53,293::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2024-12-31 21:20:53,293::GMM::INFO] ux_mean: 505.3953857421875, mc_acc_rate: 0.4222000241279602, x0_rate: 442/1000, unique_elements: 279
204
+ [2024-12-31 21:21:05,611::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2024-12-31 21:21:05,611::GMM::INFO] ux_mean: 504.9844970703125, mc_acc_rate: 0.40790003538131714, x0_rate: 442/1000, unique_elements: 279
206
+ [2024-12-31 21:21:17,934::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2024-12-31 21:21:17,934::GMM::INFO] ux_mean: 503.8670654296875, mc_acc_rate: 0.3931000232696533, x0_rate: 447/1000, unique_elements: 270
208
+ [2024-12-31 21:21:30,270::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2024-12-31 21:21:30,270::GMM::INFO] ux_mean: 503.916259765625, mc_acc_rate: 0.3937000036239624, x0_rate: 447/1000, unique_elements: 270
210
+ [2024-12-31 21:21:42,605::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2024-12-31 21:21:42,606::GMM::INFO] ux_mean: 503.8627624511719, mc_acc_rate: 0.39010003209114075, x0_rate: 447/1000, unique_elements: 270
212
+ [2024-12-31 21:21:54,923::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2024-12-31 21:21:54,923::GMM::INFO] ux_mean: 502.9978332519531, mc_acc_rate: 0.3777000308036804, x0_rate: 442/1000, unique_elements: 260
214
+ [2024-12-31 21:22:07,241::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2024-12-31 21:22:07,242::GMM::INFO] ux_mean: 501.3416442871094, mc_acc_rate: 0.38700008392333984, x0_rate: 442/1000, unique_elements: 260
216
+ [2024-12-31 21:22:19,567::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2024-12-31 21:22:19,567::GMM::INFO] ux_mean: 500.8488464355469, mc_acc_rate: 0.40890002250671387, x0_rate: 439/1000, unique_elements: 252
218
+ [2024-12-31 21:22:31,894::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2024-12-31 21:22:31,895::GMM::INFO] ux_mean: 500.69427490234375, mc_acc_rate: 0.4027000367641449, x0_rate: 439/1000, unique_elements: 252
220
+ [2024-12-31 21:22:44,219::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2024-12-31 21:22:44,220::GMM::INFO] ux_mean: 500.5305480957031, mc_acc_rate: 0.3970000445842743, x0_rate: 441/1000, unique_elements: 243
222
+ [2024-12-31 21:22:56,537::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2024-12-31 21:22:56,538::GMM::INFO] ux_mean: 500.2062683105469, mc_acc_rate: 0.39660003781318665, x0_rate: 441/1000, unique_elements: 243
224
+ [2024-12-31 21:23:08,852::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2024-12-31 21:23:08,852::GMM::INFO] ux_mean: 499.21368408203125, mc_acc_rate: 0.3872000575065613, x0_rate: 446/1000, unique_elements: 229
226
+ [2024-12-31 21:23:21,186::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2024-12-31 21:23:21,186::GMM::INFO] ux_mean: 498.29339599609375, mc_acc_rate: 0.38200005888938904, x0_rate: 446/1000, unique_elements: 229
228
+ [2024-12-31 21:23:33,509::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2024-12-31 21:23:33,509::GMM::INFO] ux_mean: 497.70111083984375, mc_acc_rate: 0.37490004301071167, x0_rate: 446/1000, unique_elements: 229
230
+ [2024-12-31 21:23:45,820::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2024-12-31 21:23:45,820::GMM::INFO] ux_mean: 496.7385559082031, mc_acc_rate: 0.37450000643730164, x0_rate: 451/1000, unique_elements: 222
232
+ [2024-12-31 21:23:58,120::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2024-12-31 21:23:58,120::GMM::INFO] ux_mean: 496.8411560058594, mc_acc_rate: 0.36890000104904175, x0_rate: 451/1000, unique_elements: 222
234
+ [2024-12-31 21:24:10,434::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2024-12-31 21:24:10,434::GMM::INFO] ux_mean: 495.5657958984375, mc_acc_rate: 0.3696000576019287, x0_rate: 455/1000, unique_elements: 215
236
+ [2024-12-31 21:24:22,755::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2024-12-31 21:24:22,755::GMM::INFO] ux_mean: 495.58868408203125, mc_acc_rate: 0.366100013256073, x0_rate: 455/1000, unique_elements: 215
238
+ [2024-12-31 21:24:35,059::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2024-12-31 21:24:35,059::GMM::INFO] ux_mean: 495.1387023925781, mc_acc_rate: 0.36420002579689026, x0_rate: 456/1000, unique_elements: 210
240
+ [2024-12-31 21:24:47,365::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2024-12-31 21:24:47,365::GMM::INFO] ux_mean: 494.8258056640625, mc_acc_rate: 0.3849000334739685, x0_rate: 456/1000, unique_elements: 210
242
+ [2024-12-31 21:24:59,680::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2024-12-31 21:24:59,680::GMM::INFO] ux_mean: 493.2425537109375, mc_acc_rate: 0.3883000314235687, x0_rate: 461/1000, unique_elements: 201
244
+ [2024-12-31 21:25:11,998::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2024-12-31 21:25:11,998::GMM::INFO] ux_mean: 493.2409362792969, mc_acc_rate: 0.3839000165462494, x0_rate: 461/1000, unique_elements: 201
246
+ [2024-12-31 21:25:24,316::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2024-12-31 21:25:24,316::GMM::INFO] ux_mean: 492.1223449707031, mc_acc_rate: 0.37460002303123474, x0_rate: 468/1000, unique_elements: 191
248
+ [2024-12-31 21:25:36,620::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2024-12-31 21:25:36,620::GMM::INFO] ux_mean: 491.8843688964844, mc_acc_rate: 0.381600022315979, x0_rate: 468/1000, unique_elements: 191
250
+ [2024-12-31 21:25:48,926::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2024-12-31 21:25:48,927::GMM::INFO] ux_mean: 489.4965515136719, mc_acc_rate: 0.3794000446796417, x0_rate: 469/1000, unique_elements: 188
252
+ [2024-12-31 21:26:01,256::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2024-12-31 21:26:01,256::GMM::INFO] ux_mean: 489.3630676269531, mc_acc_rate: 0.3712000548839569, x0_rate: 469/1000, unique_elements: 188
254
+ [2024-12-31 21:26:13,583::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2024-12-31 21:26:13,583::GMM::INFO] ux_mean: 489.3763122558594, mc_acc_rate: 0.3712000548839569, x0_rate: 469/1000, unique_elements: 188
256
+ [2024-12-31 21:26:25,895::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2024-12-31 21:26:25,895::GMM::INFO] ux_mean: 488.8625183105469, mc_acc_rate: 0.3702000379562378, x0_rate: 470/1000, unique_elements: 181
258
+ [2024-12-31 21:26:38,206::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2024-12-31 21:26:38,206::GMM::INFO] ux_mean: 489.44720458984375, mc_acc_rate: 0.35670003294944763, x0_rate: 470/1000, unique_elements: 181
260
+ [2024-12-31 21:26:50,528::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2024-12-31 21:26:50,528::GMM::INFO] ux_mean: 488.5234375, mc_acc_rate: 0.35649996995925903, x0_rate: 461/1000, unique_elements: 174
262
+ [2024-12-31 21:27:02,852::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2024-12-31 21:27:02,852::GMM::INFO] ux_mean: 488.7001647949219, mc_acc_rate: 0.3498000204563141, x0_rate: 461/1000, unique_elements: 174
264
+ [2024-12-31 21:27:15,167::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2024-12-31 21:27:15,167::GMM::INFO] ux_mean: 488.3642272949219, mc_acc_rate: 0.3402000367641449, x0_rate: 462/1000, unique_elements: 165
266
+ [2024-12-31 21:27:27,477::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2024-12-31 21:27:27,477::GMM::INFO] ux_mean: 488.1853942871094, mc_acc_rate: 0.381600022315979, x0_rate: 462/1000, unique_elements: 165
268
+ [2024-12-31 21:27:39,789::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2024-12-31 21:27:39,789::GMM::INFO] ux_mean: 486.6915283203125, mc_acc_rate: 0.3776000142097473, x0_rate: 461/1000, unique_elements: 160
270
+ [2024-12-31 21:27:52,113::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2024-12-31 21:27:52,113::GMM::INFO] ux_mean: 486.74859619140625, mc_acc_rate: 0.3823000192642212, x0_rate: 461/1000, unique_elements: 160
272
+ [2024-12-31 21:28:04,423::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2024-12-31 21:28:04,423::GMM::INFO] ux_mean: 486.30059814453125, mc_acc_rate: 0.367900013923645, x0_rate: 460/1000, unique_elements: 155
274
+ [2024-12-31 21:28:16,726::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2024-12-31 21:28:16,726::GMM::INFO] ux_mean: 486.2920227050781, mc_acc_rate: 0.3729000389575958, x0_rate: 460/1000, unique_elements: 155
276
+ [2024-12-31 21:28:29,035::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2024-12-31 21:28:29,035::GMM::INFO] ux_mean: 485.9142150878906, mc_acc_rate: 0.3675000071525574, x0_rate: 460/1000, unique_elements: 155
278
+ [2024-12-31 21:28:41,349::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2024-12-31 21:28:41,349::GMM::INFO] ux_mean: 485.43890380859375, mc_acc_rate: 0.3686000108718872, x0_rate: 463/1000, unique_elements: 150
280
+ [2024-12-31 21:28:53,671::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2024-12-31 21:28:53,671::GMM::INFO] ux_mean: 484.8077697753906, mc_acc_rate: 0.3550000488758087, x0_rate: 463/1000, unique_elements: 150
282
+ [2024-12-31 21:29:05,983::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2024-12-31 21:29:05,983::GMM::INFO] ux_mean: 484.9700927734375, mc_acc_rate: 0.3588000237941742, x0_rate: 467/1000, unique_elements: 145
284
+ [2024-12-31 21:29:18,282::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2024-12-31 21:29:18,282::GMM::INFO] ux_mean: 485.3515930175781, mc_acc_rate: 0.346500039100647, x0_rate: 467/1000, unique_elements: 145
286
+ [2024-12-31 21:29:30,593::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2024-12-31 21:29:30,593::GMM::INFO] ux_mean: 485.15838623046875, mc_acc_rate: 0.35130003094673157, x0_rate: 474/1000, unique_elements: 142
288
+ [2024-12-31 21:29:42,910::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2024-12-31 21:29:42,910::GMM::INFO] ux_mean: 484.642333984375, mc_acc_rate: 0.343500018119812, x0_rate: 474/1000, unique_elements: 142
290
+ [2024-12-31 21:29:55,228::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2024-12-31 21:29:55,228::GMM::INFO] ux_mean: 484.5449523925781, mc_acc_rate: 0.3362000286579132, x0_rate: 482/1000, unique_elements: 133
292
+ [2024-12-31 21:30:07,523::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2024-12-31 21:30:07,523::GMM::INFO] ux_mean: 484.3631896972656, mc_acc_rate: 0.3457000255584717, x0_rate: 482/1000, unique_elements: 133
294
+ [2024-12-31 21:30:19,823::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2024-12-31 21:30:19,823::GMM::INFO] ux_mean: 483.7552795410156, mc_acc_rate: 0.3377000391483307, x0_rate: 482/1000, unique_elements: 133
296
+ [2024-12-31 21:30:32,135::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2024-12-31 21:30:32,135::GMM::INFO] ux_mean: 483.2765197753906, mc_acc_rate: 0.3865000009536743, x0_rate: 485/1000, unique_elements: 125
298
+ [2024-12-31 21:30:44,443::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2024-12-31 21:30:44,443::GMM::INFO] ux_mean: 483.3558349609375, mc_acc_rate: 0.39579999446868896, x0_rate: 485/1000, unique_elements: 125
300
+ [2024-12-31 21:30:56,748::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2024-12-31 21:30:56,748::GMM::INFO] ux_mean: 482.9574890136719, mc_acc_rate: 0.3809000253677368, x0_rate: 484/1000, unique_elements: 118
302
+ [2024-12-31 21:31:09,052::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2024-12-31 21:31:09,052::GMM::INFO] ux_mean: 482.905517578125, mc_acc_rate: 0.3897000849246979, x0_rate: 484/1000, unique_elements: 118
304
+ [2024-12-31 21:31:21,349::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2024-12-31 21:31:21,349::GMM::INFO] ux_mean: 482.6441345214844, mc_acc_rate: 0.3879000246524811, x0_rate: 484/1000, unique_elements: 118
306
+ [2024-12-31 21:31:33,663::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2024-12-31 21:31:33,663::GMM::INFO] ux_mean: 481.8433532714844, mc_acc_rate: 0.3752000331878662, x0_rate: 488/1000, unique_elements: 112
308
+ [2024-12-31 21:31:45,978::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2024-12-31 21:31:45,978::GMM::INFO] ux_mean: 481.82843017578125, mc_acc_rate: 0.3720000386238098, x0_rate: 488/1000, unique_elements: 112
310
+ [2024-12-31 21:31:58,283::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2024-12-31 21:31:58,283::GMM::INFO] ux_mean: 481.6455078125, mc_acc_rate: 0.3767000138759613, x0_rate: 492/1000, unique_elements: 106
312
+ [2024-12-31 21:32:10,584::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2024-12-31 21:32:10,584::GMM::INFO] ux_mean: 481.6923522949219, mc_acc_rate: 0.36169999837875366, x0_rate: 492/1000, unique_elements: 106
314
+ [2024-12-31 21:32:22,873::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2024-12-31 21:32:22,873::GMM::INFO] ux_mean: 481.1639709472656, mc_acc_rate: 0.355400025844574, x0_rate: 492/1000, unique_elements: 98
316
+ [2024-12-31 21:32:35,182::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2024-12-31 21:32:35,182::GMM::INFO] ux_mean: 480.4945373535156, mc_acc_rate: 0.3655000329017639, x0_rate: 492/1000, unique_elements: 98
318
+ [2024-12-31 21:32:47,490::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2024-12-31 21:32:47,490::GMM::INFO] ux_mean: 480.5321960449219, mc_acc_rate: 0.364300012588501, x0_rate: 492/1000, unique_elements: 98
320
+ [2024-12-31 21:32:59,792::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2024-12-31 21:32:59,792::GMM::INFO] ux_mean: 480.1231994628906, mc_acc_rate: 0.35020002722740173, x0_rate: 495/1000, unique_elements: 92
322
+ [2024-12-31 21:33:12,083::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2024-12-31 21:33:12,083::GMM::INFO] ux_mean: 479.5812072753906, mc_acc_rate: 0.35120004415512085, x0_rate: 495/1000, unique_elements: 92
324
+ [2024-12-31 21:33:24,386::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2024-12-31 21:33:24,386::GMM::INFO] ux_mean: 478.2965087890625, mc_acc_rate: 0.35270002484321594, x0_rate: 495/1000, unique_elements: 86
326
+ [2024-12-31 21:33:36,700::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2024-12-31 21:33:36,700::GMM::INFO] ux_mean: 478.7568359375, mc_acc_rate: 0.35109999775886536, x0_rate: 495/1000, unique_elements: 86
328
+ [2024-12-31 21:33:49,006::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2024-12-31 21:33:49,006::GMM::INFO] ux_mean: 478.88751220703125, mc_acc_rate: 0.42090001702308655, x0_rate: 495/1000, unique_elements: 86
330
+ [2024-12-31 21:34:01,305::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2024-12-31 21:34:01,305::GMM::INFO] ux_mean: 478.84259033203125, mc_acc_rate: 0.4187000095844269, x0_rate: 505/1000, unique_elements: 83
332
+ [2024-12-31 21:34:13,596::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2024-12-31 21:34:13,596::GMM::INFO] ux_mean: 478.6994934082031, mc_acc_rate: 0.412200003862381, x0_rate: 505/1000, unique_elements: 83
334
+ [2024-12-31 21:34:25,892::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2024-12-31 21:34:25,892::GMM::INFO] ux_mean: 478.27398681640625, mc_acc_rate: 0.41770005226135254, x0_rate: 510/1000, unique_elements: 80
336
+ [2024-12-31 21:34:38,201::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2024-12-31 21:34:38,201::GMM::INFO] ux_mean: 478.01348876953125, mc_acc_rate: 0.40390002727508545, x0_rate: 510/1000, unique_elements: 80
338
+ [2024-12-31 21:34:50,504::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2024-12-31 21:34:50,504::GMM::INFO] ux_mean: 477.5813903808594, mc_acc_rate: 0.4108000695705414, x0_rate: 510/1000, unique_elements: 80
340
+ [2024-12-31 21:35:02,796::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2024-12-31 21:35:02,796::GMM::INFO] ux_mean: 476.5430908203125, mc_acc_rate: 0.4041999876499176, x0_rate: 511/1000, unique_elements: 79
342
+ [2024-12-31 21:35:15,078::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2024-12-31 21:35:15,079::GMM::INFO] ux_mean: 477.1021423339844, mc_acc_rate: 0.40710005164146423, x0_rate: 511/1000, unique_elements: 79
344
+ [2024-12-31 21:35:27,370::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2024-12-31 21:35:27,371::GMM::INFO] ux_mean: 476.53692626953125, mc_acc_rate: 0.4056999981403351, x0_rate: 512/1000, unique_elements: 74
346
+ [2024-12-31 21:35:39,682::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2024-12-31 21:35:39,682::GMM::INFO] ux_mean: 477.12884521484375, mc_acc_rate: 0.4062000513076782, x0_rate: 512/1000, unique_elements: 74
348
+ [2024-12-31 21:35:51,996::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2024-12-31 21:35:51,996::GMM::INFO] ux_mean: 477.2425842285156, mc_acc_rate: 0.39340001344680786, x0_rate: 512/1000, unique_elements: 74
350
+ [2024-12-31 21:36:04,295::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2024-12-31 21:36:04,295::GMM::INFO] ux_mean: 476.48291015625, mc_acc_rate: 0.3848000168800354, x0_rate: 510/1000, unique_elements: 66
352
+ [2024-12-31 21:36:16,591::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2024-12-31 21:36:16,591::GMM::INFO] ux_mean: 476.7908630371094, mc_acc_rate: 0.3920000195503235, x0_rate: 510/1000, unique_elements: 66
354
+ [2024-12-31 21:36:28,886::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2024-12-31 21:36:28,886::GMM::INFO] ux_mean: 476.27252197265625, mc_acc_rate: 0.37800005078315735, x0_rate: 507/1000, unique_elements: 62
356
+ [2024-12-31 21:36:41,202::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2024-12-31 21:36:41,202::GMM::INFO] ux_mean: 476.42877197265625, mc_acc_rate: 0.3792000412940979, x0_rate: 507/1000, unique_elements: 62
358
+ [2024-12-31 21:36:53,512::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2024-12-31 21:36:53,512::GMM::INFO] ux_mean: 477.0895080566406, mc_acc_rate: 0.3826000392436981, x0_rate: 507/1000, unique_elements: 62
360
+ [2024-12-31 21:37:05,822::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2024-12-31 21:37:05,822::GMM::INFO] ux_mean: 476.2674560546875, mc_acc_rate: 0.3814000189304352, x0_rate: 496/1000, unique_elements: 56
362
+ [2024-12-31 21:37:18,113::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2024-12-31 21:37:18,113::GMM::INFO] ux_mean: 475.9013366699219, mc_acc_rate: 0.3703000247478485, x0_rate: 496/1000, unique_elements: 56
364
+ [2024-12-31 21:37:30,413::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2024-12-31 21:37:30,413::GMM::INFO] ux_mean: 475.1977844238281, mc_acc_rate: 0.4740000069141388, x0_rate: 496/1000, unique_elements: 56
366
+ [2024-12-31 21:37:42,723::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2024-12-31 21:37:42,723::GMM::INFO] ux_mean: 475.3731994628906, mc_acc_rate: 0.47300001978874207, x0_rate: 483/1000, unique_elements: 54
368
+ [2024-12-31 21:37:55,041::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2024-12-31 21:37:55,041::GMM::INFO] ux_mean: 475.6202392578125, mc_acc_rate: 0.47589999437332153, x0_rate: 483/1000, unique_elements: 54
370
+ [2024-12-31 21:38:07,353::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2024-12-31 21:38:07,353::GMM::INFO] ux_mean: 474.892333984375, mc_acc_rate: 0.471500039100647, x0_rate: 468/1000, unique_elements: 52
372
+ [2024-12-31 21:38:19,654::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2024-12-31 21:38:19,654::GMM::INFO] ux_mean: 474.48883056640625, mc_acc_rate: 0.4641000032424927, x0_rate: 468/1000, unique_elements: 52
374
+ [2024-12-31 21:38:31,952::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2024-12-31 21:38:31,953::GMM::INFO] ux_mean: 474.310302734375, mc_acc_rate: 0.46560001373291016, x0_rate: 468/1000, unique_elements: 52
376
+ [2024-12-31 21:38:44,258::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2024-12-31 21:38:44,258::GMM::INFO] ux_mean: 474.4929504394531, mc_acc_rate: 0.46310001611709595, x0_rate: 453/1000, unique_elements: 48
378
+ [2024-12-31 21:38:56,564::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2024-12-31 21:38:56,564::GMM::INFO] ux_mean: 474.4009094238281, mc_acc_rate: 0.4604000449180603, x0_rate: 453/1000, unique_elements: 48
380
+ [2024-12-31 21:39:08,879::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2024-12-31 21:39:08,879::GMM::INFO] ux_mean: 473.8603210449219, mc_acc_rate: 0.45250004529953003, x0_rate: 453/1000, unique_elements: 48
382
+ [2024-12-31 21:39:21,177::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2024-12-31 21:39:21,177::GMM::INFO] ux_mean: 474.79913330078125, mc_acc_rate: 0.43859997391700745, x0_rate: 433/1000, unique_elements: 48
384
+ [2024-12-31 21:39:33,463::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2024-12-31 21:39:33,463::GMM::INFO] ux_mean: 474.9063415527344, mc_acc_rate: 0.4482000172138214, x0_rate: 433/1000, unique_elements: 48
386
+ [2024-12-31 21:39:45,756::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2024-12-31 21:39:45,756::GMM::INFO] ux_mean: 475.19989013671875, mc_acc_rate: 0.4513000249862671, x0_rate: 433/1000, unique_elements: 48
388
+ [2024-12-31 21:39:58,055::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2024-12-31 21:39:58,056::GMM::INFO] ux_mean: 476.36578369140625, mc_acc_rate: 0.43000003695487976, x0_rate: 415/1000, unique_elements: 48
390
+ [2024-12-31 21:40:10,373::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2024-12-31 21:40:10,373::GMM::INFO] ux_mean: 476.256103515625, mc_acc_rate: 0.4418000280857086, x0_rate: 415/1000, unique_elements: 48
392
+ [2024-12-31 21:40:22,688::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2024-12-31 21:40:22,688::GMM::INFO] ux_mean: 475.83514404296875, mc_acc_rate: 0.43779999017715454, x0_rate: 415/1000, unique_elements: 48
394
+ [2024-12-31 21:40:34,987::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2024-12-31 21:40:34,987::GMM::INFO] ux_mean: 476.3621520996094, mc_acc_rate: 0.4353000223636627, x0_rate: 395/1000, unique_elements: 47
396
+ [2024-12-31 21:40:47,281::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2024-12-31 21:40:47,281::GMM::INFO] ux_mean: 476.1173400878906, mc_acc_rate: 0.43320006132125854, x0_rate: 395/1000, unique_elements: 47
398
+ [2024-12-31 21:40:59,573::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2024-12-31 21:40:59,573::GMM::INFO] ux_mean: 475.8227844238281, mc_acc_rate: 0.43080002069473267, x0_rate: 395/1000, unique_elements: 47
400
+ [2024-12-31 21:41:11,877::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2024-12-31 21:41:11,877::GMM::INFO] ux_mean: 475.6049499511719, mc_acc_rate: 0.41850000619888306, x0_rate: 370/1000, unique_elements: 47
402
+ [2024-12-31 21:42:06,286::GMM::INFO] x0 rate:, 0.357
403
+ [2024-12-31 21:42:06,287::GMM::INFO] unique elements:, 45
404
+ [2024-12-31 21:42:06,287::GMM::INFO] ux mean:, 476.0430603027344
405
+ [2024-12-31 21:42:06,287::GMM::INFO] done
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__21_00_21/accept_rate.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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+ size 9200
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__21_00_21/output_data.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ size 6640
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__21_00_21/state_dict.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ size 12010215
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__22_17_26/0.log ADDED
@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2024-12-31 22:17:26,295::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Rademacher', method=0)
2
+ [2024-12-31 22:17:26,296::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2024-12-31 22:17:26,579::GMM::INFO] method==,0, using method FP
4
+ [2024-12-31 22:17:38,778::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2024-12-31 22:17:38,779::GMM::INFO] ux_mean: 561.0155639648438, mc_acc_rate: 0.9874000549316406, x0_rate: 480/1000, unique_elements: 1000
6
+ [2024-12-31 22:17:50,871::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2024-12-31 22:17:50,871::GMM::INFO] ux_mean: 559.6447143554688, mc_acc_rate: 0.9751001000404358, x0_rate: 495/1000, unique_elements: 1000
8
+ [2024-12-31 22:18:03,015::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2024-12-31 22:18:03,016::GMM::INFO] ux_mean: 562.720703125, mc_acc_rate: 0.9645000696182251, x0_rate: 512/1000, unique_elements: 1000
10
+ [2024-12-31 22:18:15,204::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2024-12-31 22:18:15,204::GMM::INFO] ux_mean: 560.01513671875, mc_acc_rate: 0.9571000337600708, x0_rate: 473/1000, unique_elements: 1000
12
+ [2024-12-31 22:18:27,423::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2024-12-31 22:18:27,423::GMM::INFO] ux_mean: 560.0487670898438, mc_acc_rate: 0.9452999830245972, x0_rate: 503/1000, unique_elements: 1000
14
+ [2024-12-31 22:18:39,660::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2024-12-31 22:18:39,660::GMM::INFO] ux_mean: 560.0205078125, mc_acc_rate: 0.9314000606536865, x0_rate: 499/1000, unique_elements: 1000
16
+ [2024-12-31 22:18:51,915::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2024-12-31 22:18:51,916::GMM::INFO] ux_mean: 558.6515502929688, mc_acc_rate: 0.9250000715255737, x0_rate: 491/1000, unique_elements: 1000
18
+ [2024-12-31 22:19:04,175::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2024-12-31 22:19:04,175::GMM::INFO] ux_mean: 558.623046875, mc_acc_rate: 0.9212000370025635, x0_rate: 536/1000, unique_elements: 1000
20
+ [2024-12-31 22:19:16,442::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2024-12-31 22:19:16,442::GMM::INFO] ux_mean: 557.2461547851562, mc_acc_rate: 0.9071000218391418, x0_rate: 519/1000, unique_elements: 1000
22
+ [2024-12-31 22:19:28,716::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2024-12-31 22:19:28,717::GMM::INFO] ux_mean: 556.0527954101562, mc_acc_rate: 0.897800087928772, x0_rate: 528/1000, unique_elements: 1000
24
+ [2024-12-31 22:19:40,989::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2024-12-31 22:19:40,989::GMM::INFO] ux_mean: 556.1941528320312, mc_acc_rate: 0.8900001049041748, x0_rate: 531/1000, unique_elements: 1000
26
+ [2024-12-31 22:19:53,269::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2024-12-31 22:19:53,269::GMM::INFO] ux_mean: 555.942626953125, mc_acc_rate: 0.8751000165939331, x0_rate: 518/1000, unique_elements: 1000
28
+ [2024-12-31 22:20:05,550::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2024-12-31 22:20:05,550::GMM::INFO] ux_mean: 555.3128662109375, mc_acc_rate: 0.8716000318527222, x0_rate: 510/1000, unique_elements: 1000
30
+ [2024-12-31 22:20:17,836::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2024-12-31 22:20:17,836::GMM::INFO] ux_mean: 555.0623779296875, mc_acc_rate: 0.8688000440597534, x0_rate: 537/1000, unique_elements: 1000
32
+ [2024-12-31 22:20:30,119::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2024-12-31 22:20:30,120::GMM::INFO] ux_mean: 556.0698852539062, mc_acc_rate: 0.860200047492981, x0_rate: 530/1000, unique_elements: 1000
34
+ [2024-12-31 22:20:42,398::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2024-12-31 22:20:42,399::GMM::INFO] ux_mean: 553.0146484375, mc_acc_rate: 0.8525000810623169, x0_rate: 539/1000, unique_elements: 910
36
+ [2024-12-31 22:20:54,676::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2024-12-31 22:20:54,676::GMM::INFO] ux_mean: 553.4677734375, mc_acc_rate: 0.8310000896453857, x0_rate: 515/1000, unique_elements: 910
38
+ [2024-12-31 22:21:06,951::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2024-12-31 22:21:06,951::GMM::INFO] ux_mean: 552.6116333007812, mc_acc_rate: 0.832800030708313, x0_rate: 526/1000, unique_elements: 910
40
+ [2024-12-31 22:21:19,228::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2024-12-31 22:21:19,228::GMM::INFO] ux_mean: 551.0411987304688, mc_acc_rate: 0.8284000158309937, x0_rate: 541/1000, unique_elements: 910
42
+ [2024-12-31 22:21:31,509::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2024-12-31 22:21:31,509::GMM::INFO] ux_mean: 551.2898559570312, mc_acc_rate: 0.8135001063346863, x0_rate: 538/1000, unique_elements: 910
44
+ [2024-12-31 22:21:43,788::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2024-12-31 22:21:43,788::GMM::INFO] ux_mean: 550.4241943359375, mc_acc_rate: 0.8119000792503357, x0_rate: 549/1000, unique_elements: 910
46
+ [2024-12-31 22:21:56,069::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2024-12-31 22:21:56,069::GMM::INFO] ux_mean: 550.0433959960938, mc_acc_rate: 0.8014000058174133, x0_rate: 549/1000, unique_elements: 910
48
+ [2024-12-31 22:22:08,354::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2024-12-31 22:22:08,354::GMM::INFO] ux_mean: 550.9011840820312, mc_acc_rate: 0.7923000454902649, x0_rate: 552/1000, unique_elements: 910
50
+ [2024-12-31 22:22:20,645::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2024-12-31 22:22:20,645::GMM::INFO] ux_mean: 549.8139038085938, mc_acc_rate: 0.787100076675415, x0_rate: 590/1000, unique_elements: 833
52
+ [2024-12-31 22:22:32,942::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2024-12-31 22:22:32,942::GMM::INFO] ux_mean: 547.9860229492188, mc_acc_rate: 0.7832000851631165, x0_rate: 574/1000, unique_elements: 833
54
+ [2024-12-31 22:22:45,241::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2024-12-31 22:22:45,241::GMM::INFO] ux_mean: 547.7421875, mc_acc_rate: 0.7800000905990601, x0_rate: 560/1000, unique_elements: 833
56
+ [2024-12-31 22:22:57,544::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2024-12-31 22:22:57,545::GMM::INFO] ux_mean: 547.6481323242188, mc_acc_rate: 0.764400064945221, x0_rate: 563/1000, unique_elements: 833
58
+ [2024-12-31 22:23:09,844::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2024-12-31 22:23:09,844::GMM::INFO] ux_mean: 547.2919311523438, mc_acc_rate: 0.7628999948501587, x0_rate: 579/1000, unique_elements: 833
60
+ [2024-12-31 22:23:22,151::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2024-12-31 22:23:22,152::GMM::INFO] ux_mean: 546.949951171875, mc_acc_rate: 0.7532000541687012, x0_rate: 583/1000, unique_elements: 833
62
+ [2024-12-31 22:23:34,455::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2024-12-31 22:23:34,455::GMM::INFO] ux_mean: 547.15576171875, mc_acc_rate: 0.753000020980835, x0_rate: 578/1000, unique_elements: 763
64
+ [2024-12-31 22:23:46,742::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2024-12-31 22:23:46,743::GMM::INFO] ux_mean: 546.935302734375, mc_acc_rate: 0.7407000064849854, x0_rate: 565/1000, unique_elements: 763
66
+ [2024-12-31 22:23:59,034::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2024-12-31 22:23:59,034::GMM::INFO] ux_mean: 545.5529174804688, mc_acc_rate: 0.7263000011444092, x0_rate: 574/1000, unique_elements: 763
68
+ [2024-12-31 22:24:11,324::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2024-12-31 22:24:11,324::GMM::INFO] ux_mean: 545.8776245117188, mc_acc_rate: 0.7288000583648682, x0_rate: 577/1000, unique_elements: 763
70
+ [2024-12-31 22:24:23,616::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2024-12-31 22:24:23,616::GMM::INFO] ux_mean: 545.6654052734375, mc_acc_rate: 0.7185000777244568, x0_rate: 583/1000, unique_elements: 763
72
+ [2024-12-31 22:24:35,907::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2024-12-31 22:24:35,907::GMM::INFO] ux_mean: 542.7847900390625, mc_acc_rate: 0.7199000120162964, x0_rate: 585/1000, unique_elements: 705
74
+ [2024-12-31 22:24:48,211::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2024-12-31 22:24:48,211::GMM::INFO] ux_mean: 542.7871704101562, mc_acc_rate: 0.7095000147819519, x0_rate: 592/1000, unique_elements: 705
76
+ [2024-12-31 22:25:00,519::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2024-12-31 22:25:00,520::GMM::INFO] ux_mean: 543.62939453125, mc_acc_rate: 0.7021000385284424, x0_rate: 595/1000, unique_elements: 705
78
+ [2024-12-31 22:25:12,820::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2024-12-31 22:25:12,820::GMM::INFO] ux_mean: 541.5157470703125, mc_acc_rate: 0.6947000026702881, x0_rate: 598/1000, unique_elements: 705
80
+ [2024-12-31 22:25:25,124::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2024-12-31 22:25:25,124::GMM::INFO] ux_mean: 542.4774169921875, mc_acc_rate: 0.6927000284194946, x0_rate: 599/1000, unique_elements: 705
82
+ [2024-12-31 22:25:37,420::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2024-12-31 22:25:37,420::GMM::INFO] ux_mean: 542.2883911132812, mc_acc_rate: 0.6902000308036804, x0_rate: 590/1000, unique_elements: 658
84
+ [2024-12-31 22:25:49,705::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2024-12-31 22:25:49,705::GMM::INFO] ux_mean: 542.1392822265625, mc_acc_rate: 0.6765000820159912, x0_rate: 591/1000, unique_elements: 658
86
+ [2024-12-31 22:26:01,996::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2024-12-31 22:26:01,996::GMM::INFO] ux_mean: 541.0191040039062, mc_acc_rate: 0.6719000339508057, x0_rate: 588/1000, unique_elements: 658
88
+ [2024-12-31 22:26:14,286::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2024-12-31 22:26:14,286::GMM::INFO] ux_mean: 539.209716796875, mc_acc_rate: 0.6617001295089722, x0_rate: 585/1000, unique_elements: 658
90
+ [2024-12-31 22:26:26,579::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2024-12-31 22:26:26,579::GMM::INFO] ux_mean: 540.3572998046875, mc_acc_rate: 0.6571999788284302, x0_rate: 578/1000, unique_elements: 617
92
+ [2024-12-31 22:26:38,881::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2024-12-31 22:26:38,881::GMM::INFO] ux_mean: 540.2214965820312, mc_acc_rate: 0.6478000283241272, x0_rate: 579/1000, unique_elements: 617
94
+ [2024-12-31 22:26:51,183::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2024-12-31 22:26:51,183::GMM::INFO] ux_mean: 538.7896728515625, mc_acc_rate: 0.6326000094413757, x0_rate: 576/1000, unique_elements: 617
96
+ [2024-12-31 22:27:03,495::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2024-12-31 22:27:03,496::GMM::INFO] ux_mean: 538.7125854492188, mc_acc_rate: 0.64000004529953, x0_rate: 575/1000, unique_elements: 617
98
+ [2024-12-31 22:27:15,805::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2024-12-31 22:27:15,805::GMM::INFO] ux_mean: 537.7750244140625, mc_acc_rate: 0.6211000084877014, x0_rate: 579/1000, unique_elements: 580
100
+ [2024-12-31 22:27:28,102::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2024-12-31 22:27:28,102::GMM::INFO] ux_mean: 536.3890991210938, mc_acc_rate: 0.628300130367279, x0_rate: 579/1000, unique_elements: 580
102
+ [2024-12-31 22:27:40,399::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2024-12-31 22:27:40,399::GMM::INFO] ux_mean: 536.0696411132812, mc_acc_rate: 0.6256999969482422, x0_rate: 576/1000, unique_elements: 580
104
+ [2024-12-31 22:27:52,696::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2024-12-31 22:27:52,696::GMM::INFO] ux_mean: 535.2086791992188, mc_acc_rate: 0.6121000051498413, x0_rate: 578/1000, unique_elements: 580
106
+ [2024-12-31 22:28:05,002::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2024-12-31 22:28:05,002::GMM::INFO] ux_mean: 532.87646484375, mc_acc_rate: 0.6067999601364136, x0_rate: 581/1000, unique_elements: 548
108
+ [2024-12-31 22:28:17,315::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2024-12-31 22:28:17,315::GMM::INFO] ux_mean: 535.9666748046875, mc_acc_rate: 0.600100040435791, x0_rate: 581/1000, unique_elements: 548
110
+ [2024-12-31 22:28:29,633::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2024-12-31 22:28:29,633::GMM::INFO] ux_mean: 534.7196655273438, mc_acc_rate: 0.596500039100647, x0_rate: 581/1000, unique_elements: 548
112
+ [2024-12-31 22:28:41,950::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2024-12-31 22:28:41,950::GMM::INFO] ux_mean: 534.3975830078125, mc_acc_rate: 0.6027000546455383, x0_rate: 581/1000, unique_elements: 548
114
+ [2024-12-31 22:28:54,257::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2024-12-31 22:28:54,257::GMM::INFO] ux_mean: 533.637451171875, mc_acc_rate: 0.5974000692367554, x0_rate: 581/1000, unique_elements: 517
116
+ [2024-12-31 22:29:06,564::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2024-12-31 22:29:06,564::GMM::INFO] ux_mean: 532.8821411132812, mc_acc_rate: 0.5864999890327454, x0_rate: 581/1000, unique_elements: 517
118
+ [2024-12-31 22:29:18,872::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
119
+ [2024-12-31 22:29:18,872::GMM::INFO] ux_mean: 532.2876586914062, mc_acc_rate: 0.5794000625610352, x0_rate: 581/1000, unique_elements: 517
120
+ [2024-12-31 22:29:31,188::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
121
+ [2024-12-31 22:29:31,188::GMM::INFO] ux_mean: 531.7487182617188, mc_acc_rate: 0.5699000358581543, x0_rate: 589/1000, unique_elements: 501
122
+ [2024-12-31 22:29:43,506::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
123
+ [2024-12-31 22:29:43,506::GMM::INFO] ux_mean: 532.488525390625, mc_acc_rate: 0.574600100517273, x0_rate: 589/1000, unique_elements: 501
124
+ [2024-12-31 22:29:55,822::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2024-12-31 22:29:55,822::GMM::INFO] ux_mean: 532.0021362304688, mc_acc_rate: 0.5734000205993652, x0_rate: 589/1000, unique_elements: 501
126
+ [2024-12-31 22:30:08,126::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
127
+ [2024-12-31 22:30:08,127::GMM::INFO] ux_mean: 530.0742797851562, mc_acc_rate: 0.5651000142097473, x0_rate: 590/1000, unique_elements: 481
128
+ [2024-12-31 22:30:20,424::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
129
+ [2024-12-31 22:30:20,424::GMM::INFO] ux_mean: 528.7048950195312, mc_acc_rate: 0.5547000169754028, x0_rate: 590/1000, unique_elements: 481
130
+ [2024-12-31 22:30:32,724::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
131
+ [2024-12-31 22:30:32,724::GMM::INFO] ux_mean: 527.8232421875, mc_acc_rate: 0.5568000674247742, x0_rate: 590/1000, unique_elements: 481
132
+ [2024-12-31 22:30:45,037::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
133
+ [2024-12-31 22:30:45,037::GMM::INFO] ux_mean: 528.200927734375, mc_acc_rate: 0.541100025177002, x0_rate: 580/1000, unique_elements: 459
134
+ [2024-12-31 22:30:57,353::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
135
+ [2024-12-31 22:30:57,353::GMM::INFO] ux_mean: 528.9017944335938, mc_acc_rate: 0.5426999926567078, x0_rate: 580/1000, unique_elements: 459
136
+ [2024-12-31 22:31:09,672::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
137
+ [2024-12-31 22:31:09,672::GMM::INFO] ux_mean: 528.1283569335938, mc_acc_rate: 0.5334000587463379, x0_rate: 580/1000, unique_elements: 459
138
+ [2024-12-31 22:31:21,984::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
139
+ [2024-12-31 22:31:21,984::GMM::INFO] ux_mean: 524.9212646484375, mc_acc_rate: 0.5181000232696533, x0_rate: 572/1000, unique_elements: 442
140
+ [2024-12-31 22:31:34,284::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
141
+ [2024-12-31 22:31:34,285::GMM::INFO] ux_mean: 525.4527587890625, mc_acc_rate: 0.5352000594139099, x0_rate: 572/1000, unique_elements: 442
142
+ [2024-12-31 22:31:46,586::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
143
+ [2024-12-31 22:31:46,586::GMM::INFO] ux_mean: 524.6333618164062, mc_acc_rate: 0.5258000493049622, x0_rate: 572/1000, unique_elements: 442
144
+ [2024-12-31 22:31:58,899::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
145
+ [2024-12-31 22:31:58,899::GMM::INFO] ux_mean: 524.1091918945312, mc_acc_rate: 0.5189999938011169, x0_rate: 574/1000, unique_elements: 414
146
+ [2024-12-31 22:32:11,227::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 22:32:11,227::GMM::INFO] ux_mean: 523.740966796875, mc_acc_rate: 0.5131000876426697, x0_rate: 574/1000, unique_elements: 414
148
+ [2024-12-31 22:32:23,552::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
149
+ [2024-12-31 22:32:23,552::GMM::INFO] ux_mean: 524.7166748046875, mc_acc_rate: 0.5046000480651855, x0_rate: 574/1000, unique_elements: 414
150
+ [2024-12-31 22:32:35,871::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 22:32:35,871::GMM::INFO] ux_mean: 523.5653076171875, mc_acc_rate: 0.5058000087738037, x0_rate: 573/1000, unique_elements: 398
152
+ [2024-12-31 22:32:48,178::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
153
+ [2024-12-31 22:32:48,179::GMM::INFO] ux_mean: 522.0906372070312, mc_acc_rate: 0.4936999976634979, x0_rate: 573/1000, unique_elements: 398
154
+ [2024-12-31 22:33:00,488::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
155
+ [2024-12-31 22:33:00,488::GMM::INFO] ux_mean: 520.1683349609375, mc_acc_rate: 0.4864000082015991, x0_rate: 564/1000, unique_elements: 386
156
+ [2024-12-31 22:33:12,814::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
157
+ [2024-12-31 22:33:12,814::GMM::INFO] ux_mean: 520.1884765625, mc_acc_rate: 0.5080000758171082, x0_rate: 564/1000, unique_elements: 386
158
+ [2024-12-31 22:33:25,135::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
159
+ [2024-12-31 22:33:25,135::GMM::INFO] ux_mean: 518.3074951171875, mc_acc_rate: 0.5019000768661499, x0_rate: 564/1000, unique_elements: 386
160
+ [2024-12-31 22:33:37,457::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
161
+ [2024-12-31 22:33:37,457::GMM::INFO] ux_mean: 518.7627563476562, mc_acc_rate: 0.49150002002716064, x0_rate: 552/1000, unique_elements: 364
162
+ [2024-12-31 22:33:49,761::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
163
+ [2024-12-31 22:33:49,761::GMM::INFO] ux_mean: 518.35546875, mc_acc_rate: 0.48260003328323364, x0_rate: 552/1000, unique_elements: 364
164
+ [2024-12-31 22:34:02,067::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
165
+ [2024-12-31 22:34:02,067::GMM::INFO] ux_mean: 517.2467041015625, mc_acc_rate: 0.4758000373840332, x0_rate: 552/1000, unique_elements: 364
166
+ [2024-12-31 22:34:14,392::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
167
+ [2024-12-31 22:34:14,392::GMM::INFO] ux_mean: 516.4989013671875, mc_acc_rate: 0.46970003843307495, x0_rate: 541/1000, unique_elements: 357
168
+ [2024-12-31 22:34:26,723::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
169
+ [2024-12-31 22:34:26,723::GMM::INFO] ux_mean: 516.0723266601562, mc_acc_rate: 0.4586000442504883, x0_rate: 541/1000, unique_elements: 357
170
+ [2024-12-31 22:34:39,054::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
171
+ [2024-12-31 22:34:39,054::GMM::INFO] ux_mean: 514.4300537109375, mc_acc_rate: 0.4547000527381897, x0_rate: 535/1000, unique_elements: 345
172
+ [2024-12-31 22:34:51,368::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
173
+ [2024-12-31 22:34:51,368::GMM::INFO] ux_mean: 514.3098754882812, mc_acc_rate: 0.44279998540878296, x0_rate: 535/1000, unique_elements: 345
174
+ [2024-12-31 22:35:03,688::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2024-12-31 22:35:03,688::GMM::INFO] ux_mean: 514.0687866210938, mc_acc_rate: 0.46490001678466797, x0_rate: 535/1000, unique_elements: 345
176
+ [2024-12-31 22:35:16,013::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
177
+ [2024-12-31 22:35:16,014::GMM::INFO] ux_mean: 512.7098999023438, mc_acc_rate: 0.4683000147342682, x0_rate: 533/1000, unique_elements: 334
178
+ [2024-12-31 22:35:28,340::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
179
+ [2024-12-31 22:35:28,341::GMM::INFO] ux_mean: 512.419677734375, mc_acc_rate: 0.453900009393692, x0_rate: 533/1000, unique_elements: 334
180
+ [2024-12-31 22:35:40,664::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
181
+ [2024-12-31 22:35:40,665::GMM::INFO] ux_mean: 510.8092041015625, mc_acc_rate: 0.45510002970695496, x0_rate: 541/1000, unique_elements: 326
182
+ [2024-12-31 22:35:52,975::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2024-12-31 22:35:52,976::GMM::INFO] ux_mean: 511.46014404296875, mc_acc_rate: 0.44280004501342773, x0_rate: 541/1000, unique_elements: 326
184
+ [2024-12-31 22:36:05,284::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
185
+ [2024-12-31 22:36:05,284::GMM::INFO] ux_mean: 511.8269958496094, mc_acc_rate: 0.4431000351905823, x0_rate: 541/1000, unique_elements: 326
186
+ [2024-12-31 22:36:17,609::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2024-12-31 22:36:17,609::GMM::INFO] ux_mean: 511.15814208984375, mc_acc_rate: 0.4236000180244446, x0_rate: 539/1000, unique_elements: 316
188
+ [2024-12-31 22:36:29,933::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
189
+ [2024-12-31 22:36:29,933::GMM::INFO] ux_mean: 511.0757141113281, mc_acc_rate: 0.4389999806880951, x0_rate: 540/1000, unique_elements: 316
190
+ [2024-12-31 22:36:42,256::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
191
+ [2024-12-31 22:36:42,256::GMM::INFO] ux_mean: 510.111572265625, mc_acc_rate: 0.42229998111724854, x0_rate: 528/1000, unique_elements: 302
192
+ [2024-12-31 22:36:54,571::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2024-12-31 22:36:54,572::GMM::INFO] ux_mean: 508.4612121582031, mc_acc_rate: 0.41590002179145813, x0_rate: 528/1000, unique_elements: 302
194
+ [2024-12-31 22:37:06,894::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2024-12-31 22:37:06,894::GMM::INFO] ux_mean: 508.18115234375, mc_acc_rate: 0.4466000497341156, x0_rate: 528/1000, unique_elements: 302
196
+ [2024-12-31 22:37:19,227::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2024-12-31 22:37:19,227::GMM::INFO] ux_mean: 508.0278015136719, mc_acc_rate: 0.4465000629425049, x0_rate: 520/1000, unique_elements: 293
198
+ [2024-12-31 22:37:31,564::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2024-12-31 22:37:31,564::GMM::INFO] ux_mean: 507.35980224609375, mc_acc_rate: 0.43480002880096436, x0_rate: 520/1000, unique_elements: 293
200
+ [2024-12-31 22:37:43,901::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
201
+ [2024-12-31 22:37:43,901::GMM::INFO] ux_mean: 505.6934814453125, mc_acc_rate: 0.4267999827861786, x0_rate: 516/1000, unique_elements: 286
202
+ [2024-12-31 22:37:56,218::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2024-12-31 22:37:56,219::GMM::INFO] ux_mean: 505.2790832519531, mc_acc_rate: 0.4163000285625458, x0_rate: 516/1000, unique_elements: 286
204
+ [2024-12-31 22:38:08,537::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2024-12-31 22:38:08,537::GMM::INFO] ux_mean: 505.9112854003906, mc_acc_rate: 0.4130000174045563, x0_rate: 516/1000, unique_elements: 286
206
+ [2024-12-31 22:38:20,870::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2024-12-31 22:38:20,870::GMM::INFO] ux_mean: 503.9913330078125, mc_acc_rate: 0.40540003776550293, x0_rate: 513/1000, unique_elements: 274
208
+ [2024-12-31 22:38:33,206::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2024-12-31 22:38:33,207::GMM::INFO] ux_mean: 503.3309020996094, mc_acc_rate: 0.41040003299713135, x0_rate: 513/1000, unique_elements: 274
210
+ [2024-12-31 22:38:45,534::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2024-12-31 22:38:45,534::GMM::INFO] ux_mean: 501.7415771484375, mc_acc_rate: 0.39840006828308105, x0_rate: 501/1000, unique_elements: 266
212
+ [2024-12-31 22:38:57,851::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2024-12-31 22:38:57,851::GMM::INFO] ux_mean: 501.9439392089844, mc_acc_rate: 0.39600005745887756, x0_rate: 501/1000, unique_elements: 266
214
+ [2024-12-31 22:39:10,174::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2024-12-31 22:39:10,174::GMM::INFO] ux_mean: 501.20965576171875, mc_acc_rate: 0.38350003957748413, x0_rate: 494/1000, unique_elements: 254
216
+ [2024-12-31 22:39:22,506::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2024-12-31 22:39:22,506::GMM::INFO] ux_mean: 500.19232177734375, mc_acc_rate: 0.4156000018119812, x0_rate: 494/1000, unique_elements: 254
218
+ [2024-12-31 22:39:34,843::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2024-12-31 22:39:34,843::GMM::INFO] ux_mean: 499.0972595214844, mc_acc_rate: 0.4125000238418579, x0_rate: 482/1000, unique_elements: 245
220
+ [2024-12-31 22:39:47,155::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2024-12-31 22:39:47,155::GMM::INFO] ux_mean: 499.4498596191406, mc_acc_rate: 0.4032000005245209, x0_rate: 482/1000, unique_elements: 245
222
+ [2024-12-31 22:39:59,464::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2024-12-31 22:39:59,465::GMM::INFO] ux_mean: 498.8988952636719, mc_acc_rate: 0.40119999647140503, x0_rate: 482/1000, unique_elements: 245
224
+ [2024-12-31 22:40:11,785::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2024-12-31 22:40:11,786::GMM::INFO] ux_mean: 499.3415222167969, mc_acc_rate: 0.39579999446868896, x0_rate: 474/1000, unique_elements: 238
226
+ [2024-12-31 22:40:24,112::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2024-12-31 22:40:24,112::GMM::INFO] ux_mean: 498.7291259765625, mc_acc_rate: 0.3953000009059906, x0_rate: 474/1000, unique_elements: 238
228
+ [2024-12-31 22:40:36,427::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2024-12-31 22:40:36,427::GMM::INFO] ux_mean: 497.53546142578125, mc_acc_rate: 0.37820005416870117, x0_rate: 467/1000, unique_elements: 224
230
+ [2024-12-31 22:40:48,731::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2024-12-31 22:40:48,732::GMM::INFO] ux_mean: 497.6021728515625, mc_acc_rate: 0.371800035238266, x0_rate: 467/1000, unique_elements: 224
232
+ [2024-12-31 22:41:01,038::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2024-12-31 22:41:01,038::GMM::INFO] ux_mean: 496.550537109375, mc_acc_rate: 0.3646000325679779, x0_rate: 461/1000, unique_elements: 212
234
+ [2024-12-31 22:41:13,356::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2024-12-31 22:41:13,356::GMM::INFO] ux_mean: 496.48486328125, mc_acc_rate: 0.36750003695487976, x0_rate: 461/1000, unique_elements: 212
236
+ [2024-12-31 22:41:25,682::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2024-12-31 22:41:25,682::GMM::INFO] ux_mean: 496.6802062988281, mc_acc_rate: 0.3646000027656555, x0_rate: 461/1000, unique_elements: 212
238
+ [2024-12-31 22:41:37,989::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2024-12-31 22:41:37,989::GMM::INFO] ux_mean: 494.8370361328125, mc_acc_rate: 0.3591000437736511, x0_rate: 455/1000, unique_elements: 204
240
+ [2024-12-31 22:41:50,294::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2024-12-31 22:41:50,294::GMM::INFO] ux_mean: 494.5924072265625, mc_acc_rate: 0.397599995136261, x0_rate: 455/1000, unique_elements: 204
242
+ [2024-12-31 22:42:02,608::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2024-12-31 22:42:02,608::GMM::INFO] ux_mean: 493.7716369628906, mc_acc_rate: 0.38930004835128784, x0_rate: 444/1000, unique_elements: 195
244
+ [2024-12-31 22:42:14,927::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2024-12-31 22:42:14,928::GMM::INFO] ux_mean: 494.3040771484375, mc_acc_rate: 0.3880999982357025, x0_rate: 444/1000, unique_elements: 195
246
+ [2024-12-31 22:42:27,244::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2024-12-31 22:42:27,244::GMM::INFO] ux_mean: 493.0272216796875, mc_acc_rate: 0.38050001859664917, x0_rate: 436/1000, unique_elements: 188
248
+ [2024-12-31 22:42:39,548::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2024-12-31 22:42:39,548::GMM::INFO] ux_mean: 493.5875244140625, mc_acc_rate: 0.37460002303123474, x0_rate: 436/1000, unique_elements: 188
250
+ [2024-12-31 22:42:51,857::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2024-12-31 22:42:51,858::GMM::INFO] ux_mean: 492.1560974121094, mc_acc_rate: 0.36900001764297485, x0_rate: 428/1000, unique_elements: 181
252
+ [2024-12-31 22:43:04,180::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2024-12-31 22:43:04,180::GMM::INFO] ux_mean: 492.2115783691406, mc_acc_rate: 0.3591000437736511, x0_rate: 428/1000, unique_elements: 181
254
+ [2024-12-31 22:43:16,499::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2024-12-31 22:43:16,499::GMM::INFO] ux_mean: 490.9798278808594, mc_acc_rate: 0.36000001430511475, x0_rate: 417/1000, unique_elements: 179
256
+ [2024-12-31 22:43:28,805::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2024-12-31 22:43:28,806::GMM::INFO] ux_mean: 490.9131774902344, mc_acc_rate: 0.36510002613067627, x0_rate: 417/1000, unique_elements: 179
258
+ [2024-12-31 22:43:41,104::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2024-12-31 22:43:41,104::GMM::INFO] ux_mean: 490.0183410644531, mc_acc_rate: 0.34849998354911804, x0_rate: 417/1000, unique_elements: 179
260
+ [2024-12-31 22:43:53,419::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2024-12-31 22:43:53,420::GMM::INFO] ux_mean: 489.0137023925781, mc_acc_rate: 0.34049999713897705, x0_rate: 408/1000, unique_elements: 171
262
+ [2024-12-31 22:44:05,737::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2024-12-31 22:44:05,737::GMM::INFO] ux_mean: 489.4339599609375, mc_acc_rate: 0.3362000286579132, x0_rate: 408/1000, unique_elements: 171
264
+ [2024-12-31 22:44:18,045::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2024-12-31 22:44:18,045::GMM::INFO] ux_mean: 488.9836120605469, mc_acc_rate: 0.32850006222724915, x0_rate: 399/1000, unique_elements: 166
266
+ [2024-12-31 22:44:30,352::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2024-12-31 22:44:30,352::GMM::INFO] ux_mean: 489.2898864746094, mc_acc_rate: 0.371800035238266, x0_rate: 399/1000, unique_elements: 166
268
+ [2024-12-31 22:44:42,662::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2024-12-31 22:44:42,662::GMM::INFO] ux_mean: 488.45977783203125, mc_acc_rate: 0.3757000267505646, x0_rate: 395/1000, unique_elements: 160
270
+ [2024-12-31 22:44:54,981::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2024-12-31 22:44:54,981::GMM::INFO] ux_mean: 488.3860168457031, mc_acc_rate: 0.358599990606308, x0_rate: 395/1000, unique_elements: 160
272
+ [2024-12-31 22:45:07,294::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2024-12-31 22:45:07,294::GMM::INFO] ux_mean: 488.3988342285156, mc_acc_rate: 0.3662000000476837, x0_rate: 389/1000, unique_elements: 156
274
+ [2024-12-31 22:45:19,597::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2024-12-31 22:45:19,597::GMM::INFO] ux_mean: 487.5329284667969, mc_acc_rate: 0.3610000014305115, x0_rate: 389/1000, unique_elements: 156
276
+ [2024-12-31 22:45:31,904::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2024-12-31 22:45:31,905::GMM::INFO] ux_mean: 486.0674133300781, mc_acc_rate: 0.3450000286102295, x0_rate: 375/1000, unique_elements: 153
278
+ [2024-12-31 22:45:44,220::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2024-12-31 22:45:44,220::GMM::INFO] ux_mean: 485.79071044921875, mc_acc_rate: 0.34310004115104675, x0_rate: 375/1000, unique_elements: 153
280
+ [2024-12-31 22:45:56,534::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2024-12-31 22:45:56,534::GMM::INFO] ux_mean: 485.42828369140625, mc_acc_rate: 0.34860000014305115, x0_rate: 361/1000, unique_elements: 149
282
+ [2024-12-31 22:46:08,835::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2024-12-31 22:46:08,835::GMM::INFO] ux_mean: 485.496337890625, mc_acc_rate: 0.3396000266075134, x0_rate: 361/1000, unique_elements: 149
284
+ [2024-12-31 22:46:21,135::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2024-12-31 22:46:21,135::GMM::INFO] ux_mean: 485.81524658203125, mc_acc_rate: 0.3347000479698181, x0_rate: 361/1000, unique_elements: 149
286
+ [2024-12-31 22:46:33,450::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2024-12-31 22:46:33,450::GMM::INFO] ux_mean: 485.40545654296875, mc_acc_rate: 0.32930004596710205, x0_rate: 343/1000, unique_elements: 140
288
+ [2024-12-31 22:46:45,767::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2024-12-31 22:46:45,767::GMM::INFO] ux_mean: 484.984375, mc_acc_rate: 0.3319000005722046, x0_rate: 343/1000, unique_elements: 140
290
+ [2024-12-31 22:46:58,076::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2024-12-31 22:46:58,076::GMM::INFO] ux_mean: 484.77740478515625, mc_acc_rate: 0.3158000111579895, x0_rate: 324/1000, unique_elements: 130
292
+ [2024-12-31 22:47:10,376::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2024-12-31 22:47:10,376::GMM::INFO] ux_mean: 484.8596496582031, mc_acc_rate: 0.32040005922317505, x0_rate: 324/1000, unique_elements: 130
294
+ [2024-12-31 22:47:22,683::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2024-12-31 22:47:22,683::GMM::INFO] ux_mean: 484.1979675292969, mc_acc_rate: 0.3051000237464905, x0_rate: 305/1000, unique_elements: 125
296
+ [2024-12-31 22:47:35,001::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2024-12-31 22:47:35,001::GMM::INFO] ux_mean: 484.1223449707031, mc_acc_rate: 0.35780003666877747, x0_rate: 305/1000, unique_elements: 125
298
+ [2024-12-31 22:47:47,318::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2024-12-31 22:47:47,318::GMM::INFO] ux_mean: 484.1728210449219, mc_acc_rate: 0.34380003809928894, x0_rate: 305/1000, unique_elements: 125
300
+ [2024-12-31 22:47:59,620::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2024-12-31 22:47:59,621::GMM::INFO] ux_mean: 484.6064453125, mc_acc_rate: 0.3495999872684479, x0_rate: 290/1000, unique_elements: 120
302
+ [2024-12-31 22:48:11,919::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2024-12-31 22:48:11,919::GMM::INFO] ux_mean: 485.0904541015625, mc_acc_rate: 0.35850003361701965, x0_rate: 290/1000, unique_elements: 120
304
+ [2024-12-31 22:48:24,226::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2024-12-31 22:48:24,226::GMM::INFO] ux_mean: 484.4921875, mc_acc_rate: 0.3456000089645386, x0_rate: 269/1000, unique_elements: 115
306
+ [2024-12-31 22:48:36,540::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2024-12-31 22:48:36,540::GMM::INFO] ux_mean: 484.7288818359375, mc_acc_rate: 0.34790000319480896, x0_rate: 269/1000, unique_elements: 115
308
+ [2024-12-31 22:48:48,853::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2024-12-31 22:48:48,853::GMM::INFO] ux_mean: 484.4542236328125, mc_acc_rate: 0.3312000334262848, x0_rate: 260/1000, unique_elements: 111
310
+ [2024-12-31 22:49:01,154::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2024-12-31 22:49:01,154::GMM::INFO] ux_mean: 484.4339904785156, mc_acc_rate: 0.34049999713897705, x0_rate: 260/1000, unique_elements: 111
312
+ [2024-12-31 22:49:13,458::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2024-12-31 22:49:13,458::GMM::INFO] ux_mean: 484.1053466796875, mc_acc_rate: 0.32610002160072327, x0_rate: 260/1000, unique_elements: 111
314
+ [2024-12-31 22:49:25,774::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2024-12-31 22:49:25,774::GMM::INFO] ux_mean: 483.7897033691406, mc_acc_rate: 0.3183000087738037, x0_rate: 249/1000, unique_elements: 105
316
+ [2024-12-31 22:49:38,099::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2024-12-31 22:49:38,099::GMM::INFO] ux_mean: 483.4377136230469, mc_acc_rate: 0.31859999895095825, x0_rate: 249/1000, unique_elements: 105
318
+ [2024-12-31 22:49:50,413::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2024-12-31 22:49:50,413::GMM::INFO] ux_mean: 483.6178283691406, mc_acc_rate: 0.3167000114917755, x0_rate: 241/1000, unique_elements: 102
320
+ [2024-12-31 22:50:02,716::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2024-12-31 22:50:02,716::GMM::INFO] ux_mean: 483.4649658203125, mc_acc_rate: 0.3069000244140625, x0_rate: 241/1000, unique_elements: 102
322
+ [2024-12-31 22:50:15,014::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2024-12-31 22:50:15,014::GMM::INFO] ux_mean: 483.1889953613281, mc_acc_rate: 0.30650001764297485, x0_rate: 241/1000, unique_elements: 102
324
+ [2024-12-31 22:50:27,322::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2024-12-31 22:50:27,322::GMM::INFO] ux_mean: 482.374267578125, mc_acc_rate: 0.313400000333786, x0_rate: 238/1000, unique_elements: 94
326
+ [2024-12-31 22:50:39,637::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2024-12-31 22:50:39,637::GMM::INFO] ux_mean: 482.4136047363281, mc_acc_rate: 0.3005000054836273, x0_rate: 238/1000, unique_elements: 94
328
+ [2024-12-31 22:50:51,947::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2024-12-31 22:50:51,948::GMM::INFO] ux_mean: 482.08270263671875, mc_acc_rate: 0.37720000743865967, x0_rate: 235/1000, unique_elements: 91
330
+ [2024-12-31 22:51:04,249::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2024-12-31 22:51:04,249::GMM::INFO] ux_mean: 481.98626708984375, mc_acc_rate: 0.36740005016326904, x0_rate: 235/1000, unique_elements: 91
332
+ [2024-12-31 22:51:16,552::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2024-12-31 22:51:16,552::GMM::INFO] ux_mean: 481.38818359375, mc_acc_rate: 0.377500057220459, x0_rate: 235/1000, unique_elements: 91
334
+ [2024-12-31 22:51:28,867::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2024-12-31 22:51:28,867::GMM::INFO] ux_mean: 481.67120361328125, mc_acc_rate: 0.3671000301837921, x0_rate: 231/1000, unique_elements: 85
336
+ [2024-12-31 22:51:41,184::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2024-12-31 22:51:41,184::GMM::INFO] ux_mean: 481.595703125, mc_acc_rate: 0.36740002036094666, x0_rate: 231/1000, unique_elements: 85
338
+ [2024-12-31 22:51:53,494::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2024-12-31 22:51:53,495::GMM::INFO] ux_mean: 480.3899841308594, mc_acc_rate: 0.3636000156402588, x0_rate: 227/1000, unique_elements: 82
340
+ [2024-12-31 22:52:05,796::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2024-12-31 22:52:05,796::GMM::INFO] ux_mean: 480.41302490234375, mc_acc_rate: 0.3621000647544861, x0_rate: 227/1000, unique_elements: 82
342
+ [2024-12-31 22:52:18,099::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2024-12-31 22:52:18,099::GMM::INFO] ux_mean: 480.1230163574219, mc_acc_rate: 0.36250001192092896, x0_rate: 227/1000, unique_elements: 82
344
+ [2024-12-31 22:52:30,405::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2024-12-31 22:52:30,406::GMM::INFO] ux_mean: 480.05035400390625, mc_acc_rate: 0.3530000150203705, x0_rate: 221/1000, unique_elements: 77
346
+ [2024-12-31 22:52:42,725::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2024-12-31 22:52:42,725::GMM::INFO] ux_mean: 480.15283203125, mc_acc_rate: 0.35010001063346863, x0_rate: 221/1000, unique_elements: 77
348
+ [2024-12-31 22:52:55,046::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2024-12-31 22:52:55,046::GMM::INFO] ux_mean: 479.8646545410156, mc_acc_rate: 0.35040003061294556, x0_rate: 221/1000, unique_elements: 77
350
+ [2024-12-31 22:53:07,357::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2024-12-31 22:53:07,357::GMM::INFO] ux_mean: 478.3496398925781, mc_acc_rate: 0.34850001335144043, x0_rate: 217/1000, unique_elements: 73
352
+ [2024-12-31 22:53:19,659::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2024-12-31 22:53:19,659::GMM::INFO] ux_mean: 478.62579345703125, mc_acc_rate: 0.3380000591278076, x0_rate: 217/1000, unique_elements: 73
354
+ [2024-12-31 22:53:31,959::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2024-12-31 22:53:31,959::GMM::INFO] ux_mean: 478.60107421875, mc_acc_rate: 0.3460000157356262, x0_rate: 217/1000, unique_elements: 73
356
+ [2024-12-31 22:53:44,275::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2024-12-31 22:53:44,275::GMM::INFO] ux_mean: 477.62945556640625, mc_acc_rate: 0.33570003509521484, x0_rate: 216/1000, unique_elements: 68
358
+ [2024-12-31 22:53:56,590::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2024-12-31 22:53:56,591::GMM::INFO] ux_mean: 478.2572021484375, mc_acc_rate: 0.3385000228881836, x0_rate: 216/1000, unique_elements: 68
360
+ [2024-12-31 22:54:08,905::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2024-12-31 22:54:08,905::GMM::INFO] ux_mean: 477.5386657714844, mc_acc_rate: 0.32920002937316895, x0_rate: 213/1000, unique_elements: 64
362
+ [2024-12-31 22:54:21,202::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2024-12-31 22:54:21,202::GMM::INFO] ux_mean: 477.8536376953125, mc_acc_rate: 0.32840001583099365, x0_rate: 213/1000, unique_elements: 64
364
+ [2024-12-31 22:54:33,498::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2024-12-31 22:54:33,498::GMM::INFO] ux_mean: 478.0059509277344, mc_acc_rate: 0.4360000193119049, x0_rate: 213/1000, unique_elements: 64
366
+ [2024-12-31 22:54:45,809::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2024-12-31 22:54:45,809::GMM::INFO] ux_mean: 477.514404296875, mc_acc_rate: 0.43650001287460327, x0_rate: 206/1000, unique_elements: 62
368
+ [2024-12-31 22:54:58,123::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2024-12-31 22:54:58,123::GMM::INFO] ux_mean: 477.6192932128906, mc_acc_rate: 0.427200049161911, x0_rate: 206/1000, unique_elements: 62
370
+ [2024-12-31 22:55:10,438::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2024-12-31 22:55:10,439::GMM::INFO] ux_mean: 477.72802734375, mc_acc_rate: 0.4269000291824341, x0_rate: 206/1000, unique_elements: 62
372
+ [2024-12-31 22:55:22,746::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2024-12-31 22:55:22,746::GMM::INFO] ux_mean: 477.7257385253906, mc_acc_rate: 0.42260003089904785, x0_rate: 203/1000, unique_elements: 62
374
+ [2024-12-31 22:55:35,044::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2024-12-31 22:55:35,044::GMM::INFO] ux_mean: 477.51458740234375, mc_acc_rate: 0.4196000397205353, x0_rate: 203/1000, unique_elements: 62
376
+ [2024-12-31 22:55:47,339::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2024-12-31 22:55:47,339::GMM::INFO] ux_mean: 477.2709655761719, mc_acc_rate: 0.41210001707077026, x0_rate: 203/1000, unique_elements: 62
378
+ [2024-12-31 22:55:59,634::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2024-12-31 22:55:59,634::GMM::INFO] ux_mean: 477.6279296875, mc_acc_rate: 0.41840001940727234, x0_rate: 197/1000, unique_elements: 59
380
+ [2024-12-31 22:56:11,940::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2024-12-31 22:56:11,940::GMM::INFO] ux_mean: 477.3155212402344, mc_acc_rate: 0.4166000485420227, x0_rate: 197/1000, unique_elements: 59
382
+ [2024-12-31 22:56:24,251::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2024-12-31 22:56:24,252::GMM::INFO] ux_mean: 477.01171875, mc_acc_rate: 0.41589999198913574, x0_rate: 197/1000, unique_elements: 59
384
+ [2024-12-31 22:56:36,556::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2024-12-31 22:56:36,556::GMM::INFO] ux_mean: 476.6850891113281, mc_acc_rate: 0.4165000021457672, x0_rate: 197/1000, unique_elements: 56
386
+ [2024-12-31 22:56:48,849::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2024-12-31 22:56:48,849::GMM::INFO] ux_mean: 476.795654296875, mc_acc_rate: 0.415600061416626, x0_rate: 197/1000, unique_elements: 56
388
+ [2024-12-31 22:57:01,148::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2024-12-31 22:57:01,148::GMM::INFO] ux_mean: 476.224365234375, mc_acc_rate: 0.41019999980926514, x0_rate: 197/1000, unique_elements: 56
390
+ [2024-12-31 22:57:13,459::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2024-12-31 22:57:13,459::GMM::INFO] ux_mean: 475.8987121582031, mc_acc_rate: 0.40150001645088196, x0_rate: 199/1000, unique_elements: 54
392
+ [2024-12-31 22:57:25,775::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2024-12-31 22:57:25,775::GMM::INFO] ux_mean: 475.7111511230469, mc_acc_rate: 0.4077000617980957, x0_rate: 199/1000, unique_elements: 54
394
+ [2024-12-31 22:57:38,090::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2024-12-31 22:57:38,090::GMM::INFO] ux_mean: 475.5732727050781, mc_acc_rate: 0.40950003266334534, x0_rate: 199/1000, unique_elements: 54
396
+ [2024-12-31 22:57:50,403::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2024-12-31 22:57:50,403::GMM::INFO] ux_mean: 475.8039245605469, mc_acc_rate: 0.40810003876686096, x0_rate: 199/1000, unique_elements: 53
398
+ [2024-12-31 22:58:02,701::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2024-12-31 22:58:02,701::GMM::INFO] ux_mean: 475.7361755371094, mc_acc_rate: 0.39840003848075867, x0_rate: 199/1000, unique_elements: 53
400
+ [2024-12-31 22:58:15,005::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2024-12-31 22:58:15,005::GMM::INFO] ux_mean: 476.14788818359375, mc_acc_rate: 0.3994000256061554, x0_rate: 199/1000, unique_elements: 53
402
+ [2024-12-31 22:59:09,100::GMM::INFO] x0 rate:, 0.195
403
+ [2024-12-31 22:59:09,100::GMM::INFO] unique elements:, 52
404
+ [2024-12-31 22:59:09,100::GMM::INFO] ux mean:, 475.61334228515625
405
+ [2024-12-31 22:59:09,100::GMM::INFO] done
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__22_17_26/accept_rate.pth ADDED
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@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2024-12-31 23:16:28,202::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Rademacher', method=0)
2
+ [2024-12-31 23:16:28,202::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2024-12-31 23:16:28,434::GMM::INFO] method==,0, using method FP
4
+ [2024-12-31 23:16:40,633::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2024-12-31 23:16:40,633::GMM::INFO] ux_mean: 561.877685546875, mc_acc_rate: 0.9886000752449036, x0_rate: 516/1000, unique_elements: 1000
6
+ [2024-12-31 23:16:52,722::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2024-12-31 23:16:52,722::GMM::INFO] ux_mean: 560.4024658203125, mc_acc_rate: 0.9722000956535339, x0_rate: 506/1000, unique_elements: 1000
8
+ [2024-12-31 23:17:04,860::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2024-12-31 23:17:04,860::GMM::INFO] ux_mean: 559.319580078125, mc_acc_rate: 0.9652000069618225, x0_rate: 514/1000, unique_elements: 1000
10
+ [2024-12-31 23:17:17,034::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2024-12-31 23:17:17,034::GMM::INFO] ux_mean: 558.9705200195312, mc_acc_rate: 0.9516000151634216, x0_rate: 527/1000, unique_elements: 1000
12
+ [2024-12-31 23:17:29,237::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2024-12-31 23:17:29,237::GMM::INFO] ux_mean: 558.1057739257812, mc_acc_rate: 0.9467999935150146, x0_rate: 514/1000, unique_elements: 1000
14
+ [2024-12-31 23:17:41,463::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2024-12-31 23:17:41,463::GMM::INFO] ux_mean: 558.9468994140625, mc_acc_rate: 0.9329001307487488, x0_rate: 480/1000, unique_elements: 1000
16
+ [2024-12-31 23:17:53,701::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2024-12-31 23:17:53,701::GMM::INFO] ux_mean: 558.0534057617188, mc_acc_rate: 0.9251000881195068, x0_rate: 494/1000, unique_elements: 1000
18
+ [2024-12-31 23:18:05,941::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2024-12-31 23:18:05,941::GMM::INFO] ux_mean: 558.819580078125, mc_acc_rate: 0.9129000306129456, x0_rate: 535/1000, unique_elements: 1000
20
+ [2024-12-31 23:18:18,193::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2024-12-31 23:18:18,193::GMM::INFO] ux_mean: 555.6669311523438, mc_acc_rate: 0.9049000144004822, x0_rate: 526/1000, unique_elements: 1000
22
+ [2024-12-31 23:18:30,449::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2024-12-31 23:18:30,449::GMM::INFO] ux_mean: 557.2404174804688, mc_acc_rate: 0.8998000621795654, x0_rate: 511/1000, unique_elements: 1000
24
+ [2024-12-31 23:18:42,709::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2024-12-31 23:18:42,709::GMM::INFO] ux_mean: 556.421875, mc_acc_rate: 0.889400064945221, x0_rate: 501/1000, unique_elements: 1000
26
+ [2024-12-31 23:18:54,970::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2024-12-31 23:18:54,971::GMM::INFO] ux_mean: 555.7147827148438, mc_acc_rate: 0.8852000832557678, x0_rate: 497/1000, unique_elements: 1000
28
+ [2024-12-31 23:19:07,234::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2024-12-31 23:19:07,234::GMM::INFO] ux_mean: 554.685302734375, mc_acc_rate: 0.8747000098228455, x0_rate: 521/1000, unique_elements: 1000
30
+ [2024-12-31 23:19:19,504::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2024-12-31 23:19:19,504::GMM::INFO] ux_mean: 554.8494262695312, mc_acc_rate: 0.8622000217437744, x0_rate: 497/1000, unique_elements: 1000
32
+ [2024-12-31 23:19:31,778::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2024-12-31 23:19:31,778::GMM::INFO] ux_mean: 554.6494750976562, mc_acc_rate: 0.8582000732421875, x0_rate: 512/1000, unique_elements: 1000
34
+ [2024-12-31 23:19:44,055::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2024-12-31 23:19:44,055::GMM::INFO] ux_mean: 552.6201782226562, mc_acc_rate: 0.8568999767303467, x0_rate: 536/1000, unique_elements: 1000
36
+ [2024-12-31 23:19:56,318::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2024-12-31 23:19:56,318::GMM::INFO] ux_mean: 554.3951416015625, mc_acc_rate: 0.8458000421524048, x0_rate: 505/1000, unique_elements: 907
38
+ [2024-12-31 23:20:08,574::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2024-12-31 23:20:08,574::GMM::INFO] ux_mean: 553.318603515625, mc_acc_rate: 0.8331999778747559, x0_rate: 524/1000, unique_elements: 907
40
+ [2024-12-31 23:20:20,832::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2024-12-31 23:20:20,832::GMM::INFO] ux_mean: 553.27001953125, mc_acc_rate: 0.8186001181602478, x0_rate: 514/1000, unique_elements: 907
42
+ [2024-12-31 23:20:33,089::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2024-12-31 23:20:33,090::GMM::INFO] ux_mean: 552.5477905273438, mc_acc_rate: 0.8088000416755676, x0_rate: 517/1000, unique_elements: 907
44
+ [2024-12-31 23:20:45,344::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2024-12-31 23:20:45,344::GMM::INFO] ux_mean: 551.7885131835938, mc_acc_rate: 0.8113999962806702, x0_rate: 506/1000, unique_elements: 907
46
+ [2024-12-31 23:20:57,601::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2024-12-31 23:20:57,601::GMM::INFO] ux_mean: 550.9675903320312, mc_acc_rate: 0.7993000745773315, x0_rate: 518/1000, unique_elements: 907
48
+ [2024-12-31 23:21:09,860::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2024-12-31 23:21:09,860::GMM::INFO] ux_mean: 550.0518798828125, mc_acc_rate: 0.7974000573158264, x0_rate: 517/1000, unique_elements: 907
50
+ [2024-12-31 23:21:22,131::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2024-12-31 23:21:22,132::GMM::INFO] ux_mean: 552.4786987304688, mc_acc_rate: 0.7891001105308533, x0_rate: 537/1000, unique_elements: 824
52
+ [2024-12-31 23:21:34,417::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2024-12-31 23:21:34,417::GMM::INFO] ux_mean: 549.1761474609375, mc_acc_rate: 0.7776000499725342, x0_rate: 535/1000, unique_elements: 824
54
+ [2024-12-31 23:21:46,701::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2024-12-31 23:21:46,701::GMM::INFO] ux_mean: 548.4171752929688, mc_acc_rate: 0.7692000269889832, x0_rate: 532/1000, unique_elements: 824
56
+ [2024-12-31 23:21:58,985::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2024-12-31 23:21:58,985::GMM::INFO] ux_mean: 548.9273681640625, mc_acc_rate: 0.7661000490188599, x0_rate: 553/1000, unique_elements: 824
58
+ [2024-12-31 23:22:11,264::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2024-12-31 23:22:11,264::GMM::INFO] ux_mean: 548.3505249023438, mc_acc_rate: 0.7572000026702881, x0_rate: 544/1000, unique_elements: 824
60
+ [2024-12-31 23:22:23,549::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2024-12-31 23:22:23,549::GMM::INFO] ux_mean: 547.7822875976562, mc_acc_rate: 0.7501000165939331, x0_rate: 554/1000, unique_elements: 824
62
+ [2024-12-31 23:22:35,837::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2024-12-31 23:22:35,837::GMM::INFO] ux_mean: 546.2535400390625, mc_acc_rate: 0.7465999722480774, x0_rate: 565/1000, unique_elements: 824
64
+ [2024-12-31 23:22:48,117::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2024-12-31 23:22:48,117::GMM::INFO] ux_mean: 547.0125122070312, mc_acc_rate: 0.7391000390052795, x0_rate: 574/1000, unique_elements: 772
66
+ [2024-12-31 23:23:00,397::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2024-12-31 23:23:00,398::GMM::INFO] ux_mean: 547.5783081054688, mc_acc_rate: 0.7416000366210938, x0_rate: 584/1000, unique_elements: 772
68
+ [2024-12-31 23:23:12,675::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2024-12-31 23:23:12,675::GMM::INFO] ux_mean: 546.7667846679688, mc_acc_rate: 0.7146999835968018, x0_rate: 575/1000, unique_elements: 772
70
+ [2024-12-31 23:23:24,957::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2024-12-31 23:23:24,957::GMM::INFO] ux_mean: 545.1558837890625, mc_acc_rate: 0.7222000360488892, x0_rate: 568/1000, unique_elements: 772
72
+ [2024-12-31 23:23:37,228::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2024-12-31 23:23:37,228::GMM::INFO] ux_mean: 545.29052734375, mc_acc_rate: 0.7145000100135803, x0_rate: 568/1000, unique_elements: 772
74
+ [2024-12-31 23:23:49,508::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2024-12-31 23:23:49,508::GMM::INFO] ux_mean: 544.2515258789062, mc_acc_rate: 0.705500066280365, x0_rate: 573/1000, unique_elements: 718
76
+ [2024-12-31 23:24:01,802::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2024-12-31 23:24:01,802::GMM::INFO] ux_mean: 544.1690673828125, mc_acc_rate: 0.685900092124939, x0_rate: 570/1000, unique_elements: 718
78
+ [2024-12-31 23:24:14,097::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2024-12-31 23:24:14,097::GMM::INFO] ux_mean: 543.6343994140625, mc_acc_rate: 0.7010000348091125, x0_rate: 571/1000, unique_elements: 718
80
+ [2024-12-31 23:24:26,394::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2024-12-31 23:24:26,394::GMM::INFO] ux_mean: 541.6973266601562, mc_acc_rate: 0.6863000392913818, x0_rate: 570/1000, unique_elements: 718
82
+ [2024-12-31 23:24:38,688::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2024-12-31 23:24:38,689::GMM::INFO] ux_mean: 541.3598022460938, mc_acc_rate: 0.6750000715255737, x0_rate: 566/1000, unique_elements: 673
84
+ [2024-12-31 23:24:50,970::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2024-12-31 23:24:50,971::GMM::INFO] ux_mean: 542.4366455078125, mc_acc_rate: 0.6729999780654907, x0_rate: 558/1000, unique_elements: 673
86
+ [2024-12-31 23:25:03,258::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2024-12-31 23:25:03,258::GMM::INFO] ux_mean: 540.8907470703125, mc_acc_rate: 0.6649000644683838, x0_rate: 560/1000, unique_elements: 673
88
+ [2024-12-31 23:25:15,540::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2024-12-31 23:25:15,540::GMM::INFO] ux_mean: 541.66552734375, mc_acc_rate: 0.6704000234603882, x0_rate: 566/1000, unique_elements: 673
90
+ [2024-12-31 23:25:27,825::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2024-12-31 23:25:27,825::GMM::INFO] ux_mean: 541.49169921875, mc_acc_rate: 0.6513000130653381, x0_rate: 563/1000, unique_elements: 673
92
+ [2024-12-31 23:25:40,121::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2024-12-31 23:25:40,121::GMM::INFO] ux_mean: 538.5286254882812, mc_acc_rate: 0.6495000123977661, x0_rate: 555/1000, unique_elements: 630
94
+ [2024-12-31 23:25:52,421::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2024-12-31 23:25:52,421::GMM::INFO] ux_mean: 537.8549194335938, mc_acc_rate: 0.6421999931335449, x0_rate: 556/1000, unique_elements: 630
96
+ [2024-12-31 23:26:04,722::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2024-12-31 23:26:04,722::GMM::INFO] ux_mean: 538.5911254882812, mc_acc_rate: 0.629800021648407, x0_rate: 554/1000, unique_elements: 630
98
+ [2024-12-31 23:26:17,017::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2024-12-31 23:26:17,017::GMM::INFO] ux_mean: 539.0661010742188, mc_acc_rate: 0.6191000938415527, x0_rate: 555/1000, unique_elements: 630
100
+ [2024-12-31 23:26:29,300::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2024-12-31 23:26:29,300::GMM::INFO] ux_mean: 539.1060180664062, mc_acc_rate: 0.631100058555603, x0_rate: 552/1000, unique_elements: 593
102
+ [2024-12-31 23:26:41,586::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2024-12-31 23:26:41,586::GMM::INFO] ux_mean: 538.2677612304688, mc_acc_rate: 0.6232000589370728, x0_rate: 550/1000, unique_elements: 593
104
+ [2024-12-31 23:26:53,862::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2024-12-31 23:26:53,862::GMM::INFO] ux_mean: 537.0188598632812, mc_acc_rate: 0.6166000962257385, x0_rate: 548/1000, unique_elements: 593
106
+ [2024-12-31 23:27:06,144::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2024-12-31 23:27:06,144::GMM::INFO] ux_mean: 534.8523559570312, mc_acc_rate: 0.6103999614715576, x0_rate: 543/1000, unique_elements: 564
108
+ [2024-12-31 23:27:18,442::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2024-12-31 23:27:18,442::GMM::INFO] ux_mean: 535.8108520507812, mc_acc_rate: 0.588699996471405, x0_rate: 543/1000, unique_elements: 564
110
+ [2024-12-31 23:27:30,742::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2024-12-31 23:27:30,742::GMM::INFO] ux_mean: 535.44384765625, mc_acc_rate: 0.5946000218391418, x0_rate: 543/1000, unique_elements: 564
112
+ [2024-12-31 23:27:43,042::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2024-12-31 23:27:43,042::GMM::INFO] ux_mean: 534.4496459960938, mc_acc_rate: 0.6017000079154968, x0_rate: 543/1000, unique_elements: 564
114
+ [2024-12-31 23:27:55,336::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2024-12-31 23:27:55,336::GMM::INFO] ux_mean: 532.421875, mc_acc_rate: 0.593500018119812, x0_rate: 543/1000, unique_elements: 539
116
+ [2024-12-31 23:28:07,628::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2024-12-31 23:28:07,628::GMM::INFO] ux_mean: 532.4156494140625, mc_acc_rate: 0.5859000086784363, x0_rate: 543/1000, unique_elements: 539
118
+ [2024-12-31 23:28:19,919::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
119
+ [2024-12-31 23:28:19,919::GMM::INFO] ux_mean: 533.6753540039062, mc_acc_rate: 0.5720000267028809, x0_rate: 543/1000, unique_elements: 539
120
+ [2024-12-31 23:28:32,221::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
121
+ [2024-12-31 23:28:32,221::GMM::INFO] ux_mean: 532.3121948242188, mc_acc_rate: 0.5651000738143921, x0_rate: 534/1000, unique_elements: 506
122
+ [2024-12-31 23:28:44,537::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
123
+ [2024-12-31 23:28:44,537::GMM::INFO] ux_mean: 532.9750366210938, mc_acc_rate: 0.5636000037193298, x0_rate: 534/1000, unique_elements: 506
124
+ [2024-12-31 23:28:56,854::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2024-12-31 23:28:56,854::GMM::INFO] ux_mean: 532.33203125, mc_acc_rate: 0.5727999806404114, x0_rate: 535/1000, unique_elements: 506
126
+ [2024-12-31 23:29:09,165::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
127
+ [2024-12-31 23:29:09,165::GMM::INFO] ux_mean: 528.8807373046875, mc_acc_rate: 0.5520000457763672, x0_rate: 535/1000, unique_elements: 483
128
+ [2024-12-31 23:29:21,456::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
129
+ [2024-12-31 23:29:21,456::GMM::INFO] ux_mean: 531.0186767578125, mc_acc_rate: 0.5616999864578247, x0_rate: 535/1000, unique_elements: 483
130
+ [2024-12-31 23:29:33,748::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
131
+ [2024-12-31 23:29:33,748::GMM::INFO] ux_mean: 530.2080078125, mc_acc_rate: 0.5523000359535217, x0_rate: 535/1000, unique_elements: 483
132
+ [2024-12-31 23:29:46,042::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
133
+ [2024-12-31 23:29:46,042::GMM::INFO] ux_mean: 528.5755004882812, mc_acc_rate: 0.5339000225067139, x0_rate: 534/1000, unique_elements: 483
134
+ [2024-12-31 23:29:58,354::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 23:29:58,354::GMM::INFO] ux_mean: 528.2899169921875, mc_acc_rate: 0.5339000225067139, x0_rate: 531/1000, unique_elements: 467
136
+ [2024-12-31 23:30:10,668::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
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+ [2024-12-31 23:30:10,669::GMM::INFO] ux_mean: 527.0328369140625, mc_acc_rate: 0.5306000709533691, x0_rate: 531/1000, unique_elements: 467
138
+ [2024-12-31 23:30:22,979::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
139
+ [2024-12-31 23:30:22,979::GMM::INFO] ux_mean: 526.5534057617188, mc_acc_rate: 0.5182999968528748, x0_rate: 531/1000, unique_elements: 467
140
+ [2024-12-31 23:30:35,281::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 23:30:35,281::GMM::INFO] ux_mean: 525.3551025390625, mc_acc_rate: 0.5327000021934509, x0_rate: 517/1000, unique_elements: 453
142
+ [2024-12-31 23:30:47,571::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 23:30:47,571::GMM::INFO] ux_mean: 525.7193603515625, mc_acc_rate: 0.5280000567436218, x0_rate: 516/1000, unique_elements: 453
144
+ [2024-12-31 23:30:59,861::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 23:30:59,861::GMM::INFO] ux_mean: 525.9833374023438, mc_acc_rate: 0.5221000909805298, x0_rate: 516/1000, unique_elements: 453
146
+ [2024-12-31 23:31:12,173::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 23:31:12,173::GMM::INFO] ux_mean: 524.2686157226562, mc_acc_rate: 0.5116000175476074, x0_rate: 513/1000, unique_elements: 441
148
+ [2024-12-31 23:31:24,484::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 23:31:24,485::GMM::INFO] ux_mean: 523.068115234375, mc_acc_rate: 0.5051000118255615, x0_rate: 513/1000, unique_elements: 441
150
+ [2024-12-31 23:31:36,794::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 23:31:36,794::GMM::INFO] ux_mean: 522.1302490234375, mc_acc_rate: 0.49310004711151123, x0_rate: 503/1000, unique_elements: 416
152
+ [2024-12-31 23:31:49,091::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 23:31:49,091::GMM::INFO] ux_mean: 522.3829956054688, mc_acc_rate: 0.4978000223636627, x0_rate: 503/1000, unique_elements: 416
154
+ [2024-12-31 23:32:01,387::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
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+ [2024-12-31 23:32:01,387::GMM::INFO] ux_mean: 523.6820068359375, mc_acc_rate: 0.4832000136375427, x0_rate: 503/1000, unique_elements: 416
156
+ [2024-12-31 23:32:13,689::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
157
+ [2024-12-31 23:32:13,689::GMM::INFO] ux_mean: 521.5230102539062, mc_acc_rate: 0.48730000853538513, x0_rate: 492/1000, unique_elements: 395
158
+ [2024-12-31 23:32:26,002::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
159
+ [2024-12-31 23:32:26,002::GMM::INFO] ux_mean: 522.0982666015625, mc_acc_rate: 0.492900013923645, x0_rate: 492/1000, unique_elements: 395
160
+ [2024-12-31 23:32:38,313::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 23:32:38,313::GMM::INFO] ux_mean: 521.6116333007812, mc_acc_rate: 0.47700002789497375, x0_rate: 492/1000, unique_elements: 395
162
+ [2024-12-31 23:32:50,616::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
163
+ [2024-12-31 23:32:50,616::GMM::INFO] ux_mean: 520.335693359375, mc_acc_rate: 0.4610999822616577, x0_rate: 483/1000, unique_elements: 379
164
+ [2024-12-31 23:33:02,908::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 23:33:02,908::GMM::INFO] ux_mean: 519.4176025390625, mc_acc_rate: 0.4661000072956085, x0_rate: 483/1000, unique_elements: 379
166
+ [2024-12-31 23:33:15,205::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
167
+ [2024-12-31 23:33:15,205::GMM::INFO] ux_mean: 517.3819580078125, mc_acc_rate: 0.4524000287055969, x0_rate: 480/1000, unique_elements: 364
168
+ [2024-12-31 23:33:27,518::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 23:33:27,518::GMM::INFO] ux_mean: 516.0200805664062, mc_acc_rate: 0.45229998230934143, x0_rate: 480/1000, unique_elements: 364
170
+ [2024-12-31 23:33:39,831::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
171
+ [2024-12-31 23:33:39,831::GMM::INFO] ux_mean: 516.8418579101562, mc_acc_rate: 0.4465000033378601, x0_rate: 480/1000, unique_elements: 364
172
+ [2024-12-31 23:33:52,138::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
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+ [2024-12-31 23:33:52,138::GMM::INFO] ux_mean: 515.5347290039062, mc_acc_rate: 0.445900022983551, x0_rate: 479/1000, unique_elements: 350
174
+ [2024-12-31 23:34:04,429::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2024-12-31 23:34:04,429::GMM::INFO] ux_mean: 515.654296875, mc_acc_rate: 0.4636000394821167, x0_rate: 479/1000, unique_elements: 350
176
+ [2024-12-31 23:34:16,721::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 23:34:16,721::GMM::INFO] ux_mean: 513.200439453125, mc_acc_rate: 0.4545000195503235, x0_rate: 479/1000, unique_elements: 350
178
+ [2024-12-31 23:34:29,026::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
179
+ [2024-12-31 23:34:29,026::GMM::INFO] ux_mean: 512.5880737304688, mc_acc_rate: 0.4618000090122223, x0_rate: 483/1000, unique_elements: 337
180
+ [2024-12-31 23:34:41,337::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 23:34:41,337::GMM::INFO] ux_mean: 512.69140625, mc_acc_rate: 0.44380003213882446, x0_rate: 483/1000, unique_elements: 337
182
+ [2024-12-31 23:34:53,640::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2024-12-31 23:34:53,640::GMM::INFO] ux_mean: 510.7593994140625, mc_acc_rate: 0.43890002369880676, x0_rate: 479/1000, unique_elements: 325
184
+ [2024-12-31 23:35:05,932::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
185
+ [2024-12-31 23:35:05,932::GMM::INFO] ux_mean: 511.1470031738281, mc_acc_rate: 0.4383000135421753, x0_rate: 479/1000, unique_elements: 325
186
+ [2024-12-31 23:35:18,230::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 23:35:18,230::GMM::INFO] ux_mean: 511.36627197265625, mc_acc_rate: 0.43480002880096436, x0_rate: 479/1000, unique_elements: 325
188
+ [2024-12-31 23:35:30,540::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
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+ [2024-12-31 23:35:30,540::GMM::INFO] ux_mean: 511.1474609375, mc_acc_rate: 0.4174000322818756, x0_rate: 481/1000, unique_elements: 317
190
+ [2024-12-31 23:35:42,857::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
191
+ [2024-12-31 23:35:42,857::GMM::INFO] ux_mean: 509.6169128417969, mc_acc_rate: 0.4139000177383423, x0_rate: 482/1000, unique_elements: 317
192
+ [2024-12-31 23:35:55,160::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2024-12-31 23:35:55,160::GMM::INFO] ux_mean: 508.70635986328125, mc_acc_rate: 0.4109000563621521, x0_rate: 485/1000, unique_elements: 307
194
+ [2024-12-31 23:36:07,458::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2024-12-31 23:36:07,458::GMM::INFO] ux_mean: 508.82666015625, mc_acc_rate: 0.4337000250816345, x0_rate: 485/1000, unique_elements: 307
196
+ [2024-12-31 23:36:19,759::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2024-12-31 23:36:19,759::GMM::INFO] ux_mean: 507.3995666503906, mc_acc_rate: 0.43240001797676086, x0_rate: 482/1000, unique_elements: 297
198
+ [2024-12-31 23:36:32,072::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2024-12-31 23:36:32,072::GMM::INFO] ux_mean: 508.69451904296875, mc_acc_rate: 0.419700026512146, x0_rate: 482/1000, unique_elements: 297
200
+ [2024-12-31 23:36:44,384::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
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+ [2024-12-31 23:36:44,384::GMM::INFO] ux_mean: 507.5894470214844, mc_acc_rate: 0.4297000467777252, x0_rate: 482/1000, unique_elements: 297
202
+ [2024-12-31 23:36:56,694::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2024-12-31 23:36:56,694::GMM::INFO] ux_mean: 505.4317626953125, mc_acc_rate: 0.41929998993873596, x0_rate: 481/1000, unique_elements: 281
204
+ [2024-12-31 23:37:08,987::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2024-12-31 23:37:08,988::GMM::INFO] ux_mean: 505.7394714355469, mc_acc_rate: 0.41130000352859497, x0_rate: 481/1000, unique_elements: 281
206
+ [2024-12-31 23:37:21,285::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2024-12-31 23:37:21,286::GMM::INFO] ux_mean: 504.0315246582031, mc_acc_rate: 0.39820000529289246, x0_rate: 480/1000, unique_elements: 268
208
+ [2024-12-31 23:37:33,601::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2024-12-31 23:37:33,601::GMM::INFO] ux_mean: 503.72381591796875, mc_acc_rate: 0.4065999984741211, x0_rate: 480/1000, unique_elements: 268
210
+ [2024-12-31 23:37:45,919::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2024-12-31 23:37:45,920::GMM::INFO] ux_mean: 503.89154052734375, mc_acc_rate: 0.39149999618530273, x0_rate: 480/1000, unique_elements: 268
212
+ [2024-12-31 23:37:58,224::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2024-12-31 23:37:58,224::GMM::INFO] ux_mean: 501.17913818359375, mc_acc_rate: 0.39500001072883606, x0_rate: 486/1000, unique_elements: 259
214
+ [2024-12-31 23:38:10,524::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2024-12-31 23:38:10,524::GMM::INFO] ux_mean: 500.3480224609375, mc_acc_rate: 0.39000001549720764, x0_rate: 486/1000, unique_elements: 259
216
+ [2024-12-31 23:38:22,827::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2024-12-31 23:38:22,827::GMM::INFO] ux_mean: 500.2837829589844, mc_acc_rate: 0.40810006856918335, x0_rate: 488/1000, unique_elements: 253
218
+ [2024-12-31 23:38:35,140::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2024-12-31 23:38:35,140::GMM::INFO] ux_mean: 500.501708984375, mc_acc_rate: 0.4102000296115875, x0_rate: 488/1000, unique_elements: 253
220
+ [2024-12-31 23:38:47,459::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2024-12-31 23:38:47,459::GMM::INFO] ux_mean: 500.4517822265625, mc_acc_rate: 0.4018000364303589, x0_rate: 488/1000, unique_elements: 253
222
+ [2024-12-31 23:38:59,761::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2024-12-31 23:38:59,761::GMM::INFO] ux_mean: 499.3018798828125, mc_acc_rate: 0.40630003809928894, x0_rate: 489/1000, unique_elements: 243
224
+ [2024-12-31 23:39:12,063::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2024-12-31 23:39:12,063::GMM::INFO] ux_mean: 499.9593505859375, mc_acc_rate: 0.3936000168323517, x0_rate: 489/1000, unique_elements: 243
226
+ [2024-12-31 23:39:24,379::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2024-12-31 23:39:24,380::GMM::INFO] ux_mean: 498.6016540527344, mc_acc_rate: 0.3871000111103058, x0_rate: 492/1000, unique_elements: 237
228
+ [2024-12-31 23:39:36,696::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2024-12-31 23:39:36,696::GMM::INFO] ux_mean: 498.48907470703125, mc_acc_rate: 0.38200002908706665, x0_rate: 492/1000, unique_elements: 237
230
+ [2024-12-31 23:39:49,014::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2024-12-31 23:39:49,014::GMM::INFO] ux_mean: 497.7550964355469, mc_acc_rate: 0.38050001859664917, x0_rate: 495/1000, unique_elements: 231
232
+ [2024-12-31 23:40:01,319::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2024-12-31 23:40:01,319::GMM::INFO] ux_mean: 496.7582092285156, mc_acc_rate: 0.383400022983551, x0_rate: 495/1000, unique_elements: 231
234
+ [2024-12-31 23:40:13,626::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2024-12-31 23:40:13,626::GMM::INFO] ux_mean: 495.5497741699219, mc_acc_rate: 0.3663000464439392, x0_rate: 495/1000, unique_elements: 224
236
+ [2024-12-31 23:40:25,945::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2024-12-31 23:40:25,945::GMM::INFO] ux_mean: 495.2751770019531, mc_acc_rate: 0.3702000677585602, x0_rate: 495/1000, unique_elements: 224
238
+ [2024-12-31 23:40:38,259::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2024-12-31 23:40:38,259::GMM::INFO] ux_mean: 495.2003173828125, mc_acc_rate: 0.357200026512146, x0_rate: 495/1000, unique_elements: 224
240
+ [2024-12-31 23:40:50,560::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2024-12-31 23:40:50,560::GMM::INFO] ux_mean: 494.0216369628906, mc_acc_rate: 0.3978999853134155, x0_rate: 498/1000, unique_elements: 216
242
+ [2024-12-31 23:41:02,863::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2024-12-31 23:41:02,863::GMM::INFO] ux_mean: 493.8001403808594, mc_acc_rate: 0.39640000462532043, x0_rate: 498/1000, unique_elements: 216
244
+ [2024-12-31 23:41:15,173::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2024-12-31 23:41:15,173::GMM::INFO] ux_mean: 493.12921142578125, mc_acc_rate: 0.3879000246524811, x0_rate: 500/1000, unique_elements: 212
246
+ [2024-12-31 23:41:27,494::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2024-12-31 23:41:27,494::GMM::INFO] ux_mean: 492.84814453125, mc_acc_rate: 0.38440001010894775, x0_rate: 500/1000, unique_elements: 212
248
+ [2024-12-31 23:41:39,806::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2024-12-31 23:41:39,806::GMM::INFO] ux_mean: 492.68316650390625, mc_acc_rate: 0.38040000200271606, x0_rate: 492/1000, unique_elements: 207
250
+ [2024-12-31 23:41:52,099::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2024-12-31 23:41:52,099::GMM::INFO] ux_mean: 492.4234313964844, mc_acc_rate: 0.3815000057220459, x0_rate: 492/1000, unique_elements: 207
252
+ [2024-12-31 23:42:04,401::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2024-12-31 23:42:04,401::GMM::INFO] ux_mean: 491.3533935546875, mc_acc_rate: 0.36510002613067627, x0_rate: 487/1000, unique_elements: 195
254
+ [2024-12-31 23:42:16,723::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2024-12-31 23:42:16,723::GMM::INFO] ux_mean: 491.4847412109375, mc_acc_rate: 0.36090001463890076, x0_rate: 487/1000, unique_elements: 195
256
+ [2024-12-31 23:42:29,041::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2024-12-31 23:42:29,041::GMM::INFO] ux_mean: 490.9726257324219, mc_acc_rate: 0.3603000044822693, x0_rate: 487/1000, unique_elements: 195
258
+ [2024-12-31 23:42:41,339::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2024-12-31 23:42:41,339::GMM::INFO] ux_mean: 490.0655212402344, mc_acc_rate: 0.3596000075340271, x0_rate: 484/1000, unique_elements: 191
260
+ [2024-12-31 23:42:53,639::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2024-12-31 23:42:53,639::GMM::INFO] ux_mean: 489.2674255371094, mc_acc_rate: 0.3549000322818756, x0_rate: 484/1000, unique_elements: 191
262
+ [2024-12-31 23:43:05,956::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2024-12-31 23:43:05,957::GMM::INFO] ux_mean: 488.69207763671875, mc_acc_rate: 0.3441000282764435, x0_rate: 477/1000, unique_elements: 181
264
+ [2024-12-31 23:43:18,273::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2024-12-31 23:43:18,273::GMM::INFO] ux_mean: 488.4755859375, mc_acc_rate: 0.33910003304481506, x0_rate: 477/1000, unique_elements: 181
266
+ [2024-12-31 23:43:30,588::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2024-12-31 23:43:30,588::GMM::INFO] ux_mean: 488.1324157714844, mc_acc_rate: 0.3842000365257263, x0_rate: 458/1000, unique_elements: 171
268
+ [2024-12-31 23:43:42,892::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2024-12-31 23:43:42,892::GMM::INFO] ux_mean: 487.44683837890625, mc_acc_rate: 0.37810003757476807, x0_rate: 458/1000, unique_elements: 171
270
+ [2024-12-31 23:43:55,206::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2024-12-31 23:43:55,206::GMM::INFO] ux_mean: 487.1175842285156, mc_acc_rate: 0.36580002307891846, x0_rate: 447/1000, unique_elements: 164
272
+ [2024-12-31 23:44:07,522::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2024-12-31 23:44:07,522::GMM::INFO] ux_mean: 487.3758239746094, mc_acc_rate: 0.3742000460624695, x0_rate: 447/1000, unique_elements: 164
274
+ [2024-12-31 23:44:19,838::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2024-12-31 23:44:19,838::GMM::INFO] ux_mean: 487.6280212402344, mc_acc_rate: 0.3769000172615051, x0_rate: 447/1000, unique_elements: 164
276
+ [2024-12-31 23:44:32,144::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2024-12-31 23:44:32,144::GMM::INFO] ux_mean: 487.08770751953125, mc_acc_rate: 0.3686000108718872, x0_rate: 440/1000, unique_elements: 158
278
+ [2024-12-31 23:44:44,446::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2024-12-31 23:44:44,446::GMM::INFO] ux_mean: 486.3442687988281, mc_acc_rate: 0.3660000264644623, x0_rate: 440/1000, unique_elements: 158
280
+ [2024-12-31 23:44:56,753::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2024-12-31 23:44:56,753::GMM::INFO] ux_mean: 486.2818908691406, mc_acc_rate: 0.3613000512123108, x0_rate: 439/1000, unique_elements: 152
282
+ [2024-12-31 23:45:09,065::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2024-12-31 23:45:09,065::GMM::INFO] ux_mean: 486.09912109375, mc_acc_rate: 0.3507000207901001, x0_rate: 439/1000, unique_elements: 152
284
+ [2024-12-31 23:45:21,367::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2024-12-31 23:45:21,367::GMM::INFO] ux_mean: 484.95989990234375, mc_acc_rate: 0.34370002150535583, x0_rate: 434/1000, unique_elements: 148
286
+ [2024-12-31 23:45:33,666::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2024-12-31 23:45:33,666::GMM::INFO] ux_mean: 484.73345947265625, mc_acc_rate: 0.33900004625320435, x0_rate: 434/1000, unique_elements: 148
288
+ [2024-12-31 23:45:45,966::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2024-12-31 23:45:45,966::GMM::INFO] ux_mean: 483.68145751953125, mc_acc_rate: 0.33069998025894165, x0_rate: 431/1000, unique_elements: 142
290
+ [2024-12-31 23:45:58,285::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2024-12-31 23:45:58,285::GMM::INFO] ux_mean: 483.7110595703125, mc_acc_rate: 0.3278999924659729, x0_rate: 431/1000, unique_elements: 142
292
+ [2024-12-31 23:46:10,602::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2024-12-31 23:46:10,602::GMM::INFO] ux_mean: 483.5158386230469, mc_acc_rate: 0.3319000005722046, x0_rate: 431/1000, unique_elements: 142
294
+ [2024-12-31 23:46:22,906::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2024-12-31 23:46:22,906::GMM::INFO] ux_mean: 482.6368103027344, mc_acc_rate: 0.3281000256538391, x0_rate: 433/1000, unique_elements: 138
296
+ [2024-12-31 23:46:35,202::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2024-12-31 23:46:35,202::GMM::INFO] ux_mean: 482.3515930175781, mc_acc_rate: 0.3815000355243683, x0_rate: 433/1000, unique_elements: 138
298
+ [2024-12-31 23:46:47,504::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2024-12-31 23:46:47,504::GMM::INFO] ux_mean: 480.8896484375, mc_acc_rate: 0.3765000104904175, x0_rate: 432/1000, unique_elements: 132
300
+ [2024-12-31 23:46:59,816::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2024-12-31 23:46:59,816::GMM::INFO] ux_mean: 480.96807861328125, mc_acc_rate: 0.3686999976634979, x0_rate: 432/1000, unique_elements: 132
302
+ [2024-12-31 23:47:12,128::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2024-12-31 23:47:12,128::GMM::INFO] ux_mean: 481.2708435058594, mc_acc_rate: 0.37650007009506226, x0_rate: 431/1000, unique_elements: 128
304
+ [2024-12-31 23:47:24,422::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2024-12-31 23:47:24,423::GMM::INFO] ux_mean: 480.6327209472656, mc_acc_rate: 0.36720001697540283, x0_rate: 431/1000, unique_elements: 128
306
+ [2024-12-31 23:47:36,717::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2024-12-31 23:47:36,717::GMM::INFO] ux_mean: 480.0158386230469, mc_acc_rate: 0.36990001797676086, x0_rate: 431/1000, unique_elements: 128
308
+ [2024-12-31 23:47:49,017::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2024-12-31 23:47:49,017::GMM::INFO] ux_mean: 480.0126647949219, mc_acc_rate: 0.36469998955726624, x0_rate: 431/1000, unique_elements: 124
310
+ [2024-12-31 23:48:01,324::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2024-12-31 23:48:01,324::GMM::INFO] ux_mean: 480.6453552246094, mc_acc_rate: 0.35620003938674927, x0_rate: 431/1000, unique_elements: 124
312
+ [2024-12-31 23:48:13,632::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2024-12-31 23:48:13,632::GMM::INFO] ux_mean: 481.218994140625, mc_acc_rate: 0.35740000009536743, x0_rate: 427/1000, unique_elements: 121
314
+ [2024-12-31 23:48:25,922::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2024-12-31 23:48:25,922::GMM::INFO] ux_mean: 480.6589050292969, mc_acc_rate: 0.3456000089645386, x0_rate: 427/1000, unique_elements: 121
316
+ [2024-12-31 23:48:38,219::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2024-12-31 23:48:38,220::GMM::INFO] ux_mean: 480.9148254394531, mc_acc_rate: 0.3484000265598297, x0_rate: 427/1000, unique_elements: 121
318
+ [2024-12-31 23:48:50,521::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2024-12-31 23:48:50,522::GMM::INFO] ux_mean: 480.31591796875, mc_acc_rate: 0.34650006890296936, x0_rate: 418/1000, unique_elements: 116
320
+ [2024-12-31 23:49:02,828::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2024-12-31 23:49:02,828::GMM::INFO] ux_mean: 480.1831359863281, mc_acc_rate: 0.3466000258922577, x0_rate: 418/1000, unique_elements: 116
322
+ [2024-12-31 23:49:15,125::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2024-12-31 23:49:15,125::GMM::INFO] ux_mean: 480.0181884765625, mc_acc_rate: 0.33980000019073486, x0_rate: 407/1000, unique_elements: 114
324
+ [2024-12-31 23:49:27,409::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2024-12-31 23:49:27,409::GMM::INFO] ux_mean: 480.066162109375, mc_acc_rate: 0.33420002460479736, x0_rate: 407/1000, unique_elements: 114
326
+ [2024-12-31 23:49:39,701::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2024-12-31 23:49:39,701::GMM::INFO] ux_mean: 479.819091796875, mc_acc_rate: 0.3400000333786011, x0_rate: 393/1000, unique_elements: 111
328
+ [2024-12-31 23:49:52,006::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2024-12-31 23:49:52,006::GMM::INFO] ux_mean: 479.29571533203125, mc_acc_rate: 0.3915000557899475, x0_rate: 393/1000, unique_elements: 111
330
+ [2024-12-31 23:50:04,304::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2024-12-31 23:50:04,305::GMM::INFO] ux_mean: 478.9540710449219, mc_acc_rate: 0.3945000469684601, x0_rate: 393/1000, unique_elements: 111
332
+ [2024-12-31 23:50:16,600::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2024-12-31 23:50:16,600::GMM::INFO] ux_mean: 478.6269836425781, mc_acc_rate: 0.39489999413490295, x0_rate: 377/1000, unique_elements: 107
334
+ [2024-12-31 23:50:28,887::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2024-12-31 23:50:28,887::GMM::INFO] ux_mean: 478.86676025390625, mc_acc_rate: 0.394800066947937, x0_rate: 377/1000, unique_elements: 107
336
+ [2024-12-31 23:50:41,182::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2024-12-31 23:50:41,183::GMM::INFO] ux_mean: 478.8097839355469, mc_acc_rate: 0.3881000280380249, x0_rate: 377/1000, unique_elements: 107
338
+ [2024-12-31 23:50:53,488::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2024-12-31 23:50:53,489::GMM::INFO] ux_mean: 478.79388427734375, mc_acc_rate: 0.3905999958515167, x0_rate: 368/1000, unique_elements: 101
340
+ [2024-12-31 23:51:05,800::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2024-12-31 23:51:05,800::GMM::INFO] ux_mean: 478.66925048828125, mc_acc_rate: 0.3741000294685364, x0_rate: 368/1000, unique_elements: 101
342
+ [2024-12-31 23:51:18,107::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2024-12-31 23:51:18,107::GMM::INFO] ux_mean: 477.6627197265625, mc_acc_rate: 0.3669000267982483, x0_rate: 352/1000, unique_elements: 96
344
+ [2024-12-31 23:51:30,395::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2024-12-31 23:51:30,395::GMM::INFO] ux_mean: 477.5796813964844, mc_acc_rate: 0.3801000118255615, x0_rate: 352/1000, unique_elements: 96
346
+ [2024-12-31 23:51:42,694::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2024-12-31 23:51:42,695::GMM::INFO] ux_mean: 477.4627990722656, mc_acc_rate: 0.375, x0_rate: 352/1000, unique_elements: 96
348
+ [2024-12-31 23:51:54,994::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2024-12-31 23:51:54,994::GMM::INFO] ux_mean: 477.0510559082031, mc_acc_rate: 0.359000027179718, x0_rate: 346/1000, unique_elements: 94
350
+ [2024-12-31 23:52:07,294::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2024-12-31 23:52:07,295::GMM::INFO] ux_mean: 477.324462890625, mc_acc_rate: 0.3671000003814697, x0_rate: 346/1000, unique_elements: 94
352
+ [2024-12-31 23:52:19,599::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2024-12-31 23:52:19,599::GMM::INFO] ux_mean: 477.1941833496094, mc_acc_rate: 0.36510002613067627, x0_rate: 340/1000, unique_elements: 89
354
+ [2024-12-31 23:52:31,887::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2024-12-31 23:52:31,887::GMM::INFO] ux_mean: 477.37091064453125, mc_acc_rate: 0.3605000078678131, x0_rate: 340/1000, unique_elements: 89
356
+ [2024-12-31 23:52:44,178::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2024-12-31 23:52:44,178::GMM::INFO] ux_mean: 477.3222351074219, mc_acc_rate: 0.3630000054836273, x0_rate: 340/1000, unique_elements: 89
358
+ [2024-12-31 23:52:56,473::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2024-12-31 23:52:56,473::GMM::INFO] ux_mean: 477.0915222167969, mc_acc_rate: 0.3481000065803528, x0_rate: 332/1000, unique_elements: 84
360
+ [2024-12-31 23:53:08,777::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2024-12-31 23:53:08,777::GMM::INFO] ux_mean: 476.04931640625, mc_acc_rate: 0.3508000373840332, x0_rate: 332/1000, unique_elements: 84
362
+ [2024-12-31 23:53:21,083::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2024-12-31 23:53:21,083::GMM::INFO] ux_mean: 476.0455322265625, mc_acc_rate: 0.34380000829696655, x0_rate: 332/1000, unique_elements: 84
364
+ [2024-12-31 23:53:33,373::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2024-12-31 23:53:33,373::GMM::INFO] ux_mean: 476.2114562988281, mc_acc_rate: 0.4545000195503235, x0_rate: 328/1000, unique_elements: 81
366
+ [2024-12-31 23:53:45,661::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2024-12-31 23:53:45,661::GMM::INFO] ux_mean: 476.0986328125, mc_acc_rate: 0.4531000256538391, x0_rate: 328/1000, unique_elements: 81
368
+ [2024-12-31 23:53:57,946::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2024-12-31 23:53:57,947::GMM::INFO] ux_mean: 476.216064453125, mc_acc_rate: 0.44620007276535034, x0_rate: 328/1000, unique_elements: 81
370
+ [2024-12-31 23:54:10,248::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2024-12-31 23:54:10,248::GMM::INFO] ux_mean: 476.39569091796875, mc_acc_rate: 0.4381999969482422, x0_rate: 318/1000, unique_elements: 79
372
+ [2024-12-31 23:54:22,547::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2024-12-31 23:54:22,547::GMM::INFO] ux_mean: 476.4222106933594, mc_acc_rate: 0.44269996881484985, x0_rate: 318/1000, unique_elements: 79
374
+ [2024-12-31 23:54:34,848::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2024-12-31 23:54:34,849::GMM::INFO] ux_mean: 476.61065673828125, mc_acc_rate: 0.4385000169277191, x0_rate: 308/1000, unique_elements: 75
376
+ [2024-12-31 23:54:47,133::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2024-12-31 23:54:47,134::GMM::INFO] ux_mean: 476.7711486816406, mc_acc_rate: 0.43230000138282776, x0_rate: 308/1000, unique_elements: 75
378
+ [2024-12-31 23:54:59,418::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2024-12-31 23:54:59,419::GMM::INFO] ux_mean: 476.3576965332031, mc_acc_rate: 0.4376000463962555, x0_rate: 308/1000, unique_elements: 75
380
+ [2024-12-31 23:55:11,706::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2024-12-31 23:55:11,706::GMM::INFO] ux_mean: 476.2125549316406, mc_acc_rate: 0.4236000180244446, x0_rate: 296/1000, unique_elements: 72
382
+ [2024-12-31 23:55:24,002::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2024-12-31 23:55:24,002::GMM::INFO] ux_mean: 476.3517150878906, mc_acc_rate: 0.4264000356197357, x0_rate: 296/1000, unique_elements: 72
384
+ [2024-12-31 23:55:36,290::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2024-12-31 23:55:36,290::GMM::INFO] ux_mean: 475.771240234375, mc_acc_rate: 0.4222000241279602, x0_rate: 296/1000, unique_elements: 72
386
+ [2024-12-31 23:55:48,581::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2024-12-31 23:55:48,581::GMM::INFO] ux_mean: 475.68292236328125, mc_acc_rate: 0.42590004205703735, x0_rate: 287/1000, unique_elements: 71
388
+ [2024-12-31 23:56:00,860::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2024-12-31 23:56:00,860::GMM::INFO] ux_mean: 475.76153564453125, mc_acc_rate: 0.4173000156879425, x0_rate: 287/1000, unique_elements: 71
390
+ [2024-12-31 23:56:13,145::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2024-12-31 23:56:13,145::GMM::INFO] ux_mean: 476.10968017578125, mc_acc_rate: 0.4180000126361847, x0_rate: 287/1000, unique_elements: 71
392
+ [2024-12-31 23:56:25,429::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2024-12-31 23:56:25,429::GMM::INFO] ux_mean: 476.3997497558594, mc_acc_rate: 0.411700040102005, x0_rate: 275/1000, unique_elements: 71
394
+ [2024-12-31 23:56:37,723::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2024-12-31 23:56:37,723::GMM::INFO] ux_mean: 476.5419921875, mc_acc_rate: 0.4111000597476959, x0_rate: 275/1000, unique_elements: 71
396
+ [2024-12-31 23:56:50,016::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2024-12-31 23:56:50,016::GMM::INFO] ux_mean: 476.51763916015625, mc_acc_rate: 0.4140000343322754, x0_rate: 275/1000, unique_elements: 71
398
+ [2024-12-31 23:57:02,312::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2024-12-31 23:57:02,313::GMM::INFO] ux_mean: 475.6275939941406, mc_acc_rate: 0.402800053358078, x0_rate: 263/1000, unique_elements: 67
400
+ [2024-12-31 23:57:14,600::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2024-12-31 23:57:14,600::GMM::INFO] ux_mean: 475.5275573730469, mc_acc_rate: 0.4050000011920929, x0_rate: 263/1000, unique_elements: 67
402
+ [2024-12-31 23:58:09,408::GMM::INFO] x0 rate:, 0.254
403
+ [2024-12-31 23:58:09,408::GMM::INFO] unique elements:, 64
404
+ [2024-12-31 23:58:09,408::GMM::INFO] ux mean:, 475.6463928222656
405
+ [2024-12-31 23:58:09,408::GMM::INFO] done
Results/GMM1000/1000FP/GMM1000D_default_2024_12_31__23_16_28/accept_rate.pth ADDED
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@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2025-01-01 01:04:09,680::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Rademacher', method=0)
2
+ [2025-01-01 01:04:09,680::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2025-01-01 01:04:09,957::GMM::INFO] method==,0, using method FP
4
+ [2025-01-01 01:04:22,134::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2025-01-01 01:04:22,134::GMM::INFO] ux_mean: 560.150634765625, mc_acc_rate: 0.9838001132011414, x0_rate: 481/1000, unique_elements: 1000
6
+ [2025-01-01 01:04:34,205::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2025-01-01 01:04:34,205::GMM::INFO] ux_mean: 560.9268798828125, mc_acc_rate: 0.9778000116348267, x0_rate: 487/1000, unique_elements: 1000
8
+ [2025-01-01 01:04:46,331::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2025-01-01 01:04:46,331::GMM::INFO] ux_mean: 560.685791015625, mc_acc_rate: 0.9684000611305237, x0_rate: 480/1000, unique_elements: 1000
10
+ [2025-01-01 01:04:58,500::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2025-01-01 01:04:58,500::GMM::INFO] ux_mean: 561.55517578125, mc_acc_rate: 0.9572000503540039, x0_rate: 485/1000, unique_elements: 1000
12
+ [2025-01-01 01:05:10,689::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2025-01-01 01:05:10,689::GMM::INFO] ux_mean: 559.5247192382812, mc_acc_rate: 0.9402000308036804, x0_rate: 487/1000, unique_elements: 1000
14
+ [2025-01-01 01:05:22,894::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2025-01-01 01:05:22,894::GMM::INFO] ux_mean: 559.9227905273438, mc_acc_rate: 0.9421001076698303, x0_rate: 516/1000, unique_elements: 1000
16
+ [2025-01-01 01:05:35,116::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2025-01-01 01:05:35,116::GMM::INFO] ux_mean: 558.4325561523438, mc_acc_rate: 0.9302000403404236, x0_rate: 517/1000, unique_elements: 1000
18
+ [2025-01-01 01:05:47,345::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2025-01-01 01:05:47,345::GMM::INFO] ux_mean: 559.3013305664062, mc_acc_rate: 0.9152001142501831, x0_rate: 504/1000, unique_elements: 1000
20
+ [2025-01-01 01:05:59,581::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2025-01-01 01:05:59,581::GMM::INFO] ux_mean: 556.7948608398438, mc_acc_rate: 0.9060001373291016, x0_rate: 505/1000, unique_elements: 1000
22
+ [2025-01-01 01:06:11,819::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2025-01-01 01:06:11,819::GMM::INFO] ux_mean: 557.5646362304688, mc_acc_rate: 0.8969000577926636, x0_rate: 520/1000, unique_elements: 1000
24
+ [2025-01-01 01:06:24,060::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2025-01-01 01:06:24,060::GMM::INFO] ux_mean: 555.5082397460938, mc_acc_rate: 0.8881000876426697, x0_rate: 526/1000, unique_elements: 1000
26
+ [2025-01-01 01:06:36,300::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2025-01-01 01:06:36,300::GMM::INFO] ux_mean: 555.7542114257812, mc_acc_rate: 0.8781000971794128, x0_rate: 522/1000, unique_elements: 1000
28
+ [2025-01-01 01:06:48,551::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2025-01-01 01:06:48,551::GMM::INFO] ux_mean: 556.3876342773438, mc_acc_rate: 0.8709999918937683, x0_rate: 539/1000, unique_elements: 1000
30
+ [2025-01-01 01:07:00,806::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2025-01-01 01:07:00,806::GMM::INFO] ux_mean: 556.0442504882812, mc_acc_rate: 0.8742000460624695, x0_rate: 548/1000, unique_elements: 1000
32
+ [2025-01-01 01:07:13,066::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2025-01-01 01:07:13,066::GMM::INFO] ux_mean: 554.869140625, mc_acc_rate: 0.8569000363349915, x0_rate: 540/1000, unique_elements: 1000
34
+ [2025-01-01 01:07:25,318::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2025-01-01 01:07:25,319::GMM::INFO] ux_mean: 554.8850708007812, mc_acc_rate: 0.8444001078605652, x0_rate: 534/1000, unique_elements: 915
36
+ [2025-01-01 01:07:37,567::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2025-01-01 01:07:37,567::GMM::INFO] ux_mean: 555.615478515625, mc_acc_rate: 0.8393000364303589, x0_rate: 535/1000, unique_elements: 915
38
+ [2025-01-01 01:07:49,819::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2025-01-01 01:07:49,819::GMM::INFO] ux_mean: 553.4564819335938, mc_acc_rate: 0.8318000435829163, x0_rate: 523/1000, unique_elements: 915
40
+ [2025-01-01 01:08:02,072::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2025-01-01 01:08:02,072::GMM::INFO] ux_mean: 553.71923828125, mc_acc_rate: 0.8213000297546387, x0_rate: 532/1000, unique_elements: 915
42
+ [2025-01-01 01:08:14,326::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2025-01-01 01:08:14,326::GMM::INFO] ux_mean: 553.1685180664062, mc_acc_rate: 0.8104000091552734, x0_rate: 545/1000, unique_elements: 915
44
+ [2025-01-01 01:08:26,579::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2025-01-01 01:08:26,579::GMM::INFO] ux_mean: 551.0543212890625, mc_acc_rate: 0.8100000619888306, x0_rate: 536/1000, unique_elements: 915
46
+ [2025-01-01 01:08:38,836::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2025-01-01 01:08:38,836::GMM::INFO] ux_mean: 547.8236694335938, mc_acc_rate: 0.7991000413894653, x0_rate: 544/1000, unique_elements: 915
48
+ [2025-01-01 01:08:51,097::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2025-01-01 01:08:51,098::GMM::INFO] ux_mean: 549.3428344726562, mc_acc_rate: 0.7914000153541565, x0_rate: 546/1000, unique_elements: 915
50
+ [2025-01-01 01:09:03,369::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2025-01-01 01:09:03,369::GMM::INFO] ux_mean: 549.1461791992188, mc_acc_rate: 0.7922000288963318, x0_rate: 542/1000, unique_elements: 836
52
+ [2025-01-01 01:09:15,649::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2025-01-01 01:09:15,649::GMM::INFO] ux_mean: 551.1934814453125, mc_acc_rate: 0.7810000777244568, x0_rate: 529/1000, unique_elements: 836
54
+ [2025-01-01 01:09:27,931::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2025-01-01 01:09:27,931::GMM::INFO] ux_mean: 551.6171875, mc_acc_rate: 0.7627000212669373, x0_rate: 528/1000, unique_elements: 836
56
+ [2025-01-01 01:09:40,209::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2025-01-01 01:09:40,209::GMM::INFO] ux_mean: 549.02783203125, mc_acc_rate: 0.7711000442504883, x0_rate: 533/1000, unique_elements: 836
58
+ [2025-01-01 01:09:52,498::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2025-01-01 01:09:52,498::GMM::INFO] ux_mean: 546.6408081054688, mc_acc_rate: 0.7594000101089478, x0_rate: 528/1000, unique_elements: 836
60
+ [2025-01-01 01:10:04,786::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2025-01-01 01:10:04,786::GMM::INFO] ux_mean: 548.3643798828125, mc_acc_rate: 0.7481001019477844, x0_rate: 531/1000, unique_elements: 836
62
+ [2025-01-01 01:10:17,071::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2025-01-01 01:10:17,071::GMM::INFO] ux_mean: 547.3252563476562, mc_acc_rate: 0.7487000823020935, x0_rate: 528/1000, unique_elements: 780
64
+ [2025-01-01 01:10:29,341::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2025-01-01 01:10:29,341::GMM::INFO] ux_mean: 546.303466796875, mc_acc_rate: 0.736500084400177, x0_rate: 530/1000, unique_elements: 780
66
+ [2025-01-01 01:10:41,617::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2025-01-01 01:10:41,617::GMM::INFO] ux_mean: 547.5191040039062, mc_acc_rate: 0.7231000065803528, x0_rate: 534/1000, unique_elements: 780
68
+ [2025-01-01 01:10:53,898::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2025-01-01 01:10:53,898::GMM::INFO] ux_mean: 544.7274169921875, mc_acc_rate: 0.7181000709533691, x0_rate: 537/1000, unique_elements: 780
70
+ [2025-01-01 01:11:06,173::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2025-01-01 01:11:06,173::GMM::INFO] ux_mean: 544.8804931640625, mc_acc_rate: 0.7141000032424927, x0_rate: 537/1000, unique_elements: 780
72
+ [2025-01-01 01:11:18,444::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2025-01-01 01:11:18,444::GMM::INFO] ux_mean: 545.4026489257812, mc_acc_rate: 0.7075000405311584, x0_rate: 547/1000, unique_elements: 780
74
+ [2025-01-01 01:11:30,738::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2025-01-01 01:11:30,739::GMM::INFO] ux_mean: 544.3519897460938, mc_acc_rate: 0.706000030040741, x0_rate: 552/1000, unique_elements: 722
76
+ [2025-01-01 01:11:43,032::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2025-01-01 01:11:43,033::GMM::INFO] ux_mean: 545.6082763671875, mc_acc_rate: 0.6872000098228455, x0_rate: 547/1000, unique_elements: 722
78
+ [2025-01-01 01:11:55,329::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2025-01-01 01:11:55,329::GMM::INFO] ux_mean: 544.332763671875, mc_acc_rate: 0.6966000199317932, x0_rate: 546/1000, unique_elements: 722
80
+ [2025-01-01 01:12:07,627::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2025-01-01 01:12:07,628::GMM::INFO] ux_mean: 544.0735473632812, mc_acc_rate: 0.6822000741958618, x0_rate: 548/1000, unique_elements: 722
82
+ [2025-01-01 01:12:19,916::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2025-01-01 01:12:19,916::GMM::INFO] ux_mean: 541.0595703125, mc_acc_rate: 0.6729000210762024, x0_rate: 553/1000, unique_elements: 666
84
+ [2025-01-01 01:12:32,189::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2025-01-01 01:12:32,189::GMM::INFO] ux_mean: 542.467529296875, mc_acc_rate: 0.6755000948905945, x0_rate: 554/1000, unique_elements: 666
86
+ [2025-01-01 01:12:44,463::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2025-01-01 01:12:44,463::GMM::INFO] ux_mean: 541.6049194335938, mc_acc_rate: 0.66920006275177, x0_rate: 552/1000, unique_elements: 666
88
+ [2025-01-01 01:12:56,739::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2025-01-01 01:12:56,739::GMM::INFO] ux_mean: 541.1561279296875, mc_acc_rate: 0.6743999719619751, x0_rate: 550/1000, unique_elements: 666
90
+ [2025-01-01 01:13:09,016::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2025-01-01 01:13:09,016::GMM::INFO] ux_mean: 540.3759765625, mc_acc_rate: 0.6507999897003174, x0_rate: 551/1000, unique_elements: 616
92
+ [2025-01-01 01:13:21,306::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2025-01-01 01:13:21,306::GMM::INFO] ux_mean: 540.82568359375, mc_acc_rate: 0.6482000350952148, x0_rate: 548/1000, unique_elements: 616
94
+ [2025-01-01 01:13:33,596::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2025-01-01 01:13:33,596::GMM::INFO] ux_mean: 541.2146606445312, mc_acc_rate: 0.6415000557899475, x0_rate: 550/1000, unique_elements: 616
96
+ [2025-01-01 01:13:45,887::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2025-01-01 01:13:45,887::GMM::INFO] ux_mean: 539.452392578125, mc_acc_rate: 0.6338000297546387, x0_rate: 548/1000, unique_elements: 616
98
+ [2025-01-01 01:13:58,184::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2025-01-01 01:13:58,185::GMM::INFO] ux_mean: 538.7000732421875, mc_acc_rate: 0.6286000609397888, x0_rate: 554/1000, unique_elements: 576
100
+ [2025-01-01 01:14:10,463::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2025-01-01 01:14:10,463::GMM::INFO] ux_mean: 538.843505859375, mc_acc_rate: 0.6315000057220459, x0_rate: 550/1000, unique_elements: 576
102
+ [2025-01-01 01:14:22,741::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2025-01-01 01:14:22,742::GMM::INFO] ux_mean: 538.6529541015625, mc_acc_rate: 0.6258000731468201, x0_rate: 551/1000, unique_elements: 576
104
+ [2025-01-01 01:14:35,019::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2025-01-01 01:14:35,019::GMM::INFO] ux_mean: 537.3592529296875, mc_acc_rate: 0.617400050163269, x0_rate: 552/1000, unique_elements: 576
106
+ [2025-01-01 01:14:47,306::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2025-01-01 01:14:47,306::GMM::INFO] ux_mean: 538.1676635742188, mc_acc_rate: 0.6103000640869141, x0_rate: 542/1000, unique_elements: 543
108
+ [2025-01-01 01:14:59,601::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2025-01-01 01:14:59,602::GMM::INFO] ux_mean: 536.3951416015625, mc_acc_rate: 0.5992000102996826, x0_rate: 542/1000, unique_elements: 543
110
+ [2025-01-01 01:15:11,900::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2025-01-01 01:15:11,900::GMM::INFO] ux_mean: 535.8385620117188, mc_acc_rate: 0.589400053024292, x0_rate: 543/1000, unique_elements: 543
112
+ [2025-01-01 01:15:24,198::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2025-01-01 01:15:24,198::GMM::INFO] ux_mean: 534.2952880859375, mc_acc_rate: 0.5959000587463379, x0_rate: 544/1000, unique_elements: 511
114
+ [2025-01-01 01:15:36,480::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2025-01-01 01:15:36,480::GMM::INFO] ux_mean: 534.0521850585938, mc_acc_rate: 0.5832000374794006, x0_rate: 544/1000, unique_elements: 511
116
+ [2025-01-01 01:15:48,764::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2025-01-01 01:15:48,764::GMM::INFO] ux_mean: 533.35888671875, mc_acc_rate: 0.5784000158309937, x0_rate: 544/1000, unique_elements: 511
118
+ [2025-01-01 01:16:01,052::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
119
+ [2025-01-01 01:16:01,052::GMM::INFO] ux_mean: 533.0795288085938, mc_acc_rate: 0.5745999813079834, x0_rate: 542/1000, unique_elements: 511
120
+ [2025-01-01 01:16:13,349::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
121
+ [2025-01-01 01:16:13,349::GMM::INFO] ux_mean: 532.0814819335938, mc_acc_rate: 0.5681000351905823, x0_rate: 543/1000, unique_elements: 493
122
+ [2025-01-01 01:16:25,650::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
123
+ [2025-01-01 01:16:25,651::GMM::INFO] ux_mean: 531.6276245117188, mc_acc_rate: 0.5669000148773193, x0_rate: 544/1000, unique_elements: 493
124
+ [2025-01-01 01:16:37,957::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2025-01-01 01:16:37,957::GMM::INFO] ux_mean: 529.8591918945312, mc_acc_rate: 0.5733000040054321, x0_rate: 544/1000, unique_elements: 493
126
+ [2025-01-01 01:16:50,247::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
127
+ [2025-01-01 01:16:50,247::GMM::INFO] ux_mean: 530.7312622070312, mc_acc_rate: 0.5538000464439392, x0_rate: 543/1000, unique_elements: 471
128
+ [2025-01-01 01:17:02,527::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
129
+ [2025-01-01 01:17:02,527::GMM::INFO] ux_mean: 530.5518798828125, mc_acc_rate: 0.5570999979972839, x0_rate: 543/1000, unique_elements: 471
130
+ [2025-01-01 01:17:14,810::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
131
+ [2025-01-01 01:17:14,810::GMM::INFO] ux_mean: 529.6775512695312, mc_acc_rate: 0.5544000267982483, x0_rate: 543/1000, unique_elements: 471
132
+ [2025-01-01 01:17:27,093::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
133
+ [2025-01-01 01:17:27,093::GMM::INFO] ux_mean: 528.0374755859375, mc_acc_rate: 0.5392000079154968, x0_rate: 548/1000, unique_elements: 451
134
+ [2025-01-01 01:17:39,388::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
135
+ [2025-01-01 01:17:39,388::GMM::INFO] ux_mean: 527.979248046875, mc_acc_rate: 0.5249000191688538, x0_rate: 548/1000, unique_elements: 451
136
+ [2025-01-01 01:17:51,686::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
137
+ [2025-01-01 01:17:51,686::GMM::INFO] ux_mean: 526.6207275390625, mc_acc_rate: 0.5215000510215759, x0_rate: 548/1000, unique_elements: 451
138
+ [2025-01-01 01:18:03,984::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
139
+ [2025-01-01 01:18:03,984::GMM::INFO] ux_mean: 524.8897705078125, mc_acc_rate: 0.519599974155426, x0_rate: 545/1000, unique_elements: 430
140
+ [2025-01-01 01:18:16,269::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
141
+ [2025-01-01 01:18:16,269::GMM::INFO] ux_mean: 523.7451782226562, mc_acc_rate: 0.5462999939918518, x0_rate: 545/1000, unique_elements: 430
142
+ [2025-01-01 01:18:28,547::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
143
+ [2025-01-01 01:18:28,547::GMM::INFO] ux_mean: 524.266357421875, mc_acc_rate: 0.5253000259399414, x0_rate: 545/1000, unique_elements: 430
144
+ [2025-01-01 01:18:40,833::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
145
+ [2025-01-01 01:18:40,834::GMM::INFO] ux_mean: 522.6732788085938, mc_acc_rate: 0.5073000192642212, x0_rate: 536/1000, unique_elements: 415
146
+ [2025-01-01 01:18:53,126::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
147
+ [2025-01-01 01:18:53,126::GMM::INFO] ux_mean: 522.090576171875, mc_acc_rate: 0.5170000195503235, x0_rate: 536/1000, unique_elements: 415
148
+ [2025-01-01 01:19:05,424::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
149
+ [2025-01-01 01:19:05,425::GMM::INFO] ux_mean: 522.77001953125, mc_acc_rate: 0.501300036907196, x0_rate: 536/1000, unique_elements: 415
150
+ [2025-01-01 01:19:17,715::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
151
+ [2025-01-01 01:19:17,715::GMM::INFO] ux_mean: 521.6798706054688, mc_acc_rate: 0.4922000467777252, x0_rate: 530/1000, unique_elements: 394
152
+ [2025-01-01 01:19:29,992::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
153
+ [2025-01-01 01:19:29,992::GMM::INFO] ux_mean: 521.5889282226562, mc_acc_rate: 0.4922000765800476, x0_rate: 529/1000, unique_elements: 394
154
+ [2025-01-01 01:19:42,271::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
155
+ [2025-01-01 01:19:42,271::GMM::INFO] ux_mean: 521.6051025390625, mc_acc_rate: 0.478300005197525, x0_rate: 529/1000, unique_elements: 394
156
+ [2025-01-01 01:19:54,561::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
157
+ [2025-01-01 01:19:54,561::GMM::INFO] ux_mean: 519.6664428710938, mc_acc_rate: 0.5051000118255615, x0_rate: 524/1000, unique_elements: 384
158
+ [2025-01-01 01:20:06,862::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
159
+ [2025-01-01 01:20:06,862::GMM::INFO] ux_mean: 520.2544555664062, mc_acc_rate: 0.49910005927085876, x0_rate: 524/1000, unique_elements: 384
160
+ [2025-01-01 01:20:19,162::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
161
+ [2025-01-01 01:20:19,162::GMM::INFO] ux_mean: 518.8583374023438, mc_acc_rate: 0.4832000136375427, x0_rate: 522/1000, unique_elements: 369
162
+ [2025-01-01 01:20:31,445::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
163
+ [2025-01-01 01:20:31,445::GMM::INFO] ux_mean: 517.9290771484375, mc_acc_rate: 0.48260003328323364, x0_rate: 522/1000, unique_elements: 369
164
+ [2025-01-01 01:20:43,726::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
165
+ [2025-01-01 01:20:43,726::GMM::INFO] ux_mean: 516.983642578125, mc_acc_rate: 0.47380003333091736, x0_rate: 522/1000, unique_elements: 369
166
+ [2025-01-01 01:20:56,018::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
167
+ [2025-01-01 01:20:56,018::GMM::INFO] ux_mean: 516.36767578125, mc_acc_rate: 0.4661000072956085, x0_rate: 516/1000, unique_elements: 357
168
+ [2025-01-01 01:21:08,323::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
169
+ [2025-01-01 01:21:08,323::GMM::INFO] ux_mean: 515.9529418945312, mc_acc_rate: 0.45840004086494446, x0_rate: 516/1000, unique_elements: 357
170
+ [2025-01-01 01:21:20,625::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
171
+ [2025-01-01 01:21:20,625::GMM::INFO] ux_mean: 515.1614379882812, mc_acc_rate: 0.45270007848739624, x0_rate: 516/1000, unique_elements: 357
172
+ [2025-01-01 01:21:32,909::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
173
+ [2025-01-01 01:21:32,909::GMM::INFO] ux_mean: 514.3037719726562, mc_acc_rate: 0.4628000557422638, x0_rate: 506/1000, unique_elements: 345
174
+ [2025-01-01 01:21:45,199::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2025-01-01 01:21:45,199::GMM::INFO] ux_mean: 514.2102661132812, mc_acc_rate: 0.46549999713897705, x0_rate: 506/1000, unique_elements: 345
176
+ [2025-01-01 01:21:57,489::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
177
+ [2025-01-01 01:21:57,489::GMM::INFO] ux_mean: 512.2616577148438, mc_acc_rate: 0.4651000499725342, x0_rate: 503/1000, unique_elements: 334
178
+ [2025-01-01 01:22:09,792::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
179
+ [2025-01-01 01:22:09,792::GMM::INFO] ux_mean: 511.143310546875, mc_acc_rate: 0.46070003509521484, x0_rate: 503/1000, unique_elements: 334
180
+ [2025-01-01 01:22:22,097::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
181
+ [2025-01-01 01:22:22,097::GMM::INFO] ux_mean: 510.5491638183594, mc_acc_rate: 0.4472000300884247, x0_rate: 503/1000, unique_elements: 334
182
+ [2025-01-01 01:22:34,384::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2025-01-01 01:22:34,384::GMM::INFO] ux_mean: 509.9866943359375, mc_acc_rate: 0.44200000166893005, x0_rate: 509/1000, unique_elements: 321
184
+ [2025-01-01 01:22:46,669::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
185
+ [2025-01-01 01:22:46,669::GMM::INFO] ux_mean: 509.91827392578125, mc_acc_rate: 0.4353000223636627, x0_rate: 509/1000, unique_elements: 321
186
+ [2025-01-01 01:22:58,961::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2025-01-01 01:22:58,961::GMM::INFO] ux_mean: 507.7899475097656, mc_acc_rate: 0.4253000020980835, x0_rate: 505/1000, unique_elements: 314
188
+ [2025-01-01 01:23:11,263::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
189
+ [2025-01-01 01:23:11,263::GMM::INFO] ux_mean: 507.4562683105469, mc_acc_rate: 0.43000003695487976, x0_rate: 505/1000, unique_elements: 314
190
+ [2025-01-01 01:23:23,563::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
191
+ [2025-01-01 01:23:23,563::GMM::INFO] ux_mean: 506.78070068359375, mc_acc_rate: 0.4244000315666199, x0_rate: 505/1000, unique_elements: 314
192
+ [2025-01-01 01:23:35,851::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2025-01-01 01:23:35,851::GMM::INFO] ux_mean: 506.80133056640625, mc_acc_rate: 0.4147000312805176, x0_rate: 497/1000, unique_elements: 302
194
+ [2025-01-01 01:23:48,136::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2025-01-01 01:23:48,136::GMM::INFO] ux_mean: 507.05279541015625, mc_acc_rate: 0.42940008640289307, x0_rate: 497/1000, unique_elements: 302
196
+ [2025-01-01 01:24:00,427::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2025-01-01 01:24:00,428::GMM::INFO] ux_mean: 505.89642333984375, mc_acc_rate: 0.43150004744529724, x0_rate: 484/1000, unique_elements: 287
198
+ [2025-01-01 01:24:12,727::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2025-01-01 01:24:12,727::GMM::INFO] ux_mean: 505.9609069824219, mc_acc_rate: 0.4278999865055084, x0_rate: 484/1000, unique_elements: 287
200
+ [2025-01-01 01:24:25,031::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
201
+ [2025-01-01 01:24:25,031::GMM::INFO] ux_mean: 505.6767578125, mc_acc_rate: 0.42180001735687256, x0_rate: 484/1000, unique_elements: 287
202
+ [2025-01-01 01:24:37,314::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2025-01-01 01:24:37,314::GMM::INFO] ux_mean: 503.671142578125, mc_acc_rate: 0.4141000509262085, x0_rate: 471/1000, unique_elements: 274
204
+ [2025-01-01 01:24:49,595::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2025-01-01 01:24:49,595::GMM::INFO] ux_mean: 503.83160400390625, mc_acc_rate: 0.4114999771118164, x0_rate: 471/1000, unique_elements: 274
206
+ [2025-01-01 01:25:01,886::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2025-01-01 01:25:01,886::GMM::INFO] ux_mean: 502.0527038574219, mc_acc_rate: 0.397100031375885, x0_rate: 462/1000, unique_elements: 266
208
+ [2025-01-01 01:25:14,184::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2025-01-01 01:25:14,184::GMM::INFO] ux_mean: 502.046630859375, mc_acc_rate: 0.3994000256061554, x0_rate: 462/1000, unique_elements: 266
210
+ [2025-01-01 01:25:26,484::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2025-01-01 01:25:26,484::GMM::INFO] ux_mean: 500.5377197265625, mc_acc_rate: 0.39000001549720764, x0_rate: 455/1000, unique_elements: 256
212
+ [2025-01-01 01:25:38,771::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2025-01-01 01:25:38,771::GMM::INFO] ux_mean: 500.6354675292969, mc_acc_rate: 0.39000001549720764, x0_rate: 455/1000, unique_elements: 256
214
+ [2025-01-01 01:25:51,054::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2025-01-01 01:25:51,054::GMM::INFO] ux_mean: 500.82183837890625, mc_acc_rate: 0.3832000494003296, x0_rate: 455/1000, unique_elements: 256
216
+ [2025-01-01 01:26:03,349::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2025-01-01 01:26:03,349::GMM::INFO] ux_mean: 499.03271484375, mc_acc_rate: 0.4013000428676605, x0_rate: 442/1000, unique_elements: 246
218
+ [2025-01-01 01:26:15,655::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2025-01-01 01:26:15,655::GMM::INFO] ux_mean: 498.847412109375, mc_acc_rate: 0.40369999408721924, x0_rate: 442/1000, unique_elements: 246
220
+ [2025-01-01 01:26:27,952::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2025-01-01 01:26:27,952::GMM::INFO] ux_mean: 498.3563232421875, mc_acc_rate: 0.39830005168914795, x0_rate: 433/1000, unique_elements: 234
222
+ [2025-01-01 01:26:40,235::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2025-01-01 01:26:40,235::GMM::INFO] ux_mean: 499.33355712890625, mc_acc_rate: 0.3913000226020813, x0_rate: 433/1000, unique_elements: 234
224
+ [2025-01-01 01:26:52,519::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2025-01-01 01:26:52,519::GMM::INFO] ux_mean: 498.31182861328125, mc_acc_rate: 0.3826000392436981, x0_rate: 426/1000, unique_elements: 223
226
+ [2025-01-01 01:27:04,817::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2025-01-01 01:27:04,817::GMM::INFO] ux_mean: 498.86090087890625, mc_acc_rate: 0.38200002908706665, x0_rate: 426/1000, unique_elements: 223
228
+ [2025-01-01 01:27:17,119::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2025-01-01 01:27:17,119::GMM::INFO] ux_mean: 499.08697509765625, mc_acc_rate: 0.38290002942085266, x0_rate: 426/1000, unique_elements: 223
230
+ [2025-01-01 01:27:29,409::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2025-01-01 01:27:29,409::GMM::INFO] ux_mean: 496.9104919433594, mc_acc_rate: 0.3755000829696655, x0_rate: 417/1000, unique_elements: 220
232
+ [2025-01-01 01:27:41,697::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2025-01-01 01:27:41,697::GMM::INFO] ux_mean: 496.60687255859375, mc_acc_rate: 0.3711000680923462, x0_rate: 417/1000, unique_elements: 220
234
+ [2025-01-01 01:27:53,991::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2025-01-01 01:27:53,991::GMM::INFO] ux_mean: 496.19720458984375, mc_acc_rate: 0.35979998111724854, x0_rate: 405/1000, unique_elements: 214
236
+ [2025-01-01 01:28:06,290::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2025-01-01 01:28:06,290::GMM::INFO] ux_mean: 496.31365966796875, mc_acc_rate: 0.3539000153541565, x0_rate: 405/1000, unique_elements: 214
238
+ [2025-01-01 01:28:18,589::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2025-01-01 01:28:18,589::GMM::INFO] ux_mean: 494.517333984375, mc_acc_rate: 0.34230002760887146, x0_rate: 388/1000, unique_elements: 204
240
+ [2025-01-01 01:28:30,873::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2025-01-01 01:28:30,873::GMM::INFO] ux_mean: 495.0111999511719, mc_acc_rate: 0.371800035238266, x0_rate: 388/1000, unique_elements: 204
242
+ [2025-01-01 01:28:43,154::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2025-01-01 01:28:43,154::GMM::INFO] ux_mean: 493.6984558105469, mc_acc_rate: 0.38850003480911255, x0_rate: 376/1000, unique_elements: 195
244
+ [2025-01-01 01:28:55,454::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2025-01-01 01:28:55,454::GMM::INFO] ux_mean: 492.7178955078125, mc_acc_rate: 0.37090003490448, x0_rate: 376/1000, unique_elements: 195
246
+ [2025-01-01 01:29:07,754::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2025-01-01 01:29:07,754::GMM::INFO] ux_mean: 493.3756408691406, mc_acc_rate: 0.3784000277519226, x0_rate: 376/1000, unique_elements: 195
248
+ [2025-01-01 01:29:20,046::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2025-01-01 01:29:20,047::GMM::INFO] ux_mean: 492.7210998535156, mc_acc_rate: 0.35830003023147583, x0_rate: 368/1000, unique_elements: 186
250
+ [2025-01-01 01:29:32,329::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2025-01-01 01:29:32,329::GMM::INFO] ux_mean: 491.8363342285156, mc_acc_rate: 0.3647000193595886, x0_rate: 368/1000, unique_elements: 186
252
+ [2025-01-01 01:29:44,621::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2025-01-01 01:29:44,621::GMM::INFO] ux_mean: 491.3223876953125, mc_acc_rate: 0.34630000591278076, x0_rate: 365/1000, unique_elements: 182
254
+ [2025-01-01 01:29:56,917::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2025-01-01 01:29:56,918::GMM::INFO] ux_mean: 492.1383361816406, mc_acc_rate: 0.35500001907348633, x0_rate: 365/1000, unique_elements: 182
256
+ [2025-01-01 01:30:09,215::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2025-01-01 01:30:09,215::GMM::INFO] ux_mean: 491.1518249511719, mc_acc_rate: 0.3405000567436218, x0_rate: 357/1000, unique_elements: 173
258
+ [2025-01-01 01:30:21,498::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2025-01-01 01:30:21,499::GMM::INFO] ux_mean: 491.11376953125, mc_acc_rate: 0.34940001368522644, x0_rate: 357/1000, unique_elements: 173
260
+ [2025-01-01 01:30:33,786::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2025-01-01 01:30:33,786::GMM::INFO] ux_mean: 491.1170349121094, mc_acc_rate: 0.33980002999305725, x0_rate: 357/1000, unique_elements: 173
262
+ [2025-01-01 01:30:46,086::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2025-01-01 01:30:46,086::GMM::INFO] ux_mean: 490.3037109375, mc_acc_rate: 0.33820003271102905, x0_rate: 345/1000, unique_elements: 165
264
+ [2025-01-01 01:30:58,388::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2025-01-01 01:30:58,388::GMM::INFO] ux_mean: 490.1879577636719, mc_acc_rate: 0.3351000249385834, x0_rate: 345/1000, unique_elements: 165
266
+ [2025-01-01 01:31:10,680::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2025-01-01 01:31:10,680::GMM::INFO] ux_mean: 488.921142578125, mc_acc_rate: 0.3798999786376953, x0_rate: 338/1000, unique_elements: 161
268
+ [2025-01-01 01:31:22,966::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2025-01-01 01:31:22,966::GMM::INFO] ux_mean: 489.0800476074219, mc_acc_rate: 0.3663000464439392, x0_rate: 338/1000, unique_elements: 161
270
+ [2025-01-01 01:31:35,257::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2025-01-01 01:31:35,257::GMM::INFO] ux_mean: 487.7667236328125, mc_acc_rate: 0.35100001096725464, x0_rate: 324/1000, unique_elements: 155
272
+ [2025-01-01 01:31:47,556::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2025-01-01 01:31:47,556::GMM::INFO] ux_mean: 488.3828125, mc_acc_rate: 0.35450002551078796, x0_rate: 324/1000, unique_elements: 155
274
+ [2025-01-01 01:31:59,856::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2025-01-01 01:31:59,856::GMM::INFO] ux_mean: 487.717041015625, mc_acc_rate: 0.3473999798297882, x0_rate: 324/1000, unique_elements: 155
276
+ [2025-01-01 01:32:12,144::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2025-01-01 01:32:12,145::GMM::INFO] ux_mean: 487.0313415527344, mc_acc_rate: 0.33750003576278687, x0_rate: 319/1000, unique_elements: 149
278
+ [2025-01-01 01:32:24,430::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2025-01-01 01:32:24,430::GMM::INFO] ux_mean: 487.1852111816406, mc_acc_rate: 0.35270002484321594, x0_rate: 319/1000, unique_elements: 149
280
+ [2025-01-01 01:32:36,729::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2025-01-01 01:32:36,729::GMM::INFO] ux_mean: 486.75726318359375, mc_acc_rate: 0.33249998092651367, x0_rate: 311/1000, unique_elements: 144
282
+ [2025-01-01 01:32:49,031::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2025-01-01 01:32:49,031::GMM::INFO] ux_mean: 486.27001953125, mc_acc_rate: 0.33480003476142883, x0_rate: 311/1000, unique_elements: 144
284
+ [2025-01-01 01:33:01,328::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2025-01-01 01:33:01,328::GMM::INFO] ux_mean: 485.380615234375, mc_acc_rate: 0.3297000527381897, x0_rate: 307/1000, unique_elements: 139
286
+ [2025-01-01 01:33:13,613::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2025-01-01 01:33:13,613::GMM::INFO] ux_mean: 485.23858642578125, mc_acc_rate: 0.32670003175735474, x0_rate: 307/1000, unique_elements: 139
288
+ [2025-01-01 01:33:25,901::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2025-01-01 01:33:25,901::GMM::INFO] ux_mean: 483.926025390625, mc_acc_rate: 0.31460002064704895, x0_rate: 302/1000, unique_elements: 134
290
+ [2025-01-01 01:33:38,201::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2025-01-01 01:33:38,201::GMM::INFO] ux_mean: 483.91265869140625, mc_acc_rate: 0.3193000257015228, x0_rate: 302/1000, unique_elements: 134
292
+ [2025-01-01 01:33:50,497::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2025-01-01 01:33:50,498::GMM::INFO] ux_mean: 483.3075866699219, mc_acc_rate: 0.32330000400543213, x0_rate: 302/1000, unique_elements: 134
294
+ [2025-01-01 01:34:02,784::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2025-01-01 01:34:02,785::GMM::INFO] ux_mean: 482.8161315917969, mc_acc_rate: 0.3100000321865082, x0_rate: 298/1000, unique_elements: 131
296
+ [2025-01-01 01:34:15,064::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2025-01-01 01:34:15,064::GMM::INFO] ux_mean: 483.4402160644531, mc_acc_rate: 0.36410000920295715, x0_rate: 298/1000, unique_elements: 131
298
+ [2025-01-01 01:34:27,347::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2025-01-01 01:34:27,347::GMM::INFO] ux_mean: 482.5592956542969, mc_acc_rate: 0.35110002756118774, x0_rate: 295/1000, unique_elements: 126
300
+ [2025-01-01 01:34:39,648::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2025-01-01 01:34:39,648::GMM::INFO] ux_mean: 482.7611389160156, mc_acc_rate: 0.35580000281333923, x0_rate: 295/1000, unique_elements: 126
302
+ [2025-01-01 01:34:51,945::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2025-01-01 01:34:51,945::GMM::INFO] ux_mean: 482.625244140625, mc_acc_rate: 0.34870004653930664, x0_rate: 295/1000, unique_elements: 126
304
+ [2025-01-01 01:35:04,229::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2025-01-01 01:35:04,229::GMM::INFO] ux_mean: 482.60052490234375, mc_acc_rate: 0.35040003061294556, x0_rate: 292/1000, unique_elements: 122
306
+ [2025-01-01 01:35:16,509::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2025-01-01 01:35:16,510::GMM::INFO] ux_mean: 482.5544738769531, mc_acc_rate: 0.3440999984741211, x0_rate: 292/1000, unique_elements: 122
308
+ [2025-01-01 01:35:28,798::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2025-01-01 01:35:28,798::GMM::INFO] ux_mean: 482.78778076171875, mc_acc_rate: 0.34209999442100525, x0_rate: 289/1000, unique_elements: 117
310
+ [2025-01-01 01:35:41,093::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2025-01-01 01:35:41,093::GMM::INFO] ux_mean: 482.7193298339844, mc_acc_rate: 0.34460002183914185, x0_rate: 289/1000, unique_elements: 117
312
+ [2025-01-01 01:35:53,384::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2025-01-01 01:35:53,384::GMM::INFO] ux_mean: 482.2591552734375, mc_acc_rate: 0.3295000493526459, x0_rate: 289/1000, unique_elements: 117
314
+ [2025-01-01 01:36:05,670::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2025-01-01 01:36:05,671::GMM::INFO] ux_mean: 481.3345947265625, mc_acc_rate: 0.33340001106262207, x0_rate: 287/1000, unique_elements: 112
316
+ [2025-01-01 01:36:17,947::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2025-01-01 01:36:17,947::GMM::INFO] ux_mean: 480.9921569824219, mc_acc_rate: 0.33170002698898315, x0_rate: 287/1000, unique_elements: 112
318
+ [2025-01-01 01:36:30,227::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2025-01-01 01:36:30,227::GMM::INFO] ux_mean: 480.87396240234375, mc_acc_rate: 0.3231000304222107, x0_rate: 280/1000, unique_elements: 107
320
+ [2025-01-01 01:36:42,521::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2025-01-01 01:36:42,521::GMM::INFO] ux_mean: 481.1044006347656, mc_acc_rate: 0.3264000415802002, x0_rate: 280/1000, unique_elements: 107
322
+ [2025-01-01 01:36:54,814::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2025-01-01 01:36:54,814::GMM::INFO] ux_mean: 480.64141845703125, mc_acc_rate: 0.3208000361919403, x0_rate: 280/1000, unique_elements: 107
324
+ [2025-01-01 01:37:07,101::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2025-01-01 01:37:07,101::GMM::INFO] ux_mean: 479.82958984375, mc_acc_rate: 0.3101000189781189, x0_rate: 280/1000, unique_elements: 100
326
+ [2025-01-01 01:37:19,373::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2025-01-01 01:37:19,373::GMM::INFO] ux_mean: 480.10040283203125, mc_acc_rate: 0.3160000443458557, x0_rate: 280/1000, unique_elements: 100
328
+ [2025-01-01 01:37:31,651::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2025-01-01 01:37:31,651::GMM::INFO] ux_mean: 480.1545104980469, mc_acc_rate: 0.3828999996185303, x0_rate: 280/1000, unique_elements: 100
330
+ [2025-01-01 01:37:43,941::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2025-01-01 01:37:43,942::GMM::INFO] ux_mean: 479.188232421875, mc_acc_rate: 0.38840001821517944, x0_rate: 275/1000, unique_elements: 95
332
+ [2025-01-01 01:37:56,235::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2025-01-01 01:37:56,235::GMM::INFO] ux_mean: 479.57470703125, mc_acc_rate: 0.38030004501342773, x0_rate: 275/1000, unique_elements: 95
334
+ [2025-01-01 01:38:08,528::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2025-01-01 01:38:08,528::GMM::INFO] ux_mean: 478.8397216796875, mc_acc_rate: 0.37380003929138184, x0_rate: 274/1000, unique_elements: 92
336
+ [2025-01-01 01:38:20,803::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2025-01-01 01:38:20,803::GMM::INFO] ux_mean: 478.4381408691406, mc_acc_rate: 0.36660006642341614, x0_rate: 274/1000, unique_elements: 92
338
+ [2025-01-01 01:38:33,079::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2025-01-01 01:38:33,079::GMM::INFO] ux_mean: 478.45758056640625, mc_acc_rate: 0.3709000051021576, x0_rate: 274/1000, unique_elements: 92
340
+ [2025-01-01 01:38:45,363::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2025-01-01 01:38:45,364::GMM::INFO] ux_mean: 478.63623046875, mc_acc_rate: 0.36000004410743713, x0_rate: 265/1000, unique_elements: 88
342
+ [2025-01-01 01:38:57,662::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2025-01-01 01:38:57,662::GMM::INFO] ux_mean: 478.3050231933594, mc_acc_rate: 0.35920003056526184, x0_rate: 265/1000, unique_elements: 88
344
+ [2025-01-01 01:39:09,961::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2025-01-01 01:39:09,961::GMM::INFO] ux_mean: 478.4692687988281, mc_acc_rate: 0.3661000430583954, x0_rate: 265/1000, unique_elements: 88
346
+ [2025-01-01 01:39:22,251::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2025-01-01 01:39:22,251::GMM::INFO] ux_mean: 477.70330810546875, mc_acc_rate: 0.3620000183582306, x0_rate: 258/1000, unique_elements: 86
348
+ [2025-01-01 01:39:34,536::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2025-01-01 01:39:34,537::GMM::INFO] ux_mean: 477.70977783203125, mc_acc_rate: 0.3630000352859497, x0_rate: 258/1000, unique_elements: 86
350
+ [2025-01-01 01:39:46,820::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2025-01-01 01:39:46,820::GMM::INFO] ux_mean: 477.268310546875, mc_acc_rate: 0.3525000214576721, x0_rate: 257/1000, unique_elements: 83
352
+ [2025-01-01 01:39:59,118::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2025-01-01 01:39:59,118::GMM::INFO] ux_mean: 477.17950439453125, mc_acc_rate: 0.3449999988079071, x0_rate: 257/1000, unique_elements: 83
354
+ [2025-01-01 01:40:11,408::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2025-01-01 01:40:11,408::GMM::INFO] ux_mean: 477.5874938964844, mc_acc_rate: 0.3456000089645386, x0_rate: 257/1000, unique_elements: 83
356
+ [2025-01-01 01:40:23,697::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2025-01-01 01:40:23,697::GMM::INFO] ux_mean: 477.3992004394531, mc_acc_rate: 0.3425000011920929, x0_rate: 249/1000, unique_elements: 80
358
+ [2025-01-01 01:40:35,979::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2025-01-01 01:40:35,979::GMM::INFO] ux_mean: 477.72357177734375, mc_acc_rate: 0.3427000343799591, x0_rate: 249/1000, unique_elements: 80
360
+ [2025-01-01 01:40:48,256::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2025-01-01 01:40:48,256::GMM::INFO] ux_mean: 477.61859130859375, mc_acc_rate: 0.34810003638267517, x0_rate: 249/1000, unique_elements: 80
362
+ [2025-01-01 01:41:00,539::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2025-01-01 01:41:00,539::GMM::INFO] ux_mean: 478.0304260253906, mc_acc_rate: 0.3289000391960144, x0_rate: 237/1000, unique_elements: 73
364
+ [2025-01-01 01:41:12,825::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2025-01-01 01:41:12,826::GMM::INFO] ux_mean: 478.05670166015625, mc_acc_rate: 0.4383000433444977, x0_rate: 237/1000, unique_elements: 73
366
+ [2025-01-01 01:41:25,113::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2025-01-01 01:41:25,113::GMM::INFO] ux_mean: 477.8132629394531, mc_acc_rate: 0.43550005555152893, x0_rate: 237/1000, unique_elements: 73
368
+ [2025-01-01 01:41:37,391::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2025-01-01 01:41:37,391::GMM::INFO] ux_mean: 477.6774597167969, mc_acc_rate: 0.4250999987125397, x0_rate: 226/1000, unique_elements: 70
370
+ [2025-01-01 01:41:49,669::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2025-01-01 01:41:49,669::GMM::INFO] ux_mean: 477.7977600097656, mc_acc_rate: 0.4342000484466553, x0_rate: 226/1000, unique_elements: 70
372
+ [2025-01-01 01:42:01,948::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2025-01-01 01:42:01,948::GMM::INFO] ux_mean: 477.62957763671875, mc_acc_rate: 0.4252000153064728, x0_rate: 211/1000, unique_elements: 66
374
+ [2025-01-01 01:42:14,238::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2025-01-01 01:42:14,238::GMM::INFO] ux_mean: 477.7617492675781, mc_acc_rate: 0.42920002341270447, x0_rate: 211/1000, unique_elements: 66
376
+ [2025-01-01 01:42:26,532::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2025-01-01 01:42:26,532::GMM::INFO] ux_mean: 477.38134765625, mc_acc_rate: 0.42260003089904785, x0_rate: 211/1000, unique_elements: 66
378
+ [2025-01-01 01:42:38,815::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2025-01-01 01:42:38,815::GMM::INFO] ux_mean: 477.4106750488281, mc_acc_rate: 0.4174000322818756, x0_rate: 196/1000, unique_elements: 62
380
+ [2025-01-01 01:42:51,082::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2025-01-01 01:42:51,082::GMM::INFO] ux_mean: 476.7915954589844, mc_acc_rate: 0.41130003333091736, x0_rate: 196/1000, unique_elements: 62
382
+ [2025-01-01 01:43:03,351::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2025-01-01 01:43:03,351::GMM::INFO] ux_mean: 477.045654296875, mc_acc_rate: 0.4185999929904938, x0_rate: 196/1000, unique_elements: 62
384
+ [2025-01-01 01:43:15,629::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2025-01-01 01:43:15,630::GMM::INFO] ux_mean: 477.4302062988281, mc_acc_rate: 0.41050004959106445, x0_rate: 185/1000, unique_elements: 61
386
+ [2025-01-01 01:43:27,913::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2025-01-01 01:43:27,913::GMM::INFO] ux_mean: 477.2605285644531, mc_acc_rate: 0.41370004415512085, x0_rate: 185/1000, unique_elements: 61
388
+ [2025-01-01 01:43:40,202::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2025-01-01 01:43:40,203::GMM::INFO] ux_mean: 477.3432312011719, mc_acc_rate: 0.3984000086784363, x0_rate: 185/1000, unique_elements: 61
390
+ [2025-01-01 01:43:52,479::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2025-01-01 01:43:52,480::GMM::INFO] ux_mean: 477.0576171875, mc_acc_rate: 0.3988000154495239, x0_rate: 177/1000, unique_elements: 59
392
+ [2025-01-01 01:44:04,749::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2025-01-01 01:44:04,749::GMM::INFO] ux_mean: 477.108154296875, mc_acc_rate: 0.3976000249385834, x0_rate: 177/1000, unique_elements: 59
394
+ [2025-01-01 01:44:17,018::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2025-01-01 01:44:17,019::GMM::INFO] ux_mean: 477.1197814941406, mc_acc_rate: 0.4035000205039978, x0_rate: 177/1000, unique_elements: 59
396
+ [2025-01-01 01:44:29,301::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2025-01-01 01:44:29,301::GMM::INFO] ux_mean: 476.7191467285156, mc_acc_rate: 0.38910001516342163, x0_rate: 166/1000, unique_elements: 55
398
+ [2025-01-01 01:44:41,589::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2025-01-01 01:44:41,590::GMM::INFO] ux_mean: 476.5914611816406, mc_acc_rate: 0.39169999957084656, x0_rate: 166/1000, unique_elements: 55
400
+ [2025-01-01 01:44:53,876::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2025-01-01 01:44:53,876::GMM::INFO] ux_mean: 476.85113525390625, mc_acc_rate: 0.38300004601478577, x0_rate: 166/1000, unique_elements: 55
402
+ [2025-01-01 01:45:03,792::GMM::INFO] x0 rate:, 0.155
403
+ [2025-01-01 01:45:03,792::GMM::INFO] unique elements:, 52
404
+ [2025-01-01 01:45:03,792::GMM::INFO] ux mean:, 476.0081481933594
405
+ [2025-01-01 01:45:03,792::GMM::INFO] done
Results/GMM1000/1000FP/GMM1000D_default_2025_01_01__01_04_09/accept_rate.pth ADDED
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@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2025-01-02 22:12:08,843::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Gaussian', method=0)
2
+ [2025-01-02 22:12:08,843::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2025-01-02 22:12:09,117::GMM::INFO] method==,0, using method FP
4
+ [2025-01-02 22:12:21,388::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2025-01-02 22:12:21,388::GMM::INFO] ux_mean: 564.7105712890625, mc_acc_rate: 0.9900001287460327, x0_rate: 484/1000, unique_elements: 1000
6
+ [2025-01-02 22:12:33,541::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2025-01-02 22:12:33,541::GMM::INFO] ux_mean: 559.5059204101562, mc_acc_rate: 0.972800076007843, x0_rate: 521/1000, unique_elements: 1000
8
+ [2025-01-02 22:12:45,735::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2025-01-02 22:12:45,735::GMM::INFO] ux_mean: 561.4833984375, mc_acc_rate: 0.9684000611305237, x0_rate: 504/1000, unique_elements: 1000
10
+ [2025-01-02 22:12:57,948::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2025-01-02 22:12:57,948::GMM::INFO] ux_mean: 558.703125, mc_acc_rate: 0.9582000374794006, x0_rate: 517/1000, unique_elements: 1000
12
+ [2025-01-02 22:13:10,179::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2025-01-02 22:13:10,179::GMM::INFO] ux_mean: 561.8536376953125, mc_acc_rate: 0.9390000700950623, x0_rate: 470/1000, unique_elements: 1000
14
+ [2025-01-02 22:13:22,415::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2025-01-02 22:13:22,415::GMM::INFO] ux_mean: 559.85107421875, mc_acc_rate: 0.9384000897407532, x0_rate: 540/1000, unique_elements: 1000
16
+ [2025-01-02 22:13:34,663::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2025-01-02 22:13:34,663::GMM::INFO] ux_mean: 559.4420166015625, mc_acc_rate: 0.9247000813484192, x0_rate: 490/1000, unique_elements: 1000
18
+ [2025-01-02 22:13:46,913::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2025-01-02 22:13:46,914::GMM::INFO] ux_mean: 559.430908203125, mc_acc_rate: 0.9129000902175903, x0_rate: 509/1000, unique_elements: 1000
20
+ [2025-01-02 22:13:59,163::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2025-01-02 22:13:59,163::GMM::INFO] ux_mean: 555.8927612304688, mc_acc_rate: 0.9087000489234924, x0_rate: 517/1000, unique_elements: 1000
22
+ [2025-01-02 22:14:11,415::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2025-01-02 22:14:11,415::GMM::INFO] ux_mean: 558.1328735351562, mc_acc_rate: 0.8977000713348389, x0_rate: 497/1000, unique_elements: 1000
24
+ [2025-01-02 22:14:23,667::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2025-01-02 22:14:23,667::GMM::INFO] ux_mean: 556.7359008789062, mc_acc_rate: 0.8973000645637512, x0_rate: 533/1000, unique_elements: 1000
26
+ [2025-01-02 22:14:35,921::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2025-01-02 22:14:35,921::GMM::INFO] ux_mean: 556.2830200195312, mc_acc_rate: 0.8790000677108765, x0_rate: 554/1000, unique_elements: 1000
28
+ [2025-01-02 22:14:48,182::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2025-01-02 22:14:48,183::GMM::INFO] ux_mean: 553.3643798828125, mc_acc_rate: 0.8733000755310059, x0_rate: 554/1000, unique_elements: 1000
30
+ [2025-01-02 22:15:00,441::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2025-01-02 22:15:00,441::GMM::INFO] ux_mean: 552.72705078125, mc_acc_rate: 0.8588001132011414, x0_rate: 515/1000, unique_elements: 1000
32
+ [2025-01-02 22:15:12,701::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2025-01-02 22:15:12,702::GMM::INFO] ux_mean: 553.1170043945312, mc_acc_rate: 0.8580999970436096, x0_rate: 525/1000, unique_elements: 1000
34
+ [2025-01-02 22:15:24,957::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2025-01-02 22:15:24,957::GMM::INFO] ux_mean: 553.8869018554688, mc_acc_rate: 0.8374000787734985, x0_rate: 521/1000, unique_elements: 900
36
+ [2025-01-02 22:15:37,200::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2025-01-02 22:15:37,200::GMM::INFO] ux_mean: 555.0570678710938, mc_acc_rate: 0.8384999632835388, x0_rate: 517/1000, unique_elements: 900
38
+ [2025-01-02 22:15:49,448::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2025-01-02 22:15:49,448::GMM::INFO] ux_mean: 552.4818115234375, mc_acc_rate: 0.8355000615119934, x0_rate: 530/1000, unique_elements: 900
40
+ [2025-01-02 22:16:01,691::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2025-01-02 22:16:01,691::GMM::INFO] ux_mean: 554.4510498046875, mc_acc_rate: 0.8250000476837158, x0_rate: 511/1000, unique_elements: 900
42
+ [2025-01-02 22:16:13,933::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2025-01-02 22:16:13,934::GMM::INFO] ux_mean: 551.9207763671875, mc_acc_rate: 0.8070001006126404, x0_rate: 488/1000, unique_elements: 900
44
+ [2025-01-02 22:16:26,181::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2025-01-02 22:16:26,181::GMM::INFO] ux_mean: 551.461669921875, mc_acc_rate: 0.8088000416755676, x0_rate: 506/1000, unique_elements: 900
46
+ [2025-01-02 22:16:38,427::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2025-01-02 22:16:38,427::GMM::INFO] ux_mean: 550.9791870117188, mc_acc_rate: 0.7938000559806824, x0_rate: 519/1000, unique_elements: 900
48
+ [2025-01-02 22:16:50,676::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2025-01-02 22:16:50,676::GMM::INFO] ux_mean: 552.572509765625, mc_acc_rate: 0.79830002784729, x0_rate: 546/1000, unique_elements: 900
50
+ [2025-01-02 22:17:02,927::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2025-01-02 22:17:02,927::GMM::INFO] ux_mean: 550.7052612304688, mc_acc_rate: 0.7880000472068787, x0_rate: 559/1000, unique_elements: 820
52
+ [2025-01-02 22:17:15,183::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2025-01-02 22:17:15,183::GMM::INFO] ux_mean: 549.4180908203125, mc_acc_rate: 0.7718000411987305, x0_rate: 534/1000, unique_elements: 820
54
+ [2025-01-02 22:17:27,437::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2025-01-02 22:17:27,437::GMM::INFO] ux_mean: 550.80615234375, mc_acc_rate: 0.7689000368118286, x0_rate: 542/1000, unique_elements: 820
56
+ [2025-01-02 22:17:39,693::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2025-01-02 22:17:39,693::GMM::INFO] ux_mean: 549.0476684570312, mc_acc_rate: 0.7664999961853027, x0_rate: 538/1000, unique_elements: 820
58
+ [2025-01-02 22:17:51,954::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2025-01-02 22:17:51,954::GMM::INFO] ux_mean: 547.404052734375, mc_acc_rate: 0.7555999755859375, x0_rate: 544/1000, unique_elements: 820
60
+ [2025-01-02 22:18:04,210::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2025-01-02 22:18:04,210::GMM::INFO] ux_mean: 546.3353271484375, mc_acc_rate: 0.7485001087188721, x0_rate: 550/1000, unique_elements: 820
62
+ [2025-01-02 22:18:16,461::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2025-01-02 22:18:16,461::GMM::INFO] ux_mean: 547.221923828125, mc_acc_rate: 0.7423000335693359, x0_rate: 565/1000, unique_elements: 759
64
+ [2025-01-02 22:18:28,700::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2025-01-02 22:18:28,700::GMM::INFO] ux_mean: 546.1731567382812, mc_acc_rate: 0.7431000471115112, x0_rate: 575/1000, unique_elements: 759
66
+ [2025-01-02 22:18:40,944::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2025-01-02 22:18:40,944::GMM::INFO] ux_mean: 544.6797485351562, mc_acc_rate: 0.7325000166893005, x0_rate: 560/1000, unique_elements: 759
68
+ [2025-01-02 22:18:53,186::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2025-01-02 22:18:53,186::GMM::INFO] ux_mean: 546.269775390625, mc_acc_rate: 0.7172000408172607, x0_rate: 566/1000, unique_elements: 759
70
+ [2025-01-02 22:19:05,429::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2025-01-02 22:19:05,429::GMM::INFO] ux_mean: 546.4945068359375, mc_acc_rate: 0.7154000997543335, x0_rate: 565/1000, unique_elements: 759
72
+ [2025-01-02 22:19:17,672::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2025-01-02 22:19:17,673::GMM::INFO] ux_mean: 545.6066284179688, mc_acc_rate: 0.7140001058578491, x0_rate: 565/1000, unique_elements: 713
74
+ [2025-01-02 22:19:29,926::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2025-01-02 22:19:29,926::GMM::INFO] ux_mean: 545.0706176757812, mc_acc_rate: 0.7102000713348389, x0_rate: 574/1000, unique_elements: 713
76
+ [2025-01-02 22:19:42,180::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2025-01-02 22:19:42,180::GMM::INFO] ux_mean: 545.3074340820312, mc_acc_rate: 0.7018001079559326, x0_rate: 576/1000, unique_elements: 713
78
+ [2025-01-02 22:19:54,436::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2025-01-02 22:19:54,436::GMM::INFO] ux_mean: 543.1612548828125, mc_acc_rate: 0.6982000470161438, x0_rate: 571/1000, unique_elements: 713
80
+ [2025-01-02 22:20:06,691::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2025-01-02 22:20:06,691::GMM::INFO] ux_mean: 542.2051391601562, mc_acc_rate: 0.6847000122070312, x0_rate: 577/1000, unique_elements: 713
82
+ [2025-01-02 22:20:18,945::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2025-01-02 22:20:18,946::GMM::INFO] ux_mean: 541.1832885742188, mc_acc_rate: 0.68340003490448, x0_rate: 578/1000, unique_elements: 669
84
+ [2025-01-02 22:20:31,196::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2025-01-02 22:20:31,196::GMM::INFO] ux_mean: 540.2200317382812, mc_acc_rate: 0.6713000535964966, x0_rate: 572/1000, unique_elements: 669
86
+ [2025-01-02 22:20:43,447::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2025-01-02 22:20:43,447::GMM::INFO] ux_mean: 541.7297973632812, mc_acc_rate: 0.6616000533103943, x0_rate: 574/1000, unique_elements: 669
88
+ [2025-01-02 22:20:55,701::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2025-01-02 22:20:55,701::GMM::INFO] ux_mean: 540.4599609375, mc_acc_rate: 0.6641001105308533, x0_rate: 576/1000, unique_elements: 669
90
+ [2025-01-02 22:21:07,956::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2025-01-02 22:21:07,956::GMM::INFO] ux_mean: 540.5693969726562, mc_acc_rate: 0.6634000539779663, x0_rate: 579/1000, unique_elements: 669
92
+ [2025-01-02 22:21:20,220::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2025-01-02 22:21:20,220::GMM::INFO] ux_mean: 537.6871337890625, mc_acc_rate: 0.6580000519752502, x0_rate: 585/1000, unique_elements: 632
94
+ [2025-01-02 22:21:32,479::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2025-01-02 22:21:32,479::GMM::INFO] ux_mean: 539.3580932617188, mc_acc_rate: 0.6419000029563904, x0_rate: 587/1000, unique_elements: 632
96
+ [2025-01-02 22:21:44,744::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2025-01-02 22:21:44,744::GMM::INFO] ux_mean: 537.0819702148438, mc_acc_rate: 0.6386000514030457, x0_rate: 584/1000, unique_elements: 632
98
+ [2025-01-02 22:21:57,011::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2025-01-02 22:21:57,011::GMM::INFO] ux_mean: 535.9229125976562, mc_acc_rate: 0.6328000426292419, x0_rate: 589/1000, unique_elements: 594
100
+ [2025-01-02 22:22:09,264::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2025-01-02 22:22:09,264::GMM::INFO] ux_mean: 535.8574829101562, mc_acc_rate: 0.6362000703811646, x0_rate: 589/1000, unique_elements: 594
102
+ [2025-01-02 22:22:21,517::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2025-01-02 22:22:21,518::GMM::INFO] ux_mean: 537.2993774414062, mc_acc_rate: 0.6240999698638916, x0_rate: 586/1000, unique_elements: 594
104
+ [2025-01-02 22:22:33,773::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2025-01-02 22:22:33,773::GMM::INFO] ux_mean: 536.28759765625, mc_acc_rate: 0.6175000667572021, x0_rate: 586/1000, unique_elements: 594
106
+ [2025-01-02 22:22:46,032::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2025-01-02 22:22:46,032::GMM::INFO] ux_mean: 534.8704223632812, mc_acc_rate: 0.6069000959396362, x0_rate: 581/1000, unique_elements: 564
108
+ [2025-01-02 22:22:58,299::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2025-01-02 22:22:58,299::GMM::INFO] ux_mean: 534.8168334960938, mc_acc_rate: 0.6074000000953674, x0_rate: 580/1000, unique_elements: 564
110
+ [2025-01-02 22:23:10,568::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2025-01-02 22:23:10,568::GMM::INFO] ux_mean: 535.415283203125, mc_acc_rate: 0.5963999629020691, x0_rate: 580/1000, unique_elements: 564
112
+ [2025-01-02 22:23:22,831::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2025-01-02 22:23:22,832::GMM::INFO] ux_mean: 534.8597412109375, mc_acc_rate: 0.5986000299453735, x0_rate: 574/1000, unique_elements: 542
114
+ [2025-01-02 22:23:35,082::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2025-01-02 22:23:35,082::GMM::INFO] ux_mean: 533.4127197265625, mc_acc_rate: 0.5910000205039978, x0_rate: 574/1000, unique_elements: 542
116
+ [2025-01-02 22:23:47,345::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2025-01-02 22:23:47,345::GMM::INFO] ux_mean: 532.697021484375, mc_acc_rate: 0.5882999897003174, x0_rate: 574/1000, unique_elements: 542
118
+ [2025-01-02 22:23:59,610::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
119
+ [2025-01-02 22:23:59,610::GMM::INFO] ux_mean: 532.267822265625, mc_acc_rate: 0.576200008392334, x0_rate: 574/1000, unique_elements: 542
120
+ [2025-01-02 22:24:11,889::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
121
+ [2025-01-02 22:24:11,889::GMM::INFO] ux_mean: 531.1400146484375, mc_acc_rate: 0.5706000328063965, x0_rate: 576/1000, unique_elements: 512
122
+ [2025-01-02 22:24:24,164::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
123
+ [2025-01-02 22:24:24,164::GMM::INFO] ux_mean: 532.1265869140625, mc_acc_rate: 0.5681000351905823, x0_rate: 576/1000, unique_elements: 512
124
+ [2025-01-02 22:24:36,437::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2025-01-02 22:24:36,437::GMM::INFO] ux_mean: 530.82763671875, mc_acc_rate: 0.5737000107765198, x0_rate: 576/1000, unique_elements: 512
126
+ [2025-01-02 22:24:48,707::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
127
+ [2025-01-02 22:24:48,707::GMM::INFO] ux_mean: 531.1854248046875, mc_acc_rate: 0.5717000365257263, x0_rate: 579/1000, unique_elements: 490
128
+ [2025-01-02 22:25:00,982::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
129
+ [2025-01-02 22:25:00,982::GMM::INFO] ux_mean: 529.8035278320312, mc_acc_rate: 0.5592000484466553, x0_rate: 579/1000, unique_elements: 490
130
+ [2025-01-02 22:25:13,253::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
131
+ [2025-01-02 22:25:13,253::GMM::INFO] ux_mean: 529.1349487304688, mc_acc_rate: 0.5649000406265259, x0_rate: 579/1000, unique_elements: 490
132
+ [2025-01-02 22:25:25,533::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
133
+ [2025-01-02 22:25:25,533::GMM::INFO] ux_mean: 527.6582641601562, mc_acc_rate: 0.5479000806808472, x0_rate: 576/1000, unique_elements: 472
134
+ [2025-01-02 22:25:37,817::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
135
+ [2025-01-02 22:25:37,818::GMM::INFO] ux_mean: 527.8018798828125, mc_acc_rate: 0.5418000817298889, x0_rate: 575/1000, unique_elements: 472
136
+ [2025-01-02 22:25:50,098::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
137
+ [2025-01-02 22:25:50,098::GMM::INFO] ux_mean: 526.337890625, mc_acc_rate: 0.5282000303268433, x0_rate: 575/1000, unique_elements: 472
138
+ [2025-01-02 22:26:02,375::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
139
+ [2025-01-02 22:26:02,376::GMM::INFO] ux_mean: 525.2156372070312, mc_acc_rate: 0.514400064945221, x0_rate: 561/1000, unique_elements: 451
140
+ [2025-01-02 22:26:14,646::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
141
+ [2025-01-02 22:26:14,646::GMM::INFO] ux_mean: 525.24267578125, mc_acc_rate: 0.5359000563621521, x0_rate: 561/1000, unique_elements: 451
142
+ [2025-01-02 22:26:26,913::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 22:26:26,913::GMM::INFO] ux_mean: 523.4437866210938, mc_acc_rate: 0.5295000076293945, x0_rate: 561/1000, unique_elements: 451
144
+ [2025-01-02 22:26:39,190::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
145
+ [2025-01-02 22:26:39,190::GMM::INFO] ux_mean: 523.1168212890625, mc_acc_rate: 0.51500004529953, x0_rate: 559/1000, unique_elements: 437
146
+ [2025-01-02 22:26:51,467::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 22:26:51,467::GMM::INFO] ux_mean: 523.4185180664062, mc_acc_rate: 0.5126000046730042, x0_rate: 559/1000, unique_elements: 437
148
+ [2025-01-02 22:27:03,744::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 22:27:03,744::GMM::INFO] ux_mean: 522.1925048828125, mc_acc_rate: 0.5087000131607056, x0_rate: 561/1000, unique_elements: 422
150
+ [2025-01-02 22:27:16,012::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 22:27:16,012::GMM::INFO] ux_mean: 521.0125732421875, mc_acc_rate: 0.5027000308036804, x0_rate: 561/1000, unique_elements: 422
152
+ [2025-01-02 22:27:28,284::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 22:27:28,284::GMM::INFO] ux_mean: 520.5940551757812, mc_acc_rate: 0.49220001697540283, x0_rate: 561/1000, unique_elements: 422
154
+ [2025-01-02 22:27:40,562::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
155
+ [2025-01-02 22:27:40,562::GMM::INFO] ux_mean: 519.4375610351562, mc_acc_rate: 0.49230003356933594, x0_rate: 557/1000, unique_elements: 406
156
+ [2025-01-02 22:27:52,843::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
157
+ [2025-01-02 22:27:52,843::GMM::INFO] ux_mean: 520.947265625, mc_acc_rate: 0.5046000480651855, x0_rate: 557/1000, unique_elements: 406
158
+ [2025-01-02 22:28:05,126::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
159
+ [2025-01-02 22:28:05,127::GMM::INFO] ux_mean: 520.2232055664062, mc_acc_rate: 0.49880000948905945, x0_rate: 557/1000, unique_elements: 406
160
+ [2025-01-02 22:28:17,398::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
161
+ [2025-01-02 22:28:17,398::GMM::INFO] ux_mean: 518.1881103515625, mc_acc_rate: 0.4855000078678131, x0_rate: 546/1000, unique_elements: 391
162
+ [2025-01-02 22:28:29,668::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
163
+ [2025-01-02 22:28:29,668::GMM::INFO] ux_mean: 518.7708129882812, mc_acc_rate: 0.4902000427246094, x0_rate: 546/1000, unique_elements: 391
164
+ [2025-01-02 22:28:41,942::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
165
+ [2025-01-02 22:28:41,943::GMM::INFO] ux_mean: 515.9199829101562, mc_acc_rate: 0.47940000891685486, x0_rate: 542/1000, unique_elements: 374
166
+ [2025-01-02 22:28:54,226::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
167
+ [2025-01-02 22:28:54,226::GMM::INFO] ux_mean: 516.166259765625, mc_acc_rate: 0.47050002217292786, x0_rate: 542/1000, unique_elements: 374
168
+ [2025-01-02 22:29:06,513::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
169
+ [2025-01-02 22:29:06,513::GMM::INFO] ux_mean: 516.2686767578125, mc_acc_rate: 0.46389999985694885, x0_rate: 542/1000, unique_elements: 374
170
+ [2025-01-02 22:29:18,793::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
171
+ [2025-01-02 22:29:18,794::GMM::INFO] ux_mean: 515.3145751953125, mc_acc_rate: 0.459600031375885, x0_rate: 536/1000, unique_elements: 365
172
+ [2025-01-02 22:29:31,069::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
173
+ [2025-01-02 22:29:31,070::GMM::INFO] ux_mean: 515.2193603515625, mc_acc_rate: 0.4473000466823578, x0_rate: 536/1000, unique_elements: 365
174
+ [2025-01-02 22:29:43,345::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2025-01-02 22:29:43,345::GMM::INFO] ux_mean: 512.129638671875, mc_acc_rate: 0.4662000238895416, x0_rate: 541/1000, unique_elements: 350
176
+ [2025-01-02 22:29:55,629::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
177
+ [2025-01-02 22:29:55,629::GMM::INFO] ux_mean: 512.4453125, mc_acc_rate: 0.4645000696182251, x0_rate: 541/1000, unique_elements: 350
178
+ [2025-01-02 22:30:07,914::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
179
+ [2025-01-02 22:30:07,915::GMM::INFO] ux_mean: 512.1411743164062, mc_acc_rate: 0.458200067281723, x0_rate: 541/1000, unique_elements: 350
180
+ [2025-01-02 22:30:20,196::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
181
+ [2025-01-02 22:30:20,196::GMM::INFO] ux_mean: 510.7071533203125, mc_acc_rate: 0.44700002670288086, x0_rate: 533/1000, unique_elements: 338
182
+ [2025-01-02 22:30:32,473::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2025-01-02 22:30:32,473::GMM::INFO] ux_mean: 510.3412170410156, mc_acc_rate: 0.44530004262924194, x0_rate: 533/1000, unique_elements: 338
184
+ [2025-01-02 22:30:44,749::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
185
+ [2025-01-02 22:30:44,749::GMM::INFO] ux_mean: 509.18670654296875, mc_acc_rate: 0.4498000144958496, x0_rate: 533/1000, unique_elements: 322
186
+ [2025-01-02 22:30:57,038::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2025-01-02 22:30:57,038::GMM::INFO] ux_mean: 509.2518615722656, mc_acc_rate: 0.44300004839897156, x0_rate: 533/1000, unique_elements: 322
188
+ [2025-01-02 22:31:09,334::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
189
+ [2025-01-02 22:31:09,334::GMM::INFO] ux_mean: 508.6097412109375, mc_acc_rate: 0.43460002541542053, x0_rate: 533/1000, unique_elements: 322
190
+ [2025-01-02 22:31:21,622::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
191
+ [2025-01-02 22:31:21,622::GMM::INFO] ux_mean: 508.6888427734375, mc_acc_rate: 0.42270004749298096, x0_rate: 525/1000, unique_elements: 309
192
+ [2025-01-02 22:31:33,904::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2025-01-02 22:31:33,904::GMM::INFO] ux_mean: 507.40606689453125, mc_acc_rate: 0.41930001974105835, x0_rate: 525/1000, unique_elements: 309
194
+ [2025-01-02 22:31:46,184::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2025-01-02 22:31:46,184::GMM::INFO] ux_mean: 507.558349609375, mc_acc_rate: 0.45260003209114075, x0_rate: 522/1000, unique_elements: 302
196
+ [2025-01-02 22:31:58,474::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2025-01-02 22:31:58,474::GMM::INFO] ux_mean: 506.9731140136719, mc_acc_rate: 0.4304000437259674, x0_rate: 522/1000, unique_elements: 302
198
+ [2025-01-02 22:32:10,771::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2025-01-02 22:32:10,771::GMM::INFO] ux_mean: 507.02850341796875, mc_acc_rate: 0.4300000071525574, x0_rate: 522/1000, unique_elements: 302
200
+ [2025-01-02 22:32:23,056::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
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+ [2025-01-02 22:32:23,056::GMM::INFO] ux_mean: 505.5598449707031, mc_acc_rate: 0.4261000454425812, x0_rate: 527/1000, unique_elements: 297
202
+ [2025-01-02 22:32:35,332::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2025-01-02 22:32:35,332::GMM::INFO] ux_mean: 504.7080993652344, mc_acc_rate: 0.4262000322341919, x0_rate: 527/1000, unique_elements: 297
204
+ [2025-01-02 22:32:47,615::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2025-01-02 22:32:47,615::GMM::INFO] ux_mean: 503.2870788574219, mc_acc_rate: 0.4197999835014343, x0_rate: 530/1000, unique_elements: 292
206
+ [2025-01-02 22:32:59,903::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2025-01-02 22:32:59,903::GMM::INFO] ux_mean: 502.13641357421875, mc_acc_rate: 0.40480002760887146, x0_rate: 530/1000, unique_elements: 292
208
+ [2025-01-02 22:33:12,196::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2025-01-02 22:33:12,196::GMM::INFO] ux_mean: 502.9043884277344, mc_acc_rate: 0.40960001945495605, x0_rate: 530/1000, unique_elements: 292
210
+ [2025-01-02 22:33:24,481::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2025-01-02 22:33:24,481::GMM::INFO] ux_mean: 501.3883972167969, mc_acc_rate: 0.40129998326301575, x0_rate: 526/1000, unique_elements: 279
212
+ [2025-01-02 22:33:36,762::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2025-01-02 22:33:36,762::GMM::INFO] ux_mean: 500.784912109375, mc_acc_rate: 0.3936000466346741, x0_rate: 526/1000, unique_elements: 279
214
+ [2025-01-02 22:33:49,045::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2025-01-02 22:33:49,045::GMM::INFO] ux_mean: 499.3475646972656, mc_acc_rate: 0.3916000425815582, x0_rate: 519/1000, unique_elements: 267
216
+ [2025-01-02 22:34:01,337::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2025-01-02 22:34:01,337::GMM::INFO] ux_mean: 499.9714050292969, mc_acc_rate: 0.419700026512146, x0_rate: 519/1000, unique_elements: 267
218
+ [2025-01-02 22:34:13,631::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2025-01-02 22:34:13,631::GMM::INFO] ux_mean: 499.9321594238281, mc_acc_rate: 0.40250006318092346, x0_rate: 509/1000, unique_elements: 258
220
+ [2025-01-02 22:34:25,912::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2025-01-02 22:34:25,913::GMM::INFO] ux_mean: 499.3796081542969, mc_acc_rate: 0.40480005741119385, x0_rate: 509/1000, unique_elements: 258
222
+ [2025-01-02 22:34:38,194::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2025-01-02 22:34:38,194::GMM::INFO] ux_mean: 498.7506408691406, mc_acc_rate: 0.407399982213974, x0_rate: 509/1000, unique_elements: 258
224
+ [2025-01-02 22:34:50,479::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2025-01-02 22:34:50,480::GMM::INFO] ux_mean: 497.00933837890625, mc_acc_rate: 0.39180004596710205, x0_rate: 508/1000, unique_elements: 249
226
+ [2025-01-02 22:35:02,769::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2025-01-02 22:35:02,769::GMM::INFO] ux_mean: 497.1114807128906, mc_acc_rate: 0.39080002903938293, x0_rate: 508/1000, unique_elements: 249
228
+ [2025-01-02 22:35:15,059::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2025-01-02 22:35:15,060::GMM::INFO] ux_mean: 495.178955078125, mc_acc_rate: 0.3818000257015228, x0_rate: 502/1000, unique_elements: 238
230
+ [2025-01-02 22:35:27,342::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2025-01-02 22:35:27,342::GMM::INFO] ux_mean: 495.6856994628906, mc_acc_rate: 0.3792000412940979, x0_rate: 502/1000, unique_elements: 238
232
+ [2025-01-02 22:35:39,624::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2025-01-02 22:35:39,624::GMM::INFO] ux_mean: 494.2074279785156, mc_acc_rate: 0.36890003085136414, x0_rate: 503/1000, unique_elements: 228
234
+ [2025-01-02 22:35:51,916::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2025-01-02 22:35:51,916::GMM::INFO] ux_mean: 493.8502197265625, mc_acc_rate: 0.3776000142097473, x0_rate: 503/1000, unique_elements: 228
236
+ [2025-01-02 22:36:04,205::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2025-01-02 22:36:04,205::GMM::INFO] ux_mean: 493.3648986816406, mc_acc_rate: 0.37630000710487366, x0_rate: 503/1000, unique_elements: 228
238
+ [2025-01-02 22:36:16,488::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2025-01-02 22:36:16,488::GMM::INFO] ux_mean: 493.2580871582031, mc_acc_rate: 0.3607000410556793, x0_rate: 497/1000, unique_elements: 220
240
+ [2025-01-02 22:36:28,766::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2025-01-02 22:36:28,766::GMM::INFO] ux_mean: 493.82476806640625, mc_acc_rate: 0.3882000148296356, x0_rate: 497/1000, unique_elements: 220
242
+ [2025-01-02 22:36:41,053::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2025-01-02 22:36:41,054::GMM::INFO] ux_mean: 492.864013671875, mc_acc_rate: 0.3915000259876251, x0_rate: 495/1000, unique_elements: 209
244
+ [2025-01-02 22:36:53,341::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2025-01-02 22:36:53,341::GMM::INFO] ux_mean: 493.1247253417969, mc_acc_rate: 0.386400043964386, x0_rate: 495/1000, unique_elements: 209
246
+ [2025-01-02 22:37:05,629::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2025-01-02 22:37:05,629::GMM::INFO] ux_mean: 493.0466613769531, mc_acc_rate: 0.37640005350112915, x0_rate: 489/1000, unique_elements: 206
248
+ [2025-01-02 22:37:17,911::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2025-01-02 22:37:17,911::GMM::INFO] ux_mean: 492.11944580078125, mc_acc_rate: 0.3790000379085541, x0_rate: 489/1000, unique_elements: 206
250
+ [2025-01-02 22:37:30,186::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2025-01-02 22:37:30,186::GMM::INFO] ux_mean: 492.1641540527344, mc_acc_rate: 0.3663000464439392, x0_rate: 479/1000, unique_elements: 198
252
+ [2025-01-02 22:37:42,469::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2025-01-02 22:37:42,469::GMM::INFO] ux_mean: 491.88153076171875, mc_acc_rate: 0.36910000443458557, x0_rate: 479/1000, unique_elements: 198
254
+ [2025-01-02 22:37:54,754::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2025-01-02 22:37:54,754::GMM::INFO] ux_mean: 491.7778015136719, mc_acc_rate: 0.3744000196456909, x0_rate: 479/1000, unique_elements: 198
256
+ [2025-01-02 22:38:07,033::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2025-01-02 22:38:07,033::GMM::INFO] ux_mean: 491.370361328125, mc_acc_rate: 0.36020004749298096, x0_rate: 476/1000, unique_elements: 190
258
+ [2025-01-02 22:38:19,317::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2025-01-02 22:38:19,317::GMM::INFO] ux_mean: 491.2359619140625, mc_acc_rate: 0.350600004196167, x0_rate: 476/1000, unique_elements: 190
260
+ [2025-01-02 22:38:31,600::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2025-01-02 22:38:31,601::GMM::INFO] ux_mean: 490.1822204589844, mc_acc_rate: 0.3533000349998474, x0_rate: 472/1000, unique_elements: 184
262
+ [2025-01-02 22:38:43,889::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2025-01-02 22:38:43,889::GMM::INFO] ux_mean: 489.4590759277344, mc_acc_rate: 0.3482000231742859, x0_rate: 472/1000, unique_elements: 184
264
+ [2025-01-02 22:38:56,180::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2025-01-02 22:38:56,180::GMM::INFO] ux_mean: 488.5093994140625, mc_acc_rate: 0.3369000256061554, x0_rate: 472/1000, unique_elements: 176
266
+ [2025-01-02 22:39:08,468::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2025-01-02 22:39:08,468::GMM::INFO] ux_mean: 488.10845947265625, mc_acc_rate: 0.3833000361919403, x0_rate: 472/1000, unique_elements: 176
268
+ [2025-01-02 22:39:20,756::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2025-01-02 22:39:20,756::GMM::INFO] ux_mean: 488.598388671875, mc_acc_rate: 0.3807000517845154, x0_rate: 470/1000, unique_elements: 170
270
+ [2025-01-02 22:39:33,049::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2025-01-02 22:39:33,049::GMM::INFO] ux_mean: 488.57415771484375, mc_acc_rate: 0.3720000088214874, x0_rate: 470/1000, unique_elements: 170
272
+ [2025-01-02 22:39:45,343::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2025-01-02 22:39:45,343::GMM::INFO] ux_mean: 487.8802185058594, mc_acc_rate: 0.3857000470161438, x0_rate: 470/1000, unique_elements: 170
274
+ [2025-01-02 22:39:57,628::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2025-01-02 22:39:57,628::GMM::INFO] ux_mean: 487.5703125, mc_acc_rate: 0.37050002813339233, x0_rate: 475/1000, unique_elements: 164
276
+ [2025-01-02 22:40:09,911::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2025-01-02 22:40:09,911::GMM::INFO] ux_mean: 487.3133850097656, mc_acc_rate: 0.3709000051021576, x0_rate: 475/1000, unique_elements: 164
278
+ [2025-01-02 22:40:22,203::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2025-01-02 22:40:22,203::GMM::INFO] ux_mean: 487.5427551269531, mc_acc_rate: 0.3573000431060791, x0_rate: 479/1000, unique_elements: 159
280
+ [2025-01-02 22:40:34,494::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2025-01-02 22:40:34,494::GMM::INFO] ux_mean: 487.5323181152344, mc_acc_rate: 0.36660000681877136, x0_rate: 479/1000, unique_elements: 159
282
+ [2025-01-02 22:40:46,784::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2025-01-02 22:40:46,785::GMM::INFO] ux_mean: 485.7242736816406, mc_acc_rate: 0.35360002517700195, x0_rate: 484/1000, unique_elements: 150
284
+ [2025-01-02 22:40:59,072::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2025-01-02 22:40:59,072::GMM::INFO] ux_mean: 484.999755859375, mc_acc_rate: 0.36090004444122314, x0_rate: 484/1000, unique_elements: 150
286
+ [2025-01-02 22:41:11,356::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2025-01-02 22:41:11,356::GMM::INFO] ux_mean: 484.3416442871094, mc_acc_rate: 0.3540000319480896, x0_rate: 484/1000, unique_elements: 150
288
+ [2025-01-02 22:41:23,649::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2025-01-02 22:41:23,650::GMM::INFO] ux_mean: 483.4410705566406, mc_acc_rate: 0.34619998931884766, x0_rate: 481/1000, unique_elements: 146
290
+ [2025-01-02 22:41:35,938::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2025-01-02 22:41:35,938::GMM::INFO] ux_mean: 483.71270751953125, mc_acc_rate: 0.33820003271102905, x0_rate: 481/1000, unique_elements: 146
292
+ [2025-01-02 22:41:48,219::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2025-01-02 22:41:48,219::GMM::INFO] ux_mean: 482.44793701171875, mc_acc_rate: 0.33490005135536194, x0_rate: 483/1000, unique_elements: 143
294
+ [2025-01-02 22:42:00,494::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2025-01-02 22:42:00,494::GMM::INFO] ux_mean: 482.4820861816406, mc_acc_rate: 0.33980000019073486, x0_rate: 483/1000, unique_elements: 143
296
+ [2025-01-02 22:42:12,774::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2025-01-02 22:42:12,775::GMM::INFO] ux_mean: 482.15008544921875, mc_acc_rate: 0.38690000772476196, x0_rate: 484/1000, unique_elements: 133
298
+ [2025-01-02 22:42:25,066::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2025-01-02 22:42:25,066::GMM::INFO] ux_mean: 481.8940734863281, mc_acc_rate: 0.38940003514289856, x0_rate: 484/1000, unique_elements: 133
300
+ [2025-01-02 22:42:37,353::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2025-01-02 22:42:37,353::GMM::INFO] ux_mean: 481.4903869628906, mc_acc_rate: 0.3919000029563904, x0_rate: 484/1000, unique_elements: 133
302
+ [2025-01-02 22:42:49,635::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2025-01-02 22:42:49,635::GMM::INFO] ux_mean: 479.9729919433594, mc_acc_rate: 0.37689998745918274, x0_rate: 476/1000, unique_elements: 130
304
+ [2025-01-02 22:43:01,912::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2025-01-02 22:43:01,912::GMM::INFO] ux_mean: 480.4842834472656, mc_acc_rate: 0.3710000216960907, x0_rate: 476/1000, unique_elements: 130
306
+ [2025-01-02 22:43:14,197::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2025-01-02 22:43:14,197::GMM::INFO] ux_mean: 479.50689697265625, mc_acc_rate: 0.37460005283355713, x0_rate: 470/1000, unique_elements: 122
308
+ [2025-01-02 22:43:26,491::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2025-01-02 22:43:26,491::GMM::INFO] ux_mean: 479.8759460449219, mc_acc_rate: 0.37130001187324524, x0_rate: 470/1000, unique_elements: 122
310
+ [2025-01-02 22:43:38,785::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2025-01-02 22:43:38,785::GMM::INFO] ux_mean: 480.1796875, mc_acc_rate: 0.36330002546310425, x0_rate: 460/1000, unique_elements: 116
312
+ [2025-01-02 22:43:51,066::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2025-01-02 22:43:51,066::GMM::INFO] ux_mean: 480.25152587890625, mc_acc_rate: 0.35510000586509705, x0_rate: 460/1000, unique_elements: 116
314
+ [2025-01-02 22:44:03,348::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2025-01-02 22:44:03,348::GMM::INFO] ux_mean: 480.44952392578125, mc_acc_rate: 0.3566000163555145, x0_rate: 460/1000, unique_elements: 116
316
+ [2025-01-02 22:44:15,635::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2025-01-02 22:44:15,635::GMM::INFO] ux_mean: 480.3809509277344, mc_acc_rate: 0.3547000288963318, x0_rate: 449/1000, unique_elements: 110
318
+ [2025-01-02 22:44:27,929::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2025-01-02 22:44:27,929::GMM::INFO] ux_mean: 480.1775207519531, mc_acc_rate: 0.36059999465942383, x0_rate: 449/1000, unique_elements: 110
320
+ [2025-01-02 22:44:40,218::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2025-01-02 22:44:40,218::GMM::INFO] ux_mean: 478.67608642578125, mc_acc_rate: 0.33889999985694885, x0_rate: 446/1000, unique_elements: 105
322
+ [2025-01-02 22:44:52,496::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2025-01-02 22:44:52,496::GMM::INFO] ux_mean: 478.7323303222656, mc_acc_rate: 0.3402999937534332, x0_rate: 446/1000, unique_elements: 105
324
+ [2025-01-02 22:45:04,772::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2025-01-02 22:45:04,772::GMM::INFO] ux_mean: 479.0201721191406, mc_acc_rate: 0.33070001006126404, x0_rate: 446/1000, unique_elements: 105
326
+ [2025-01-02 22:45:17,058::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2025-01-02 22:45:17,058::GMM::INFO] ux_mean: 478.27783203125, mc_acc_rate: 0.32500001788139343, x0_rate: 443/1000, unique_elements: 99
328
+ [2025-01-02 22:45:29,346::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2025-01-02 22:45:29,346::GMM::INFO] ux_mean: 477.9504699707031, mc_acc_rate: 0.39980003237724304, x0_rate: 443/1000, unique_elements: 99
330
+ [2025-01-02 22:45:41,633::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2025-01-02 22:45:41,633::GMM::INFO] ux_mean: 477.358642578125, mc_acc_rate: 0.40310007333755493, x0_rate: 438/1000, unique_elements: 95
332
+ [2025-01-02 22:45:53,908::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2025-01-02 22:45:53,909::GMM::INFO] ux_mean: 478.2184753417969, mc_acc_rate: 0.40300002694129944, x0_rate: 438/1000, unique_elements: 95
334
+ [2025-01-02 22:46:06,185::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2025-01-02 22:46:06,185::GMM::INFO] ux_mean: 478.1916198730469, mc_acc_rate: 0.40320003032684326, x0_rate: 438/1000, unique_elements: 95
336
+ [2025-01-02 22:46:18,465::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2025-01-02 22:46:18,465::GMM::INFO] ux_mean: 477.4040222167969, mc_acc_rate: 0.3956000506877899, x0_rate: 434/1000, unique_elements: 89
338
+ [2025-01-02 22:46:30,747::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2025-01-02 22:46:30,747::GMM::INFO] ux_mean: 477.4932556152344, mc_acc_rate: 0.40080004930496216, x0_rate: 434/1000, unique_elements: 89
340
+ [2025-01-02 22:46:43,030::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2025-01-02 22:46:43,030::GMM::INFO] ux_mean: 477.80908203125, mc_acc_rate: 0.39719998836517334, x0_rate: 434/1000, unique_elements: 89
342
+ [2025-01-02 22:46:55,305::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2025-01-02 22:46:55,305::GMM::INFO] ux_mean: 477.09503173828125, mc_acc_rate: 0.3824000656604767, x0_rate: 429/1000, unique_elements: 84
344
+ [2025-01-02 22:47:07,576::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2025-01-02 22:47:07,576::GMM::INFO] ux_mean: 476.955078125, mc_acc_rate: 0.3899000883102417, x0_rate: 429/1000, unique_elements: 84
346
+ [2025-01-02 22:47:19,846::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2025-01-02 22:47:19,846::GMM::INFO] ux_mean: 476.50286865234375, mc_acc_rate: 0.3810000419616699, x0_rate: 424/1000, unique_elements: 82
348
+ [2025-01-02 22:47:32,119::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2025-01-02 22:47:32,120::GMM::INFO] ux_mean: 477.2567443847656, mc_acc_rate: 0.3830000162124634, x0_rate: 424/1000, unique_elements: 82
350
+ [2025-01-02 22:47:44,394::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2025-01-02 22:47:44,394::GMM::INFO] ux_mean: 476.57464599609375, mc_acc_rate: 0.38350000977516174, x0_rate: 424/1000, unique_elements: 82
352
+ [2025-01-02 22:47:56,661::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2025-01-02 22:47:56,661::GMM::INFO] ux_mean: 475.6627197265625, mc_acc_rate: 0.37470003962516785, x0_rate: 422/1000, unique_elements: 79
354
+ [2025-01-02 22:48:08,922::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2025-01-02 22:48:08,922::GMM::INFO] ux_mean: 475.46197509765625, mc_acc_rate: 0.3694000542163849, x0_rate: 422/1000, unique_elements: 79
356
+ [2025-01-02 22:48:21,184::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2025-01-02 22:48:21,184::GMM::INFO] ux_mean: 475.2591552734375, mc_acc_rate: 0.3717000186443329, x0_rate: 422/1000, unique_elements: 79
358
+ [2025-01-02 22:48:33,455::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2025-01-02 22:48:33,456::GMM::INFO] ux_mean: 475.2493896484375, mc_acc_rate: 0.3619000017642975, x0_rate: 415/1000, unique_elements: 78
360
+ [2025-01-02 22:48:45,718::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2025-01-02 22:48:45,718::GMM::INFO] ux_mean: 474.72698974609375, mc_acc_rate: 0.3702999949455261, x0_rate: 415/1000, unique_elements: 78
362
+ [2025-01-02 22:48:57,983::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2025-01-02 22:48:57,983::GMM::INFO] ux_mean: 474.8811340332031, mc_acc_rate: 0.36900001764297485, x0_rate: 415/1000, unique_elements: 78
364
+ [2025-01-02 22:49:10,237::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2025-01-02 22:49:10,237::GMM::INFO] ux_mean: 474.7960510253906, mc_acc_rate: 0.46740004420280457, x0_rate: 399/1000, unique_elements: 73
366
+ [2025-01-02 22:49:22,490::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2025-01-02 22:49:22,491::GMM::INFO] ux_mean: 475.35009765625, mc_acc_rate: 0.4597000181674957, x0_rate: 399/1000, unique_elements: 73
368
+ [2025-01-02 22:49:34,744::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2025-01-02 22:49:34,744::GMM::INFO] ux_mean: 476.01776123046875, mc_acc_rate: 0.4603000283241272, x0_rate: 399/1000, unique_elements: 73
370
+ [2025-01-02 22:49:47,001::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2025-01-02 22:49:47,001::GMM::INFO] ux_mean: 475.92730712890625, mc_acc_rate: 0.45090001821517944, x0_rate: 385/1000, unique_elements: 71
372
+ [2025-01-02 22:49:59,256::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2025-01-02 22:49:59,256::GMM::INFO] ux_mean: 475.8930358886719, mc_acc_rate: 0.44609999656677246, x0_rate: 385/1000, unique_elements: 71
374
+ [2025-01-02 22:50:11,521::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2025-01-02 22:50:11,521::GMM::INFO] ux_mean: 475.741943359375, mc_acc_rate: 0.44960007071495056, x0_rate: 385/1000, unique_elements: 71
376
+ [2025-01-02 22:50:23,768::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2025-01-02 22:50:23,768::GMM::INFO] ux_mean: 475.19940185546875, mc_acc_rate: 0.4399999976158142, x0_rate: 373/1000, unique_elements: 69
378
+ [2025-01-02 22:50:36,013::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2025-01-02 22:50:36,013::GMM::INFO] ux_mean: 475.3225402832031, mc_acc_rate: 0.4433000385761261, x0_rate: 373/1000, unique_elements: 69
380
+ [2025-01-02 22:50:48,257::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2025-01-02 22:50:48,257::GMM::INFO] ux_mean: 474.70965576171875, mc_acc_rate: 0.4385000169277191, x0_rate: 373/1000, unique_elements: 69
382
+ [2025-01-02 22:51:00,507::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2025-01-02 22:51:00,507::GMM::INFO] ux_mean: 474.7294616699219, mc_acc_rate: 0.4327000379562378, x0_rate: 368/1000, unique_elements: 67
384
+ [2025-01-02 22:51:12,762::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2025-01-02 22:51:12,762::GMM::INFO] ux_mean: 475.58209228515625, mc_acc_rate: 0.43810003995895386, x0_rate: 368/1000, unique_elements: 67
386
+ [2025-01-02 22:51:25,015::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2025-01-02 22:51:25,015::GMM::INFO] ux_mean: 475.6002197265625, mc_acc_rate: 0.43790000677108765, x0_rate: 368/1000, unique_elements: 67
388
+ [2025-01-02 22:51:37,258::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2025-01-02 22:51:37,258::GMM::INFO] ux_mean: 475.6519470214844, mc_acc_rate: 0.4279000759124756, x0_rate: 359/1000, unique_elements: 65
390
+ [2025-01-02 22:51:49,495::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2025-01-02 22:51:49,495::GMM::INFO] ux_mean: 475.27783203125, mc_acc_rate: 0.43380001187324524, x0_rate: 359/1000, unique_elements: 65
392
+ [2025-01-02 22:52:01,731::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2025-01-02 22:52:01,731::GMM::INFO] ux_mean: 475.21661376953125, mc_acc_rate: 0.4294000267982483, x0_rate: 359/1000, unique_elements: 65
394
+ [2025-01-02 22:52:13,970::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2025-01-02 22:52:13,970::GMM::INFO] ux_mean: 475.1013488769531, mc_acc_rate: 0.4342000186443329, x0_rate: 342/1000, unique_elements: 63
396
+ [2025-01-02 22:52:26,215::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2025-01-02 22:52:26,215::GMM::INFO] ux_mean: 475.2427978515625, mc_acc_rate: 0.41930004954338074, x0_rate: 342/1000, unique_elements: 63
398
+ [2025-01-02 22:52:38,462::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2025-01-02 22:52:38,462::GMM::INFO] ux_mean: 475.6860656738281, mc_acc_rate: 0.415800005197525, x0_rate: 342/1000, unique_elements: 63
400
+ [2025-01-02 22:52:50,708::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2025-01-02 22:52:50,708::GMM::INFO] ux_mean: 475.232421875, mc_acc_rate: 0.4074000120162964, x0_rate: 331/1000, unique_elements: 62
402
+ [2025-01-02 22:53:00,591::GMM::INFO] x0 rate:, 0.327
403
+ [2025-01-02 22:53:00,591::GMM::INFO] unique elements:, 61
404
+ [2025-01-02 22:53:00,591::GMM::INFO] ux mean:, 475.2897644042969
405
+ [2025-01-02 22:53:00,591::GMM::INFO] done
Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__22_12_08/accept_rate.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__22_12_08/output_data.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 6640
Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__22_12_08/results.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__22_12_08/state_dict.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ size 12010215
Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/0.log ADDED
@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2025-01-02 23:11:38,898::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Gaussian', method=0)
2
+ [2025-01-02 23:11:38,898::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2025-01-02 23:11:39,139::GMM::INFO] method==,0, using method FP
4
+ [2025-01-02 23:11:51,349::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2025-01-02 23:11:51,349::GMM::INFO] ux_mean: 561.6683959960938, mc_acc_rate: 0.9866001009941101, x0_rate: 503/1000, unique_elements: 1000
6
+ [2025-01-02 23:12:03,446::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2025-01-02 23:12:03,446::GMM::INFO] ux_mean: 559.6973876953125, mc_acc_rate: 0.9763999581336975, x0_rate: 493/1000, unique_elements: 1000
8
+ [2025-01-02 23:12:15,590::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2025-01-02 23:12:15,590::GMM::INFO] ux_mean: 561.13916015625, mc_acc_rate: 0.9642000794410706, x0_rate: 519/1000, unique_elements: 1000
10
+ [2025-01-02 23:12:27,766::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2025-01-02 23:12:27,766::GMM::INFO] ux_mean: 560.7665405273438, mc_acc_rate: 0.9535000324249268, x0_rate: 476/1000, unique_elements: 1000
12
+ [2025-01-02 23:12:39,968::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2025-01-02 23:12:39,969::GMM::INFO] ux_mean: 559.6359252929688, mc_acc_rate: 0.9446000456809998, x0_rate: 511/1000, unique_elements: 1000
14
+ [2025-01-02 23:12:52,192::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2025-01-02 23:12:52,192::GMM::INFO] ux_mean: 558.1119995117188, mc_acc_rate: 0.9361000657081604, x0_rate: 486/1000, unique_elements: 1000
16
+ [2025-01-02 23:13:04,422::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2025-01-02 23:13:04,422::GMM::INFO] ux_mean: 560.2194213867188, mc_acc_rate: 0.9249000549316406, x0_rate: 514/1000, unique_elements: 1000
18
+ [2025-01-02 23:13:16,658::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2025-01-02 23:13:16,658::GMM::INFO] ux_mean: 557.2212524414062, mc_acc_rate: 0.9116000533103943, x0_rate: 524/1000, unique_elements: 1000
20
+ [2025-01-02 23:13:28,897::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2025-01-02 23:13:28,897::GMM::INFO] ux_mean: 556.06005859375, mc_acc_rate: 0.9042000770568848, x0_rate: 526/1000, unique_elements: 1000
22
+ [2025-01-02 23:13:41,142::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2025-01-02 23:13:41,142::GMM::INFO] ux_mean: 559.0531005859375, mc_acc_rate: 0.8970000743865967, x0_rate: 532/1000, unique_elements: 1000
24
+ [2025-01-02 23:13:53,391::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2025-01-02 23:13:53,391::GMM::INFO] ux_mean: 557.0487060546875, mc_acc_rate: 0.8915000557899475, x0_rate: 525/1000, unique_elements: 1000
26
+ [2025-01-02 23:14:05,646::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2025-01-02 23:14:05,646::GMM::INFO] ux_mean: 555.9703369140625, mc_acc_rate: 0.8809999823570251, x0_rate: 520/1000, unique_elements: 1000
28
+ [2025-01-02 23:14:17,908::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2025-01-02 23:14:17,908::GMM::INFO] ux_mean: 554.95849609375, mc_acc_rate: 0.8759000897407532, x0_rate: 516/1000, unique_elements: 1000
30
+ [2025-01-02 23:14:30,174::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2025-01-02 23:14:30,174::GMM::INFO] ux_mean: 552.676513671875, mc_acc_rate: 0.866300106048584, x0_rate: 530/1000, unique_elements: 1000
32
+ [2025-01-02 23:14:42,443::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2025-01-02 23:14:42,443::GMM::INFO] ux_mean: 553.2354125976562, mc_acc_rate: 0.8497000932693481, x0_rate: 558/1000, unique_elements: 1000
34
+ [2025-01-02 23:14:54,706::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2025-01-02 23:14:54,706::GMM::INFO] ux_mean: 553.2806396484375, mc_acc_rate: 0.8504000306129456, x0_rate: 531/1000, unique_elements: 918
36
+ [2025-01-02 23:15:06,968::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2025-01-02 23:15:06,968::GMM::INFO] ux_mean: 555.1112060546875, mc_acc_rate: 0.8406000137329102, x0_rate: 539/1000, unique_elements: 918
38
+ [2025-01-02 23:15:19,238::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2025-01-02 23:15:19,238::GMM::INFO] ux_mean: 554.5242919921875, mc_acc_rate: 0.8313000798225403, x0_rate: 532/1000, unique_elements: 918
40
+ [2025-01-02 23:15:31,501::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2025-01-02 23:15:31,501::GMM::INFO] ux_mean: 551.883056640625, mc_acc_rate: 0.8119000792503357, x0_rate: 524/1000, unique_elements: 918
42
+ [2025-01-02 23:15:43,762::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2025-01-02 23:15:43,762::GMM::INFO] ux_mean: 551.7877807617188, mc_acc_rate: 0.8136000037193298, x0_rate: 520/1000, unique_elements: 918
44
+ [2025-01-02 23:15:56,022::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2025-01-02 23:15:56,022::GMM::INFO] ux_mean: 552.6425170898438, mc_acc_rate: 0.8041000366210938, x0_rate: 517/1000, unique_elements: 918
46
+ [2025-01-02 23:16:08,286::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2025-01-02 23:16:08,286::GMM::INFO] ux_mean: 552.3355102539062, mc_acc_rate: 0.8074000477790833, x0_rate: 483/1000, unique_elements: 918
48
+ [2025-01-02 23:16:20,552::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2025-01-02 23:16:20,552::GMM::INFO] ux_mean: 550.1536254882812, mc_acc_rate: 0.7863999605178833, x0_rate: 489/1000, unique_elements: 918
50
+ [2025-01-02 23:16:32,821::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2025-01-02 23:16:32,821::GMM::INFO] ux_mean: 550.2562866210938, mc_acc_rate: 0.7843000888824463, x0_rate: 524/1000, unique_elements: 853
52
+ [2025-01-02 23:16:45,089::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2025-01-02 23:16:45,089::GMM::INFO] ux_mean: 549.5697631835938, mc_acc_rate: 0.7823000550270081, x0_rate: 531/1000, unique_elements: 853
54
+ [2025-01-02 23:16:57,359::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2025-01-02 23:16:57,359::GMM::INFO] ux_mean: 550.5278930664062, mc_acc_rate: 0.7683000564575195, x0_rate: 528/1000, unique_elements: 853
56
+ [2025-01-02 23:17:09,632::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2025-01-02 23:17:09,632::GMM::INFO] ux_mean: 546.0711669921875, mc_acc_rate: 0.76910001039505, x0_rate: 523/1000, unique_elements: 853
58
+ [2025-01-02 23:17:21,907::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2025-01-02 23:17:21,907::GMM::INFO] ux_mean: 546.2205810546875, mc_acc_rate: 0.755500078201294, x0_rate: 537/1000, unique_elements: 853
60
+ [2025-01-02 23:17:34,176::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2025-01-02 23:17:34,176::GMM::INFO] ux_mean: 545.2509765625, mc_acc_rate: 0.7521000504493713, x0_rate: 534/1000, unique_elements: 853
62
+ [2025-01-02 23:17:46,443::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2025-01-02 23:17:46,443::GMM::INFO] ux_mean: 546.3141479492188, mc_acc_rate: 0.7366000413894653, x0_rate: 539/1000, unique_elements: 782
64
+ [2025-01-02 23:17:58,706::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2025-01-02 23:17:58,706::GMM::INFO] ux_mean: 546.530029296875, mc_acc_rate: 0.738800048828125, x0_rate: 549/1000, unique_elements: 782
66
+ [2025-01-02 23:18:10,970::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2025-01-02 23:18:10,971::GMM::INFO] ux_mean: 545.8134155273438, mc_acc_rate: 0.7214000225067139, x0_rate: 546/1000, unique_elements: 782
68
+ [2025-01-02 23:18:23,235::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2025-01-02 23:18:23,235::GMM::INFO] ux_mean: 546.0282592773438, mc_acc_rate: 0.7217000722885132, x0_rate: 556/1000, unique_elements: 782
70
+ [2025-01-02 23:18:35,499::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2025-01-02 23:18:35,499::GMM::INFO] ux_mean: 545.239501953125, mc_acc_rate: 0.7261000871658325, x0_rate: 557/1000, unique_elements: 782
72
+ [2025-01-02 23:18:47,766::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2025-01-02 23:18:47,766::GMM::INFO] ux_mean: 544.5333862304688, mc_acc_rate: 0.715399980545044, x0_rate: 553/1000, unique_elements: 782
74
+ [2025-01-02 23:19:00,042::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2025-01-02 23:19:00,042::GMM::INFO] ux_mean: 544.0244140625, mc_acc_rate: 0.6988000869750977, x0_rate: 557/1000, unique_elements: 730
76
+ [2025-01-02 23:19:12,321::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2025-01-02 23:19:12,321::GMM::INFO] ux_mean: 544.76953125, mc_acc_rate: 0.6901000142097473, x0_rate: 558/1000, unique_elements: 730
78
+ [2025-01-02 23:19:24,606::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2025-01-02 23:19:24,606::GMM::INFO] ux_mean: 543.1876220703125, mc_acc_rate: 0.6978999972343445, x0_rate: 560/1000, unique_elements: 730
80
+ [2025-01-02 23:19:36,883::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2025-01-02 23:19:36,883::GMM::INFO] ux_mean: 541.8775634765625, mc_acc_rate: 0.6920999884605408, x0_rate: 555/1000, unique_elements: 730
82
+ [2025-01-02 23:19:49,156::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2025-01-02 23:19:49,157::GMM::INFO] ux_mean: 540.867919921875, mc_acc_rate: 0.6853000521659851, x0_rate: 560/1000, unique_elements: 689
84
+ [2025-01-02 23:20:01,427::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2025-01-02 23:20:01,428::GMM::INFO] ux_mean: 541.4097900390625, mc_acc_rate: 0.6648001074790955, x0_rate: 557/1000, unique_elements: 689
86
+ [2025-01-02 23:20:13,701::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2025-01-02 23:20:13,701::GMM::INFO] ux_mean: 540.4632568359375, mc_acc_rate: 0.6654000282287598, x0_rate: 553/1000, unique_elements: 689
88
+ [2025-01-02 23:20:25,977::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2025-01-02 23:20:25,977::GMM::INFO] ux_mean: 540.3296508789062, mc_acc_rate: 0.6655000448226929, x0_rate: 552/1000, unique_elements: 689
90
+ [2025-01-02 23:20:38,264::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2025-01-02 23:20:38,264::GMM::INFO] ux_mean: 541.3496704101562, mc_acc_rate: 0.6532000303268433, x0_rate: 554/1000, unique_elements: 651
92
+ [2025-01-02 23:20:50,546::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2025-01-02 23:20:50,546::GMM::INFO] ux_mean: 539.0438842773438, mc_acc_rate: 0.6492000818252563, x0_rate: 557/1000, unique_elements: 651
94
+ [2025-01-02 23:21:02,825::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2025-01-02 23:21:02,825::GMM::INFO] ux_mean: 540.2999267578125, mc_acc_rate: 0.6447000503540039, x0_rate: 558/1000, unique_elements: 651
96
+ [2025-01-02 23:21:15,102::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2025-01-02 23:21:15,102::GMM::INFO] ux_mean: 539.8922729492188, mc_acc_rate: 0.6274000406265259, x0_rate: 561/1000, unique_elements: 651
98
+ [2025-01-02 23:21:27,381::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2025-01-02 23:21:27,381::GMM::INFO] ux_mean: 539.5230102539062, mc_acc_rate: 0.6274000406265259, x0_rate: 552/1000, unique_elements: 603
100
+ [2025-01-02 23:21:39,649::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2025-01-02 23:21:39,649::GMM::INFO] ux_mean: 539.58154296875, mc_acc_rate: 0.6273999810218811, x0_rate: 556/1000, unique_elements: 603
102
+ [2025-01-02 23:21:51,915::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2025-01-02 23:21:51,915::GMM::INFO] ux_mean: 537.9886474609375, mc_acc_rate: 0.6208000183105469, x0_rate: 556/1000, unique_elements: 603
104
+ [2025-01-02 23:22:04,183::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2025-01-02 23:22:04,183::GMM::INFO] ux_mean: 538.138671875, mc_acc_rate: 0.61680006980896, x0_rate: 558/1000, unique_elements: 603
106
+ [2025-01-02 23:22:16,453::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2025-01-02 23:22:16,454::GMM::INFO] ux_mean: 537.2650756835938, mc_acc_rate: 0.6132000088691711, x0_rate: 552/1000, unique_elements: 577
108
+ [2025-01-02 23:22:28,731::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2025-01-02 23:22:28,731::GMM::INFO] ux_mean: 534.5672607421875, mc_acc_rate: 0.603600025177002, x0_rate: 553/1000, unique_elements: 577
110
+ [2025-01-02 23:22:41,008::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2025-01-02 23:22:41,008::GMM::INFO] ux_mean: 533.66015625, mc_acc_rate: 0.5960999727249146, x0_rate: 553/1000, unique_elements: 577
112
+ [2025-01-02 23:22:53,282::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2025-01-02 23:22:53,282::GMM::INFO] ux_mean: 533.3295288085938, mc_acc_rate: 0.5923000574111938, x0_rate: 543/1000, unique_elements: 551
114
+ [2025-01-02 23:23:05,550::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2025-01-02 23:23:05,550::GMM::INFO] ux_mean: 533.931396484375, mc_acc_rate: 0.5874999761581421, x0_rate: 542/1000, unique_elements: 551
116
+ [2025-01-02 23:23:17,821::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2025-01-02 23:23:17,822::GMM::INFO] ux_mean: 532.6587524414062, mc_acc_rate: 0.5810999870300293, x0_rate: 542/1000, unique_elements: 551
118
+ [2025-01-02 23:23:30,097::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
119
+ [2025-01-02 23:23:30,097::GMM::INFO] ux_mean: 532.8466796875, mc_acc_rate: 0.5770000219345093, x0_rate: 542/1000, unique_elements: 551
120
+ [2025-01-02 23:23:42,376::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
121
+ [2025-01-02 23:23:42,376::GMM::INFO] ux_mean: 533.65576171875, mc_acc_rate: 0.5660000443458557, x0_rate: 536/1000, unique_elements: 525
122
+ [2025-01-02 23:23:54,656::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
123
+ [2025-01-02 23:23:54,656::GMM::INFO] ux_mean: 532.1094360351562, mc_acc_rate: 0.5576000809669495, x0_rate: 536/1000, unique_elements: 525
124
+ [2025-01-02 23:24:06,937::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2025-01-02 23:24:06,937::GMM::INFO] ux_mean: 531.2005004882812, mc_acc_rate: 0.567300021648407, x0_rate: 536/1000, unique_elements: 525
126
+ [2025-01-02 23:24:19,219::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
127
+ [2025-01-02 23:24:19,219::GMM::INFO] ux_mean: 529.9650268554688, mc_acc_rate: 0.5484000444412231, x0_rate: 539/1000, unique_elements: 495
128
+ [2025-01-02 23:24:31,495::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
129
+ [2025-01-02 23:24:31,495::GMM::INFO] ux_mean: 529.3115844726562, mc_acc_rate: 0.5509999990463257, x0_rate: 539/1000, unique_elements: 495
130
+ [2025-01-02 23:24:43,776::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
131
+ [2025-01-02 23:24:43,776::GMM::INFO] ux_mean: 529.90185546875, mc_acc_rate: 0.5529000163078308, x0_rate: 539/1000, unique_elements: 495
132
+ [2025-01-02 23:24:56,060::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
133
+ [2025-01-02 23:24:56,060::GMM::INFO] ux_mean: 529.7822875976562, mc_acc_rate: 0.5371000170707703, x0_rate: 536/1000, unique_elements: 465
134
+ [2025-01-02 23:25:08,346::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-02 23:25:08,346::GMM::INFO] ux_mean: 528.4756469726562, mc_acc_rate: 0.5370000600814819, x0_rate: 536/1000, unique_elements: 465
136
+ [2025-01-02 23:25:20,637::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-02 23:25:20,637::GMM::INFO] ux_mean: 526.9645385742188, mc_acc_rate: 0.5262000560760498, x0_rate: 536/1000, unique_elements: 465
138
+ [2025-01-02 23:25:32,927::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-02 23:25:32,928::GMM::INFO] ux_mean: 527.4710693359375, mc_acc_rate: 0.5193000435829163, x0_rate: 534/1000, unique_elements: 449
140
+ [2025-01-02 23:25:45,205::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 23:25:45,205::GMM::INFO] ux_mean: 525.72119140625, mc_acc_rate: 0.5332000255584717, x0_rate: 534/1000, unique_elements: 449
142
+ [2025-01-02 23:25:57,484::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 23:25:57,485::GMM::INFO] ux_mean: 526.0835571289062, mc_acc_rate: 0.521600067615509, x0_rate: 534/1000, unique_elements: 449
144
+ [2025-01-02 23:26:09,767::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 23:26:09,767::GMM::INFO] ux_mean: 525.4239501953125, mc_acc_rate: 0.5263000130653381, x0_rate: 527/1000, unique_elements: 430
146
+ [2025-01-02 23:26:22,061::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 23:26:22,062::GMM::INFO] ux_mean: 523.88720703125, mc_acc_rate: 0.5093000531196594, x0_rate: 527/1000, unique_elements: 430
148
+ [2025-01-02 23:26:34,354::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 23:26:34,354::GMM::INFO] ux_mean: 523.9108276367188, mc_acc_rate: 0.5105000734329224, x0_rate: 527/1000, unique_elements: 430
150
+ [2025-01-02 23:26:46,639::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 23:26:46,640::GMM::INFO] ux_mean: 521.8237915039062, mc_acc_rate: 0.49230003356933594, x0_rate: 527/1000, unique_elements: 411
152
+ [2025-01-02 23:26:58,916::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 23:26:58,916::GMM::INFO] ux_mean: 521.2955322265625, mc_acc_rate: 0.4952000677585602, x0_rate: 527/1000, unique_elements: 411
154
+ [2025-01-02 23:27:11,194::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-02 23:27:11,195::GMM::INFO] ux_mean: 520.5258178710938, mc_acc_rate: 0.48910003900527954, x0_rate: 527/1000, unique_elements: 411
156
+ [2025-01-02 23:27:23,478::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
157
+ [2025-01-02 23:27:23,478::GMM::INFO] ux_mean: 520.6868286132812, mc_acc_rate: 0.4948999881744385, x0_rate: 520/1000, unique_elements: 398
158
+ [2025-01-02 23:27:35,770::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
159
+ [2025-01-02 23:27:35,770::GMM::INFO] ux_mean: 519.3330688476562, mc_acc_rate: 0.49980005621910095, x0_rate: 520/1000, unique_elements: 398
160
+ [2025-01-02 23:27:48,060::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-02 23:27:48,060::GMM::INFO] ux_mean: 518.8906860351562, mc_acc_rate: 0.4960000216960907, x0_rate: 518/1000, unique_elements: 384
162
+ [2025-01-02 23:28:00,341::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
163
+ [2025-01-02 23:28:00,341::GMM::INFO] ux_mean: 519.0865478515625, mc_acc_rate: 0.4831000566482544, x0_rate: 518/1000, unique_elements: 384
164
+ [2025-01-02 23:28:12,626::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
165
+ [2025-01-02 23:28:12,626::GMM::INFO] ux_mean: 519.45849609375, mc_acc_rate: 0.48360005021095276, x0_rate: 518/1000, unique_elements: 384
166
+ [2025-01-02 23:28:24,917::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
167
+ [2025-01-02 23:28:24,917::GMM::INFO] ux_mean: 517.0634765625, mc_acc_rate: 0.48030000925064087, x0_rate: 518/1000, unique_elements: 371
168
+ [2025-01-02 23:28:37,208::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
169
+ [2025-01-02 23:28:37,208::GMM::INFO] ux_mean: 515.6527099609375, mc_acc_rate: 0.46240001916885376, x0_rate: 518/1000, unique_elements: 371
170
+ [2025-01-02 23:28:49,491::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
171
+ [2025-01-02 23:28:49,492::GMM::INFO] ux_mean: 516.3344116210938, mc_acc_rate: 0.4562000334262848, x0_rate: 518/1000, unique_elements: 371
172
+ [2025-01-02 23:29:01,772::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-02 23:29:01,773::GMM::INFO] ux_mean: 514.775634765625, mc_acc_rate: 0.4480000436306, x0_rate: 517/1000, unique_elements: 360
174
+ [2025-01-02 23:29:14,047::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2025-01-02 23:29:14,047::GMM::INFO] ux_mean: 514.3892822265625, mc_acc_rate: 0.47440001368522644, x0_rate: 517/1000, unique_elements: 360
176
+ [2025-01-02 23:29:26,321::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
177
+ [2025-01-02 23:29:26,321::GMM::INFO] ux_mean: 513.7615356445312, mc_acc_rate: 0.46300002932548523, x0_rate: 520/1000, unique_elements: 345
178
+ [2025-01-02 23:29:38,600::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
179
+ [2025-01-02 23:29:38,600::GMM::INFO] ux_mean: 513.3309326171875, mc_acc_rate: 0.45420002937316895, x0_rate: 520/1000, unique_elements: 345
180
+ [2025-01-02 23:29:50,880::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
181
+ [2025-01-02 23:29:50,880::GMM::INFO] ux_mean: 512.5215454101562, mc_acc_rate: 0.45820000767707825, x0_rate: 520/1000, unique_elements: 345
182
+ [2025-01-02 23:30:03,158::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2025-01-02 23:30:03,158::GMM::INFO] ux_mean: 510.6117248535156, mc_acc_rate: 0.4523000419139862, x0_rate: 519/1000, unique_elements: 335
184
+ [2025-01-02 23:30:15,430::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
185
+ [2025-01-02 23:30:15,430::GMM::INFO] ux_mean: 509.7182922363281, mc_acc_rate: 0.4522000253200531, x0_rate: 519/1000, unique_elements: 335
186
+ [2025-01-02 23:30:27,710::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2025-01-02 23:30:27,710::GMM::INFO] ux_mean: 507.7193298339844, mc_acc_rate: 0.4360000193119049, x0_rate: 520/1000, unique_elements: 325
188
+ [2025-01-02 23:30:39,999::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
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+ [2025-01-02 23:30:40,000::GMM::INFO] ux_mean: 508.96990966796875, mc_acc_rate: 0.4239000380039215, x0_rate: 520/1000, unique_elements: 325
190
+ [2025-01-02 23:30:52,286::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
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+ [2025-01-02 23:30:52,286::GMM::INFO] ux_mean: 509.1182861328125, mc_acc_rate: 0.42020002007484436, x0_rate: 520/1000, unique_elements: 325
192
+ [2025-01-02 23:31:04,563::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2025-01-02 23:31:04,563::GMM::INFO] ux_mean: 508.5392150878906, mc_acc_rate: 0.4229000210762024, x0_rate: 525/1000, unique_elements: 315
194
+ [2025-01-02 23:31:16,838::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2025-01-02 23:31:16,838::GMM::INFO] ux_mean: 507.517822265625, mc_acc_rate: 0.4455000162124634, x0_rate: 525/1000, unique_elements: 315
196
+ [2025-01-02 23:31:29,117::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2025-01-02 23:31:29,117::GMM::INFO] ux_mean: 505.9058837890625, mc_acc_rate: 0.43060001730918884, x0_rate: 520/1000, unique_elements: 303
198
+ [2025-01-02 23:31:41,400::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2025-01-02 23:31:41,400::GMM::INFO] ux_mean: 506.7559814453125, mc_acc_rate: 0.4317000210285187, x0_rate: 520/1000, unique_elements: 303
200
+ [2025-01-02 23:31:53,681::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
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+ [2025-01-02 23:31:53,681::GMM::INFO] ux_mean: 506.7550354003906, mc_acc_rate: 0.4254000782966614, x0_rate: 513/1000, unique_elements: 287
202
+ [2025-01-02 23:32:05,947::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2025-01-02 23:32:05,947::GMM::INFO] ux_mean: 505.0169677734375, mc_acc_rate: 0.42190003395080566, x0_rate: 513/1000, unique_elements: 287
204
+ [2025-01-02 23:32:18,214::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2025-01-02 23:32:18,214::GMM::INFO] ux_mean: 503.81402587890625, mc_acc_rate: 0.409900039434433, x0_rate: 513/1000, unique_elements: 287
206
+ [2025-01-02 23:32:30,488::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2025-01-02 23:32:30,488::GMM::INFO] ux_mean: 502.4167175292969, mc_acc_rate: 0.40890005230903625, x0_rate: 507/1000, unique_elements: 277
208
+ [2025-01-02 23:32:42,765::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2025-01-02 23:32:42,766::GMM::INFO] ux_mean: 502.92047119140625, mc_acc_rate: 0.39900004863739014, x0_rate: 507/1000, unique_elements: 277
210
+ [2025-01-02 23:32:55,036::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2025-01-02 23:32:55,036::GMM::INFO] ux_mean: 501.8544616699219, mc_acc_rate: 0.396200031042099, x0_rate: 508/1000, unique_elements: 271
212
+ [2025-01-02 23:33:07,304::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2025-01-02 23:33:07,304::GMM::INFO] ux_mean: 502.32220458984375, mc_acc_rate: 0.3920000493526459, x0_rate: 508/1000, unique_elements: 271
214
+ [2025-01-02 23:33:19,569::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2025-01-02 23:33:19,569::GMM::INFO] ux_mean: 499.7831115722656, mc_acc_rate: 0.38620004057884216, x0_rate: 508/1000, unique_elements: 267
216
+ [2025-01-02 23:33:31,846::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2025-01-02 23:33:31,846::GMM::INFO] ux_mean: 500.1922607421875, mc_acc_rate: 0.4223000705242157, x0_rate: 508/1000, unique_elements: 267
218
+ [2025-01-02 23:33:44,125::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2025-01-02 23:33:44,125::GMM::INFO] ux_mean: 500.6483459472656, mc_acc_rate: 0.42010003328323364, x0_rate: 508/1000, unique_elements: 267
220
+ [2025-01-02 23:33:56,397::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2025-01-02 23:33:56,397::GMM::INFO] ux_mean: 499.75970458984375, mc_acc_rate: 0.3986000120639801, x0_rate: 508/1000, unique_elements: 258
222
+ [2025-01-02 23:34:08,666::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2025-01-02 23:34:08,666::GMM::INFO] ux_mean: 499.647705078125, mc_acc_rate: 0.40800005197525024, x0_rate: 508/1000, unique_elements: 258
224
+ [2025-01-02 23:34:20,937::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2025-01-02 23:34:20,938::GMM::INFO] ux_mean: 498.751220703125, mc_acc_rate: 0.40380001068115234, x0_rate: 504/1000, unique_elements: 250
226
+ [2025-01-02 23:34:33,218::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2025-01-02 23:34:33,218::GMM::INFO] ux_mean: 498.7574462890625, mc_acc_rate: 0.4004000127315521, x0_rate: 504/1000, unique_elements: 250
228
+ [2025-01-02 23:34:45,497::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2025-01-02 23:34:45,497::GMM::INFO] ux_mean: 497.2828063964844, mc_acc_rate: 0.38610002398490906, x0_rate: 494/1000, unique_elements: 242
230
+ [2025-01-02 23:34:57,766::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2025-01-02 23:34:57,766::GMM::INFO] ux_mean: 496.6900939941406, mc_acc_rate: 0.3813000023365021, x0_rate: 494/1000, unique_elements: 242
232
+ [2025-01-02 23:35:10,033::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2025-01-02 23:35:10,033::GMM::INFO] ux_mean: 495.7381896972656, mc_acc_rate: 0.38360005617141724, x0_rate: 494/1000, unique_elements: 242
234
+ [2025-01-02 23:35:22,306::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2025-01-02 23:35:22,306::GMM::INFO] ux_mean: 496.1957702636719, mc_acc_rate: 0.373600035905838, x0_rate: 489/1000, unique_elements: 235
236
+ [2025-01-02 23:35:34,584::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2025-01-02 23:35:34,585::GMM::INFO] ux_mean: 496.65771484375, mc_acc_rate: 0.3743000328540802, x0_rate: 489/1000, unique_elements: 235
238
+ [2025-01-02 23:35:46,861::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2025-01-02 23:35:46,861::GMM::INFO] ux_mean: 494.9544677734375, mc_acc_rate: 0.3559000492095947, x0_rate: 480/1000, unique_elements: 228
240
+ [2025-01-02 23:35:59,128::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2025-01-02 23:35:59,128::GMM::INFO] ux_mean: 494.5587463378906, mc_acc_rate: 0.3976000249385834, x0_rate: 480/1000, unique_elements: 228
242
+ [2025-01-02 23:36:11,399::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2025-01-02 23:36:11,399::GMM::INFO] ux_mean: 493.7868957519531, mc_acc_rate: 0.3846000134944916, x0_rate: 474/1000, unique_elements: 217
244
+ [2025-01-02 23:36:23,675::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2025-01-02 23:36:23,675::GMM::INFO] ux_mean: 492.8282165527344, mc_acc_rate: 0.38120004534721375, x0_rate: 474/1000, unique_elements: 217
246
+ [2025-01-02 23:36:35,954::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2025-01-02 23:36:35,954::GMM::INFO] ux_mean: 491.698974609375, mc_acc_rate: 0.3866000175476074, x0_rate: 466/1000, unique_elements: 211
248
+ [2025-01-02 23:36:48,223::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2025-01-02 23:36:48,224::GMM::INFO] ux_mean: 491.9530029296875, mc_acc_rate: 0.37790003418922424, x0_rate: 466/1000, unique_elements: 211
250
+ [2025-01-02 23:37:00,490::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2025-01-02 23:37:00,491::GMM::INFO] ux_mean: 492.492431640625, mc_acc_rate: 0.37380000948905945, x0_rate: 466/1000, unique_elements: 211
252
+ [2025-01-02 23:37:12,755::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2025-01-02 23:37:12,755::GMM::INFO] ux_mean: 491.5050354003906, mc_acc_rate: 0.36900001764297485, x0_rate: 452/1000, unique_elements: 204
254
+ [2025-01-02 23:37:25,023::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2025-01-02 23:37:25,023::GMM::INFO] ux_mean: 491.7732238769531, mc_acc_rate: 0.3596000075340271, x0_rate: 452/1000, unique_elements: 204
256
+ [2025-01-02 23:37:37,290::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2025-01-02 23:37:37,290::GMM::INFO] ux_mean: 490.90045166015625, mc_acc_rate: 0.35190001130104065, x0_rate: 439/1000, unique_elements: 197
258
+ [2025-01-02 23:37:49,556::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2025-01-02 23:37:49,556::GMM::INFO] ux_mean: 489.622802734375, mc_acc_rate: 0.3484000265598297, x0_rate: 439/1000, unique_elements: 197
260
+ [2025-01-02 23:38:01,817::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2025-01-02 23:38:01,817::GMM::INFO] ux_mean: 489.0621643066406, mc_acc_rate: 0.3468000292778015, x0_rate: 423/1000, unique_elements: 194
262
+ [2025-01-02 23:38:14,080::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2025-01-02 23:38:14,080::GMM::INFO] ux_mean: 489.7911376953125, mc_acc_rate: 0.33330002427101135, x0_rate: 423/1000, unique_elements: 194
264
+ [2025-01-02 23:38:26,347::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2025-01-02 23:38:26,348::GMM::INFO] ux_mean: 488.1470642089844, mc_acc_rate: 0.3363000154495239, x0_rate: 408/1000, unique_elements: 186
266
+ [2025-01-02 23:38:38,609::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2025-01-02 23:38:38,609::GMM::INFO] ux_mean: 488.28369140625, mc_acc_rate: 0.3741999864578247, x0_rate: 408/1000, unique_elements: 186
268
+ [2025-01-02 23:38:50,868::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2025-01-02 23:38:50,868::GMM::INFO] ux_mean: 488.2518005371094, mc_acc_rate: 0.37070003151893616, x0_rate: 408/1000, unique_elements: 186
270
+ [2025-01-02 23:39:03,127::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2025-01-02 23:39:03,127::GMM::INFO] ux_mean: 487.1838684082031, mc_acc_rate: 0.36970001459121704, x0_rate: 391/1000, unique_elements: 175
272
+ [2025-01-02 23:39:15,391::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2025-01-02 23:39:15,392::GMM::INFO] ux_mean: 487.05169677734375, mc_acc_rate: 0.3604000210762024, x0_rate: 391/1000, unique_elements: 175
274
+ [2025-01-02 23:39:27,655::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2025-01-02 23:39:27,655::GMM::INFO] ux_mean: 486.3104553222656, mc_acc_rate: 0.34630006551742554, x0_rate: 390/1000, unique_elements: 172
276
+ [2025-01-02 23:39:39,910::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2025-01-02 23:39:39,910::GMM::INFO] ux_mean: 486.5514831542969, mc_acc_rate: 0.3565000295639038, x0_rate: 390/1000, unique_elements: 172
278
+ [2025-01-02 23:39:52,167::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2025-01-02 23:39:52,167::GMM::INFO] ux_mean: 486.2307434082031, mc_acc_rate: 0.35360002517700195, x0_rate: 390/1000, unique_elements: 172
280
+ [2025-01-02 23:40:04,427::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2025-01-02 23:40:04,427::GMM::INFO] ux_mean: 485.81915283203125, mc_acc_rate: 0.3368000090122223, x0_rate: 392/1000, unique_elements: 165
282
+ [2025-01-02 23:40:16,689::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2025-01-02 23:40:16,689::GMM::INFO] ux_mean: 485.608154296875, mc_acc_rate: 0.3492000102996826, x0_rate: 392/1000, unique_elements: 165
284
+ [2025-01-02 23:40:28,948::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2025-01-02 23:40:28,948::GMM::INFO] ux_mean: 484.5650329589844, mc_acc_rate: 0.3362000584602356, x0_rate: 390/1000, unique_elements: 160
286
+ [2025-01-02 23:40:41,208::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2025-01-02 23:40:41,208::GMM::INFO] ux_mean: 484.3885192871094, mc_acc_rate: 0.3393000364303589, x0_rate: 390/1000, unique_elements: 160
288
+ [2025-01-02 23:40:53,466::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2025-01-02 23:40:53,467::GMM::INFO] ux_mean: 484.1618957519531, mc_acc_rate: 0.3321000039577484, x0_rate: 383/1000, unique_elements: 152
290
+ [2025-01-02 23:41:05,728::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2025-01-02 23:41:05,729::GMM::INFO] ux_mean: 483.74560546875, mc_acc_rate: 0.32600003480911255, x0_rate: 383/1000, unique_elements: 152
292
+ [2025-01-02 23:41:17,992::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2025-01-02 23:41:17,992::GMM::INFO] ux_mean: 483.0185852050781, mc_acc_rate: 0.32899999618530273, x0_rate: 383/1000, unique_elements: 152
294
+ [2025-01-02 23:41:30,247::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2025-01-02 23:41:30,247::GMM::INFO] ux_mean: 482.6836242675781, mc_acc_rate: 0.3193000555038452, x0_rate: 374/1000, unique_elements: 147
296
+ [2025-01-02 23:41:42,501::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2025-01-02 23:41:42,501::GMM::INFO] ux_mean: 482.7270812988281, mc_acc_rate: 0.37219998240470886, x0_rate: 374/1000, unique_elements: 147
298
+ [2025-01-02 23:41:54,759::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2025-01-02 23:41:54,759::GMM::INFO] ux_mean: 482.3855285644531, mc_acc_rate: 0.36570000648498535, x0_rate: 370/1000, unique_elements: 144
300
+ [2025-01-02 23:42:07,019::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2025-01-02 23:42:07,019::GMM::INFO] ux_mean: 482.3653259277344, mc_acc_rate: 0.37140002846717834, x0_rate: 370/1000, unique_elements: 144
302
+ [2025-01-02 23:42:19,280::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2025-01-02 23:42:19,280::GMM::INFO] ux_mean: 482.2792053222656, mc_acc_rate: 0.35750001668930054, x0_rate: 365/1000, unique_elements: 140
304
+ [2025-01-02 23:42:31,530::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2025-01-02 23:42:31,530::GMM::INFO] ux_mean: 482.4991149902344, mc_acc_rate: 0.3595000207424164, x0_rate: 365/1000, unique_elements: 140
306
+ [2025-01-02 23:42:43,783::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2025-01-02 23:42:43,783::GMM::INFO] ux_mean: 482.9219055175781, mc_acc_rate: 0.3531999886035919, x0_rate: 365/1000, unique_elements: 140
308
+ [2025-01-02 23:42:56,046::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2025-01-02 23:42:56,046::GMM::INFO] ux_mean: 481.4573974609375, mc_acc_rate: 0.357200026512146, x0_rate: 361/1000, unique_elements: 134
310
+ [2025-01-02 23:43:08,308::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2025-01-02 23:43:08,308::GMM::INFO] ux_mean: 481.7066955566406, mc_acc_rate: 0.3394000232219696, x0_rate: 361/1000, unique_elements: 134
312
+ [2025-01-02 23:43:20,568::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2025-01-02 23:43:20,568::GMM::INFO] ux_mean: 480.2231140136719, mc_acc_rate: 0.3450000286102295, x0_rate: 351/1000, unique_elements: 124
314
+ [2025-01-02 23:43:32,820::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2025-01-02 23:43:32,820::GMM::INFO] ux_mean: 480.14337158203125, mc_acc_rate: 0.3433000147342682, x0_rate: 351/1000, unique_elements: 124
316
+ [2025-01-02 23:43:45,072::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2025-01-02 23:43:45,072::GMM::INFO] ux_mean: 480.7247619628906, mc_acc_rate: 0.33990004658699036, x0_rate: 351/1000, unique_elements: 124
318
+ [2025-01-02 23:43:57,330::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2025-01-02 23:43:57,330::GMM::INFO] ux_mean: 480.7998352050781, mc_acc_rate: 0.33500003814697266, x0_rate: 345/1000, unique_elements: 122
320
+ [2025-01-02 23:44:09,586::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2025-01-02 23:44:09,586::GMM::INFO] ux_mean: 480.038330078125, mc_acc_rate: 0.3264000415802002, x0_rate: 345/1000, unique_elements: 122
322
+ [2025-01-02 23:44:21,840::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2025-01-02 23:44:21,840::GMM::INFO] ux_mean: 478.8489685058594, mc_acc_rate: 0.33410003781318665, x0_rate: 336/1000, unique_elements: 115
324
+ [2025-01-02 23:44:34,086::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2025-01-02 23:44:34,086::GMM::INFO] ux_mean: 478.41290283203125, mc_acc_rate: 0.319599986076355, x0_rate: 336/1000, unique_elements: 115
326
+ [2025-01-02 23:44:46,335::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2025-01-02 23:44:46,336::GMM::INFO] ux_mean: 478.6331787109375, mc_acc_rate: 0.3263000249862671, x0_rate: 336/1000, unique_elements: 115
328
+ [2025-01-02 23:44:58,590::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2025-01-02 23:44:58,591::GMM::INFO] ux_mean: 478.4018859863281, mc_acc_rate: 0.38910001516342163, x0_rate: 324/1000, unique_elements: 112
330
+ [2025-01-02 23:45:10,847::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2025-01-02 23:45:10,847::GMM::INFO] ux_mean: 478.6606140136719, mc_acc_rate: 0.3862000107765198, x0_rate: 324/1000, unique_elements: 112
332
+ [2025-01-02 23:45:23,108::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2025-01-02 23:45:23,108::GMM::INFO] ux_mean: 478.9845886230469, mc_acc_rate: 0.38280001282691956, x0_rate: 324/1000, unique_elements: 112
334
+ [2025-01-02 23:45:35,363::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2025-01-02 23:45:35,363::GMM::INFO] ux_mean: 477.9835205078125, mc_acc_rate: 0.3787000775337219, x0_rate: 313/1000, unique_elements: 108
336
+ [2025-01-02 23:45:47,616::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2025-01-02 23:45:47,616::GMM::INFO] ux_mean: 478.054443359375, mc_acc_rate: 0.3822000324726105, x0_rate: 313/1000, unique_elements: 108
338
+ [2025-01-02 23:45:59,873::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2025-01-02 23:45:59,873::GMM::INFO] ux_mean: 476.7582702636719, mc_acc_rate: 0.37460005283355713, x0_rate: 305/1000, unique_elements: 106
340
+ [2025-01-02 23:46:12,134::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2025-01-02 23:46:12,135::GMM::INFO] ux_mean: 476.6565246582031, mc_acc_rate: 0.37770000100135803, x0_rate: 305/1000, unique_elements: 106
342
+ [2025-01-02 23:46:24,397::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2025-01-02 23:46:24,397::GMM::INFO] ux_mean: 477.2560729980469, mc_acc_rate: 0.3793000280857086, x0_rate: 305/1000, unique_elements: 106
344
+ [2025-01-02 23:46:36,656::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2025-01-02 23:46:36,656::GMM::INFO] ux_mean: 477.77447509765625, mc_acc_rate: 0.36430004239082336, x0_rate: 291/1000, unique_elements: 105
346
+ [2025-01-02 23:46:48,910::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2025-01-02 23:46:48,910::GMM::INFO] ux_mean: 478.0215148925781, mc_acc_rate: 0.3620000183582306, x0_rate: 291/1000, unique_elements: 105
348
+ [2025-01-02 23:47:01,164::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2025-01-02 23:47:01,164::GMM::INFO] ux_mean: 478.19439697265625, mc_acc_rate: 0.3605000674724579, x0_rate: 291/1000, unique_elements: 105
350
+ [2025-01-02 23:47:13,422::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2025-01-02 23:47:13,422::GMM::INFO] ux_mean: 477.25335693359375, mc_acc_rate: 0.3481000065803528, x0_rate: 276/1000, unique_elements: 101
352
+ [2025-01-02 23:47:25,679::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2025-01-02 23:47:25,679::GMM::INFO] ux_mean: 477.5312194824219, mc_acc_rate: 0.3488999903202057, x0_rate: 276/1000, unique_elements: 101
354
+ [2025-01-02 23:47:37,934::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2025-01-02 23:47:37,934::GMM::INFO] ux_mean: 476.9302673339844, mc_acc_rate: 0.3400000035762787, x0_rate: 267/1000, unique_elements: 98
356
+ [2025-01-02 23:47:50,182::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2025-01-02 23:47:50,182::GMM::INFO] ux_mean: 476.6957702636719, mc_acc_rate: 0.34360000491142273, x0_rate: 267/1000, unique_elements: 98
358
+ [2025-01-02 23:48:02,432::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2025-01-02 23:48:02,432::GMM::INFO] ux_mean: 476.66265869140625, mc_acc_rate: 0.3420000672340393, x0_rate: 267/1000, unique_elements: 98
360
+ [2025-01-02 23:48:14,676::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2025-01-02 23:48:14,676::GMM::INFO] ux_mean: 477.03607177734375, mc_acc_rate: 0.33420002460479736, x0_rate: 260/1000, unique_elements: 95
362
+ [2025-01-02 23:48:26,927::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2025-01-02 23:48:26,927::GMM::INFO] ux_mean: 477.090576171875, mc_acc_rate: 0.3449000120162964, x0_rate: 260/1000, unique_elements: 95
364
+ [2025-01-02 23:48:39,180::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2025-01-02 23:48:39,180::GMM::INFO] ux_mean: 476.7895202636719, mc_acc_rate: 0.4487000107765198, x0_rate: 260/1000, unique_elements: 95
366
+ [2025-01-02 23:48:51,428::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2025-01-02 23:48:51,429::GMM::INFO] ux_mean: 476.3178405761719, mc_acc_rate: 0.442300021648407, x0_rate: 255/1000, unique_elements: 92
368
+ [2025-01-02 23:49:03,676::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2025-01-02 23:49:03,677::GMM::INFO] ux_mean: 476.71990966796875, mc_acc_rate: 0.43320003151893616, x0_rate: 255/1000, unique_elements: 92
370
+ [2025-01-02 23:49:15,922::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2025-01-02 23:49:15,922::GMM::INFO] ux_mean: 477.2527770996094, mc_acc_rate: 0.4326000511646271, x0_rate: 255/1000, unique_elements: 92
372
+ [2025-01-02 23:49:28,178::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2025-01-02 23:49:28,178::GMM::INFO] ux_mean: 477.0218200683594, mc_acc_rate: 0.4311000406742096, x0_rate: 251/1000, unique_elements: 86
374
+ [2025-01-02 23:49:40,433::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2025-01-02 23:49:40,433::GMM::INFO] ux_mean: 477.1092224121094, mc_acc_rate: 0.43010005354881287, x0_rate: 251/1000, unique_elements: 86
376
+ [2025-01-02 23:49:52,692::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2025-01-02 23:49:52,692::GMM::INFO] ux_mean: 476.66009521484375, mc_acc_rate: 0.4196000099182129, x0_rate: 242/1000, unique_elements: 81
378
+ [2025-01-02 23:50:04,944::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2025-01-02 23:50:04,944::GMM::INFO] ux_mean: 476.47564697265625, mc_acc_rate: 0.4250999689102173, x0_rate: 242/1000, unique_elements: 81
380
+ [2025-01-02 23:50:17,193::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2025-01-02 23:50:17,194::GMM::INFO] ux_mean: 476.69647216796875, mc_acc_rate: 0.42170000076293945, x0_rate: 242/1000, unique_elements: 81
382
+ [2025-01-02 23:50:29,443::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2025-01-02 23:50:29,444::GMM::INFO] ux_mean: 476.7955627441406, mc_acc_rate: 0.4143000841140747, x0_rate: 234/1000, unique_elements: 79
384
+ [2025-01-02 23:50:41,699::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2025-01-02 23:50:41,699::GMM::INFO] ux_mean: 477.0157470703125, mc_acc_rate: 0.4115000069141388, x0_rate: 234/1000, unique_elements: 79
386
+ [2025-01-02 23:50:53,955::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2025-01-02 23:50:53,955::GMM::INFO] ux_mean: 476.7720947265625, mc_acc_rate: 0.4155000150203705, x0_rate: 234/1000, unique_elements: 79
388
+ [2025-01-02 23:51:06,215::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2025-01-02 23:51:06,215::GMM::INFO] ux_mean: 476.9782409667969, mc_acc_rate: 0.40550002455711365, x0_rate: 231/1000, unique_elements: 75
390
+ [2025-01-02 23:51:18,465::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2025-01-02 23:51:18,465::GMM::INFO] ux_mean: 476.4407653808594, mc_acc_rate: 0.4068000316619873, x0_rate: 231/1000, unique_elements: 75
392
+ [2025-01-02 23:51:30,718::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2025-01-02 23:51:30,718::GMM::INFO] ux_mean: 476.4609069824219, mc_acc_rate: 0.41190004348754883, x0_rate: 231/1000, unique_elements: 75
394
+ [2025-01-02 23:51:42,970::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2025-01-02 23:51:42,970::GMM::INFO] ux_mean: 476.20831298828125, mc_acc_rate: 0.4075999855995178, x0_rate: 226/1000, unique_elements: 71
396
+ [2025-01-02 23:51:55,232::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2025-01-02 23:51:55,232::GMM::INFO] ux_mean: 476.3284606933594, mc_acc_rate: 0.39990001916885376, x0_rate: 226/1000, unique_elements: 71
398
+ [2025-01-02 23:52:07,498::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2025-01-02 23:52:07,499::GMM::INFO] ux_mean: 475.89447021484375, mc_acc_rate: 0.4002000391483307, x0_rate: 226/1000, unique_elements: 71
400
+ [2025-01-02 23:52:19,758::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2025-01-02 23:52:19,758::GMM::INFO] ux_mean: 476.0472717285156, mc_acc_rate: 0.41620004177093506, x0_rate: 223/1000, unique_elements: 70
402
+ [2025-01-02 23:52:29,654::GMM::INFO] x0 rate:, 0.223
403
+ [2025-01-02 23:52:29,654::GMM::INFO] unique elements:, 69
404
+ [2025-01-02 23:52:29,655::GMM::INFO] ux mean:, 475.6351013183594
405
+ [2025-01-02 23:52:29,655::GMM::INFO] done
Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/accept_rate.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/output_data.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/results.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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Results/GMM1000/1000FP/GMM1000D_default_2025_01_02__23_11_38/state_dict.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 12010215
Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/0.log ADDED
@@ -0,0 +1,405 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ [2025-01-03 00:05:03,691::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Gaussian', method=0)
2
+ [2025-01-03 00:05:03,691::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2025-01-03 00:05:03,932::GMM::INFO] method==,0, using method FP
4
+ [2025-01-03 00:05:16,108::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2025-01-03 00:05:16,108::GMM::INFO] ux_mean: 563.154052734375, mc_acc_rate: 0.9884001016616821, x0_rate: 493/1000, unique_elements: 1000
6
+ [2025-01-03 00:05:28,157::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2025-01-03 00:05:28,157::GMM::INFO] ux_mean: 562.8973999023438, mc_acc_rate: 0.9775000810623169, x0_rate: 485/1000, unique_elements: 1000
8
+ [2025-01-03 00:05:40,264::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2025-01-03 00:05:40,264::GMM::INFO] ux_mean: 560.2862548828125, mc_acc_rate: 0.9652000069618225, x0_rate: 513/1000, unique_elements: 1000
10
+ [2025-01-03 00:05:52,399::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2025-01-03 00:05:52,399::GMM::INFO] ux_mean: 560.6450805664062, mc_acc_rate: 0.9562000632286072, x0_rate: 510/1000, unique_elements: 1000
12
+ [2025-01-03 00:06:04,559::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2025-01-03 00:06:04,559::GMM::INFO] ux_mean: 559.6729125976562, mc_acc_rate: 0.9438000321388245, x0_rate: 492/1000, unique_elements: 1000
14
+ [2025-01-03 00:06:16,736::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2025-01-03 00:06:16,736::GMM::INFO] ux_mean: 556.8883056640625, mc_acc_rate: 0.9380000233650208, x0_rate: 509/1000, unique_elements: 1000
16
+ [2025-01-03 00:06:28,942::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2025-01-03 00:06:28,942::GMM::INFO] ux_mean: 556.87890625, mc_acc_rate: 0.9235000014305115, x0_rate: 516/1000, unique_elements: 1000
18
+ [2025-01-03 00:06:41,155::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2025-01-03 00:06:41,155::GMM::INFO] ux_mean: 558.8363037109375, mc_acc_rate: 0.9215000867843628, x0_rate: 516/1000, unique_elements: 1000
20
+ [2025-01-03 00:06:53,373::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2025-01-03 00:06:53,374::GMM::INFO] ux_mean: 558.539794921875, mc_acc_rate: 0.9082000255584717, x0_rate: 515/1000, unique_elements: 1000
22
+ [2025-01-03 00:07:05,595::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2025-01-03 00:07:05,595::GMM::INFO] ux_mean: 556.5375366210938, mc_acc_rate: 0.8954000473022461, x0_rate: 522/1000, unique_elements: 1000
24
+ [2025-01-03 00:07:17,823::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2025-01-03 00:07:17,823::GMM::INFO] ux_mean: 558.7933959960938, mc_acc_rate: 0.8878000378608704, x0_rate: 511/1000, unique_elements: 1000
26
+ [2025-01-03 00:07:30,052::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2025-01-03 00:07:30,052::GMM::INFO] ux_mean: 558.0634155273438, mc_acc_rate: 0.8738000988960266, x0_rate: 489/1000, unique_elements: 1000
28
+ [2025-01-03 00:07:42,294::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2025-01-03 00:07:42,294::GMM::INFO] ux_mean: 556.980224609375, mc_acc_rate: 0.875, x0_rate: 512/1000, unique_elements: 1000
30
+ [2025-01-03 00:07:54,534::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2025-01-03 00:07:54,534::GMM::INFO] ux_mean: 556.0782470703125, mc_acc_rate: 0.8651000261306763, x0_rate: 516/1000, unique_elements: 1000
32
+ [2025-01-03 00:08:06,779::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2025-01-03 00:08:06,779::GMM::INFO] ux_mean: 555.5639038085938, mc_acc_rate: 0.8532999753952026, x0_rate: 521/1000, unique_elements: 1000
34
+ [2025-01-03 00:08:19,027::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2025-01-03 00:08:19,027::GMM::INFO] ux_mean: 552.119384765625, mc_acc_rate: 0.8511000275611877, x0_rate: 546/1000, unique_elements: 1000
36
+ [2025-01-03 00:08:31,273::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2025-01-03 00:08:31,273::GMM::INFO] ux_mean: 554.99072265625, mc_acc_rate: 0.8406000137329102, x0_rate: 575/1000, unique_elements: 917
38
+ [2025-01-03 00:08:43,516::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2025-01-03 00:08:43,516::GMM::INFO] ux_mean: 553.8695678710938, mc_acc_rate: 0.832300066947937, x0_rate: 549/1000, unique_elements: 917
40
+ [2025-01-03 00:08:55,762::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2025-01-03 00:08:55,762::GMM::INFO] ux_mean: 552.4655151367188, mc_acc_rate: 0.8188000321388245, x0_rate: 554/1000, unique_elements: 917
42
+ [2025-01-03 00:09:08,001::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2025-01-03 00:09:08,001::GMM::INFO] ux_mean: 552.1530151367188, mc_acc_rate: 0.8127000331878662, x0_rate: 538/1000, unique_elements: 917
44
+ [2025-01-03 00:09:20,248::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2025-01-03 00:09:20,248::GMM::INFO] ux_mean: 552.0834350585938, mc_acc_rate: 0.8134000897407532, x0_rate: 544/1000, unique_elements: 917
46
+ [2025-01-03 00:09:32,495::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2025-01-03 00:09:32,495::GMM::INFO] ux_mean: 549.2838745117188, mc_acc_rate: 0.8039001226425171, x0_rate: 540/1000, unique_elements: 917
48
+ [2025-01-03 00:09:44,747::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2025-01-03 00:09:44,747::GMM::INFO] ux_mean: 550.332275390625, mc_acc_rate: 0.7902001142501831, x0_rate: 528/1000, unique_elements: 917
50
+ [2025-01-03 00:09:56,999::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2025-01-03 00:09:57,000::GMM::INFO] ux_mean: 551.8561401367188, mc_acc_rate: 0.7783001065254211, x0_rate: 539/1000, unique_elements: 917
52
+ [2025-01-03 00:10:09,251::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2025-01-03 00:10:09,251::GMM::INFO] ux_mean: 550.63818359375, mc_acc_rate: 0.7843000888824463, x0_rate: 563/1000, unique_elements: 840
54
+ [2025-01-03 00:10:21,513::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2025-01-03 00:10:21,513::GMM::INFO] ux_mean: 547.9751586914062, mc_acc_rate: 0.7636000514030457, x0_rate: 567/1000, unique_elements: 840
56
+ [2025-01-03 00:10:33,779::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2025-01-03 00:10:33,780::GMM::INFO] ux_mean: 550.3500366210938, mc_acc_rate: 0.7727000117301941, x0_rate: 564/1000, unique_elements: 840
58
+ [2025-01-03 00:10:46,051::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2025-01-03 00:10:46,051::GMM::INFO] ux_mean: 548.1165771484375, mc_acc_rate: 0.7567999958992004, x0_rate: 562/1000, unique_elements: 840
60
+ [2025-01-03 00:10:58,324::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2025-01-03 00:10:58,324::GMM::INFO] ux_mean: 546.8038940429688, mc_acc_rate: 0.755899965763092, x0_rate: 567/1000, unique_elements: 840
62
+ [2025-01-03 00:11:10,592::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2025-01-03 00:11:10,593::GMM::INFO] ux_mean: 547.9609985351562, mc_acc_rate: 0.75, x0_rate: 574/1000, unique_elements: 840
64
+ [2025-01-03 00:11:22,859::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2025-01-03 00:11:22,859::GMM::INFO] ux_mean: 546.8762817382812, mc_acc_rate: 0.7342999577522278, x0_rate: 588/1000, unique_elements: 772
66
+ [2025-01-03 00:11:35,122::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2025-01-03 00:11:35,122::GMM::INFO] ux_mean: 545.1991577148438, mc_acc_rate: 0.7390000224113464, x0_rate: 589/1000, unique_elements: 772
68
+ [2025-01-03 00:11:47,387::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2025-01-03 00:11:47,387::GMM::INFO] ux_mean: 545.4512939453125, mc_acc_rate: 0.7229000329971313, x0_rate: 584/1000, unique_elements: 772
70
+ [2025-01-03 00:11:59,656::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2025-01-03 00:11:59,656::GMM::INFO] ux_mean: 545.0746459960938, mc_acc_rate: 0.7205000519752502, x0_rate: 581/1000, unique_elements: 772
72
+ [2025-01-03 00:12:11,921::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2025-01-03 00:12:11,921::GMM::INFO] ux_mean: 544.3655395507812, mc_acc_rate: 0.7114000916481018, x0_rate: 576/1000, unique_elements: 772
74
+ [2025-01-03 00:12:24,190::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2025-01-03 00:12:24,190::GMM::INFO] ux_mean: 544.945068359375, mc_acc_rate: 0.7058000564575195, x0_rate: 588/1000, unique_elements: 712
76
+ [2025-01-03 00:12:36,467::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2025-01-03 00:12:36,467::GMM::INFO] ux_mean: 544.664794921875, mc_acc_rate: 0.6893000602722168, x0_rate: 582/1000, unique_elements: 712
78
+ [2025-01-03 00:12:48,745::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2025-01-03 00:12:48,745::GMM::INFO] ux_mean: 543.0772094726562, mc_acc_rate: 0.6927000880241394, x0_rate: 582/1000, unique_elements: 712
80
+ [2025-01-03 00:13:01,019::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2025-01-03 00:13:01,019::GMM::INFO] ux_mean: 543.0443725585938, mc_acc_rate: 0.6991000175476074, x0_rate: 586/1000, unique_elements: 712
82
+ [2025-01-03 00:13:13,295::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2025-01-03 00:13:13,295::GMM::INFO] ux_mean: 542.8451538085938, mc_acc_rate: 0.6844001412391663, x0_rate: 587/1000, unique_elements: 712
84
+ [2025-01-03 00:13:25,562::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2025-01-03 00:13:25,562::GMM::INFO] ux_mean: 541.8475952148438, mc_acc_rate: 0.662100076675415, x0_rate: 582/1000, unique_elements: 658
86
+ [2025-01-03 00:13:37,832::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2025-01-03 00:13:37,832::GMM::INFO] ux_mean: 541.2008056640625, mc_acc_rate: 0.6686000227928162, x0_rate: 587/1000, unique_elements: 658
88
+ [2025-01-03 00:13:50,101::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2025-01-03 00:13:50,101::GMM::INFO] ux_mean: 538.44287109375, mc_acc_rate: 0.6701000928878784, x0_rate: 586/1000, unique_elements: 658
90
+ [2025-01-03 00:14:02,373::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2025-01-03 00:14:02,373::GMM::INFO] ux_mean: 539.9901733398438, mc_acc_rate: 0.6636000275611877, x0_rate: 587/1000, unique_elements: 658
92
+ [2025-01-03 00:14:14,647::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2025-01-03 00:14:14,647::GMM::INFO] ux_mean: 539.2755126953125, mc_acc_rate: 0.6496000289916992, x0_rate: 577/1000, unique_elements: 613
94
+ [2025-01-03 00:14:26,929::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2025-01-03 00:14:26,929::GMM::INFO] ux_mean: 538.8190307617188, mc_acc_rate: 0.6393000483512878, x0_rate: 580/1000, unique_elements: 613
96
+ [2025-01-03 00:14:39,208::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2025-01-03 00:14:39,208::GMM::INFO] ux_mean: 536.7542724609375, mc_acc_rate: 0.6353999376296997, x0_rate: 582/1000, unique_elements: 613
98
+ [2025-01-03 00:14:51,494::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2025-01-03 00:14:51,495::GMM::INFO] ux_mean: 537.7999267578125, mc_acc_rate: 0.6241000294685364, x0_rate: 583/1000, unique_elements: 613
100
+ [2025-01-03 00:15:03,771::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2025-01-03 00:15:03,772::GMM::INFO] ux_mean: 539.1644287109375, mc_acc_rate: 0.6197000741958618, x0_rate: 562/1000, unique_elements: 581
102
+ [2025-01-03 00:15:16,043::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2025-01-03 00:15:16,043::GMM::INFO] ux_mean: 537.4896850585938, mc_acc_rate: 0.6198000311851501, x0_rate: 560/1000, unique_elements: 581
104
+ [2025-01-03 00:15:28,317::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2025-01-03 00:15:28,317::GMM::INFO] ux_mean: 536.4173583984375, mc_acc_rate: 0.614799976348877, x0_rate: 560/1000, unique_elements: 581
106
+ [2025-01-03 00:15:40,590::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2025-01-03 00:15:40,590::GMM::INFO] ux_mean: 535.8410034179688, mc_acc_rate: 0.6063000559806824, x0_rate: 545/1000, unique_elements: 558
108
+ [2025-01-03 00:15:52,878::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2025-01-03 00:15:52,878::GMM::INFO] ux_mean: 534.8618774414062, mc_acc_rate: 0.6035000681877136, x0_rate: 544/1000, unique_elements: 558
110
+ [2025-01-03 00:16:05,157::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2025-01-03 00:16:05,157::GMM::INFO] ux_mean: 534.8311157226562, mc_acc_rate: 0.5953000783920288, x0_rate: 545/1000, unique_elements: 558
112
+ [2025-01-03 00:16:17,434::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2025-01-03 00:16:17,434::GMM::INFO] ux_mean: 534.0958862304688, mc_acc_rate: 0.601900041103363, x0_rate: 546/1000, unique_elements: 558
114
+ [2025-01-03 00:16:29,711::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2025-01-03 00:16:29,711::GMM::INFO] ux_mean: 533.47509765625, mc_acc_rate: 0.5950999855995178, x0_rate: 548/1000, unique_elements: 530
116
+ [2025-01-03 00:16:41,984::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2025-01-03 00:16:41,984::GMM::INFO] ux_mean: 533.6896362304688, mc_acc_rate: 0.5767000317573547, x0_rate: 548/1000, unique_elements: 530
118
+ [2025-01-03 00:16:54,260::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
119
+ [2025-01-03 00:16:54,260::GMM::INFO] ux_mean: 532.7962646484375, mc_acc_rate: 0.5780999660491943, x0_rate: 548/1000, unique_elements: 530
120
+ [2025-01-03 00:17:06,544::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
121
+ [2025-01-03 00:17:06,544::GMM::INFO] ux_mean: 531.650390625, mc_acc_rate: 0.5742000341415405, x0_rate: 547/1000, unique_elements: 497
122
+ [2025-01-03 00:17:18,846::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
123
+ [2025-01-03 00:17:18,846::GMM::INFO] ux_mean: 530.00830078125, mc_acc_rate: 0.5550000071525574, x0_rate: 547/1000, unique_elements: 497
124
+ [2025-01-03 00:17:31,153::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
125
+ [2025-01-03 00:17:31,153::GMM::INFO] ux_mean: 528.55029296875, mc_acc_rate: 0.5647000074386597, x0_rate: 547/1000, unique_elements: 497
126
+ [2025-01-03 00:17:43,458::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
127
+ [2025-01-03 00:17:43,459::GMM::INFO] ux_mean: 529.2078857421875, mc_acc_rate: 0.562999963760376, x0_rate: 551/1000, unique_elements: 479
128
+ [2025-01-03 00:17:55,746::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
129
+ [2025-01-03 00:17:55,747::GMM::INFO] ux_mean: 529.1732788085938, mc_acc_rate: 0.560699999332428, x0_rate: 551/1000, unique_elements: 479
130
+ [2025-01-03 00:18:08,033::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
131
+ [2025-01-03 00:18:08,034::GMM::INFO] ux_mean: 529.8199462890625, mc_acc_rate: 0.5560000538825989, x0_rate: 551/1000, unique_elements: 479
132
+ [2025-01-03 00:18:20,319::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
133
+ [2025-01-03 00:18:20,319::GMM::INFO] ux_mean: 527.6463623046875, mc_acc_rate: 0.5351000428199768, x0_rate: 551/1000, unique_elements: 479
134
+ [2025-01-03 00:18:32,614::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
135
+ [2025-01-03 00:18:32,614::GMM::INFO] ux_mean: 528.9443969726562, mc_acc_rate: 0.5374000668525696, x0_rate: 538/1000, unique_elements: 459
136
+ [2025-01-03 00:18:44,900::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
137
+ [2025-01-03 00:18:44,900::GMM::INFO] ux_mean: 527.7490234375, mc_acc_rate: 0.5327000617980957, x0_rate: 538/1000, unique_elements: 459
138
+ [2025-01-03 00:18:57,192::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
139
+ [2025-01-03 00:18:57,192::GMM::INFO] ux_mean: 526.7099609375, mc_acc_rate: 0.5213000774383545, x0_rate: 538/1000, unique_elements: 459
140
+ [2025-01-03 00:19:09,471::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
141
+ [2025-01-03 00:19:09,471::GMM::INFO] ux_mean: 526.2052612304688, mc_acc_rate: 0.5226000547409058, x0_rate: 539/1000, unique_elements: 447
142
+ [2025-01-03 00:19:21,761::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
143
+ [2025-01-03 00:19:21,761::GMM::INFO] ux_mean: 524.8743896484375, mc_acc_rate: 0.5259000062942505, x0_rate: 539/1000, unique_elements: 447
144
+ [2025-01-03 00:19:34,037::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
145
+ [2025-01-03 00:19:34,037::GMM::INFO] ux_mean: 523.8057861328125, mc_acc_rate: 0.525600016117096, x0_rate: 539/1000, unique_elements: 447
146
+ [2025-01-03 00:19:46,321::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
147
+ [2025-01-03 00:19:46,321::GMM::INFO] ux_mean: 523.8344116210938, mc_acc_rate: 0.5142999887466431, x0_rate: 533/1000, unique_elements: 431
148
+ [2025-01-03 00:19:58,613::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
149
+ [2025-01-03 00:19:58,614::GMM::INFO] ux_mean: 522.5048828125, mc_acc_rate: 0.5074000358581543, x0_rate: 533/1000, unique_elements: 431
150
+ [2025-01-03 00:20:10,904::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
151
+ [2025-01-03 00:20:10,904::GMM::INFO] ux_mean: 522.1696166992188, mc_acc_rate: 0.49540001153945923, x0_rate: 531/1000, unique_elements: 406
152
+ [2025-01-03 00:20:23,178::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
153
+ [2025-01-03 00:20:23,178::GMM::INFO] ux_mean: 522.1840209960938, mc_acc_rate: 0.48919999599456787, x0_rate: 531/1000, unique_elements: 406
154
+ [2025-01-03 00:20:35,450::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
155
+ [2025-01-03 00:20:35,450::GMM::INFO] ux_mean: 523.2415161132812, mc_acc_rate: 0.4830999970436096, x0_rate: 531/1000, unique_elements: 406
156
+ [2025-01-03 00:20:47,720::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
157
+ [2025-01-03 00:20:47,720::GMM::INFO] ux_mean: 519.9585571289062, mc_acc_rate: 0.5009000301361084, x0_rate: 537/1000, unique_elements: 390
158
+ [2025-01-03 00:21:00,002::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
159
+ [2025-01-03 00:21:00,003::GMM::INFO] ux_mean: 519.91943359375, mc_acc_rate: 0.48820003867149353, x0_rate: 537/1000, unique_elements: 390
160
+ [2025-01-03 00:21:12,281::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
161
+ [2025-01-03 00:21:12,281::GMM::INFO] ux_mean: 519.9029541015625, mc_acc_rate: 0.4914000332355499, x0_rate: 537/1000, unique_elements: 390
162
+ [2025-01-03 00:21:24,564::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
163
+ [2025-01-03 00:21:24,564::GMM::INFO] ux_mean: 518.8793334960938, mc_acc_rate: 0.4767000079154968, x0_rate: 535/1000, unique_elements: 376
164
+ [2025-01-03 00:21:36,830::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
165
+ [2025-01-03 00:21:36,830::GMM::INFO] ux_mean: 518.9365234375, mc_acc_rate: 0.4772000312805176, x0_rate: 535/1000, unique_elements: 376
166
+ [2025-01-03 00:21:49,104::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
167
+ [2025-01-03 00:21:49,104::GMM::INFO] ux_mean: 518.0563354492188, mc_acc_rate: 0.4807000160217285, x0_rate: 535/1000, unique_elements: 376
168
+ [2025-01-03 00:22:01,389::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
169
+ [2025-01-03 00:22:01,389::GMM::INFO] ux_mean: 516.5135498046875, mc_acc_rate: 0.46639999747276306, x0_rate: 530/1000, unique_elements: 362
170
+ [2025-01-03 00:22:13,664::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
171
+ [2025-01-03 00:22:13,664::GMM::INFO] ux_mean: 515.714599609375, mc_acc_rate: 0.45809999108314514, x0_rate: 530/1000, unique_elements: 362
172
+ [2025-01-03 00:22:25,933::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
173
+ [2025-01-03 00:22:25,933::GMM::INFO] ux_mean: 514.8833618164062, mc_acc_rate: 0.45490002632141113, x0_rate: 520/1000, unique_elements: 348
174
+ [2025-01-03 00:22:38,195::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2025-01-03 00:22:38,196::GMM::INFO] ux_mean: 514.5499267578125, mc_acc_rate: 0.4726000130176544, x0_rate: 520/1000, unique_elements: 348
176
+ [2025-01-03 00:22:50,458::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
177
+ [2025-01-03 00:22:50,459::GMM::INFO] ux_mean: 514.7784423828125, mc_acc_rate: 0.4642000198364258, x0_rate: 520/1000, unique_elements: 348
178
+ [2025-01-03 00:23:02,733::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
179
+ [2025-01-03 00:23:02,733::GMM::INFO] ux_mean: 512.6458740234375, mc_acc_rate: 0.4594000577926636, x0_rate: 515/1000, unique_elements: 338
180
+ [2025-01-03 00:23:15,015::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
181
+ [2025-01-03 00:23:15,015::GMM::INFO] ux_mean: 511.3521423339844, mc_acc_rate: 0.4586999714374542, x0_rate: 515/1000, unique_elements: 338
182
+ [2025-01-03 00:23:27,284::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2025-01-03 00:23:27,284::GMM::INFO] ux_mean: 511.0579528808594, mc_acc_rate: 0.44290000200271606, x0_rate: 515/1000, unique_elements: 328
184
+ [2025-01-03 00:23:39,552::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
185
+ [2025-01-03 00:23:39,552::GMM::INFO] ux_mean: 510.2774963378906, mc_acc_rate: 0.4458000063896179, x0_rate: 515/1000, unique_elements: 328
186
+ [2025-01-03 00:23:51,819::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2025-01-03 00:23:51,820::GMM::INFO] ux_mean: 509.441650390625, mc_acc_rate: 0.43479999899864197, x0_rate: 524/1000, unique_elements: 319
188
+ [2025-01-03 00:24:04,096::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
189
+ [2025-01-03 00:24:04,096::GMM::INFO] ux_mean: 508.77801513671875, mc_acc_rate: 0.44589999318122864, x0_rate: 524/1000, unique_elements: 319
190
+ [2025-01-03 00:24:16,376::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
191
+ [2025-01-03 00:24:16,376::GMM::INFO] ux_mean: 508.5685729980469, mc_acc_rate: 0.4358000159263611, x0_rate: 524/1000, unique_elements: 319
192
+ [2025-01-03 00:24:28,635::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2025-01-03 00:24:28,635::GMM::INFO] ux_mean: 507.9430847167969, mc_acc_rate: 0.4182000458240509, x0_rate: 525/1000, unique_elements: 307
194
+ [2025-01-03 00:24:40,898::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2025-01-03 00:24:40,898::GMM::INFO] ux_mean: 508.3450622558594, mc_acc_rate: 0.43970003724098206, x0_rate: 525/1000, unique_elements: 307
196
+ [2025-01-03 00:24:53,166::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2025-01-03 00:24:53,166::GMM::INFO] ux_mean: 506.36566162109375, mc_acc_rate: 0.44210001826286316, x0_rate: 520/1000, unique_elements: 296
198
+ [2025-01-03 00:25:05,439::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2025-01-03 00:25:05,439::GMM::INFO] ux_mean: 506.21783447265625, mc_acc_rate: 0.428600013256073, x0_rate: 520/1000, unique_elements: 296
200
+ [2025-01-03 00:25:17,712::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
201
+ [2025-01-03 00:25:17,712::GMM::INFO] ux_mean: 505.81951904296875, mc_acc_rate: 0.4292999804019928, x0_rate: 520/1000, unique_elements: 296
202
+ [2025-01-03 00:25:29,976::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2025-01-03 00:25:29,976::GMM::INFO] ux_mean: 505.37408447265625, mc_acc_rate: 0.43160000443458557, x0_rate: 516/1000, unique_elements: 289
204
+ [2025-01-03 00:25:42,251::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2025-01-03 00:25:42,252::GMM::INFO] ux_mean: 503.74945068359375, mc_acc_rate: 0.4131000339984894, x0_rate: 516/1000, unique_elements: 289
206
+ [2025-01-03 00:25:54,528::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2025-01-03 00:25:54,528::GMM::INFO] ux_mean: 503.3255920410156, mc_acc_rate: 0.410800039768219, x0_rate: 515/1000, unique_elements: 285
208
+ [2025-01-03 00:26:06,811::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2025-01-03 00:26:06,811::GMM::INFO] ux_mean: 503.3787536621094, mc_acc_rate: 0.3977999985218048, x0_rate: 515/1000, unique_elements: 285
210
+ [2025-01-03 00:26:19,088::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2025-01-03 00:26:19,088::GMM::INFO] ux_mean: 501.605712890625, mc_acc_rate: 0.40330004692077637, x0_rate: 511/1000, unique_elements: 274
212
+ [2025-01-03 00:26:31,358::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2025-01-03 00:26:31,358::GMM::INFO] ux_mean: 502.43072509765625, mc_acc_rate: 0.39410001039505005, x0_rate: 511/1000, unique_elements: 274
214
+ [2025-01-03 00:26:43,619::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2025-01-03 00:26:43,619::GMM::INFO] ux_mean: 501.8898010253906, mc_acc_rate: 0.4025000333786011, x0_rate: 511/1000, unique_elements: 274
216
+ [2025-01-03 00:26:55,891::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2025-01-03 00:26:55,891::GMM::INFO] ux_mean: 501.6433410644531, mc_acc_rate: 0.41060003638267517, x0_rate: 504/1000, unique_elements: 261
218
+ [2025-01-03 00:27:08,159::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2025-01-03 00:27:08,159::GMM::INFO] ux_mean: 500.0241394042969, mc_acc_rate: 0.42160001397132874, x0_rate: 504/1000, unique_elements: 261
220
+ [2025-01-03 00:27:20,416::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2025-01-03 00:27:20,416::GMM::INFO] ux_mean: 498.450927734375, mc_acc_rate: 0.4142000079154968, x0_rate: 494/1000, unique_elements: 249
222
+ [2025-01-03 00:27:32,670::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2025-01-03 00:27:32,670::GMM::INFO] ux_mean: 497.7242126464844, mc_acc_rate: 0.39980003237724304, x0_rate: 494/1000, unique_elements: 249
224
+ [2025-01-03 00:27:44,925::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2025-01-03 00:27:44,925::GMM::INFO] ux_mean: 497.7899475097656, mc_acc_rate: 0.3880000412464142, x0_rate: 483/1000, unique_elements: 237
226
+ [2025-01-03 00:27:57,190::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2025-01-03 00:27:57,190::GMM::INFO] ux_mean: 497.26239013671875, mc_acc_rate: 0.3987000286579132, x0_rate: 483/1000, unique_elements: 237
228
+ [2025-01-03 00:28:09,458::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2025-01-03 00:28:09,458::GMM::INFO] ux_mean: 497.01165771484375, mc_acc_rate: 0.3856000304222107, x0_rate: 483/1000, unique_elements: 237
230
+ [2025-01-03 00:28:21,710::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2025-01-03 00:28:21,710::GMM::INFO] ux_mean: 496.2436218261719, mc_acc_rate: 0.3766000270843506, x0_rate: 472/1000, unique_elements: 232
232
+ [2025-01-03 00:28:33,965::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2025-01-03 00:28:33,965::GMM::INFO] ux_mean: 495.56243896484375, mc_acc_rate: 0.36920005083084106, x0_rate: 472/1000, unique_elements: 232
234
+ [2025-01-03 00:28:46,226::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2025-01-03 00:28:46,226::GMM::INFO] ux_mean: 495.1866149902344, mc_acc_rate: 0.3711000382900238, x0_rate: 464/1000, unique_elements: 223
236
+ [2025-01-03 00:28:58,489::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2025-01-03 00:28:58,489::GMM::INFO] ux_mean: 495.7247009277344, mc_acc_rate: 0.36949998140335083, x0_rate: 464/1000, unique_elements: 223
238
+ [2025-01-03 00:29:10,759::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2025-01-03 00:29:10,759::GMM::INFO] ux_mean: 494.0862121582031, mc_acc_rate: 0.35840001702308655, x0_rate: 454/1000, unique_elements: 210
240
+ [2025-01-03 00:29:23,010::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2025-01-03 00:29:23,010::GMM::INFO] ux_mean: 494.3455505371094, mc_acc_rate: 0.38620004057884216, x0_rate: 454/1000, unique_elements: 210
242
+ [2025-01-03 00:29:35,271::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2025-01-03 00:29:35,271::GMM::INFO] ux_mean: 494.28192138671875, mc_acc_rate: 0.3963000178337097, x0_rate: 454/1000, unique_elements: 210
244
+ [2025-01-03 00:29:47,534::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2025-01-03 00:29:47,534::GMM::INFO] ux_mean: 493.0602722167969, mc_acc_rate: 0.3840000033378601, x0_rate: 446/1000, unique_elements: 206
246
+ [2025-01-03 00:29:59,796::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2025-01-03 00:29:59,797::GMM::INFO] ux_mean: 493.0802001953125, mc_acc_rate: 0.37630003690719604, x0_rate: 446/1000, unique_elements: 206
248
+ [2025-01-03 00:30:12,063::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2025-01-03 00:30:12,063::GMM::INFO] ux_mean: 493.0971984863281, mc_acc_rate: 0.3668000102043152, x0_rate: 449/1000, unique_elements: 193
250
+ [2025-01-03 00:30:24,320::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2025-01-03 00:30:24,320::GMM::INFO] ux_mean: 492.72808837890625, mc_acc_rate: 0.3764999806880951, x0_rate: 449/1000, unique_elements: 193
252
+ [2025-01-03 00:30:36,578::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2025-01-03 00:30:36,578::GMM::INFO] ux_mean: 491.9995422363281, mc_acc_rate: 0.3652000427246094, x0_rate: 445/1000, unique_elements: 187
254
+ [2025-01-03 00:30:48,844::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2025-01-03 00:30:48,844::GMM::INFO] ux_mean: 491.88623046875, mc_acc_rate: 0.3573000133037567, x0_rate: 445/1000, unique_elements: 187
256
+ [2025-01-03 00:31:01,102::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2025-01-03 00:31:01,102::GMM::INFO] ux_mean: 490.89935302734375, mc_acc_rate: 0.35440000891685486, x0_rate: 445/1000, unique_elements: 187
258
+ [2025-01-03 00:31:13,355::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2025-01-03 00:31:13,355::GMM::INFO] ux_mean: 490.7243957519531, mc_acc_rate: 0.34860002994537354, x0_rate: 440/1000, unique_elements: 179
260
+ [2025-01-03 00:31:25,617::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2025-01-03 00:31:25,617::GMM::INFO] ux_mean: 490.1134033203125, mc_acc_rate: 0.3505000174045563, x0_rate: 440/1000, unique_elements: 179
262
+ [2025-01-03 00:31:37,882::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2025-01-03 00:31:37,882::GMM::INFO] ux_mean: 489.9371643066406, mc_acc_rate: 0.344400018453598, x0_rate: 433/1000, unique_elements: 174
264
+ [2025-01-03 00:31:50,142::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2025-01-03 00:31:50,142::GMM::INFO] ux_mean: 490.27349853515625, mc_acc_rate: 0.33820003271102905, x0_rate: 433/1000, unique_elements: 174
266
+ [2025-01-03 00:32:02,403::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2025-01-03 00:32:02,404::GMM::INFO] ux_mean: 489.9041442871094, mc_acc_rate: 0.3761000335216522, x0_rate: 424/1000, unique_elements: 169
268
+ [2025-01-03 00:32:14,658::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2025-01-03 00:32:14,658::GMM::INFO] ux_mean: 489.3775939941406, mc_acc_rate: 0.37870004773139954, x0_rate: 424/1000, unique_elements: 169
270
+ [2025-01-03 00:32:26,916::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2025-01-03 00:32:26,916::GMM::INFO] ux_mean: 488.56439208984375, mc_acc_rate: 0.3703000545501709, x0_rate: 424/1000, unique_elements: 169
272
+ [2025-01-03 00:32:39,178::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2025-01-03 00:32:39,178::GMM::INFO] ux_mean: 486.8580017089844, mc_acc_rate: 0.36820003390312195, x0_rate: 422/1000, unique_elements: 166
274
+ [2025-01-03 00:32:51,443::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2025-01-03 00:32:51,443::GMM::INFO] ux_mean: 487.29339599609375, mc_acc_rate: 0.3680000305175781, x0_rate: 422/1000, unique_elements: 166
276
+ [2025-01-03 00:33:03,705::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2025-01-03 00:33:03,705::GMM::INFO] ux_mean: 486.6195373535156, mc_acc_rate: 0.3606000244617462, x0_rate: 408/1000, unique_elements: 160
278
+ [2025-01-03 00:33:15,965::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2025-01-03 00:33:15,965::GMM::INFO] ux_mean: 486.4261474609375, mc_acc_rate: 0.34710001945495605, x0_rate: 408/1000, unique_elements: 160
280
+ [2025-01-03 00:33:28,221::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2025-01-03 00:33:28,221::GMM::INFO] ux_mean: 485.6360778808594, mc_acc_rate: 0.34459999203681946, x0_rate: 399/1000, unique_elements: 154
282
+ [2025-01-03 00:33:40,489::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2025-01-03 00:33:40,489::GMM::INFO] ux_mean: 484.9861145019531, mc_acc_rate: 0.34480005502700806, x0_rate: 399/1000, unique_elements: 154
284
+ [2025-01-03 00:33:52,752::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2025-01-03 00:33:52,752::GMM::INFO] ux_mean: 485.4821472167969, mc_acc_rate: 0.34170001745224, x0_rate: 399/1000, unique_elements: 154
286
+ [2025-01-03 00:34:05,005::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2025-01-03 00:34:05,005::GMM::INFO] ux_mean: 485.3854675292969, mc_acc_rate: 0.3410000205039978, x0_rate: 390/1000, unique_elements: 147
288
+ [2025-01-03 00:34:17,255::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2025-01-03 00:34:17,255::GMM::INFO] ux_mean: 484.6135559082031, mc_acc_rate: 0.3363000452518463, x0_rate: 390/1000, unique_elements: 147
290
+ [2025-01-03 00:34:29,515::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2025-01-03 00:34:29,516::GMM::INFO] ux_mean: 483.9323425292969, mc_acc_rate: 0.32450002431869507, x0_rate: 378/1000, unique_elements: 141
292
+ [2025-01-03 00:34:41,778::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2025-01-03 00:34:41,778::GMM::INFO] ux_mean: 483.8594055175781, mc_acc_rate: 0.33240002393722534, x0_rate: 378/1000, unique_elements: 141
294
+ [2025-01-03 00:34:54,030::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2025-01-03 00:34:54,030::GMM::INFO] ux_mean: 483.36083984375, mc_acc_rate: 0.3131999969482422, x0_rate: 373/1000, unique_elements: 135
296
+ [2025-01-03 00:35:06,281::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2025-01-03 00:35:06,281::GMM::INFO] ux_mean: 483.60272216796875, mc_acc_rate: 0.3751000165939331, x0_rate: 373/1000, unique_elements: 135
298
+ [2025-01-03 00:35:18,540::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2025-01-03 00:35:18,541::GMM::INFO] ux_mean: 483.30419921875, mc_acc_rate: 0.3685000240802765, x0_rate: 359/1000, unique_elements: 131
300
+ [2025-01-03 00:35:30,799::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2025-01-03 00:35:30,799::GMM::INFO] ux_mean: 483.6511535644531, mc_acc_rate: 0.3612000346183777, x0_rate: 359/1000, unique_elements: 131
302
+ [2025-01-03 00:35:43,062::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2025-01-03 00:35:43,062::GMM::INFO] ux_mean: 482.5115661621094, mc_acc_rate: 0.3630000054836273, x0_rate: 359/1000, unique_elements: 131
304
+ [2025-01-03 00:35:55,313::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2025-01-03 00:35:55,313::GMM::INFO] ux_mean: 481.7413330078125, mc_acc_rate: 0.3540000021457672, x0_rate: 350/1000, unique_elements: 126
306
+ [2025-01-03 00:36:07,568::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2025-01-03 00:36:07,568::GMM::INFO] ux_mean: 482.5933532714844, mc_acc_rate: 0.34960001707077026, x0_rate: 350/1000, unique_elements: 126
308
+ [2025-01-03 00:36:19,823::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2025-01-03 00:36:19,823::GMM::INFO] ux_mean: 482.09820556640625, mc_acc_rate: 0.3505000174045563, x0_rate: 342/1000, unique_elements: 121
310
+ [2025-01-03 00:36:32,078::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2025-01-03 00:36:32,078::GMM::INFO] ux_mean: 482.49639892578125, mc_acc_rate: 0.33880001306533813, x0_rate: 342/1000, unique_elements: 121
312
+ [2025-01-03 00:36:44,342::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2025-01-03 00:36:44,342::GMM::INFO] ux_mean: 481.727294921875, mc_acc_rate: 0.3353000283241272, x0_rate: 333/1000, unique_elements: 116
314
+ [2025-01-03 00:36:56,590::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2025-01-03 00:36:56,590::GMM::INFO] ux_mean: 480.5551452636719, mc_acc_rate: 0.3322000205516815, x0_rate: 333/1000, unique_elements: 116
316
+ [2025-01-03 00:37:08,844::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2025-01-03 00:37:08,844::GMM::INFO] ux_mean: 481.04046630859375, mc_acc_rate: 0.3360000252723694, x0_rate: 333/1000, unique_elements: 116
318
+ [2025-01-03 00:37:21,097::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2025-01-03 00:37:21,097::GMM::INFO] ux_mean: 480.7186279296875, mc_acc_rate: 0.3246000409126282, x0_rate: 316/1000, unique_elements: 108
320
+ [2025-01-03 00:37:33,349::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2025-01-03 00:37:33,349::GMM::INFO] ux_mean: 480.98211669921875, mc_acc_rate: 0.32190003991127014, x0_rate: 316/1000, unique_elements: 108
322
+ [2025-01-03 00:37:45,598::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2025-01-03 00:37:45,598::GMM::INFO] ux_mean: 480.667724609375, mc_acc_rate: 0.3190999925136566, x0_rate: 294/1000, unique_elements: 104
324
+ [2025-01-03 00:37:57,844::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2025-01-03 00:37:57,845::GMM::INFO] ux_mean: 479.698974609375, mc_acc_rate: 0.31290003657341003, x0_rate: 294/1000, unique_elements: 104
326
+ [2025-01-03 00:38:10,091::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2025-01-03 00:38:10,091::GMM::INFO] ux_mean: 479.4566955566406, mc_acc_rate: 0.31210005283355713, x0_rate: 294/1000, unique_elements: 104
328
+ [2025-01-03 00:38:22,349::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2025-01-03 00:38:22,349::GMM::INFO] ux_mean: 478.8628845214844, mc_acc_rate: 0.38040006160736084, x0_rate: 279/1000, unique_elements: 100
330
+ [2025-01-03 00:38:34,615::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2025-01-03 00:38:34,616::GMM::INFO] ux_mean: 479.091552734375, mc_acc_rate: 0.3775000274181366, x0_rate: 279/1000, unique_elements: 100
332
+ [2025-01-03 00:38:46,867::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2025-01-03 00:38:46,867::GMM::INFO] ux_mean: 478.70306396484375, mc_acc_rate: 0.3763999938964844, x0_rate: 270/1000, unique_elements: 96
334
+ [2025-01-03 00:38:59,110::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2025-01-03 00:38:59,110::GMM::INFO] ux_mean: 478.6058349609375, mc_acc_rate: 0.379800021648407, x0_rate: 270/1000, unique_elements: 96
336
+ [2025-01-03 00:39:11,363::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2025-01-03 00:39:11,363::GMM::INFO] ux_mean: 478.9538879394531, mc_acc_rate: 0.3655000329017639, x0_rate: 270/1000, unique_elements: 96
338
+ [2025-01-03 00:39:23,608::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2025-01-03 00:39:23,609::GMM::INFO] ux_mean: 478.81658935546875, mc_acc_rate: 0.36420002579689026, x0_rate: 254/1000, unique_elements: 93
340
+ [2025-01-03 00:39:35,863::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2025-01-03 00:39:35,863::GMM::INFO] ux_mean: 478.9311218261719, mc_acc_rate: 0.37050002813339233, x0_rate: 254/1000, unique_elements: 93
342
+ [2025-01-03 00:39:48,125::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2025-01-03 00:39:48,125::GMM::INFO] ux_mean: 479.2770080566406, mc_acc_rate: 0.36059999465942383, x0_rate: 235/1000, unique_elements: 88
344
+ [2025-01-03 00:40:00,366::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2025-01-03 00:40:00,366::GMM::INFO] ux_mean: 479.57501220703125, mc_acc_rate: 0.3546000123023987, x0_rate: 235/1000, unique_elements: 88
346
+ [2025-01-03 00:40:12,617::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2025-01-03 00:40:12,617::GMM::INFO] ux_mean: 479.109130859375, mc_acc_rate: 0.34290000796318054, x0_rate: 235/1000, unique_elements: 88
348
+ [2025-01-03 00:40:24,865::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2025-01-03 00:40:24,865::GMM::INFO] ux_mean: 478.9742736816406, mc_acc_rate: 0.3452000021934509, x0_rate: 218/1000, unique_elements: 85
350
+ [2025-01-03 00:40:37,115::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2025-01-03 00:40:37,115::GMM::INFO] ux_mean: 479.2879638671875, mc_acc_rate: 0.33820003271102905, x0_rate: 218/1000, unique_elements: 85
352
+ [2025-01-03 00:40:49,366::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2025-01-03 00:40:49,366::GMM::INFO] ux_mean: 479.4413757324219, mc_acc_rate: 0.3401000201702118, x0_rate: 218/1000, unique_elements: 85
354
+ [2025-01-03 00:41:01,614::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2025-01-03 00:41:01,615::GMM::INFO] ux_mean: 479.9116516113281, mc_acc_rate: 0.3473000228404999, x0_rate: 203/1000, unique_elements: 82
356
+ [2025-01-03 00:41:13,868::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2025-01-03 00:41:13,868::GMM::INFO] ux_mean: 480.2727355957031, mc_acc_rate: 0.3336000442504883, x0_rate: 203/1000, unique_elements: 82
358
+ [2025-01-03 00:41:26,125::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2025-01-03 00:41:26,126::GMM::INFO] ux_mean: 480.1390686035156, mc_acc_rate: 0.3312000036239624, x0_rate: 189/1000, unique_elements: 80
360
+ [2025-01-03 00:41:38,380::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2025-01-03 00:41:38,380::GMM::INFO] ux_mean: 479.7029113769531, mc_acc_rate: 0.3221000134944916, x0_rate: 189/1000, unique_elements: 80
362
+ [2025-01-03 00:41:50,645::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2025-01-03 00:41:50,645::GMM::INFO] ux_mean: 479.2987060546875, mc_acc_rate: 0.31689998507499695, x0_rate: 189/1000, unique_elements: 80
364
+ [2025-01-03 00:42:02,898::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2025-01-03 00:42:02,898::GMM::INFO] ux_mean: 478.42138671875, mc_acc_rate: 0.43000003695487976, x0_rate: 175/1000, unique_elements: 78
366
+ [2025-01-03 00:42:15,151::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2025-01-03 00:42:15,151::GMM::INFO] ux_mean: 478.5093688964844, mc_acc_rate: 0.4277000427246094, x0_rate: 175/1000, unique_elements: 78
368
+ [2025-01-03 00:42:27,403::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2025-01-03 00:42:27,404::GMM::INFO] ux_mean: 478.0066833496094, mc_acc_rate: 0.4230000078678131, x0_rate: 175/1000, unique_elements: 78
370
+ [2025-01-03 00:42:39,656::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2025-01-03 00:42:39,656::GMM::INFO] ux_mean: 478.01202392578125, mc_acc_rate: 0.4153999984264374, x0_rate: 164/1000, unique_elements: 73
372
+ [2025-01-03 00:42:51,909::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2025-01-03 00:42:51,910::GMM::INFO] ux_mean: 478.5882873535156, mc_acc_rate: 0.41060003638267517, x0_rate: 164/1000, unique_elements: 73
374
+ [2025-01-03 00:43:04,159::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2025-01-03 00:43:04,159::GMM::INFO] ux_mean: 478.5551452636719, mc_acc_rate: 0.4074000418186188, x0_rate: 164/1000, unique_elements: 73
376
+ [2025-01-03 00:43:16,409::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2025-01-03 00:43:16,409::GMM::INFO] ux_mean: 478.6406555175781, mc_acc_rate: 0.4005000591278076, x0_rate: 151/1000, unique_elements: 69
378
+ [2025-01-03 00:43:28,666::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2025-01-03 00:43:28,666::GMM::INFO] ux_mean: 478.7968444824219, mc_acc_rate: 0.4016000032424927, x0_rate: 151/1000, unique_elements: 69
380
+ [2025-01-03 00:43:40,916::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2025-01-03 00:43:40,916::GMM::INFO] ux_mean: 478.154541015625, mc_acc_rate: 0.4074000418186188, x0_rate: 151/1000, unique_elements: 69
382
+ [2025-01-03 00:43:53,172::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2025-01-03 00:43:53,172::GMM::INFO] ux_mean: 477.86517333984375, mc_acc_rate: 0.40460005402565, x0_rate: 140/1000, unique_elements: 67
384
+ [2025-01-03 00:44:05,429::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2025-01-03 00:44:05,429::GMM::INFO] ux_mean: 478.3520812988281, mc_acc_rate: 0.4002000391483307, x0_rate: 140/1000, unique_elements: 67
386
+ [2025-01-03 00:44:17,694::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2025-01-03 00:44:17,695::GMM::INFO] ux_mean: 478.4793395996094, mc_acc_rate: 0.3977999985218048, x0_rate: 140/1000, unique_elements: 67
388
+ [2025-01-03 00:44:29,943::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2025-01-03 00:44:29,943::GMM::INFO] ux_mean: 478.7970886230469, mc_acc_rate: 0.39830005168914795, x0_rate: 131/1000, unique_elements: 64
390
+ [2025-01-03 00:44:42,196::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2025-01-03 00:44:42,196::GMM::INFO] ux_mean: 479.095703125, mc_acc_rate: 0.39090001583099365, x0_rate: 131/1000, unique_elements: 64
392
+ [2025-01-03 00:44:54,435::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2025-01-03 00:44:54,435::GMM::INFO] ux_mean: 479.15216064453125, mc_acc_rate: 0.39900001883506775, x0_rate: 131/1000, unique_elements: 64
394
+ [2025-01-03 00:45:06,695::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2025-01-03 00:45:06,695::GMM::INFO] ux_mean: 478.9224548339844, mc_acc_rate: 0.38860002160072327, x0_rate: 125/1000, unique_elements: 60
396
+ [2025-01-03 00:45:18,943::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2025-01-03 00:45:18,943::GMM::INFO] ux_mean: 478.8653869628906, mc_acc_rate: 0.38929998874664307, x0_rate: 125/1000, unique_elements: 60
398
+ [2025-01-03 00:45:31,203::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2025-01-03 00:45:31,203::GMM::INFO] ux_mean: 479.0500183105469, mc_acc_rate: 0.3865000307559967, x0_rate: 125/1000, unique_elements: 60
400
+ [2025-01-03 00:45:43,447::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2025-01-03 00:45:43,447::GMM::INFO] ux_mean: 478.4937438964844, mc_acc_rate: 0.38450002670288086, x0_rate: 122/1000, unique_elements: 59
402
+ [2025-01-03 00:45:53,336::GMM::INFO] x0 rate:, 0.117
403
+ [2025-01-03 00:45:53,336::GMM::INFO] unique elements:, 58
404
+ [2025-01-03 00:45:53,336::GMM::INFO] ux mean:, 478.62603759765625
405
+ [2025-01-03 00:45:53,336::GMM::INFO] done
Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/accept_rate.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
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Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/output_data.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ size 6640
Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/results.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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Results/GMM1000/1000FP/GMM1000D_default_2025_01_03__00_05_03/state_dict.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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Results/GMM1000/1227-SNF/CGN-u.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:cb137ed47a0313c44bd42526075ab4dbc00f9cb501bb78fd37abae8248cab0e1
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+ size 1202810
Results/GMM1000/1227-SNF/results.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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+ size 463008
Results/GMM1000/1227-SNF/ux.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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1
+ [2025-01-01 18:45:28,630::GMM::INFO] Namespace(config='./GMM1000D_default.yml', path='./models/GMM_min', device='cuda', resume_iter=None, logdir='./logs', nsamples=10, if_v=True, tmax=1.0, sampN=1000, eps_type='Rademacher', method=10)
2
+ [2025-01-01 18:45:28,630::GMM::INFO] {'model': {'ndim': 1000, 'nwell': 2, 'num_steps': 1000, 'scaling': 6, 'beta_min': 1e-05, 'beta_max': 0.01, 'hidden_size': 2000, 'hidden_layers': 1, 'emb_size': 80}, 'train': {'batch_size': 128, 'num_epoch': 81, 'lr': 0.0002}, 'dataset': {'train': 'assets/newdata/CH4/CH4_train.pkl', 'val': 'assets/newdata/CH4/CH4_val.pkl', 'test': 'assets/newdata/CH4/CH4_test.pkl'}, 'SMC': {'n_steps': 2000, 'ode_steps': 20, 'nmc': 10, 'n_replicas': 1000, 'Kmax_x': 100, 'Kmax_eps': 100, 'Kmin_x': 2, 'Kmin_eps': 2, 'compress_exp_x': 0.05, 'compress_exp_eps': 0.05}}
3
+ [2025-01-01 18:45:29,309::GMM::INFO] method==, 10, using method Hutchinson
4
+ [2025-01-01 18:46:55,924::GMM::INFO] Step 10/2000: Ki_x=42, Ki_eps=42
5
+ [2025-01-01 18:46:55,928::GMM::INFO] ux_mean: 562.6216430664062, mc_acc_rate: 0.9921000599861145, x0_rate: 473/1000, unique_elements: 1000
6
+ [2025-01-01 18:48:23,059::GMM::INFO] Step 20/2000: Ki_x=38, Ki_eps=38
7
+ [2025-01-01 18:48:23,059::GMM::INFO] ux_mean: 559.976806640625, mc_acc_rate: 0.9891000986099243, x0_rate: 510/1000, unique_elements: 1000
8
+ [2025-01-01 18:49:50,710::GMM::INFO] Step 30/2000: Ki_x=35, Ki_eps=35
9
+ [2025-01-01 18:49:50,710::GMM::INFO] ux_mean: 560.3776245117188, mc_acc_rate: 0.9830000400543213, x0_rate: 488/1000, unique_elements: 1000
10
+ [2025-01-01 18:51:18,742::GMM::INFO] Step 40/2000: Ki_x=33, Ki_eps=33
11
+ [2025-01-01 18:51:18,743::GMM::INFO] ux_mean: 557.5704345703125, mc_acc_rate: 0.9772001504898071, x0_rate: 472/1000, unique_elements: 1000
12
+ [2025-01-01 18:52:46,904::GMM::INFO] Step 50/2000: Ki_x=32, Ki_eps=32
13
+ [2025-01-01 18:52:46,904::GMM::INFO] ux_mean: 555.0645751953125, mc_acc_rate: 0.971500039100647, x0_rate: 525/1000, unique_elements: 1000
14
+ [2025-01-01 18:54:15,078::GMM::INFO] Step 60/2000: Ki_x=30, Ki_eps=30
15
+ [2025-01-01 18:54:15,078::GMM::INFO] ux_mean: 556.4140014648438, mc_acc_rate: 0.9692000150680542, x0_rate: 498/1000, unique_elements: 1000
16
+ [2025-01-01 18:55:43,241::GMM::INFO] Step 70/2000: Ki_x=29, Ki_eps=29
17
+ [2025-01-01 18:55:43,241::GMM::INFO] ux_mean: 554.9047241210938, mc_acc_rate: 0.96260005235672, x0_rate: 490/1000, unique_elements: 1000
18
+ [2025-01-01 18:57:11,281::GMM::INFO] Step 80/2000: Ki_x=28, Ki_eps=28
19
+ [2025-01-01 18:57:11,282::GMM::INFO] ux_mean: 553.8112182617188, mc_acc_rate: 0.9594000577926636, x0_rate: 475/1000, unique_elements: 1000
20
+ [2025-01-01 18:58:39,195::GMM::INFO] Step 90/2000: Ki_x=28, Ki_eps=28
21
+ [2025-01-01 18:58:39,196::GMM::INFO] ux_mean: 552.3078002929688, mc_acc_rate: 0.9558000564575195, x0_rate: 480/1000, unique_elements: 1000
22
+ [2025-01-01 19:00:07,049::GMM::INFO] Step 100/2000: Ki_x=27, Ki_eps=27
23
+ [2025-01-01 19:00:07,050::GMM::INFO] ux_mean: 552.5977783203125, mc_acc_rate: 0.9542999863624573, x0_rate: 515/1000, unique_elements: 1000
24
+ [2025-01-01 19:01:34,899::GMM::INFO] Step 110/2000: Ki_x=26, Ki_eps=26
25
+ [2025-01-01 19:01:34,899::GMM::INFO] ux_mean: 550.7180786132812, mc_acc_rate: 0.941800057888031, x0_rate: 476/1000, unique_elements: 1000
26
+ [2025-01-01 19:03:02,746::GMM::INFO] Step 120/2000: Ki_x=26, Ki_eps=26
27
+ [2025-01-01 19:03:02,746::GMM::INFO] ux_mean: 551.4340209960938, mc_acc_rate: 0.9469000697135925, x0_rate: 487/1000, unique_elements: 1000
28
+ [2025-01-01 19:04:30,574::GMM::INFO] Step 130/2000: Ki_x=25, Ki_eps=25
29
+ [2025-01-01 19:04:30,575::GMM::INFO] ux_mean: 552.3065795898438, mc_acc_rate: 0.9319000244140625, x0_rate: 483/1000, unique_elements: 1000
30
+ [2025-01-01 19:05:58,386::GMM::INFO] Step 140/2000: Ki_x=24, Ki_eps=24
31
+ [2025-01-01 19:05:58,386::GMM::INFO] ux_mean: 550.331787109375, mc_acc_rate: 0.9358001351356506, x0_rate: 482/1000, unique_elements: 1000
32
+ [2025-01-01 19:07:26,185::GMM::INFO] Step 150/2000: Ki_x=24, Ki_eps=24
33
+ [2025-01-01 19:07:26,185::GMM::INFO] ux_mean: 549.8223266601562, mc_acc_rate: 0.9290000200271606, x0_rate: 492/1000, unique_elements: 1000
34
+ [2025-01-01 19:08:54,018::GMM::INFO] Step 160/2000: Ki_x=23, Ki_eps=23
35
+ [2025-01-01 19:08:54,018::GMM::INFO] ux_mean: 550.51611328125, mc_acc_rate: 0.9263001084327698, x0_rate: 468/1000, unique_elements: 1000
36
+ [2025-01-01 19:10:21,847::GMM::INFO] Step 170/2000: Ki_x=23, Ki_eps=23
37
+ [2025-01-01 19:10:21,848::GMM::INFO] ux_mean: 548.753173828125, mc_acc_rate: 0.919700026512146, x0_rate: 482/1000, unique_elements: 1000
38
+ [2025-01-01 19:11:49,687::GMM::INFO] Step 180/2000: Ki_x=22, Ki_eps=22
39
+ [2025-01-01 19:11:49,687::GMM::INFO] ux_mean: 547.1589965820312, mc_acc_rate: 0.9228000640869141, x0_rate: 485/1000, unique_elements: 1000
40
+ [2025-01-01 19:13:17,540::GMM::INFO] Step 190/2000: Ki_x=22, Ki_eps=22
41
+ [2025-01-01 19:13:17,540::GMM::INFO] ux_mean: 545.3690185546875, mc_acc_rate: 0.9148001074790955, x0_rate: 457/1000, unique_elements: 1000
42
+ [2025-01-01 19:14:45,384::GMM::INFO] Step 200/2000: Ki_x=22, Ki_eps=22
43
+ [2025-01-01 19:14:45,384::GMM::INFO] ux_mean: 545.9389038085938, mc_acc_rate: 0.9113000631332397, x0_rate: 457/1000, unique_elements: 1000
44
+ [2025-01-01 19:16:13,251::GMM::INFO] Step 210/2000: Ki_x=21, Ki_eps=21
45
+ [2025-01-01 19:16:13,251::GMM::INFO] ux_mean: 543.8477172851562, mc_acc_rate: 0.901400089263916, x0_rate: 497/1000, unique_elements: 1000
46
+ [2025-01-01 19:17:41,161::GMM::INFO] Step 220/2000: Ki_x=21, Ki_eps=21
47
+ [2025-01-01 19:17:41,161::GMM::INFO] ux_mean: 545.6375732421875, mc_acc_rate: 0.8990000486373901, x0_rate: 468/1000, unique_elements: 1000
48
+ [2025-01-01 19:19:09,062::GMM::INFO] Step 230/2000: Ki_x=21, Ki_eps=21
49
+ [2025-01-01 19:19:09,062::GMM::INFO] ux_mean: 543.6796264648438, mc_acc_rate: 0.8942000269889832, x0_rate: 457/1000, unique_elements: 1000
50
+ [2025-01-01 19:20:36,956::GMM::INFO] Step 240/2000: Ki_x=20, Ki_eps=20
51
+ [2025-01-01 19:20:36,956::GMM::INFO] ux_mean: 543.7312622070312, mc_acc_rate: 0.8902000188827515, x0_rate: 476/1000, unique_elements: 1000
52
+ [2025-01-01 19:22:04,833::GMM::INFO] Step 250/2000: Ki_x=20, Ki_eps=20
53
+ [2025-01-01 19:22:04,834::GMM::INFO] ux_mean: 542.1800537109375, mc_acc_rate: 0.8838000297546387, x0_rate: 460/1000, unique_elements: 1000
54
+ [2025-01-01 19:23:32,738::GMM::INFO] Step 260/2000: Ki_x=20, Ki_eps=20
55
+ [2025-01-01 19:23:32,738::GMM::INFO] ux_mean: 543.1416015625, mc_acc_rate: 0.8878000378608704, x0_rate: 466/1000, unique_elements: 1000
56
+ [2025-01-01 19:25:00,649::GMM::INFO] Step 270/2000: Ki_x=19, Ki_eps=19
57
+ [2025-01-01 19:25:00,650::GMM::INFO] ux_mean: 543.2032470703125, mc_acc_rate: 0.8801000118255615, x0_rate: 443/1000, unique_elements: 1000
58
+ [2025-01-01 19:26:28,560::GMM::INFO] Step 280/2000: Ki_x=19, Ki_eps=19
59
+ [2025-01-01 19:26:28,560::GMM::INFO] ux_mean: 541.2578125, mc_acc_rate: 0.875700056552887, x0_rate: 465/1000, unique_elements: 1000
60
+ [2025-01-01 19:27:56,436::GMM::INFO] Step 290/2000: Ki_x=19, Ki_eps=19
61
+ [2025-01-01 19:27:56,436::GMM::INFO] ux_mean: 539.3021850585938, mc_acc_rate: 0.8761000633239746, x0_rate: 469/1000, unique_elements: 1000
62
+ [2025-01-01 19:29:24,316::GMM::INFO] Step 300/2000: Ki_x=18, Ki_eps=18
63
+ [2025-01-01 19:29:24,317::GMM::INFO] ux_mean: 540.01953125, mc_acc_rate: 0.8642000555992126, x0_rate: 473/1000, unique_elements: 1000
64
+ [2025-01-01 19:30:52,266::GMM::INFO] Step 310/2000: Ki_x=18, Ki_eps=18
65
+ [2025-01-01 19:30:52,266::GMM::INFO] ux_mean: 540.6768798828125, mc_acc_rate: 0.8531001210212708, x0_rate: 449/1000, unique_elements: 1000
66
+ [2025-01-01 19:32:20,202::GMM::INFO] Step 320/2000: Ki_x=18, Ki_eps=18
67
+ [2025-01-01 19:32:20,202::GMM::INFO] ux_mean: 538.5574951171875, mc_acc_rate: 0.8529000878334045, x0_rate: 451/1000, unique_elements: 1000
68
+ [2025-01-01 19:33:48,152::GMM::INFO] Step 330/2000: Ki_x=18, Ki_eps=18
69
+ [2025-01-01 19:33:48,153::GMM::INFO] ux_mean: 539.660400390625, mc_acc_rate: 0.8539000153541565, x0_rate: 428/1000, unique_elements: 1000
70
+ [2025-01-01 19:35:16,088::GMM::INFO] Step 340/2000: Ki_x=17, Ki_eps=17
71
+ [2025-01-01 19:35:16,088::GMM::INFO] ux_mean: 539.4752807617188, mc_acc_rate: 0.8527000546455383, x0_rate: 404/1000, unique_elements: 1000
72
+ [2025-01-01 19:36:44,029::GMM::INFO] Step 350/2000: Ki_x=17, Ki_eps=17
73
+ [2025-01-01 19:36:44,029::GMM::INFO] ux_mean: 536.6044921875, mc_acc_rate: 0.8408000469207764, x0_rate: 457/1000, unique_elements: 1000
74
+ [2025-01-01 19:38:11,984::GMM::INFO] Step 360/2000: Ki_x=17, Ki_eps=17
75
+ [2025-01-01 19:38:11,984::GMM::INFO] ux_mean: 536.4359741210938, mc_acc_rate: 0.8427000641822815, x0_rate: 463/1000, unique_elements: 1000
76
+ [2025-01-01 19:39:39,941::GMM::INFO] Step 370/2000: Ki_x=17, Ki_eps=17
77
+ [2025-01-01 19:39:39,942::GMM::INFO] ux_mean: 534.7828369140625, mc_acc_rate: 0.8342000842094421, x0_rate: 457/1000, unique_elements: 1000
78
+ [2025-01-01 19:41:07,914::GMM::INFO] Step 380/2000: Ki_x=16, Ki_eps=16
79
+ [2025-01-01 19:41:07,914::GMM::INFO] ux_mean: 534.60986328125, mc_acc_rate: 0.8365000486373901, x0_rate: 433/1000, unique_elements: 1000
80
+ [2025-01-01 19:42:35,876::GMM::INFO] Step 390/2000: Ki_x=16, Ki_eps=16
81
+ [2025-01-01 19:42:35,876::GMM::INFO] ux_mean: 533.5242919921875, mc_acc_rate: 0.8319000601768494, x0_rate: 415/1000, unique_elements: 1000
82
+ [2025-01-01 19:44:03,805::GMM::INFO] Step 400/2000: Ki_x=16, Ki_eps=16
83
+ [2025-01-01 19:44:03,806::GMM::INFO] ux_mean: 534.0737915039062, mc_acc_rate: 0.8203000426292419, x0_rate: 422/1000, unique_elements: 1000
84
+ [2025-01-01 19:45:31,648::GMM::INFO] Step 410/2000: Ki_x=16, Ki_eps=16
85
+ [2025-01-01 19:45:31,648::GMM::INFO] ux_mean: 533.0903930664062, mc_acc_rate: 0.8194000124931335, x0_rate: 418/1000, unique_elements: 1000
86
+ [2025-01-01 19:46:59,492::GMM::INFO] Step 420/2000: Ki_x=16, Ki_eps=16
87
+ [2025-01-01 19:46:59,492::GMM::INFO] ux_mean: 532.265380859375, mc_acc_rate: 0.8131000995635986, x0_rate: 432/1000, unique_elements: 1000
88
+ [2025-01-01 19:48:27,342::GMM::INFO] Step 430/2000: Ki_x=15, Ki_eps=15
89
+ [2025-01-01 19:48:27,342::GMM::INFO] ux_mean: 531.357421875, mc_acc_rate: 0.8210000991821289, x0_rate: 450/1000, unique_elements: 1000
90
+ [2025-01-01 19:49:55,204::GMM::INFO] Step 440/2000: Ki_x=15, Ki_eps=15
91
+ [2025-01-01 19:49:55,204::GMM::INFO] ux_mean: 531.1085815429688, mc_acc_rate: 0.8120000958442688, x0_rate: 433/1000, unique_elements: 1000
92
+ [2025-01-01 19:51:23,054::GMM::INFO] Step 450/2000: Ki_x=15, Ki_eps=15
93
+ [2025-01-01 19:51:23,055::GMM::INFO] ux_mean: 530.4434814453125, mc_acc_rate: 0.8042000532150269, x0_rate: 432/1000, unique_elements: 1000
94
+ [2025-01-01 19:52:50,909::GMM::INFO] Step 460/2000: Ki_x=15, Ki_eps=15
95
+ [2025-01-01 19:52:50,909::GMM::INFO] ux_mean: 530.2696533203125, mc_acc_rate: 0.7904000282287598, x0_rate: 453/1000, unique_elements: 1000
96
+ [2025-01-01 19:54:18,764::GMM::INFO] Step 470/2000: Ki_x=15, Ki_eps=15
97
+ [2025-01-01 19:54:18,765::GMM::INFO] ux_mean: 530.128662109375, mc_acc_rate: 0.7930000424385071, x0_rate: 467/1000, unique_elements: 1000
98
+ [2025-01-01 19:55:46,626::GMM::INFO] Step 480/2000: Ki_x=15, Ki_eps=15
99
+ [2025-01-01 19:55:46,627::GMM::INFO] ux_mean: 529.0919189453125, mc_acc_rate: 0.7867000699043274, x0_rate: 459/1000, unique_elements: 1000
100
+ [2025-01-01 19:57:14,481::GMM::INFO] Step 490/2000: Ki_x=14, Ki_eps=14
101
+ [2025-01-01 19:57:14,481::GMM::INFO] ux_mean: 528.3667602539062, mc_acc_rate: 0.785800039768219, x0_rate: 442/1000, unique_elements: 1000
102
+ [2025-01-01 19:58:42,337::GMM::INFO] Step 500/2000: Ki_x=14, Ki_eps=14
103
+ [2025-01-01 19:58:42,337::GMM::INFO] ux_mean: 527.2788696289062, mc_acc_rate: 0.7856000065803528, x0_rate: 441/1000, unique_elements: 1000
104
+ [2025-01-01 20:00:10,196::GMM::INFO] Step 510/2000: Ki_x=14, Ki_eps=14
105
+ [2025-01-01 20:00:10,196::GMM::INFO] ux_mean: 527.8637084960938, mc_acc_rate: 0.7833000421524048, x0_rate: 449/1000, unique_elements: 1000
106
+ [2025-01-01 20:01:38,032::GMM::INFO] Step 520/2000: Ki_x=14, Ki_eps=14
107
+ [2025-01-01 20:01:38,032::GMM::INFO] ux_mean: 526.9348754882812, mc_acc_rate: 0.7657000422477722, x0_rate: 431/1000, unique_elements: 1000
108
+ [2025-01-01 20:03:05,856::GMM::INFO] Step 530/2000: Ki_x=14, Ki_eps=14
109
+ [2025-01-01 20:03:05,856::GMM::INFO] ux_mean: 525.4685668945312, mc_acc_rate: 0.7610000967979431, x0_rate: 419/1000, unique_elements: 1000
110
+ [2025-01-01 20:04:33,685::GMM::INFO] Step 540/2000: Ki_x=14, Ki_eps=14
111
+ [2025-01-01 20:04:33,685::GMM::INFO] ux_mean: 525.2021484375, mc_acc_rate: 0.7547000646591187, x0_rate: 426/1000, unique_elements: 1000
112
+ [2025-01-01 20:06:01,505::GMM::INFO] Step 550/2000: Ki_x=13, Ki_eps=13
113
+ [2025-01-01 20:06:01,505::GMM::INFO] ux_mean: 525.98291015625, mc_acc_rate: 0.7587000727653503, x0_rate: 406/1000, unique_elements: 1000
114
+ [2025-01-01 20:07:29,317::GMM::INFO] Step 560/2000: Ki_x=13, Ki_eps=13
115
+ [2025-01-01 20:07:29,317::GMM::INFO] ux_mean: 525.564453125, mc_acc_rate: 0.741599977016449, x0_rate: 395/1000, unique_elements: 1000
116
+ [2025-01-01 20:08:57,133::GMM::INFO] Step 570/2000: Ki_x=13, Ki_eps=13
117
+ [2025-01-01 20:08:57,133::GMM::INFO] ux_mean: 525.1067504882812, mc_acc_rate: 0.7470000982284546, x0_rate: 388/1000, unique_elements: 1000
118
+ [2025-01-01 20:10:24,941::GMM::INFO] Step 580/2000: Ki_x=13, Ki_eps=13
119
+ [2025-01-01 20:10:24,941::GMM::INFO] ux_mean: 525.229248046875, mc_acc_rate: 0.7446000576019287, x0_rate: 383/1000, unique_elements: 1000
120
+ [2025-01-01 20:11:52,749::GMM::INFO] Step 590/2000: Ki_x=13, Ki_eps=13
121
+ [2025-01-01 20:11:52,749::GMM::INFO] ux_mean: 523.2902221679688, mc_acc_rate: 0.7379000186920166, x0_rate: 383/1000, unique_elements: 1000
122
+ [2025-01-01 20:13:20,561::GMM::INFO] Step 600/2000: Ki_x=13, Ki_eps=13
123
+ [2025-01-01 20:13:20,561::GMM::INFO] ux_mean: 522.9808349609375, mc_acc_rate: 0.7230000495910645, x0_rate: 365/1000, unique_elements: 917
124
+ [2025-01-01 20:14:48,356::GMM::INFO] Step 610/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-01 20:14:48,357::GMM::INFO] ux_mean: 521.8753662109375, mc_acc_rate: 0.7266000509262085, x0_rate: 350/1000, unique_elements: 917
126
+ [2025-01-01 20:16:16,154::GMM::INFO] Step 620/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-01 20:16:16,154::GMM::INFO] ux_mean: 523.0271606445312, mc_acc_rate: 0.7205000519752502, x0_rate: 353/1000, unique_elements: 917
128
+ [2025-01-01 20:17:43,948::GMM::INFO] Step 630/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-01 20:17:43,948::GMM::INFO] ux_mean: 521.72607421875, mc_acc_rate: 0.7039000391960144, x0_rate: 343/1000, unique_elements: 917
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+ [2025-01-01 20:19:11,751::GMM::INFO] Step 640/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-01 20:19:11,751::GMM::INFO] ux_mean: 519.3789672851562, mc_acc_rate: 0.709800124168396, x0_rate: 355/1000, unique_elements: 917
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+ [2025-01-01 20:20:39,567::GMM::INFO] Step 650/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-01 20:20:39,567::GMM::INFO] ux_mean: 519.920654296875, mc_acc_rate: 0.6955000758171082, x0_rate: 348/1000, unique_elements: 917
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+ [2025-01-01 20:22:07,368::GMM::INFO] Step 660/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-01 20:22:07,369::GMM::INFO] ux_mean: 518.8169555664062, mc_acc_rate: 0.7011000514030457, x0_rate: 355/1000, unique_elements: 917
136
+ [2025-01-01 20:23:35,167::GMM::INFO] Step 670/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-01 20:23:35,168::GMM::INFO] ux_mean: 520.3789672851562, mc_acc_rate: 0.6929000616073608, x0_rate: 368/1000, unique_elements: 917
138
+ [2025-01-01 20:25:02,966::GMM::INFO] Step 680/2000: Ki_x=12, Ki_eps=12
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+ [2025-01-01 20:25:02,966::GMM::INFO] ux_mean: 518.7675170898438, mc_acc_rate: 0.6951000690460205, x0_rate: 368/1000, unique_elements: 917
140
+ [2025-01-01 20:26:30,762::GMM::INFO] Step 690/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-01 20:26:30,762::GMM::INFO] ux_mean: 516.8807373046875, mc_acc_rate: 0.6919000744819641, x0_rate: 375/1000, unique_elements: 917
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+ [2025-01-01 20:27:58,555::GMM::INFO] Step 700/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-01 20:27:58,555::GMM::INFO] ux_mean: 517.051513671875, mc_acc_rate: 0.7002000212669373, x0_rate: 370/1000, unique_elements: 917
144
+ [2025-01-01 20:29:26,343::GMM::INFO] Step 710/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-01 20:29:26,343::GMM::INFO] ux_mean: 516.4755859375, mc_acc_rate: 0.6789001226425171, x0_rate: 363/1000, unique_elements: 917
146
+ [2025-01-01 20:30:54,136::GMM::INFO] Step 720/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-01 20:30:54,136::GMM::INFO] ux_mean: 516.2022705078125, mc_acc_rate: 0.6849000453948975, x0_rate: 377/1000, unique_elements: 917
148
+ [2025-01-01 20:32:21,926::GMM::INFO] Step 730/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-01 20:32:21,927::GMM::INFO] ux_mean: 515.9075927734375, mc_acc_rate: 0.6662001013755798, x0_rate: 366/1000, unique_elements: 917
150
+ [2025-01-01 20:33:49,722::GMM::INFO] Step 740/2000: Ki_x=11, Ki_eps=11
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+ [2025-01-01 20:33:49,722::GMM::INFO] ux_mean: 514.511474609375, mc_acc_rate: 0.6729000806808472, x0_rate: 361/1000, unique_elements: 917
152
+ [2025-01-01 20:35:17,511::GMM::INFO] Step 750/2000: Ki_x=11, Ki_eps=11
153
+ [2025-01-01 20:35:17,511::GMM::INFO] ux_mean: 514.607666015625, mc_acc_rate: 0.6636999845504761, x0_rate: 353/1000, unique_elements: 917
154
+ [2025-01-01 20:36:45,294::GMM::INFO] Step 760/2000: Ki_x=11, Ki_eps=11
155
+ [2025-01-01 20:36:45,294::GMM::INFO] ux_mean: 513.7030029296875, mc_acc_rate: 0.6508000493049622, x0_rate: 353/1000, unique_elements: 917
156
+ [2025-01-01 20:38:13,086::GMM::INFO] Step 770/2000: Ki_x=10, Ki_eps=10
157
+ [2025-01-01 20:38:13,087::GMM::INFO] ux_mean: 512.7952270507812, mc_acc_rate: 0.6559000611305237, x0_rate: 345/1000, unique_elements: 917
158
+ [2025-01-01 20:39:40,877::GMM::INFO] Step 780/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-01 20:39:40,877::GMM::INFO] ux_mean: 513.2237548828125, mc_acc_rate: 0.647800087928772, x0_rate: 346/1000, unique_elements: 917
160
+ [2025-01-01 20:41:08,670::GMM::INFO] Step 790/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-01 20:41:08,670::GMM::INFO] ux_mean: 513.1759643554688, mc_acc_rate: 0.6461000442504883, x0_rate: 342/1000, unique_elements: 917
162
+ [2025-01-01 20:42:36,459::GMM::INFO] Step 800/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-01 20:42:36,459::GMM::INFO] ux_mean: 512.7393188476562, mc_acc_rate: 0.6323000192642212, x0_rate: 339/1000, unique_elements: 917
164
+ [2025-01-01 20:44:04,250::GMM::INFO] Step 810/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-01 20:44:04,250::GMM::INFO] ux_mean: 512.7352294921875, mc_acc_rate: 0.6255000829696655, x0_rate: 324/1000, unique_elements: 917
166
+ [2025-01-01 20:45:32,037::GMM::INFO] Step 820/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-01 20:45:32,037::GMM::INFO] ux_mean: 512.2579956054688, mc_acc_rate: 0.6250000596046448, x0_rate: 308/1000, unique_elements: 846
168
+ [2025-01-01 20:46:59,827::GMM::INFO] Step 830/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-01 20:46:59,827::GMM::INFO] ux_mean: 512.1358642578125, mc_acc_rate: 0.6253000497817993, x0_rate: 319/1000, unique_elements: 846
170
+ [2025-01-01 20:48:27,619::GMM::INFO] Step 840/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-01 20:48:27,619::GMM::INFO] ux_mean: 512.4278564453125, mc_acc_rate: 0.6169000267982483, x0_rate: 320/1000, unique_elements: 846
172
+ [2025-01-01 20:49:55,401::GMM::INFO] Step 850/2000: Ki_x=10, Ki_eps=10
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+ [2025-01-01 20:49:55,401::GMM::INFO] ux_mean: 511.51031494140625, mc_acc_rate: 0.5918000340461731, x0_rate: 324/1000, unique_elements: 846
174
+ [2025-01-01 20:51:23,190::GMM::INFO] Step 860/2000: Ki_x=9, Ki_eps=9
175
+ [2025-01-01 20:51:23,190::GMM::INFO] ux_mean: 510.0608215332031, mc_acc_rate: 0.6064000129699707, x0_rate: 323/1000, unique_elements: 846
176
+ [2025-01-01 20:52:50,973::GMM::INFO] Step 870/2000: Ki_x=9, Ki_eps=9
177
+ [2025-01-01 20:52:50,974::GMM::INFO] ux_mean: 509.0071105957031, mc_acc_rate: 0.5998000502586365, x0_rate: 330/1000, unique_elements: 846
178
+ [2025-01-01 20:54:18,764::GMM::INFO] Step 880/2000: Ki_x=9, Ki_eps=9
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+ [2025-01-01 20:54:18,765::GMM::INFO] ux_mean: 508.49859619140625, mc_acc_rate: 0.5892000794410706, x0_rate: 327/1000, unique_elements: 846
180
+ [2025-01-01 20:55:46,547::GMM::INFO] Step 890/2000: Ki_x=9, Ki_eps=9
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+ [2025-01-01 20:55:46,547::GMM::INFO] ux_mean: 506.6423645019531, mc_acc_rate: 0.5898000597953796, x0_rate: 324/1000, unique_elements: 846
182
+ [2025-01-01 20:57:14,324::GMM::INFO] Step 900/2000: Ki_x=9, Ki_eps=9
183
+ [2025-01-01 20:57:14,325::GMM::INFO] ux_mean: 507.5096435546875, mc_acc_rate: 0.5859000086784363, x0_rate: 330/1000, unique_elements: 846
184
+ [2025-01-01 20:58:42,102::GMM::INFO] Step 910/2000: Ki_x=9, Ki_eps=9
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+ [2025-01-01 20:58:42,103::GMM::INFO] ux_mean: 507.639892578125, mc_acc_rate: 0.5931999683380127, x0_rate: 338/1000, unique_elements: 846
186
+ [2025-01-01 21:00:09,879::GMM::INFO] Step 920/2000: Ki_x=9, Ki_eps=9
187
+ [2025-01-01 21:00:09,879::GMM::INFO] ux_mean: 507.1546630859375, mc_acc_rate: 0.5802000761032104, x0_rate: 335/1000, unique_elements: 846
188
+ [2025-01-01 21:01:37,669::GMM::INFO] Step 930/2000: Ki_x=9, Ki_eps=9
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+ [2025-01-01 21:01:37,669::GMM::INFO] ux_mean: 505.4899597167969, mc_acc_rate: 0.5787000060081482, x0_rate: 336/1000, unique_elements: 846
190
+ [2025-01-01 21:03:05,475::GMM::INFO] Step 940/2000: Ki_x=9, Ki_eps=9
191
+ [2025-01-01 21:03:05,476::GMM::INFO] ux_mean: 506.1963806152344, mc_acc_rate: 0.5763000249862671, x0_rate: 336/1000, unique_elements: 846
192
+ [2025-01-01 21:04:33,298::GMM::INFO] Step 950/2000: Ki_x=9, Ki_eps=9
193
+ [2025-01-01 21:04:33,299::GMM::INFO] ux_mean: 504.4774475097656, mc_acc_rate: 0.5702000856399536, x0_rate: 332/1000, unique_elements: 846
194
+ [2025-01-01 21:06:01,200::GMM::INFO] Step 960/2000: Ki_x=8, Ki_eps=8
195
+ [2025-01-01 21:06:01,200::GMM::INFO] ux_mean: 504.39520263671875, mc_acc_rate: 0.5705000162124634, x0_rate: 333/1000, unique_elements: 846
196
+ [2025-01-01 21:07:29,140::GMM::INFO] Step 970/2000: Ki_x=8, Ki_eps=8
197
+ [2025-01-01 21:07:29,141::GMM::INFO] ux_mean: 505.0005187988281, mc_acc_rate: 0.5581000447273254, x0_rate: 307/1000, unique_elements: 774
198
+ [2025-01-01 21:08:57,064::GMM::INFO] Step 980/2000: Ki_x=8, Ki_eps=8
199
+ [2025-01-01 21:08:57,064::GMM::INFO] ux_mean: 502.7835998535156, mc_acc_rate: 0.5403000116348267, x0_rate: 304/1000, unique_elements: 774
200
+ [2025-01-01 21:10:25,007::GMM::INFO] Step 990/2000: Ki_x=8, Ki_eps=8
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+ [2025-01-01 21:10:25,007::GMM::INFO] ux_mean: 503.0474548339844, mc_acc_rate: 0.5403000712394714, x0_rate: 306/1000, unique_elements: 774
202
+ [2025-01-01 21:11:52,957::GMM::INFO] Step 1000/2000: Ki_x=8, Ki_eps=8
203
+ [2025-01-01 21:11:52,957::GMM::INFO] ux_mean: 502.17889404296875, mc_acc_rate: 0.5511000156402588, x0_rate: 304/1000, unique_elements: 774
204
+ [2025-01-01 21:13:20,879::GMM::INFO] Step 1010/2000: Ki_x=8, Ki_eps=8
205
+ [2025-01-01 21:13:20,879::GMM::INFO] ux_mean: 501.3135681152344, mc_acc_rate: 0.5332000255584717, x0_rate: 305/1000, unique_elements: 774
206
+ [2025-01-01 21:14:48,730::GMM::INFO] Step 1020/2000: Ki_x=8, Ki_eps=8
207
+ [2025-01-01 21:14:48,730::GMM::INFO] ux_mean: 500.2569580078125, mc_acc_rate: 0.5331000089645386, x0_rate: 307/1000, unique_elements: 774
208
+ [2025-01-01 21:16:16,586::GMM::INFO] Step 1030/2000: Ki_x=8, Ki_eps=8
209
+ [2025-01-01 21:16:16,586::GMM::INFO] ux_mean: 500.6658935546875, mc_acc_rate: 0.5271999835968018, x0_rate: 307/1000, unique_elements: 774
210
+ [2025-01-01 21:17:44,430::GMM::INFO] Step 1040/2000: Ki_x=8, Ki_eps=8
211
+ [2025-01-01 21:17:44,430::GMM::INFO] ux_mean: 500.40264892578125, mc_acc_rate: 0.518000066280365, x0_rate: 306/1000, unique_elements: 774
212
+ [2025-01-01 21:19:12,271::GMM::INFO] Step 1050/2000: Ki_x=8, Ki_eps=8
213
+ [2025-01-01 21:19:12,272::GMM::INFO] ux_mean: 499.90509033203125, mc_acc_rate: 0.5218000411987305, x0_rate: 303/1000, unique_elements: 774
214
+ [2025-01-01 21:20:40,084::GMM::INFO] Step 1060/2000: Ki_x=8, Ki_eps=8
215
+ [2025-01-01 21:20:40,084::GMM::INFO] ux_mean: 498.6387939453125, mc_acc_rate: 0.5057000517845154, x0_rate: 302/1000, unique_elements: 774
216
+ [2025-01-01 21:22:07,901::GMM::INFO] Step 1070/2000: Ki_x=7, Ki_eps=7
217
+ [2025-01-01 21:22:07,901::GMM::INFO] ux_mean: 498.4039306640625, mc_acc_rate: 0.5105000138282776, x0_rate: 307/1000, unique_elements: 774
218
+ [2025-01-01 21:23:35,710::GMM::INFO] Step 1080/2000: Ki_x=7, Ki_eps=7
219
+ [2025-01-01 21:23:35,710::GMM::INFO] ux_mean: 498.92242431640625, mc_acc_rate: 0.5064000487327576, x0_rate: 306/1000, unique_elements: 774
220
+ [2025-01-01 21:25:03,517::GMM::INFO] Step 1090/2000: Ki_x=7, Ki_eps=7
221
+ [2025-01-01 21:25:03,518::GMM::INFO] ux_mean: 498.6748962402344, mc_acc_rate: 0.49400001764297485, x0_rate: 262/1000, unique_elements: 718
222
+ [2025-01-01 21:26:31,354::GMM::INFO] Step 1100/2000: Ki_x=7, Ki_eps=7
223
+ [2025-01-01 21:26:31,355::GMM::INFO] ux_mean: 498.26171875, mc_acc_rate: 0.4855000078678131, x0_rate: 263/1000, unique_elements: 718
224
+ [2025-01-01 21:27:59,165::GMM::INFO] Step 1110/2000: Ki_x=7, Ki_eps=7
225
+ [2025-01-01 21:27:59,166::GMM::INFO] ux_mean: 497.3800354003906, mc_acc_rate: 0.48350003361701965, x0_rate: 260/1000, unique_elements: 718
226
+ [2025-01-01 21:29:26,967::GMM::INFO] Step 1120/2000: Ki_x=7, Ki_eps=7
227
+ [2025-01-01 21:29:26,967::GMM::INFO] ux_mean: 496.51715087890625, mc_acc_rate: 0.4722000062465668, x0_rate: 255/1000, unique_elements: 718
228
+ [2025-01-01 21:30:54,774::GMM::INFO] Step 1130/2000: Ki_x=7, Ki_eps=7
229
+ [2025-01-01 21:30:54,774::GMM::INFO] ux_mean: 497.2009582519531, mc_acc_rate: 0.4636000096797943, x0_rate: 255/1000, unique_elements: 718
230
+ [2025-01-01 21:32:22,578::GMM::INFO] Step 1140/2000: Ki_x=7, Ki_eps=7
231
+ [2025-01-01 21:32:22,579::GMM::INFO] ux_mean: 496.2140808105469, mc_acc_rate: 0.47620004415512085, x0_rate: 256/1000, unique_elements: 718
232
+ [2025-01-01 21:33:50,380::GMM::INFO] Step 1150/2000: Ki_x=7, Ki_eps=7
233
+ [2025-01-01 21:33:50,381::GMM::INFO] ux_mean: 496.0414733886719, mc_acc_rate: 0.4702000319957733, x0_rate: 252/1000, unique_elements: 718
234
+ [2025-01-01 21:35:18,178::GMM::INFO] Step 1160/2000: Ki_x=7, Ki_eps=7
235
+ [2025-01-01 21:35:18,178::GMM::INFO] ux_mean: 495.27911376953125, mc_acc_rate: 0.45100000500679016, x0_rate: 255/1000, unique_elements: 718
236
+ [2025-01-01 21:36:45,976::GMM::INFO] Step 1170/2000: Ki_x=7, Ki_eps=7
237
+ [2025-01-01 21:36:45,976::GMM::INFO] ux_mean: 495.272216796875, mc_acc_rate: 0.4424000084400177, x0_rate: 254/1000, unique_elements: 718
238
+ [2025-01-01 21:38:13,781::GMM::INFO] Step 1180/2000: Ki_x=7, Ki_eps=7
239
+ [2025-01-01 21:38:13,781::GMM::INFO] ux_mean: 495.4009704589844, mc_acc_rate: 0.4481000006198883, x0_rate: 259/1000, unique_elements: 718
240
+ [2025-01-01 21:39:41,580::GMM::INFO] Step 1190/2000: Ki_x=6, Ki_eps=6
241
+ [2025-01-01 21:39:41,580::GMM::INFO] ux_mean: 493.6742858886719, mc_acc_rate: 0.4255000650882721, x0_rate: 222/1000, unique_elements: 674
242
+ [2025-01-01 21:41:09,376::GMM::INFO] Step 1200/2000: Ki_x=6, Ki_eps=6
243
+ [2025-01-01 21:41:09,376::GMM::INFO] ux_mean: 493.80841064453125, mc_acc_rate: 0.436599999666214, x0_rate: 224/1000, unique_elements: 674
244
+ [2025-01-01 21:42:37,169::GMM::INFO] Step 1210/2000: Ki_x=6, Ki_eps=6
245
+ [2025-01-01 21:42:37,169::GMM::INFO] ux_mean: 494.1876525878906, mc_acc_rate: 0.4326000213623047, x0_rate: 224/1000, unique_elements: 674
246
+ [2025-01-01 21:44:04,966::GMM::INFO] Step 1220/2000: Ki_x=6, Ki_eps=6
247
+ [2025-01-01 21:44:04,966::GMM::INFO] ux_mean: 494.1429748535156, mc_acc_rate: 0.43290001153945923, x0_rate: 222/1000, unique_elements: 674
248
+ [2025-01-01 21:45:32,779::GMM::INFO] Step 1230/2000: Ki_x=6, Ki_eps=6
249
+ [2025-01-01 21:45:32,780::GMM::INFO] ux_mean: 493.4060363769531, mc_acc_rate: 0.4262000322341919, x0_rate: 224/1000, unique_elements: 674
250
+ [2025-01-01 21:47:00,596::GMM::INFO] Step 1240/2000: Ki_x=6, Ki_eps=6
251
+ [2025-01-01 21:47:00,596::GMM::INFO] ux_mean: 492.5972595214844, mc_acc_rate: 0.41600003838539124, x0_rate: 224/1000, unique_elements: 674
252
+ [2025-01-01 21:48:28,423::GMM::INFO] Step 1250/2000: Ki_x=6, Ki_eps=6
253
+ [2025-01-01 21:48:28,424::GMM::INFO] ux_mean: 492.9010925292969, mc_acc_rate: 0.42170003056526184, x0_rate: 222/1000, unique_elements: 674
254
+ [2025-01-01 21:49:56,259::GMM::INFO] Step 1260/2000: Ki_x=6, Ki_eps=6
255
+ [2025-01-01 21:49:56,259::GMM::INFO] ux_mean: 492.9798278808594, mc_acc_rate: 0.40570005774497986, x0_rate: 223/1000, unique_elements: 674
256
+ [2025-01-01 21:51:24,144::GMM::INFO] Step 1270/2000: Ki_x=6, Ki_eps=6
257
+ [2025-01-01 21:51:24,144::GMM::INFO] ux_mean: 492.2965087890625, mc_acc_rate: 0.3976000249385834, x0_rate: 221/1000, unique_elements: 674
258
+ [2025-01-01 21:52:52,053::GMM::INFO] Step 1280/2000: Ki_x=6, Ki_eps=6
259
+ [2025-01-01 21:52:52,053::GMM::INFO] ux_mean: 492.4585876464844, mc_acc_rate: 0.3899000287055969, x0_rate: 184/1000, unique_elements: 629
260
+ [2025-01-01 21:54:19,965::GMM::INFO] Step 1290/2000: Ki_x=6, Ki_eps=6
261
+ [2025-01-01 21:54:19,965::GMM::INFO] ux_mean: 491.96441650390625, mc_acc_rate: 0.3768000304698944, x0_rate: 183/1000, unique_elements: 629
262
+ [2025-01-01 21:55:47,853::GMM::INFO] Step 1300/2000: Ki_x=6, Ki_eps=6
263
+ [2025-01-01 21:55:47,853::GMM::INFO] ux_mean: 491.69659423828125, mc_acc_rate: 0.38110002875328064, x0_rate: 184/1000, unique_elements: 629
264
+ [2025-01-01 21:57:15,683::GMM::INFO] Step 1310/2000: Ki_x=6, Ki_eps=6
265
+ [2025-01-01 21:57:15,683::GMM::INFO] ux_mean: 492.3705749511719, mc_acc_rate: 0.38260000944137573, x0_rate: 185/1000, unique_elements: 629
266
+ [2025-01-01 21:59:15,010::GMM::INFO] Step 1320/2000: Ki_x=5, Ki_eps=5
267
+ [2025-01-01 21:59:15,011::GMM::INFO] ux_mean: 491.44512939453125, mc_acc_rate: 0.38700005412101746, x0_rate: 185/1000, unique_elements: 629
268
+ [2025-01-01 22:01:36,148::GMM::INFO] Step 1330/2000: Ki_x=5, Ki_eps=5
269
+ [2025-01-01 22:01:36,150::GMM::INFO] ux_mean: 491.77642822265625, mc_acc_rate: 0.374500036239624, x0_rate: 184/1000, unique_elements: 629
270
+ [2025-01-01 22:03:57,147::GMM::INFO] Step 1340/2000: Ki_x=5, Ki_eps=5
271
+ [2025-01-01 22:03:57,150::GMM::INFO] ux_mean: 491.5830993652344, mc_acc_rate: 0.36990004777908325, x0_rate: 184/1000, unique_elements: 629
272
+ [2025-01-01 22:06:18,033::GMM::INFO] Step 1350/2000: Ki_x=5, Ki_eps=5
273
+ [2025-01-01 22:06:18,036::GMM::INFO] ux_mean: 491.16796875, mc_acc_rate: 0.36480003595352173, x0_rate: 184/1000, unique_elements: 629
274
+ [2025-01-01 22:08:38,996::GMM::INFO] Step 1360/2000: Ki_x=5, Ki_eps=5
275
+ [2025-01-01 22:08:38,998::GMM::INFO] ux_mean: 489.93389892578125, mc_acc_rate: 0.34970003366470337, x0_rate: 159/1000, unique_elements: 600
276
+ [2025-01-01 22:10:59,942::GMM::INFO] Step 1370/2000: Ki_x=5, Ki_eps=5
277
+ [2025-01-01 22:10:59,945::GMM::INFO] ux_mean: 490.213134765625, mc_acc_rate: 0.36410000920295715, x0_rate: 160/1000, unique_elements: 600
278
+ [2025-01-01 22:13:20,862::GMM::INFO] Step 1380/2000: Ki_x=5, Ki_eps=5
279
+ [2025-01-01 22:13:20,865::GMM::INFO] ux_mean: 490.1128234863281, mc_acc_rate: 0.351500004529953, x0_rate: 159/1000, unique_elements: 600
280
+ [2025-01-01 22:15:41,857::GMM::INFO] Step 1390/2000: Ki_x=5, Ki_eps=5
281
+ [2025-01-01 22:15:41,859::GMM::INFO] ux_mean: 489.7943115234375, mc_acc_rate: 0.33480000495910645, x0_rate: 157/1000, unique_elements: 600
282
+ [2025-01-01 22:18:02,785::GMM::INFO] Step 1400/2000: Ki_x=5, Ki_eps=5
283
+ [2025-01-01 22:18:02,788::GMM::INFO] ux_mean: 489.4915771484375, mc_acc_rate: 0.32930001616477966, x0_rate: 158/1000, unique_elements: 600
284
+ [2025-01-01 22:20:23,675::GMM::INFO] Step 1410/2000: Ki_x=5, Ki_eps=5
285
+ [2025-01-01 22:20:23,675::GMM::INFO] ux_mean: 488.9638977050781, mc_acc_rate: 0.3262999951839447, x0_rate: 158/1000, unique_elements: 600
286
+ [2025-01-01 22:22:44,715::GMM::INFO] Step 1420/2000: Ki_x=5, Ki_eps=5
287
+ [2025-01-01 22:22:44,718::GMM::INFO] ux_mean: 488.9796142578125, mc_acc_rate: 0.33900001645088196, x0_rate: 159/1000, unique_elements: 600
288
+ [2025-01-01 22:25:05,758::GMM::INFO] Step 1430/2000: Ki_x=5, Ki_eps=5
289
+ [2025-01-01 22:25:05,760::GMM::INFO] ux_mean: 487.81890869140625, mc_acc_rate: 0.31369999051094055, x0_rate: 140/1000, unique_elements: 566
290
+ [2025-01-01 22:27:26,980::GMM::INFO] Step 1440/2000: Ki_x=5, Ki_eps=5
291
+ [2025-01-01 22:27:26,983::GMM::INFO] ux_mean: 488.2403259277344, mc_acc_rate: 0.3062000274658203, x0_rate: 141/1000, unique_elements: 566
292
+ [2025-01-01 22:29:48,029::GMM::INFO] Step 1450/2000: Ki_x=5, Ki_eps=5
293
+ [2025-01-01 22:29:48,030::GMM::INFO] ux_mean: 487.93511962890625, mc_acc_rate: 0.310200035572052, x0_rate: 141/1000, unique_elements: 566
294
+ [2025-01-01 22:32:09,260::GMM::INFO] Step 1460/2000: Ki_x=5, Ki_eps=5
295
+ [2025-01-01 22:32:09,260::GMM::INFO] ux_mean: 487.3513488769531, mc_acc_rate: 0.3110000193119049, x0_rate: 141/1000, unique_elements: 566
296
+ [2025-01-01 22:34:30,571::GMM::INFO] Step 1470/2000: Ki_x=4, Ki_eps=4
297
+ [2025-01-01 22:34:30,574::GMM::INFO] ux_mean: 487.5566711425781, mc_acc_rate: 0.30910003185272217, x0_rate: 142/1000, unique_elements: 566
298
+ [2025-01-01 22:36:51,687::GMM::INFO] Step 1480/2000: Ki_x=4, Ki_eps=4
299
+ [2025-01-01 22:36:51,687::GMM::INFO] ux_mean: 486.9828796386719, mc_acc_rate: 0.3062000274658203, x0_rate: 141/1000, unique_elements: 566
300
+ [2025-01-01 22:39:12,885::GMM::INFO] Step 1490/2000: Ki_x=4, Ki_eps=4
301
+ [2025-01-01 22:39:12,888::GMM::INFO] ux_mean: 486.5267639160156, mc_acc_rate: 0.30660003423690796, x0_rate: 141/1000, unique_elements: 566
302
+ [2025-01-01 22:41:34,018::GMM::INFO] Step 1500/2000: Ki_x=4, Ki_eps=4
303
+ [2025-01-01 22:41:34,021::GMM::INFO] ux_mean: 485.7274475097656, mc_acc_rate: 0.30480000376701355, x0_rate: 141/1000, unique_elements: 566
304
+ [2025-01-01 22:43:55,192::GMM::INFO] Step 1510/2000: Ki_x=4, Ki_eps=4
305
+ [2025-01-01 22:43:55,195::GMM::INFO] ux_mean: 485.41094970703125, mc_acc_rate: 0.2868000268936157, x0_rate: 117/1000, unique_elements: 527
306
+ [2025-01-01 22:46:16,348::GMM::INFO] Step 1520/2000: Ki_x=4, Ki_eps=4
307
+ [2025-01-01 22:46:16,351::GMM::INFO] ux_mean: 485.7646179199219, mc_acc_rate: 0.28370001912117004, x0_rate: 117/1000, unique_elements: 527
308
+ [2025-01-01 22:48:37,407::GMM::INFO] Step 1530/2000: Ki_x=4, Ki_eps=4
309
+ [2025-01-01 22:48:37,410::GMM::INFO] ux_mean: 485.75970458984375, mc_acc_rate: 0.2815999984741211, x0_rate: 117/1000, unique_elements: 527
310
+ [2025-01-01 22:50:58,571::GMM::INFO] Step 1540/2000: Ki_x=4, Ki_eps=4
311
+ [2025-01-01 22:50:58,574::GMM::INFO] ux_mean: 485.6176452636719, mc_acc_rate: 0.26919999718666077, x0_rate: 117/1000, unique_elements: 527
312
+ [2025-01-01 22:53:19,765::GMM::INFO] Step 1550/2000: Ki_x=4, Ki_eps=4
313
+ [2025-01-01 22:53:19,766::GMM::INFO] ux_mean: 485.3509521484375, mc_acc_rate: 0.2768000066280365, x0_rate: 118/1000, unique_elements: 527
314
+ [2025-01-01 22:55:40,881::GMM::INFO] Step 1560/2000: Ki_x=4, Ki_eps=4
315
+ [2025-01-01 22:55:40,882::GMM::INFO] ux_mean: 485.08343505859375, mc_acc_rate: 0.2799000144004822, x0_rate: 118/1000, unique_elements: 527
316
+ [2025-01-01 22:58:01,986::GMM::INFO] Step 1570/2000: Ki_x=4, Ki_eps=4
317
+ [2025-01-01 22:58:01,989::GMM::INFO] ux_mean: 485.34906005859375, mc_acc_rate: 0.2649000287055969, x0_rate: 117/1000, unique_elements: 527
318
+ [2025-01-01 23:00:23,090::GMM::INFO] Step 1580/2000: Ki_x=4, Ki_eps=4
319
+ [2025-01-01 23:00:23,092::GMM::INFO] ux_mean: 484.3070373535156, mc_acc_rate: 0.272100031375885, x0_rate: 107/1000, unique_elements: 501
320
+ [2025-01-01 23:02:44,093::GMM::INFO] Step 1590/2000: Ki_x=4, Ki_eps=4
321
+ [2025-01-01 23:02:44,094::GMM::INFO] ux_mean: 484.2995300292969, mc_acc_rate: 0.2654000222682953, x0_rate: 107/1000, unique_elements: 501
322
+ [2025-01-01 23:05:05,152::GMM::INFO] Step 1600/2000: Ki_x=4, Ki_eps=4
323
+ [2025-01-01 23:05:05,154::GMM::INFO] ux_mean: 484.08355712890625, mc_acc_rate: 0.2524999976158142, x0_rate: 107/1000, unique_elements: 501
324
+ [2025-01-01 23:07:26,181::GMM::INFO] Step 1610/2000: Ki_x=4, Ki_eps=4
325
+ [2025-01-01 23:07:26,183::GMM::INFO] ux_mean: 484.0102233886719, mc_acc_rate: 0.2519000172615051, x0_rate: 107/1000, unique_elements: 501
326
+ [2025-01-01 23:09:47,154::GMM::INFO] Step 1620/2000: Ki_x=4, Ki_eps=4
327
+ [2025-01-01 23:09:47,157::GMM::INFO] ux_mean: 483.8938903808594, mc_acc_rate: 0.24409998953342438, x0_rate: 107/1000, unique_elements: 501
328
+ [2025-01-01 23:12:08,257::GMM::INFO] Step 1630/2000: Ki_x=3, Ki_eps=3
329
+ [2025-01-01 23:12:08,257::GMM::INFO] ux_mean: 483.7222595214844, mc_acc_rate: 0.24449999630451202, x0_rate: 107/1000, unique_elements: 501
330
+ [2025-01-01 23:14:29,261::GMM::INFO] Step 1640/2000: Ki_x=3, Ki_eps=3
331
+ [2025-01-01 23:14:29,263::GMM::INFO] ux_mean: 483.6459045410156, mc_acc_rate: 0.24540001153945923, x0_rate: 107/1000, unique_elements: 501
332
+ [2025-01-01 23:16:50,273::GMM::INFO] Step 1650/2000: Ki_x=3, Ki_eps=3
333
+ [2025-01-01 23:16:50,274::GMM::INFO] ux_mean: 483.333251953125, mc_acc_rate: 0.24070000648498535, x0_rate: 107/1000, unique_elements: 501
334
+ [2025-01-01 23:19:11,314::GMM::INFO] Step 1660/2000: Ki_x=3, Ki_eps=3
335
+ [2025-01-01 23:19:11,316::GMM::INFO] ux_mean: 482.8991394042969, mc_acc_rate: 0.2404000163078308, x0_rate: 98/1000, unique_elements: 475
336
+ [2025-01-01 23:21:32,330::GMM::INFO] Step 1670/2000: Ki_x=3, Ki_eps=3
337
+ [2025-01-01 23:21:32,332::GMM::INFO] ux_mean: 482.4114685058594, mc_acc_rate: 0.23030002415180206, x0_rate: 98/1000, unique_elements: 475
338
+ [2025-01-01 23:23:53,347::GMM::INFO] Step 1680/2000: Ki_x=3, Ki_eps=3
339
+ [2025-01-01 23:23:53,348::GMM::INFO] ux_mean: 482.0093994140625, mc_acc_rate: 0.2322000116109848, x0_rate: 98/1000, unique_elements: 475
340
+ [2025-01-01 23:26:14,430::GMM::INFO] Step 1690/2000: Ki_x=3, Ki_eps=3
341
+ [2025-01-01 23:26:14,433::GMM::INFO] ux_mean: 482.27825927734375, mc_acc_rate: 0.24080002307891846, x0_rate: 98/1000, unique_elements: 475
342
+ [2025-01-01 23:28:35,646::GMM::INFO] Step 1700/2000: Ki_x=3, Ki_eps=3
343
+ [2025-01-01 23:28:35,649::GMM::INFO] ux_mean: 482.4024658203125, mc_acc_rate: 0.2144000232219696, x0_rate: 98/1000, unique_elements: 475
344
+ [2025-01-01 23:30:56,899::GMM::INFO] Step 1710/2000: Ki_x=3, Ki_eps=3
345
+ [2025-01-01 23:30:56,901::GMM::INFO] ux_mean: 482.0459899902344, mc_acc_rate: 0.22600002586841583, x0_rate: 99/1000, unique_elements: 475
346
+ [2025-01-01 23:33:18,148::GMM::INFO] Step 1720/2000: Ki_x=3, Ki_eps=3
347
+ [2025-01-01 23:33:18,151::GMM::INFO] ux_mean: 482.1519470214844, mc_acc_rate: 0.2200000286102295, x0_rate: 98/1000, unique_elements: 475
348
+ [2025-01-01 23:35:39,356::GMM::INFO] Step 1730/2000: Ki_x=3, Ki_eps=3
349
+ [2025-01-01 23:35:39,357::GMM::INFO] ux_mean: 481.13153076171875, mc_acc_rate: 0.21480001509189606, x0_rate: 79/1000, unique_elements: 446
350
+ [2025-01-01 23:38:00,548::GMM::INFO] Step 1740/2000: Ki_x=3, Ki_eps=3
351
+ [2025-01-01 23:38:00,551::GMM::INFO] ux_mean: 481.0910949707031, mc_acc_rate: 0.2160000205039978, x0_rate: 79/1000, unique_elements: 446
352
+ [2025-01-01 23:40:21,719::GMM::INFO] Step 1750/2000: Ki_x=3, Ki_eps=3
353
+ [2025-01-01 23:40:21,721::GMM::INFO] ux_mean: 481.1513671875, mc_acc_rate: 0.2062000036239624, x0_rate: 79/1000, unique_elements: 446
354
+ [2025-01-01 23:42:42,803::GMM::INFO] Step 1760/2000: Ki_x=3, Ki_eps=3
355
+ [2025-01-01 23:42:42,806::GMM::INFO] ux_mean: 481.14208984375, mc_acc_rate: 0.19780001044273376, x0_rate: 79/1000, unique_elements: 446
356
+ [2025-01-01 23:45:03,965::GMM::INFO] Step 1770/2000: Ki_x=3, Ki_eps=3
357
+ [2025-01-01 23:45:03,967::GMM::INFO] ux_mean: 480.4312744140625, mc_acc_rate: 0.19680000841617584, x0_rate: 79/1000, unique_elements: 446
358
+ [2025-01-01 23:47:25,102::GMM::INFO] Step 1780/2000: Ki_x=3, Ki_eps=3
359
+ [2025-01-01 23:47:25,103::GMM::INFO] ux_mean: 480.2983703613281, mc_acc_rate: 0.20229999721050262, x0_rate: 79/1000, unique_elements: 446
360
+ [2025-01-01 23:49:46,200::GMM::INFO] Step 1790/2000: Ki_x=3, Ki_eps=3
361
+ [2025-01-01 23:49:46,201::GMM::INFO] ux_mean: 479.9226989746094, mc_acc_rate: 0.19120001792907715, x0_rate: 79/1000, unique_elements: 446
362
+ [2025-01-01 23:52:07,220::GMM::INFO] Step 1800/2000: Ki_x=3, Ki_eps=3
363
+ [2025-01-01 23:52:07,223::GMM::INFO] ux_mean: 479.75421142578125, mc_acc_rate: 0.17150002717971802, x0_rate: 75/1000, unique_elements: 428
364
+ [2025-01-01 23:54:28,277::GMM::INFO] Step 1810/2000: Ki_x=2, Ki_eps=2
365
+ [2025-01-01 23:54:28,279::GMM::INFO] ux_mean: 480.1917724609375, mc_acc_rate: 0.19820000231266022, x0_rate: 75/1000, unique_elements: 428
366
+ [2025-01-01 23:56:49,366::GMM::INFO] Step 1820/2000: Ki_x=2, Ki_eps=2
367
+ [2025-01-01 23:56:49,369::GMM::INFO] ux_mean: 480.3110656738281, mc_acc_rate: 0.18960000574588776, x0_rate: 75/1000, unique_elements: 428
368
+ [2025-01-01 23:59:10,403::GMM::INFO] Step 1830/2000: Ki_x=2, Ki_eps=2
369
+ [2025-01-01 23:59:10,406::GMM::INFO] ux_mean: 480.2215270996094, mc_acc_rate: 0.1997000128030777, x0_rate: 75/1000, unique_elements: 428
370
+ [2025-01-02 00:01:31,485::GMM::INFO] Step 1840/2000: Ki_x=2, Ki_eps=2
371
+ [2025-01-02 00:01:31,488::GMM::INFO] ux_mean: 480.1325378417969, mc_acc_rate: 0.18690000474452972, x0_rate: 75/1000, unique_elements: 428
372
+ [2025-01-02 00:03:52,463::GMM::INFO] Step 1850/2000: Ki_x=2, Ki_eps=2
373
+ [2025-01-02 00:03:52,466::GMM::INFO] ux_mean: 480.2117919921875, mc_acc_rate: 0.1883000135421753, x0_rate: 75/1000, unique_elements: 428
374
+ [2025-01-02 00:06:13,425::GMM::INFO] Step 1860/2000: Ki_x=2, Ki_eps=2
375
+ [2025-01-02 00:06:13,426::GMM::INFO] ux_mean: 479.7923278808594, mc_acc_rate: 0.18719999492168427, x0_rate: 66/1000, unique_elements: 403
376
+ [2025-01-02 00:08:34,415::GMM::INFO] Step 1870/2000: Ki_x=2, Ki_eps=2
377
+ [2025-01-02 00:08:34,415::GMM::INFO] ux_mean: 479.54345703125, mc_acc_rate: 0.17340002954006195, x0_rate: 66/1000, unique_elements: 403
378
+ [2025-01-02 00:10:55,406::GMM::INFO] Step 1880/2000: Ki_x=2, Ki_eps=2
379
+ [2025-01-02 00:10:55,409::GMM::INFO] ux_mean: 479.1881103515625, mc_acc_rate: 0.17820002138614655, x0_rate: 66/1000, unique_elements: 403
380
+ [2025-01-02 00:13:16,358::GMM::INFO] Step 1890/2000: Ki_x=2, Ki_eps=2
381
+ [2025-01-02 00:13:16,360::GMM::INFO] ux_mean: 479.12713623046875, mc_acc_rate: 0.1679999977350235, x0_rate: 66/1000, unique_elements: 403
382
+ [2025-01-02 00:15:48,744::GMM::INFO] Step 1900/2000: Ki_x=2, Ki_eps=2
383
+ [2025-01-02 00:15:48,744::GMM::INFO] ux_mean: 479.2995300292969, mc_acc_rate: 0.17510001361370087, x0_rate: 66/1000, unique_elements: 403
384
+ [2025-01-02 00:18:27,068::GMM::INFO] Step 1910/2000: Ki_x=2, Ki_eps=2
385
+ [2025-01-02 00:18:27,071::GMM::INFO] ux_mean: 479.2076416015625, mc_acc_rate: 0.17080003023147583, x0_rate: 66/1000, unique_elements: 403
386
+ [2025-01-02 00:21:13,217::GMM::INFO] Step 1920/2000: Ki_x=2, Ki_eps=2
387
+ [2025-01-02 00:21:13,220::GMM::INFO] ux_mean: 479.1878662109375, mc_acc_rate: 0.15970003604888916, x0_rate: 66/1000, unique_elements: 403
388
+ [2025-01-02 00:23:59,610::GMM::INFO] Step 1930/2000: Ki_x=2, Ki_eps=2
389
+ [2025-01-02 00:23:59,611::GMM::INFO] ux_mean: 478.47930908203125, mc_acc_rate: 0.16040000319480896, x0_rate: 55/1000, unique_elements: 381
390
+ [2025-01-02 00:26:45,225::GMM::INFO] Step 1940/2000: Ki_x=2, Ki_eps=2
391
+ [2025-01-02 00:26:45,228::GMM::INFO] ux_mean: 478.3694152832031, mc_acc_rate: 0.1576000154018402, x0_rate: 55/1000, unique_elements: 381
392
+ [2025-01-02 00:29:31,106::GMM::INFO] Step 1950/2000: Ki_x=2, Ki_eps=2
393
+ [2025-01-02 00:29:31,107::GMM::INFO] ux_mean: 478.65777587890625, mc_acc_rate: 0.15290001034736633, x0_rate: 55/1000, unique_elements: 381
394
+ [2025-01-02 00:32:17,226::GMM::INFO] Step 1960/2000: Ki_x=2, Ki_eps=2
395
+ [2025-01-02 00:32:17,227::GMM::INFO] ux_mean: 478.38238525390625, mc_acc_rate: 0.15940001606941223, x0_rate: 55/1000, unique_elements: 381
396
+ [2025-01-02 00:35:03,056::GMM::INFO] Step 1970/2000: Ki_x=2, Ki_eps=2
397
+ [2025-01-02 00:35:03,059::GMM::INFO] ux_mean: 478.3062744140625, mc_acc_rate: 0.15919998288154602, x0_rate: 55/1000, unique_elements: 381
398
+ [2025-01-02 00:37:48,935::GMM::INFO] Step 1980/2000: Ki_x=2, Ki_eps=2
399
+ [2025-01-02 00:37:48,938::GMM::INFO] ux_mean: 478.45654296875, mc_acc_rate: 0.16340000927448273, x0_rate: 55/1000, unique_elements: 381
400
+ [2025-01-02 00:40:35,195::GMM::INFO] Step 1990/2000: Ki_x=2, Ki_eps=2
401
+ [2025-01-02 00:40:35,198::GMM::INFO] ux_mean: 478.3424072265625, mc_acc_rate: 0.15610000491142273, x0_rate: 55/1000, unique_elements: 381
402
+ [2025-01-02 00:42:48,324::GMM::INFO] x0 rate:, 0.044
403
+ [2025-01-02 00:42:48,325::GMM::INFO] unique elements:, 359
404
+ [2025-01-02 00:42:48,325::GMM::INFO] ux mean:, 478.204833984375
405
+ [2025-01-02 00:42:48,325::GMM::INFO] done