diff --git "a/oxford-pets/cnn.out" "b/oxford-pets/cnn.out"
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+++ "b/oxford-pets/cnn.out"
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+
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+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.93s/it]
2it [00:07,  3.85s/it]
3it [00:11,  3.86s/it]
4it [00:15,  3.83s/it]
5it [00:19,  3.82s/it]
6it [00:22,  3.81s/it]
7it [00:26,  3.86s/it]
8it [00:30,  3.88s/it]
9it [00:34,  3.86s/it]
10it [00:39,  4.02s/it]
11it [00:43,  4.12s/it]
12it [00:47,  4.26s/it]
13it [00:52,  4.33s/it]
14it [00:56,  4.28s/it]
15it [01:00,  4.25s/it]
16it [01:04,  4.13s/it]
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22it [01:30,  4.37s/it]
23it [01:34,  4.37s/it]
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25it [01:44,  4.58s/it]
26it [01:48,  4.60s/it]
27it [01:53,  4.54s/it]
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29it [02:02,  4.60s/it]
30it [02:08,  4.97s/it]
31it [02:12,  4.81s/it]
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34it [02:30,  5.31s/it]
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39it [02:56,  5.02s/it]
40it [03:00,  4.93s/it]
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43it [03:13,  4.49s/it]
44it [03:18,  4.64s/it]
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55it [04:12,  5.05s/it]
56it [04:16,  4.80s/it]
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59it [04:30,  4.75s/it]
60it [04:34,  4.68s/it]
61it [04:39,  4.67s/it]
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63it [04:49,  4.88s/it]
64it [04:54,  4.92s/it]
65it [04:59,  4.86s/it]
66it [05:04,  4.83s/it]
67it [05:09,  4.90s/it]
68it [05:14,  4.97s/it]
69it [05:19,  4.94s/it]
70it [05:23,  4.83s/it]
71it [05:28,  4.85s/it]
72it [05:33,  4.87s/it]
73it [05:39,  5.04s/it]
74it [05:44,  5.06s/it]
75it [05:48,  4.84s/it]
76it [05:52,  4.74s/it]
77it [05:57,  4.64s/it]
78it [06:01,  4.41s/it]
79it [06:05,  4.28s/it]
80it [06:10,  4.51s/it]
81it [06:10,  3.38s/it]
81it [06:10,  4.58s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:02,  2.03s/it]
2it [00:03,  1.94s/it]
3it [00:05,  1.86s/it]
4it [00:07,  1.95s/it]
5it [00:10,  2.38s/it]
6it [00:13,  2.42s/it]
7it [00:15,  2.25s/it]
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9it [00:21,  2.76s/it]
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12it [00:29,  2.45s/it]
13it [00:30,  2.18s/it]
13it [00:30,  2.36s/it]
+[Test set] Epoch: 1, Accuracy: 58.87%
+
+epoch 1, best_acc 0.588724672794342
+now training
+
0it [00:00, ?it/s]
1it [00:05,  5.72s/it]
2it [00:09,  4.64s/it]
3it [00:15,  5.37s/it]
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5it [00:27,  5.53s/it]
6it [00:31,  5.24s/it]
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9it [00:47,  5.16s/it]
10it [00:52,  5.23s/it]
11it [00:57,  5.21s/it]
12it [01:02,  4.98s/it]
13it [01:07,  5.01s/it]
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16it [01:22,  5.08s/it]
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40it [03:17,  4.94s/it]
41it [03:23,  5.31s/it]
42it [03:28,  5.21s/it]
43it [03:32,  4.84s/it]
44it [03:36,  4.60s/it]
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46it [03:46,  4.78s/it]
47it [03:51,  4.85s/it]
48it [03:57,  5.13s/it]
49it [04:03,  5.26s/it]
50it [04:07,  5.07s/it]
51it [04:12,  5.01s/it]
52it [04:17,  4.85s/it]
53it [04:21,  4.83s/it]
54it [04:27,  4.93s/it]
55it [04:31,  4.74s/it]
56it [04:35,  4.64s/it]
57it [04:40,  4.58s/it]
58it [04:44,  4.63s/it]
59it [04:52,  5.45s/it]
60it [04:56,  5.12s/it]
61it [05:00,  4.85s/it]
62it [05:05,  4.90s/it]
63it [05:10,  4.94s/it]
64it [05:15,  4.95s/it]
65it [05:21,  5.07s/it]
66it [05:27,  5.29s/it]
67it [05:32,  5.24s/it]
68it [05:36,  4.85s/it]
69it [05:40,  4.70s/it]
70it [05:44,  4.57s/it]
71it [05:48,  4.38s/it]
72it [05:53,  4.36s/it]
73it [05:58,  4.62s/it]
74it [06:03,  4.82s/it]
75it [06:09,  5.16s/it]
76it [06:15,  5.31s/it]
77it [06:20,  5.31s/it]
78it [06:25,  5.21s/it]
79it [06:31,  5.35s/it]
80it [06:37,  5.59s/it]
81it [06:37,  4.14s/it]
81it [06:37,  4.91s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:02,  2.14s/it]
2it [00:04,  2.35s/it]
3it [00:06,  2.31s/it]
4it [00:09,  2.27s/it]
5it [00:10,  2.13s/it]
6it [00:12,  2.03s/it]
7it [00:14,  1.97s/it]
8it [00:16,  1.93s/it]
9it [00:18,  1.91s/it]
10it [00:20,  2.09s/it]
11it [00:23,  2.29s/it]
12it [00:26,  2.46s/it]
13it [00:27,  2.14s/it]
13it [00:27,  2.14s/it]
+[Test set] Epoch: 2, Accuracy: 63.01%
+
+epoch 2, best_acc 0.6300935745239258
+now training
+
0it [00:00, ?it/s]
1it [00:05,  5.35s/it]
2it [00:10,  5.28s/it]
3it [00:15,  5.08s/it]
4it [00:21,  5.60s/it]
5it [00:26,  5.17s/it]
6it [00:30,  4.93s/it]
7it [00:35,  4.98s/it]
8it [00:42,  5.66s/it]
9it [00:47,  5.43s/it]
10it [00:51,  5.01s/it]
11it [00:56,  4.93s/it]
12it [01:01,  4.79s/it]
13it [01:06,  4.85s/it]
14it [01:10,  4.67s/it]
15it [01:14,  4.44s/it]
16it [01:18,  4.28s/it]
17it [01:22,  4.17s/it]
18it [01:26,  4.35s/it]
19it [01:31,  4.49s/it]
20it [01:36,  4.65s/it]
21it [01:41,  4.57s/it]
22it [01:46,  4.69s/it]
23it [01:51,  4.88s/it]
24it [01:56,  4.95s/it]
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26it [02:08,  5.59s/it]
27it [02:13,  5.34s/it]
28it [02:18,  5.35s/it]
29it [02:23,  5.25s/it]
30it [02:27,  4.86s/it]
31it [02:32,  4.68s/it]
32it [02:36,  4.56s/it]
33it [02:40,  4.50s/it]
34it [02:44,  4.36s/it]
35it [02:49,  4.51s/it]
36it [02:54,  4.58s/it]
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38it [03:05,  4.97s/it]
39it [03:09,  4.82s/it]
40it [03:13,  4.58s/it]
41it [03:18,  4.62s/it]
42it [03:22,  4.43s/it]
43it [03:26,  4.41s/it]
44it [03:31,  4.48s/it]
45it [03:38,  5.09s/it]
46it [03:42,  5.00s/it]
47it [03:48,  5.10s/it]
48it [03:52,  4.89s/it]
49it [03:57,  4.83s/it]
50it [04:02,  5.01s/it]
51it [04:08,  5.19s/it]
52it [04:14,  5.39s/it]
53it [04:18,  4.97s/it]
54it [04:23,  5.06s/it]
55it [04:27,  4.86s/it]
56it [04:32,  4.76s/it]
57it [04:36,  4.65s/it]
58it [04:40,  4.53s/it]
59it [04:45,  4.58s/it]
60it [04:50,  4.62s/it]
61it [04:55,  4.89s/it]
62it [04:59,  4.66s/it]
63it [05:04,  4.75s/it]
64it [05:09,  4.81s/it]
65it [05:14,  4.69s/it]
66it [05:18,  4.60s/it]
67it [05:22,  4.48s/it]
68it [05:26,  4.31s/it]
69it [05:31,  4.44s/it]
70it [05:38,  5.11s/it]
71it [05:42,  4.81s/it]
72it [05:46,  4.68s/it]
73it [05:52,  4.89s/it]
74it [05:56,  4.87s/it]
75it [06:00,  4.63s/it]
76it [06:05,  4.48s/it]
77it [06:09,  4.55s/it]
78it [06:13,  4.40s/it]
79it [06:18,  4.48s/it]
80it [06:23,  4.53s/it]
81it [06:24,  3.44s/it]
81it [06:24,  4.74s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:02,  2.33s/it]
2it [00:07,  4.00s/it]
3it [00:10,  3.71s/it]
4it [00:12,  3.08s/it]
5it [00:14,  2.66s/it]
6it [00:16,  2.46s/it]
7it [00:18,  2.24s/it]
8it [00:20,  2.12s/it]
9it [00:22,  2.09s/it]
10it [00:25,  2.33s/it]
11it [00:30,  3.00s/it]
12it [00:34,  3.47s/it]
13it [00:35,  2.78s/it]
13it [00:35,  2.75s/it]
+[Test set] Epoch: 3, Accuracy: 58.87%
+
+epoch 3, best_acc 0.6300935745239258
+now training
+
0it [00:00, ?it/s]
1it [00:04,  4.68s/it]
2it [00:09,  4.79s/it]
3it [00:14,  4.91s/it]
4it [00:18,  4.57s/it]
5it [00:23,  4.65s/it]
6it [00:27,  4.43s/it]
7it [00:32,  4.66s/it]
8it [00:37,  4.81s/it]
9it [00:42,  4.84s/it]
10it [00:46,  4.63s/it]
11it [00:51,  4.56s/it]
12it [00:55,  4.45s/it]
13it [00:59,  4.27s/it]
14it [01:03,  4.13s/it]
15it [01:07,  4.20s/it]
16it [01:12,  4.36s/it]
17it [01:16,  4.30s/it]
18it [01:20,  4.25s/it]
19it [01:25,  4.37s/it]
20it [01:29,  4.33s/it]
21it [01:34,  4.60s/it]
22it [01:39,  4.67s/it]
23it [01:43,  4.52s/it]
24it [01:48,  4.79s/it]
25it [01:53,  4.86s/it]
26it [01:58,  4.74s/it]
27it [02:03,  4.91s/it]
28it [02:09,  5.03s/it]
29it [02:13,  4.97s/it]
30it [02:18,  4.83s/it]
31it [02:22,  4.75s/it]
32it [02:27,  4.62s/it]
33it [02:31,  4.44s/it]
34it [02:35,  4.40s/it]
35it [02:41,  4.75s/it]
36it [02:46,  4.83s/it]
37it [02:50,  4.71s/it]
38it [02:54,  4.59s/it]
39it [02:59,  4.58s/it]
40it [03:03,  4.52s/it]
41it [03:08,  4.45s/it]
42it [03:12,  4.45s/it]
43it [03:19,  5.07s/it]
44it [03:24,  5.14s/it]
45it [03:28,  4.89s/it]
46it [03:32,  4.59s/it]
47it [03:37,  4.69s/it]
48it [03:42,  4.72s/it]
49it [03:47,  4.88s/it]
50it [03:52,  5.03s/it]
51it [03:57,  4.86s/it]
52it [04:02,  5.08s/it]
53it [04:10,  5.72s/it]
54it [04:15,  5.47s/it]
55it [04:19,  5.20s/it]
56it [04:24,  5.07s/it]
57it [04:28,  4.92s/it]
58it [04:34,  5.11s/it]
59it [04:38,  4.89s/it]
60it [04:43,  4.68s/it]
61it [04:47,  4.72s/it]
62it [04:52,  4.80s/it]
63it [04:57,  4.62s/it]
64it [05:01,  4.50s/it]
65it [05:05,  4.32s/it]
66it [05:09,  4.23s/it]
67it [05:13,  4.23s/it]
68it [05:18,  4.39s/it]
69it [05:23,  4.63s/it]
70it [05:28,  4.76s/it]
71it [05:32,  4.62s/it]
72it [05:37,  4.70s/it]
73it [05:42,  4.78s/it]
74it [05:47,  4.91s/it]
75it [05:53,  5.10s/it]
76it [05:58,  5.00s/it]
77it [06:02,  4.76s/it]
78it [06:06,  4.57s/it]
79it [06:10,  4.43s/it]
80it [06:14,  4.30s/it]
81it [06:15,  3.26s/it]
81it [06:15,  4.63s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.77s/it]
2it [00:04,  2.17s/it]
3it [00:08,  3.21s/it]
4it [00:13,  3.84s/it]
5it [00:16,  3.72s/it]
6it [00:19,  3.19s/it]
7it [00:21,  2.88s/it]
8it [00:23,  2.61s/it]
9it [00:25,  2.50s/it]
10it [00:27,  2.39s/it]
11it [00:29,  2.33s/it]
12it [00:32,  2.30s/it]
13it [00:33,  2.00s/it]
13it [00:33,  2.58s/it]
+[Test set] Epoch: 4, Accuracy: 59.32%
+
+epoch 4, best_acc 0.6300935745239258
+now training
+
0it [00:00, ?it/s]
1it [00:04,  4.71s/it]
2it [00:09,  5.00s/it]
3it [00:15,  5.24s/it]
4it [00:20,  5.23s/it]
5it [00:25,  5.18s/it]
6it [00:29,  4.86s/it]
7it [00:35,  5.14s/it]
8it [00:40,  4.99s/it]
9it [00:44,  4.74s/it]
10it [00:49,  4.95s/it]
11it [00:55,  5.03s/it]
12it [00:59,  4.91s/it]
13it [01:06,  5.41s/it]
14it [01:11,  5.38s/it]
15it [01:16,  5.28s/it]
16it [01:23,  5.61s/it]
17it [01:27,  5.18s/it]
18it [01:31,  4.89s/it]
19it [01:35,  4.74s/it]
20it [01:39,  4.54s/it]
21it [01:43,  4.38s/it]
22it [01:48,  4.37s/it]
23it [01:53,  4.53s/it]
24it [01:57,  4.38s/it]
25it [02:02,  4.76s/it]
26it [02:07,  4.84s/it]
27it [02:12,  4.76s/it]
28it [02:17,  4.72s/it]
29it [02:22,  4.79s/it]
30it [02:26,  4.57s/it]
31it [02:30,  4.44s/it]
32it [02:34,  4.29s/it]
33it [02:38,  4.34s/it]
34it [02:42,  4.31s/it]
35it [02:47,  4.33s/it]
36it [02:51,  4.42s/it]
37it [02:57,  4.69s/it]
38it [03:03,  5.21s/it]
39it [03:07,  4.80s/it]
40it [03:12,  4.87s/it]
41it [03:17,  4.77s/it]
42it [03:20,  4.47s/it]
43it [03:24,  4.34s/it]
44it [03:28,  4.17s/it]
45it [03:32,  4.06s/it]
46it [03:36,  3.97s/it]
47it [03:40,  3.90s/it]
48it [03:44,  4.17s/it]
49it [03:50,  4.57s/it]
50it [03:54,  4.54s/it]
51it [03:58,  4.33s/it]
52it [04:03,  4.56s/it]
53it [04:08,  4.62s/it]
54it [04:12,  4.52s/it]
55it [04:17,  4.49s/it]
56it [04:21,  4.40s/it]
57it [04:26,  4.49s/it]
58it [04:30,  4.37s/it]
59it [04:33,  4.17s/it]
60it [04:38,  4.27s/it]
61it [04:43,  4.62s/it]
62it [04:47,  4.49s/it]
63it [04:53,  4.89s/it]
64it [04:59,  5.21s/it]
65it [05:05,  5.27s/it]
66it [05:09,  4.90s/it]
67it [05:14,  4.89s/it]
68it [05:19,  4.97s/it]
69it [05:23,  4.85s/it]
70it [05:27,  4.65s/it]
71it [05:33,  4.85s/it]
72it [05:37,  4.63s/it]
73it [05:41,  4.42s/it]
74it [05:45,  4.40s/it]
75it [05:49,  4.22s/it]
76it [05:53,  4.29s/it]
77it [05:58,  4.31s/it]
78it [06:02,  4.26s/it]
79it [06:07,  4.51s/it]
80it [06:13,  4.90s/it]
81it [06:14,  3.75s/it]
81it [06:14,  4.62s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.76s/it]
2it [00:04,  2.61s/it]
3it [00:07,  2.39s/it]
4it [00:08,  2.18s/it]
5it [00:12,  2.72s/it]
6it [00:15,  2.93s/it]
7it [00:17,  2.62s/it]
8it [00:20,  2.56s/it]
9it [00:22,  2.41s/it]
10it [00:24,  2.45s/it]
11it [00:26,  2.24s/it]
12it [00:30,  2.62s/it]
13it [00:31,  2.31s/it]
13it [00:31,  2.45s/it]
+[Test set] Epoch: 5, Accuracy: 68.14%
+
+epoch 5, best_acc 0.6813803911209106
+now training
+
0it [00:00, ?it/s]
1it [00:04,  4.00s/it]
2it [00:10,  5.21s/it]
3it [00:13,  4.59s/it]
4it [00:18,  4.40s/it]
5it [00:22,  4.60s/it]
6it [00:27,  4.59s/it]
7it [00:31,  4.45s/it]
8it [00:36,  4.43s/it]
9it [00:40,  4.37s/it]
10it [00:44,  4.39s/it]
11it [00:48,  4.23s/it]
12it [00:53,  4.30s/it]
13it [00:57,  4.26s/it]
14it [01:01,  4.28s/it]
15it [01:05,  4.29s/it]
16it [01:09,  4.19s/it]
17it [01:14,  4.41s/it]
18it [01:19,  4.36s/it]
19it [01:23,  4.25s/it]
20it [01:27,  4.22s/it]
21it [01:31,  4.15s/it]
22it [01:35,  4.15s/it]
23it [01:39,  4.08s/it]
24it [01:43,  4.07s/it]
25it [01:47,  4.04s/it]
26it [01:52,  4.33s/it]
27it [01:57,  4.76s/it]
28it [02:03,  4.86s/it]
29it [02:08,  5.11s/it]
30it [02:15,  5.68s/it]
31it [02:20,  5.30s/it]
32it [02:25,  5.23s/it]
33it [02:29,  4.97s/it]
34it [02:34,  4.90s/it]
35it [02:39,  5.05s/it]
36it [02:46,  5.58s/it]
37it [02:53,  5.96s/it]
38it [03:00,  6.17s/it]
39it [03:06,  6.36s/it]
40it [03:11,  5.69s/it]
41it [03:15,  5.17s/it]
42it [03:20,  5.15s/it]
43it [03:24,  4.80s/it]
44it [03:28,  4.74s/it]
45it [03:33,  4.64s/it]
46it [03:37,  4.44s/it]
47it [03:42,  4.78s/it]
48it [03:47,  4.86s/it]
49it [03:54,  5.45s/it]
50it [03:58,  5.15s/it]
51it [04:03,  5.01s/it]
52it [04:10,  5.45s/it]
53it [04:15,  5.39s/it]
54it [04:21,  5.55s/it]
55it [04:26,  5.29s/it]
56it [04:30,  4.91s/it]
57it [04:36,  5.48s/it]
58it [04:41,  5.21s/it]
59it [04:45,  4.88s/it]
60it [04:49,  4.70s/it]
61it [04:55,  4.85s/it]
62it [05:00,  5.04s/it]
63it [05:06,  5.19s/it]
64it [05:10,  5.00s/it]
65it [05:16,  5.23s/it]
66it [05:24,  5.98s/it]
67it [05:29,  5.76s/it]
68it [05:33,  5.42s/it]
69it [05:39,  5.48s/it]
70it [05:44,  5.44s/it]
71it [05:50,  5.62s/it]
72it [05:55,  5.23s/it]
73it [05:59,  4.92s/it]
74it [06:04,  5.07s/it]
75it [06:10,  5.35s/it]
76it [06:15,  5.01s/it]
77it [06:19,  4.80s/it]
78it [06:23,  4.58s/it]
79it [06:27,  4.55s/it]
80it [06:33,  4.79s/it]
81it [06:34,  3.68s/it]
81it [06:34,  4.87s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:04,  4.58s/it]
2it [00:11,  5.83s/it]
3it [00:17,  5.82s/it]
4it [00:19,  4.65s/it]
5it [00:26,  5.38s/it]
6it [00:31,  5.36s/it]
7it [00:36,  5.00s/it]
8it [00:39,  4.52s/it]
9it [00:43,  4.23s/it]
10it [00:45,  3.49s/it]
11it [00:47,  3.00s/it]
12it [00:52,  3.79s/it]
13it [00:55,  3.45s/it]
13it [00:55,  4.25s/it]
+[Test set] Epoch: 6, Accuracy: 70.09%
+
+epoch 6, best_acc 0.700873613357544
+now training
+
0it [00:00, ?it/s]
1it [00:06,  6.52s/it]
2it [00:10,  5.09s/it]
3it [00:14,  4.73s/it]
4it [00:22,  5.86s/it]
5it [00:28,  6.08s/it]
6it [00:34,  6.01s/it]
7it [00:39,  5.47s/it]
8it [00:43,  5.10s/it]
9it [00:50,  5.65s/it]
10it [00:55,  5.47s/it]
11it [01:01,  5.51s/it]
12it [01:06,  5.51s/it]
13it [01:10,  5.16s/it]
14it [01:17,  5.72s/it]
15it [01:24,  6.13s/it]
16it [01:29,  5.52s/it]
17it [01:34,  5.34s/it]
18it [01:38,  5.18s/it]
19it [01:46,  5.80s/it]
20it [01:52,  6.08s/it]
21it [01:57,  5.68s/it]
22it [02:04,  6.02s/it]
23it [02:08,  5.52s/it]
24it [02:13,  5.29s/it]
25it [02:19,  5.55s/it]
26it [02:24,  5.29s/it]
27it [02:28,  5.04s/it]
28it [02:34,  5.12s/it]
29it [02:38,  4.90s/it]
30it [02:45,  5.56s/it]
31it [02:53,  6.28s/it]
32it [03:01,  6.70s/it]
33it [03:06,  6.22s/it]
34it [03:10,  5.62s/it]
35it [03:14,  5.20s/it]
36it [03:19,  5.11s/it]
37it [03:24,  5.04s/it]
38it [03:30,  5.22s/it]
39it [03:35,  5.33s/it]
40it [03:40,  5.29s/it]
41it [03:45,  5.15s/it]
42it [03:49,  4.87s/it]
43it [03:54,  4.74s/it]
44it [03:59,  4.73s/it]
45it [04:05,  5.28s/it]
46it [04:11,  5.41s/it]
47it [04:16,  5.44s/it]
48it [04:21,  5.09s/it]
49it [04:26,  5.13s/it]
50it [04:31,  5.05s/it]
51it [04:37,  5.50s/it]
52it [04:43,  5.41s/it]
53it [04:49,  5.69s/it]
54it [04:56,  6.02s/it]
55it [05:00,  5.41s/it]
56it [05:05,  5.35s/it]
57it [05:11,  5.60s/it]
58it [05:17,  5.79s/it]
59it [05:22,  5.60s/it]
60it [05:31,  6.43s/it]
61it [05:38,  6.64s/it]
62it [05:43,  6.25s/it]
63it [05:49,  6.14s/it]
64it [05:55,  5.96s/it]
65it [06:00,  5.66s/it]
66it [06:05,  5.53s/it]
67it [06:09,  5.18s/it]
68it [06:14,  4.98s/it]
69it [06:20,  5.35s/it]
70it [06:25,  5.33s/it]
71it [06:30,  5.17s/it]
72it [06:38,  6.07s/it]
73it [06:44,  5.90s/it]
74it [06:50,  5.92s/it]
75it [06:55,  5.60s/it]
76it [06:59,  5.25s/it]
77it [07:03,  4.94s/it]
78it [07:08,  4.94s/it]
79it [07:12,  4.76s/it]
80it [07:18,  5.11s/it]
81it [07:20,  3.91s/it]
81it [07:20,  5.43s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:06,  6.29s/it]
2it [00:10,  5.16s/it]
3it [00:15,  4.87s/it]
4it [00:20,  5.10s/it]
5it [00:23,  4.25s/it]
6it [00:27,  4.25s/it]
7it [00:29,  3.58s/it]
8it [00:32,  3.24s/it]
9it [00:34,  2.91s/it]
10it [00:36,  2.70s/it]
11it [00:39,  2.59s/it]
12it [00:41,  2.46s/it]
13it [00:42,  2.13s/it]
13it [00:42,  3.28s/it]
+[Test set] Epoch: 7, Accuracy: 73.86%
+
+epoch 7, best_acc 0.7385586500167847
+now training
+
0it [00:00, ?it/s]
1it [00:04,  4.76s/it]
2it [00:10,  5.19s/it]
3it [00:16,  5.76s/it]
4it [00:20,  5.08s/it]
5it [00:26,  5.22s/it]
6it [00:31,  5.32s/it]
7it [00:36,  5.07s/it]
8it [00:41,  5.14s/it]
9it [00:46,  5.04s/it]
10it [00:52,  5.36s/it]
11it [00:59,  5.99s/it]
12it [01:05,  5.74s/it]
13it [01:12,  6.34s/it]
14it [01:17,  5.92s/it]
15it [01:22,  5.52s/it]
16it [01:28,  5.59s/it]
17it [01:35,  6.04s/it]
18it [01:41,  6.26s/it]
19it [01:48,  6.39s/it]
20it [01:55,  6.54s/it]
21it [02:00,  5.95s/it]
22it [02:04,  5.51s/it]
23it [02:08,  5.14s/it]
24it [02:13,  4.93s/it]
25it [02:17,  4.65s/it]
26it [02:21,  4.50s/it]
27it [02:25,  4.45s/it]
28it [02:30,  4.61s/it]
29it [02:36,  4.92s/it]
30it [02:40,  4.69s/it]
31it [02:44,  4.51s/it]
32it [02:49,  4.55s/it]
33it [02:53,  4.45s/it]
34it [02:57,  4.40s/it]
35it [03:03,  4.67s/it]
36it [03:09,  5.25s/it]
37it [03:15,  5.28s/it]
38it [03:23,  6.13s/it]
39it [03:29,  6.33s/it]
40it [03:36,  6.27s/it]
41it [03:42,  6.17s/it]
42it [03:47,  5.86s/it]
43it [03:52,  5.78s/it]
44it [03:57,  5.57s/it]
45it [04:03,  5.54s/it]
46it [04:08,  5.48s/it]
47it [04:15,  5.87s/it]
48it [04:21,  5.80s/it]
49it [04:25,  5.36s/it]
50it [04:29,  5.11s/it]
51it [04:34,  4.92s/it]
52it [04:39,  5.12s/it]
53it [04:46,  5.46s/it]
54it [04:52,  5.77s/it]
55it [04:57,  5.57s/it]
56it [05:04,  5.94s/it]
57it [05:10,  5.88s/it]
58it [05:14,  5.43s/it]
59it [05:18,  5.08s/it]
60it [05:23,  4.87s/it]
61it [05:28,  4.80s/it]
62it [05:32,  4.78s/it]
63it [05:37,  4.87s/it]
64it [05:45,  5.67s/it]
65it [05:50,  5.41s/it]
66it [05:54,  5.13s/it]
67it [05:59,  4.91s/it]
68it [06:03,  4.85s/it]
69it [06:07,  4.61s/it]
70it [06:11,  4.45s/it]
71it [06:15,  4.29s/it]
72it [06:22,  5.00s/it]
73it [06:30,  5.87s/it]
74it [06:36,  6.08s/it]
75it [06:41,  5.57s/it]
76it [06:46,  5.47s/it]
77it [06:52,  5.75s/it]
78it [06:57,  5.29s/it]
79it [07:01,  4.94s/it]
80it [07:05,  4.77s/it]
81it [07:06,  3.64s/it]
81it [07:06,  5.27s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:05,  5.86s/it]
2it [00:07,  3.54s/it]
3it [00:12,  4.05s/it]
4it [00:15,  3.82s/it]
5it [00:17,  3.11s/it]
6it [00:19,  2.77s/it]
7it [00:26,  3.88s/it]
8it [00:28,  3.43s/it]
9it [00:31,  3.45s/it]
10it [00:33,  2.95s/it]
11it [00:40,  4.09s/it]
12it [00:43,  3.86s/it]
13it [00:44,  3.01s/it]
13it [00:44,  3.45s/it]
+[Test set] Epoch: 8, Accuracy: 72.63%
+
+epoch 8, best_acc 0.7385586500167847
+now training
+
0it [00:00, ?it/s]
1it [00:04,  4.21s/it]
2it [00:08,  4.44s/it]
3it [00:13,  4.41s/it]
4it [00:18,  4.63s/it]
5it [00:21,  4.33s/it]
6it [00:25,  4.19s/it]
7it [00:30,  4.31s/it]
8it [00:35,  4.70s/it]
9it [00:40,  4.60s/it]
10it [00:47,  5.28s/it]
11it [00:52,  5.22s/it]
12it [00:56,  5.01s/it]
13it [01:00,  4.70s/it]
14it [01:05,  4.73s/it]
15it [01:10,  4.73s/it]
16it [01:15,  4.97s/it]
17it [01:20,  5.03s/it]
18it [01:26,  5.12s/it]
19it [01:31,  5.09s/it]
20it [01:35,  4.86s/it]
21it [01:43,  5.64s/it]
22it [01:48,  5.43s/it]
23it [01:54,  5.61s/it]
24it [01:58,  5.14s/it]
25it [02:02,  5.06s/it]
26it [02:09,  5.36s/it]
27it [02:13,  4.99s/it]
28it [02:17,  4.71s/it]
29it [02:21,  4.61s/it]
30it [02:28,  5.16s/it]
31it [02:32,  4.95s/it]
32it [02:36,  4.66s/it]
33it [02:40,  4.48s/it]
34it [02:45,  4.53s/it]
35it [02:50,  4.90s/it]
36it [02:55,  4.90s/it]
37it [03:00,  4.85s/it]
38it [03:05,  4.73s/it]
39it [03:09,  4.57s/it]
40it [03:13,  4.53s/it]
41it [03:18,  4.57s/it]
42it [03:23,  4.80s/it]
43it [03:28,  4.71s/it]
44it [03:33,  4.82s/it]
45it [03:39,  5.15s/it]
46it [03:44,  5.27s/it]
47it [03:49,  5.03s/it]
48it [03:55,  5.30s/it]
49it [03:59,  4.94s/it]
50it [04:03,  4.71s/it]
51it [04:08,  4.83s/it]
52it [04:13,  4.78s/it]
53it [04:19,  5.16s/it]
54it [04:23,  4.94s/it]
55it [04:28,  4.85s/it]
56it [04:32,  4.80s/it]
57it [04:37,  4.58s/it]
58it [04:42,  4.69s/it]
59it [04:46,  4.59s/it]
60it [04:50,  4.51s/it]
61it [04:56,  4.77s/it]
62it [05:00,  4.64s/it]
63it [05:05,  4.66s/it]
64it [05:10,  4.93s/it]
65it [05:14,  4.70s/it]
66it [05:18,  4.47s/it]
67it [05:23,  4.57s/it]
68it [05:28,  4.54s/it]
69it [05:34,  5.03s/it]
70it [05:38,  4.93s/it]
71it [05:43,  4.90s/it]
72it [05:50,  5.37s/it]
73it [05:55,  5.27s/it]
74it [05:59,  5.00s/it]
75it [06:06,  5.53s/it]
76it [06:10,  5.25s/it]
77it [06:15,  5.17s/it]
78it [06:21,  5.21s/it]
79it [06:27,  5.56s/it]
80it [06:32,  5.37s/it]
81it [06:33,  4.05s/it]
81it [06:33,  4.86s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.84s/it]
2it [00:03,  1.92s/it]
3it [00:05,  1.88s/it]
4it [00:07,  1.92s/it]
5it [00:09,  1.93s/it]
6it [00:11,  1.96s/it]
7it [00:13,  1.95s/it]
8it [00:15,  2.00s/it]
9it [00:17,  2.01s/it]
10it [00:21,  2.62s/it]
11it [00:23,  2.46s/it]
12it [00:25,  2.20s/it]
13it [00:26,  1.80s/it]
13it [00:26,  2.02s/it]
+[Test set] Epoch: 9, Accuracy: 74.01%
+
+epoch 9, best_acc 0.7400705814361572
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.62s/it]
2it [00:07,  3.65s/it]
3it [00:11,  3.72s/it]
4it [00:15,  3.83s/it]
5it [00:19,  3.88s/it]
6it [00:22,  3.90s/it]
7it [00:26,  3.90s/it]
8it [00:30,  3.90s/it]
9it [00:34,  3.90s/it]
10it [00:38,  3.89s/it]
11it [00:42,  3.89s/it]
12it [00:46,  3.92s/it]
13it [00:50,  3.92s/it]
14it [00:54,  3.94s/it]
15it [00:58,  3.92s/it]
16it [01:02,  3.92s/it]
17it [01:05,  3.87s/it]
18it [01:09,  3.86s/it]
19it [01:13,  3.84s/it]
20it [01:17,  3.84s/it]
21it [01:21,  3.80s/it]
22it [01:24,  3.80s/it]
23it [01:28,  3.77s/it]
24it [01:32,  3.76s/it]
25it [01:35,  3.72s/it]
26it [01:39,  3.69s/it]
27it [01:43,  3.69s/it]
28it [01:46,  3.68s/it]
29it [01:50,  3.68s/it]
30it [01:54,  3.69s/it]
31it [01:58,  3.70s/it]
32it [02:01,  3.70s/it]
33it [02:05,  3.68s/it]
34it [02:08,  3.65s/it]
35it [02:12,  3.66s/it]
36it [02:16,  3.66s/it]
37it [02:19,  3.62s/it]
38it [02:23,  3.60s/it]
39it [02:26,  3.60s/it]
40it [02:30,  3.58s/it]
41it [02:34,  3.58s/it]
42it [02:37,  3.58s/it]
43it [02:41,  3.58s/it]
44it [02:44,  3.57s/it]
45it [02:48,  3.57s/it]
46it [02:51,  3.55s/it]
47it [02:55,  3.53s/it]
48it [02:58,  3.51s/it]
49it [03:02,  3.50s/it]
50it [03:05,  3.50s/it]
51it [03:09,  3.52s/it]
52it [03:12,  3.54s/it]
53it [03:16,  3.54s/it]
54it [03:19,  3.53s/it]
55it [03:23,  3.52s/it]
56it [03:26,  3.52s/it]
57it [03:30,  3.54s/it]
58it [03:34,  3.51s/it]
59it [03:37,  3.47s/it]
60it [03:40,  3.50s/it]
61it [03:44,  3.48s/it]
62it [03:47,  3.47s/it]
63it [03:51,  3.44s/it]
64it [03:54,  3.42s/it]
65it [03:57,  3.41s/it]
66it [04:01,  3.40s/it]
67it [04:04,  3.45s/it]
68it [04:08,  3.48s/it]
69it [04:12,  3.51s/it]
70it [04:15,  3.52s/it]
71it [04:19,  3.53s/it]
72it [04:22,  3.56s/it]
73it [04:26,  3.58s/it]
74it [04:29,  3.59s/it]
75it [04:33,  3.56s/it]
76it [04:36,  3.51s/it]
77it [04:40,  3.48s/it]
78it [04:43,  3.48s/it]
79it [04:47,  3.49s/it]
80it [04:50,  3.49s/it]
81it [04:51,  2.64s/it]
81it [04:51,  3.60s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.60s/it]
2it [00:03,  1.55s/it]
3it [00:04,  1.55s/it]
4it [00:06,  1.54s/it]
5it [00:07,  1.54s/it]
6it [00:09,  1.54s/it]
7it [00:10,  1.53s/it]
8it [00:12,  1.54s/it]
9it [00:13,  1.54s/it]
10it [00:15,  1.53s/it]
11it [00:16,  1.53s/it]
12it [00:18,  1.54s/it]
13it [00:19,  1.33s/it]
13it [00:19,  1.49s/it]
+[Test set] Epoch: 10, Accuracy: 74.63%
+
+epoch 10, best_acc 0.7463492155075073
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.46s/it]
2it [00:06,  3.45s/it]
3it [00:10,  3.43s/it]
4it [00:13,  3.42s/it]
5it [00:17,  3.41s/it]
6it [00:20,  3.40s/it]
7it [00:23,  3.43s/it]
8it [00:27,  3.45s/it]
9it [00:30,  3.45s/it]
10it [00:34,  3.48s/it]
11it [00:37,  3.48s/it]
12it [00:41,  3.47s/it]
13it [00:44,  3.47s/it]
14it [00:48,  3.45s/it]
15it [00:51,  3.43s/it]
16it [00:55,  3.43s/it]
17it [00:58,  3.43s/it]
18it [01:01,  3.44s/it]
19it [01:05,  3.46s/it]
20it [01:08,  3.46s/it]
21it [01:12,  3.44s/it]
22it [01:15,  3.47s/it]
23it [01:19,  3.44s/it]
24it [01:22,  3.44s/it]
25it [01:26,  3.44s/it]
26it [01:29,  3.44s/it]
27it [01:33,  3.46s/it]
28it [01:36,  3.48s/it]
29it [01:40,  3.47s/it]
30it [01:43,  3.46s/it]
31it [01:46,  3.47s/it]
32it [01:50,  3.45s/it]
33it [01:54,  3.51s/it]
34it [01:57,  3.55s/it]
35it [02:01,  3.55s/it]
36it [02:04,  3.56s/it]
37it [02:08,  3.58s/it]
38it [02:11,  3.58s/it]
39it [02:15,  3.59s/it]
40it [02:19,  3.59s/it]
41it [02:22,  3.60s/it]
42it [02:26,  3.59s/it]
43it [02:29,  3.59s/it]
44it [02:33,  3.61s/it]
45it [02:37,  3.62s/it]
46it [02:40,  3.63s/it]
47it [02:44,  3.63s/it]
48it [02:48,  3.62s/it]
49it [02:51,  3.64s/it]
50it [02:55,  3.63s/it]
51it [02:59,  3.63s/it]
52it [03:02,  3.62s/it]
53it [03:06,  3.61s/it]
54it [03:09,  3.59s/it]
55it [03:13,  3.57s/it]
56it [03:16,  3.56s/it]
57it [03:20,  3.57s/it]
58it [03:24,  3.58s/it]
59it [03:27,  3.59s/it]
60it [03:31,  3.58s/it]
61it [03:34,  3.60s/it]
62it [03:38,  3.59s/it]
63it [03:41,  3.57s/it]
64it [03:45,  3.56s/it]
65it [03:48,  3.52s/it]
66it [03:52,  3.47s/it]
67it [03:55,  3.47s/it]
68it [03:59,  3.45s/it]
69it [04:02,  3.46s/it]
70it [04:06,  3.44s/it]
71it [04:09,  3.43s/it]
72it [04:12,  3.45s/it]
73it [04:16,  3.45s/it]
74it [04:19,  3.45s/it]
75it [04:23,  3.44s/it]
76it [04:26,  3.44s/it]
77it [04:30,  3.45s/it]
78it [04:33,  3.44s/it]
79it [04:36,  3.43s/it]
80it [04:40,  3.43s/it]
81it [04:41,  2.59s/it]
81it [04:41,  3.47s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.51s/it]
2it [00:03,  1.50s/it]
3it [00:04,  1.50s/it]
4it [00:06,  1.50s/it]
5it [00:07,  1.51s/it]
6it [00:09,  1.50s/it]
7it [00:10,  1.51s/it]
8it [00:12,  1.51s/it]
9it [00:13,  1.53s/it]
10it [00:15,  1.52s/it]
11it [00:16,  1.53s/it]
12it [00:18,  1.52s/it]
13it [00:19,  1.31s/it]
13it [00:19,  1.46s/it]
+[Test set] Epoch: 11, Accuracy: 74.17%
+
+epoch 11, best_acc 0.7463492155075073
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.37s/it]
2it [00:06,  3.42s/it]
3it [00:10,  3.45s/it]
4it [00:13,  3.45s/it]
5it [00:17,  3.46s/it]
6it [00:20,  3.48s/it]
7it [00:24,  3.47s/it]
8it [00:27,  3.49s/it]
9it [00:31,  3.51s/it]
10it [00:34,  3.52s/it]
11it [00:38,  3.50s/it]
12it [00:41,  3.49s/it]
13it [00:45,  3.53s/it]
14it [00:48,  3.53s/it]
15it [00:52,  3.52s/it]
16it [00:55,  3.50s/it]
17it [00:59,  3.49s/it]
18it [01:02,  3.46s/it]
19it [01:06,  3.42s/it]
20it [01:09,  3.40s/it]
21it [01:12,  3.37s/it]
22it [01:15,  3.35s/it]
23it [01:19,  3.34s/it]
24it [01:22,  3.32s/it]
25it [01:25,  3.35s/it]
26it [01:29,  3.39s/it]
27it [01:32,  3.42s/it]
28it [01:36,  3.42s/it]
29it [01:39,  3.42s/it]
30it [01:43,  3.43s/it]
31it [01:46,  3.43s/it]
32it [01:50,  3.43s/it]
33it [01:53,  3.42s/it]
34it [01:56,  3.42s/it]
35it [02:00,  3.43s/it]
36it [02:03,  3.45s/it]
37it [02:07,  3.42s/it]
38it [02:10,  3.39s/it]
39it [02:13,  3.37s/it]
40it [02:17,  3.36s/it]
41it [02:20,  3.35s/it]
42it [02:23,  3.35s/it]
43it [02:27,  3.37s/it]
44it [02:30,  3.40s/it]
45it [02:34,  3.42s/it]
46it [02:37,  3.42s/it]
47it [02:41,  3.40s/it]
48it [02:44,  3.38s/it]
49it [02:47,  3.40s/it]
50it [02:51,  3.39s/it]
51it [02:54,  3.36s/it]
52it [02:57,  3.36s/it]
53it [03:01,  3.34s/it]
54it [03:04,  3.32s/it]
55it [03:07,  3.33s/it]
56it [03:11,  3.33s/it]
57it [03:14,  3.32s/it]
58it [03:17,  3.32s/it]
59it [03:20,  3.32s/it]
60it [03:24,  3.32s/it]
61it [03:27,  3.32s/it]
62it [03:31,  3.34s/it]
63it [03:34,  3.34s/it]
64it [03:37,  3.36s/it]
65it [03:41,  3.37s/it]
66it [03:44,  3.38s/it]
67it [03:48,  3.40s/it]
68it [03:51,  3.41s/it]
69it [03:54,  3.41s/it]
70it [03:58,  3.39s/it]
71it [04:01,  3.40s/it]
72it [04:04,  3.39s/it]
73it [04:08,  3.37s/it]
74it [04:11,  3.36s/it]
75it [04:14,  3.33s/it]
76it [04:18,  3.31s/it]
77it [04:21,  3.31s/it]
78it [04:24,  3.32s/it]
79it [04:28,  3.32s/it]
80it [04:31,  3.32s/it]
81it [04:32,  2.51s/it]
81it [04:32,  3.36s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.50s/it]
2it [00:03,  1.50s/it]
3it [00:04,  1.49s/it]
4it [00:05,  1.50s/it]
5it [00:07,  1.50s/it]
6it [00:08,  1.50s/it]
7it [00:10,  1.49s/it]
8it [00:11,  1.48s/it]
9it [00:13,  1.51s/it]
10it [00:14,  1.50s/it]
11it [00:16,  1.50s/it]
12it [00:17,  1.49s/it]
13it [00:18,  1.30s/it]
13it [00:18,  1.45s/it]
+[Test set] Epoch: 12, Accuracy: 75.34%
+
+epoch 12, best_acc 0.7533890008926392
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.31s/it]
2it [00:06,  3.35s/it]
3it [00:10,  3.34s/it]
4it [00:13,  3.32s/it]
5it [00:16,  3.32s/it]
6it [00:19,  3.32s/it]
7it [00:23,  3.32s/it]
8it [00:26,  3.31s/it]
9it [00:29,  3.30s/it]
10it [00:33,  3.30s/it]
11it [00:36,  3.30s/it]
12it [00:39,  3.31s/it]
13it [00:43,  3.33s/it]
14it [00:46,  3.32s/it]
15it [00:49,  3.33s/it]
16it [00:53,  3.35s/it]
17it [00:56,  3.36s/it]
18it [00:59,  3.36s/it]
19it [01:03,  3.36s/it]
20it [01:06,  3.35s/it]
21it [01:09,  3.34s/it]
22it [01:13,  3.34s/it]
23it [01:16,  3.34s/it]
24it [01:20,  3.36s/it]
25it [01:23,  3.38s/it]
26it [01:26,  3.37s/it]
27it [01:30,  3.39s/it]
28it [01:33,  3.38s/it]
29it [01:36,  3.36s/it]
30it [01:40,  3.36s/it]
31it [01:43,  3.37s/it]
32it [01:47,  3.36s/it]
33it [01:50,  3.38s/it]
34it [01:53,  3.36s/it]
35it [01:57,  3.35s/it]
36it [02:00,  3.34s/it]
37it [02:03,  3.34s/it]
38it [02:07,  3.33s/it]
39it [02:10,  3.32s/it]
40it [02:13,  3.35s/it]
41it [02:17,  3.33s/it]
42it [02:20,  3.33s/it]
43it [02:23,  3.33s/it]
44it [02:27,  3.34s/it]
45it [02:30,  3.34s/it]
46it [02:33,  3.34s/it]
47it [02:37,  3.36s/it]
48it [02:40,  3.35s/it]
49it [02:43,  3.37s/it]
50it [02:47,  3.39s/it]
51it [02:50,  3.46s/it]
52it [02:54,  3.50s/it]
53it [02:58,  3.55s/it]
54it [03:01,  3.57s/it]
55it [03:05,  3.59s/it]
56it [03:09,  3.60s/it]
57it [03:12,  3.61s/it]
58it [03:16,  3.65s/it]
59it [03:20,  3.64s/it]
60it [03:23,  3.63s/it]
61it [03:27,  3.63s/it]
62it [03:30,  3.64s/it]
63it [03:34,  3.65s/it]
64it [03:38,  3.61s/it]
65it [03:41,  3.59s/it]
66it [03:45,  3.60s/it]
67it [03:48,  3.60s/it]
68it [03:52,  3.64s/it]
69it [03:56,  3.65s/it]
70it [04:00,  3.67s/it]
71it [04:03,  3.68s/it]
72it [04:07,  3.68s/it]
73it [04:11,  3.68s/it]
74it [04:14,  3.69s/it]
75it [04:18,  3.68s/it]
76it [04:22,  3.66s/it]
77it [04:25,  3.64s/it]
78it [04:29,  3.64s/it]
79it [04:32,  3.61s/it]
80it [04:36,  3.60s/it]
81it [04:37,  2.71s/it]
81it [04:37,  3.42s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.55s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.59s/it]
6it [00:09,  1.58s/it]
7it [00:11,  1.58s/it]
8it [00:12,  1.58s/it]
9it [00:14,  1.60s/it]
10it [00:15,  1.59s/it]
11it [00:17,  1.59s/it]
12it [00:19,  1.60s/it]
13it [00:19,  1.38s/it]
13it [00:19,  1.53s/it]
+[Test set] Epoch: 13, Accuracy: 76.45%
+
+epoch 13, best_acc 0.7645359635353088
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.57s/it]
2it [00:07,  3.58s/it]
3it [00:10,  3.57s/it]
4it [00:14,  3.58s/it]
5it [00:17,  3.57s/it]
6it [00:21,  3.55s/it]
7it [00:24,  3.56s/it]
8it [00:28,  3.59s/it]
9it [00:32,  3.60s/it]
10it [00:35,  3.57s/it]
11it [00:39,  3.57s/it]
12it [00:42,  3.56s/it]
13it [00:46,  3.56s/it]
14it [00:49,  3.57s/it]
15it [00:53,  3.60s/it]
16it [00:57,  3.60s/it]
17it [01:00,  3.61s/it]
18it [01:04,  3.59s/it]
19it [01:08,  3.59s/it]
20it [01:11,  3.59s/it]
21it [01:15,  3.58s/it]
22it [01:18,  3.58s/it]
23it [01:22,  3.58s/it]
24it [01:25,  3.58s/it]
25it [01:29,  3.58s/it]
26it [01:33,  3.58s/it]
27it [01:36,  3.57s/it]
28it [01:40,  3.56s/it]
29it [01:43,  3.55s/it]
30it [01:47,  3.55s/it]
31it [01:50,  3.55s/it]
32it [01:54,  3.55s/it]
33it [01:57,  3.56s/it]
34it [02:01,  3.56s/it]
35it [02:04,  3.55s/it]
36it [02:08,  3.56s/it]
37it [02:12,  3.56s/it]
38it [02:15,  3.56s/it]
39it [02:19,  3.56s/it]
40it [02:22,  3.56s/it]
41it [02:26,  3.55s/it]
42it [02:29,  3.54s/it]
43it [02:33,  3.55s/it]
44it [02:37,  3.56s/it]
45it [02:40,  3.55s/it]
46it [02:44,  3.54s/it]
47it [02:47,  3.53s/it]
48it [02:51,  3.53s/it]
49it [02:54,  3.53s/it]
50it [02:58,  3.53s/it]
51it [03:01,  3.53s/it]
52it [03:05,  3.56s/it]
53it [03:08,  3.55s/it]
54it [03:12,  3.56s/it]
55it [03:15,  3.55s/it]
56it [03:19,  3.56s/it]
57it [03:23,  3.55s/it]
58it [03:26,  3.55s/it]
59it [03:30,  3.55s/it]
60it [03:33,  3.54s/it]
61it [03:37,  3.54s/it]
62it [03:40,  3.55s/it]
63it [03:44,  3.54s/it]
64it [03:47,  3.54s/it]
65it [03:51,  3.54s/it]
66it [03:55,  3.57s/it]
67it [03:58,  3.56s/it]
68it [04:02,  3.56s/it]
69it [04:05,  3.56s/it]
70it [04:09,  3.57s/it]
71it [04:12,  3.57s/it]
72it [04:16,  3.57s/it]
73it [04:19,  3.57s/it]
74it [04:23,  3.57s/it]
75it [04:27,  3.58s/it]
76it [04:30,  3.59s/it]
77it [04:34,  3.58s/it]
78it [04:37,  3.58s/it]
79it [04:41,  3.60s/it]
80it [04:45,  3.61s/it]
81it [04:45,  2.71s/it]
81it [04:45,  3.53s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.58s/it]
2it [00:03,  1.62s/it]
3it [00:04,  1.60s/it]
4it [00:06,  1.59s/it]
5it [00:08,  1.61s/it]
6it [00:09,  1.61s/it]
7it [00:11,  1.60s/it]
8it [00:12,  1.61s/it]
9it [00:14,  1.60s/it]
10it [00:15,  1.59s/it]
11it [00:17,  1.60s/it]
12it [00:19,  1.59s/it]
13it [00:20,  1.39s/it]
13it [00:20,  1.55s/it]
+[Test set] Epoch: 14, Accuracy: 76.07%
+
+epoch 14, best_acc 0.7645359635353088
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.57s/it]
2it [00:07,  3.57s/it]
3it [00:10,  3.56s/it]
4it [00:14,  3.55s/it]
5it [00:17,  3.55s/it]
6it [00:21,  3.56s/it]
7it [00:24,  3.56s/it]
8it [00:28,  3.56s/it]
9it [00:32,  3.56s/it]
10it [00:35,  3.57s/it]
11it [00:39,  3.58s/it]
12it [00:42,  3.56s/it]
13it [00:46,  3.55s/it]
14it [00:49,  3.55s/it]
15it [00:53,  3.55s/it]
16it [00:56,  3.55s/it]
17it [01:00,  3.57s/it]
18it [01:04,  3.58s/it]
19it [01:07,  3.58s/it]
20it [01:11,  3.59s/it]
21it [01:14,  3.60s/it]
22it [01:18,  3.59s/it]
23it [01:22,  3.58s/it]
24it [01:25,  3.60s/it]
25it [01:29,  3.58s/it]
26it [01:32,  3.59s/it]
27it [01:36,  3.60s/it]
28it [01:40,  3.59s/it]
29it [01:43,  3.59s/it]
30it [01:47,  3.60s/it]
31it [01:50,  3.61s/it]
32it [01:54,  3.62s/it]
33it [01:58,  3.60s/it]
34it [02:01,  3.59s/it]
35it [02:05,  3.58s/it]
36it [02:08,  3.57s/it]
37it [02:12,  3.57s/it]
38it [02:15,  3.56s/it]
39it [02:19,  3.57s/it]
40it [02:23,  3.57s/it]
41it [02:26,  3.60s/it]
42it [02:30,  3.61s/it]
43it [02:33,  3.61s/it]
44it [02:37,  3.62s/it]
45it [02:41,  3.61s/it]
46it [02:44,  3.62s/it]
47it [02:48,  3.61s/it]
48it [02:51,  3.59s/it]
49it [02:55,  3.58s/it]
50it [02:59,  3.57s/it]
51it [03:02,  3.57s/it]
52it [03:06,  3.58s/it]
53it [03:09,  3.57s/it]
54it [03:13,  3.57s/it]
55it [03:16,  3.57s/it]
56it [03:20,  3.56s/it]
57it [03:24,  3.57s/it]
58it [03:27,  3.56s/it]
59it [03:31,  3.55s/it]
60it [03:34,  3.55s/it]
61it [03:38,  3.54s/it]
62it [03:41,  3.55s/it]
63it [03:45,  3.55s/it]
64it [03:48,  3.57s/it]
65it [03:52,  3.56s/it]
66it [03:56,  3.56s/it]
67it [03:59,  3.59s/it]
68it [04:03,  3.60s/it]
69it [04:06,  3.61s/it]
70it [04:10,  3.62s/it]
71it [04:14,  3.62s/it]
72it [04:17,  3.60s/it]
73it [04:21,  3.60s/it]
74it [04:24,  3.58s/it]
75it [04:28,  3.57s/it]
76it [04:31,  3.56s/it]
77it [04:35,  3.58s/it]
78it [04:39,  3.57s/it]
79it [04:42,  3.56s/it]
80it [04:46,  3.55s/it]
81it [04:46,  2.68s/it]
81it [04:46,  3.54s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.54s/it]
2it [00:03,  1.55s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.57s/it]
5it [00:07,  1.57s/it]
6it [00:09,  1.57s/it]
7it [00:10,  1.57s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.57s/it]
10it [00:15,  1.57s/it]
11it [00:17,  1.57s/it]
12it [00:18,  1.56s/it]
13it [00:19,  1.35s/it]
13it [00:19,  1.51s/it]
+[Test set] Epoch: 15, Accuracy: 74.96%
+
+epoch 15, best_acc 0.7645359635353088
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.57s/it]
2it [00:07,  3.62s/it]
3it [00:10,  3.59s/it]
4it [00:14,  3.58s/it]
5it [00:17,  3.58s/it]
6it [00:21,  3.59s/it]
7it [00:25,  3.58s/it]
8it [00:28,  3.58s/it]
9it [00:32,  3.57s/it]
10it [00:35,  3.57s/it]
11it [00:39,  3.56s/it]
12it [00:43,  3.61s/it]
13it [00:46,  3.62s/it]
14it [00:50,  3.63s/it]
15it [00:53,  3.61s/it]
16it [00:57,  3.60s/it]
17it [01:01,  3.60s/it]
18it [01:04,  3.59s/it]
19it [01:08,  3.59s/it]
20it [01:11,  3.58s/it]
21it [01:15,  3.59s/it]
22it [01:19,  3.60s/it]
23it [01:22,  3.60s/it]
24it [01:26,  3.60s/it]
25it [01:29,  3.59s/it]
26it [01:33,  3.59s/it]
27it [01:36,  3.58s/it]
28it [01:40,  3.59s/it]
29it [01:44,  3.59s/it]
30it [01:47,  3.59s/it]
31it [01:51,  3.60s/it]
32it [01:54,  3.61s/it]
33it [01:58,  3.60s/it]
34it [02:02,  3.59s/it]
35it [02:05,  3.59s/it]
36it [02:09,  3.60s/it]
37it [02:12,  3.61s/it]
38it [02:16,  3.59s/it]
39it [02:20,  3.58s/it]
40it [02:23,  3.58s/it]
41it [02:27,  3.57s/it]
42it [02:30,  3.59s/it]
43it [02:34,  3.60s/it]
44it [02:38,  3.61s/it]
45it [02:41,  3.62s/it]
46it [02:45,  3.62s/it]
47it [02:49,  3.64s/it]
48it [02:52,  3.61s/it]
49it [02:56,  3.59s/it]
50it [02:59,  3.58s/it]
51it [03:03,  3.58s/it]
52it [03:06,  3.56s/it]
53it [03:10,  3.55s/it]
54it [03:13,  3.55s/it]
55it [03:17,  3.57s/it]
56it [03:21,  3.56s/it]
57it [03:24,  3.56s/it]
58it [03:28,  3.55s/it]
59it [03:31,  3.55s/it]
60it [03:35,  3.55s/it]
61it [03:38,  3.57s/it]
62it [03:42,  3.56s/it]
63it [03:45,  3.56s/it]
64it [03:49,  3.56s/it]
65it [03:53,  3.55s/it]
66it [03:56,  3.56s/it]
67it [04:00,  3.55s/it]
68it [04:03,  3.56s/it]
69it [04:07,  3.55s/it]
70it [04:10,  3.55s/it]
71it [04:14,  3.56s/it]
72it [04:17,  3.56s/it]
73it [04:21,  3.56s/it]
74it [04:25,  3.55s/it]
75it [04:28,  3.55s/it]
76it [04:32,  3.55s/it]
77it [04:35,  3.55s/it]
78it [04:39,  3.54s/it]
79it [04:42,  3.54s/it]
80it [04:46,  3.54s/it]
81it [04:46,  2.66s/it]
81it [04:46,  3.54s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.56s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.56s/it]
6it [00:09,  1.55s/it]
7it [00:10,  1.57s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.57s/it]
10it [00:15,  1.59s/it]
11it [00:17,  1.58s/it]
12it [00:18,  1.58s/it]
13it [00:19,  1.36s/it]
13it [00:19,  1.52s/it]
+[Test set] Epoch: 16, Accuracy: 76.21%
+
+epoch 16, best_acc 0.7645359635353088
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.60s/it]
2it [00:07,  3.61s/it]
3it [00:10,  3.59s/it]
4it [00:14,  3.60s/it]
5it [00:17,  3.58s/it]
6it [00:21,  3.56s/it]
7it [00:24,  3.55s/it]
8it [00:28,  3.53s/it]
9it [00:32,  3.54s/it]
10it [00:35,  3.52s/it]
11it [00:39,  3.51s/it]
12it [00:42,  3.53s/it]
13it [00:46,  3.54s/it]
14it [00:49,  3.55s/it]
15it [00:53,  3.55s/it]
16it [00:56,  3.54s/it]
17it [01:00,  3.54s/it]
18it [01:03,  3.55s/it]
19it [01:07,  3.57s/it]
20it [01:11,  3.55s/it]
21it [01:14,  3.55s/it]
22it [01:18,  3.56s/it]
23it [01:21,  3.56s/it]
24it [01:25,  3.57s/it]
25it [01:28,  3.57s/it]
26it [01:32,  3.56s/it]
27it [01:35,  3.55s/it]
28it [01:39,  3.56s/it]
29it [01:43,  3.57s/it]
30it [01:46,  3.57s/it]
31it [01:50,  3.56s/it]
32it [01:53,  3.54s/it]
33it [01:57,  3.55s/it]
34it [02:00,  3.57s/it]
35it [02:04,  3.56s/it]
36it [02:07,  3.56s/it]
37it [02:11,  3.56s/it]
38it [02:15,  3.55s/it]
39it [02:18,  3.57s/it]
40it [02:22,  3.57s/it]
41it [02:25,  3.56s/it]
42it [02:29,  3.57s/it]
43it [02:32,  3.57s/it]
44it [02:36,  3.57s/it]
45it [02:40,  3.56s/it]
46it [02:47,  4.80s/it]
47it [02:51,  4.42s/it]
48it [02:54,  4.16s/it]
49it [02:58,  3.98s/it]
50it [03:02,  3.87s/it]
51it [03:05,  3.78s/it]
52it [03:09,  3.71s/it]
53it [03:12,  3.67s/it]
54it [03:16,  3.63s/it]
55it [03:19,  3.61s/it]
56it [03:23,  3.60s/it]
57it [03:26,  3.59s/it]
58it [03:30,  3.59s/it]
59it [03:34,  3.58s/it]
60it [03:37,  3.57s/it]
61it [03:41,  3.55s/it]
62it [03:44,  3.54s/it]
63it [03:48,  3.54s/it]
64it [03:51,  3.54s/it]
65it [03:55,  3.55s/it]
66it [03:58,  3.57s/it]
67it [04:02,  3.59s/it]
68it [04:06,  3.59s/it]
69it [04:09,  3.58s/it]
70it [04:13,  3.56s/it]
71it [04:16,  3.58s/it]
72it [04:20,  3.57s/it]
73it [04:23,  3.56s/it]
74it [04:27,  3.56s/it]
75it [04:31,  3.58s/it]
76it [04:34,  3.58s/it]
77it [04:38,  3.56s/it]
78it [04:41,  3.56s/it]
79it [04:45,  3.55s/it]
80it [04:48,  3.55s/it]
81it [04:49,  2.68s/it]
81it [04:49,  3.57s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.57s/it]
2it [00:03,  1.56s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.55s/it]
5it [00:07,  1.58s/it]
6it [00:09,  1.58s/it]
7it [00:10,  1.57s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.57s/it]
10it [00:15,  1.56s/it]
11it [00:17,  1.55s/it]
12it [00:18,  1.56s/it]
13it [00:19,  1.35s/it]
13it [00:19,  1.51s/it]
+[Test set] Epoch: 17, Accuracy: 77.08%
+
+epoch 17, best_acc 0.7707611918449402
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.55s/it]
2it [00:07,  3.56s/it]
3it [00:10,  3.54s/it]
4it [00:14,  3.54s/it]
5it [00:17,  3.54s/it]
6it [00:21,  3.54s/it]
7it [00:24,  3.56s/it]
8it [00:28,  3.62s/it]
9it [00:32,  3.60s/it]
10it [00:35,  3.59s/it]
11it [00:39,  3.58s/it]
12it [00:42,  3.57s/it]
13it [00:46,  3.58s/it]
14it [00:50,  3.60s/it]
15it [00:53,  3.59s/it]
16it [00:57,  3.58s/it]
17it [01:00,  3.57s/it]
18it [01:04,  3.57s/it]
19it [01:07,  3.57s/it]
20it [01:11,  3.57s/it]
21it [01:15,  3.57s/it]
22it [01:18,  3.56s/it]
23it [01:22,  3.56s/it]
24it [01:25,  3.56s/it]
25it [01:29,  3.55s/it]
26it [01:32,  3.55s/it]
27it [01:36,  3.55s/it]
28it [01:39,  3.56s/it]
29it [01:43,  3.56s/it]
30it [01:47,  3.56s/it]
31it [01:50,  3.55s/it]
32it [01:54,  3.55s/it]
33it [01:57,  3.55s/it]
34it [02:01,  3.55s/it]
35it [02:04,  3.55s/it]
36it [02:08,  3.56s/it]
37it [02:11,  3.56s/it]
38it [02:15,  3.56s/it]
39it [02:19,  3.57s/it]
40it [02:22,  3.58s/it]
41it [02:26,  3.59s/it]
42it [02:29,  3.61s/it]
43it [02:33,  3.61s/it]
44it [02:37,  3.60s/it]
45it [02:40,  3.60s/it]
46it [02:44,  3.59s/it]
47it [02:47,  3.57s/it]
48it [02:51,  3.57s/it]
49it [02:54,  3.57s/it]
50it [02:58,  3.58s/it]
51it [03:02,  3.58s/it]
52it [03:05,  3.57s/it]
53it [03:09,  3.59s/it]
54it [03:13,  3.65s/it]
55it [03:16,  3.65s/it]
56it [03:20,  3.64s/it]
57it [03:24,  3.65s/it]
58it [03:27,  3.68s/it]
59it [03:31,  3.68s/it]
60it [03:35,  3.68s/it]
61it [03:38,  3.70s/it]
62it [03:42,  3.70s/it]
63it [03:46,  3.70s/it]
64it [03:50,  3.71s/it]
65it [03:53,  3.71s/it]
66it [03:57,  3.71s/it]
67it [04:01,  3.70s/it]
68it [04:04,  3.69s/it]
69it [04:08,  3.70s/it]
70it [04:12,  3.70s/it]
71it [04:15,  3.68s/it]
72it [04:19,  3.69s/it]
73it [04:23,  3.68s/it]
74it [04:26,  3.69s/it]
75it [04:30,  3.71s/it]
76it [04:34,  3.71s/it]
77it [04:38,  3.71s/it]
78it [04:41,  3.71s/it]
79it [04:45,  3.69s/it]
80it [04:49,  3.68s/it]
81it [04:49,  2.78s/it]
81it [04:49,  3.58s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.66s/it]
2it [00:03,  1.66s/it]
3it [00:04,  1.65s/it]
4it [00:06,  1.65s/it]
5it [00:08,  1.65s/it]
6it [00:09,  1.65s/it]
7it [00:11,  1.64s/it]
8it [00:13,  1.62s/it]
9it [00:14,  1.60s/it]
10it [00:16,  1.59s/it]
11it [00:17,  1.61s/it]
12it [00:19,  1.62s/it]
13it [00:20,  1.40s/it]
13it [00:20,  1.57s/it]
+[Test set] Epoch: 18, Accuracy: 77.27%
+
+epoch 18, best_acc 0.7727483510971069
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.73s/it]
2it [00:07,  3.69s/it]
3it [00:11,  3.72s/it]
4it [00:14,  3.73s/it]
5it [00:18,  3.72s/it]
6it [00:22,  3.71s/it]
7it [00:26,  3.71s/it]
8it [00:29,  3.72s/it]
9it [00:33,  3.73s/it]
10it [00:37,  3.72s/it]
11it [00:40,  3.71s/it]
12it [00:44,  3.70s/it]
13it [00:48,  3.68s/it]
14it [00:51,  3.68s/it]
15it [00:55,  3.68s/it]
16it [00:59,  3.67s/it]
17it [01:02,  3.66s/it]
18it [01:06,  3.65s/it]
19it [01:10,  3.65s/it]
20it [01:13,  3.67s/it]
21it [01:17,  3.67s/it]
22it [01:21,  3.67s/it]
23it [01:24,  3.65s/it]
24it [01:28,  3.64s/it]
25it [01:31,  3.62s/it]
26it [01:35,  3.62s/it]
27it [01:39,  3.61s/it]
28it [01:42,  3.61s/it]
29it [01:46,  3.58s/it]
30it [01:49,  3.58s/it]
31it [01:53,  3.61s/it]
32it [01:57,  3.61s/it]
33it [02:00,  3.61s/it]
34it [02:04,  3.61s/it]
35it [02:08,  3.62s/it]
36it [02:11,  3.61s/it]
37it [02:15,  3.60s/it]
38it [02:18,  3.61s/it]
39it [02:22,  3.60s/it]
40it [02:25,  3.59s/it]
41it [02:29,  3.59s/it]
42it [02:33,  3.59s/it]
43it [02:36,  3.61s/it]
44it [02:40,  3.61s/it]
45it [02:44,  3.63s/it]
46it [02:47,  3.62s/it]
47it [02:51,  3.61s/it]
48it [02:54,  3.63s/it]
49it [02:58,  3.64s/it]
50it [03:02,  3.62s/it]
51it [03:05,  3.63s/it]
52it [03:09,  3.62s/it]
53it [03:13,  3.61s/it]
54it [03:16,  3.63s/it]
55it [03:20,  3.64s/it]
56it [03:24,  3.63s/it]
57it [03:27,  3.62s/it]
58it [03:31,  3.60s/it]
59it [03:34,  3.60s/it]
60it [03:38,  3.62s/it]
61it [03:42,  3.62s/it]
62it [03:45,  3.60s/it]
63it [03:49,  3.59s/it]
64it [03:52,  3.61s/it]
65it [03:56,  3.58s/it]
66it [03:59,  3.57s/it]
67it [04:03,  3.57s/it]
68it [04:06,  3.56s/it]
69it [04:10,  3.57s/it]
70it [04:14,  3.58s/it]
71it [04:17,  3.56s/it]
72it [04:21,  3.57s/it]
73it [04:24,  3.56s/it]
74it [04:28,  3.53s/it]
75it [04:31,  3.52s/it]
76it [04:35,  3.52s/it]
77it [04:38,  3.53s/it]
78it [04:42,  3.53s/it]
79it [04:45,  3.52s/it]
80it [04:49,  3.54s/it]
81it [04:50,  2.67s/it]
81it [04:50,  3.58s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.57s/it]
2it [00:03,  1.58s/it]
3it [00:04,  1.61s/it]
4it [00:06,  1.59s/it]
5it [00:07,  1.58s/it]
6it [00:09,  1.58s/it]
7it [00:11,  1.59s/it]
8it [00:12,  1.60s/it]
9it [00:14,  1.59s/it]
10it [00:15,  1.58s/it]
11it [00:17,  1.59s/it]
12it [00:19,  1.58s/it]
13it [00:19,  1.36s/it]
13it [00:19,  1.53s/it]
+[Test set] Epoch: 19, Accuracy: 77.34%
+
+epoch 19, best_acc 0.77342689037323
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.44s/it]
2it [00:07,  3.55s/it]
3it [00:10,  3.54s/it]
4it [00:14,  3.54s/it]
5it [00:17,  3.53s/it]
6it [00:21,  3.52s/it]
7it [00:24,  3.51s/it]
8it [00:28,  3.51s/it]
9it [00:31,  3.53s/it]
10it [00:35,  3.58s/it]
11it [00:39,  3.59s/it]
12it [00:42,  3.59s/it]
13it [00:46,  3.59s/it]
14it [00:49,  3.59s/it]
15it [00:53,  3.57s/it]
16it [00:56,  3.53s/it]
17it [01:00,  3.52s/it]
18it [01:03,  3.51s/it]
19it [01:07,  3.50s/it]
20it [01:10,  3.49s/it]
21it [01:14,  3.48s/it]
22it [01:17,  3.48s/it]
23it [01:21,  3.49s/it]
24it [01:24,  3.49s/it]
25it [01:28,  3.49s/it]
26it [01:31,  3.47s/it]
27it [01:34,  3.46s/it]
28it [01:38,  3.46s/it]
29it [01:41,  3.47s/it]
30it [01:45,  3.47s/it]
31it [01:48,  3.46s/it]
32it [01:52,  3.45s/it]
33it [01:55,  3.45s/it]
34it [01:59,  3.44s/it]
35it [02:02,  3.44s/it]
36it [02:06,  3.44s/it]
37it [02:09,  3.46s/it]
38it [02:12,  3.46s/it]
39it [02:16,  3.47s/it]
40it [02:19,  3.47s/it]
41it [02:23,  3.46s/it]
42it [02:26,  3.45s/it]
43it [02:30,  3.44s/it]
44it [02:33,  3.44s/it]
45it [02:37,  3.45s/it]
46it [02:40,  3.46s/it]
47it [02:44,  3.45s/it]
48it [02:47,  3.44s/it]
49it [02:51,  3.47s/it]
50it [02:54,  3.51s/it]
51it [02:58,  3.53s/it]
52it [03:01,  3.55s/it]
53it [03:05,  3.56s/it]
54it [03:09,  3.59s/it]
55it [03:12,  3.59s/it]
56it [03:16,  3.58s/it]
57it [03:19,  3.60s/it]
58it [03:23,  3.60s/it]
59it [03:27,  3.60s/it]
60it [03:30,  3.60s/it]
61it [03:34,  3.59s/it]
62it [03:37,  3.60s/it]
63it [03:41,  3.62s/it]
64it [03:45,  3.62s/it]
65it [03:48,  3.61s/it]
66it [03:52,  3.59s/it]
67it [03:55,  3.58s/it]
68it [03:59,  3.58s/it]
69it [04:02,  3.60s/it]
70it [04:06,  3.59s/it]
71it [04:10,  3.58s/it]
72it [04:13,  3.58s/it]
73it [04:17,  3.58s/it]
74it [04:20,  3.60s/it]
75it [04:24,  3.60s/it]
76it [04:28,  3.61s/it]
77it [04:31,  3.63s/it]
78it [04:35,  3.61s/it]
79it [04:38,  3.59s/it]
80it [04:42,  3.55s/it]
81it [04:43,  2.68s/it]
81it [04:43,  3.49s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.56s/it]
3it [00:04,  1.55s/it]
4it [00:06,  1.55s/it]
5it [00:07,  1.54s/it]
6it [00:09,  1.54s/it]
7it [00:10,  1.53s/it]
8it [00:12,  1.53s/it]
9it [00:13,  1.53s/it]
10it [00:15,  1.52s/it]
11it [00:16,  1.52s/it]
12it [00:18,  1.52s/it]
13it [00:19,  1.31s/it]
13it [00:19,  1.48s/it]
+[Test set] Epoch: 20, Accuracy: 77.90%
+
+epoch 20, best_acc 0.7790351510047913
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.48s/it]
2it [00:06,  3.45s/it]
3it [00:10,  3.43s/it]
4it [00:13,  3.43s/it]
5it [00:17,  3.43s/it]
6it [00:20,  3.43s/it]
7it [00:24,  3.42s/it]
8it [00:27,  3.42s/it]
9it [00:30,  3.42s/it]
10it [00:34,  3.42s/it]
11it [00:37,  3.42s/it]
12it [00:41,  3.42s/it]
13it [00:44,  3.42s/it]
14it [00:47,  3.42s/it]
15it [00:51,  3.44s/it]
16it [00:54,  3.43s/it]
17it [00:58,  3.43s/it]
18it [01:01,  3.43s/it]
19it [01:05,  3.43s/it]
20it [01:08,  3.43s/it]
21it [01:11,  3.43s/it]
22it [01:15,  3.43s/it]
23it [01:18,  3.42s/it]
24it [01:22,  3.48s/it]
25it [01:26,  3.51s/it]
26it [01:29,  3.53s/it]
27it [01:33,  3.55s/it]
28it [01:36,  3.59s/it]
29it [01:40,  3.58s/it]
30it [01:44,  3.58s/it]
31it [01:47,  3.58s/it]
32it [01:51,  3.58s/it]
33it [01:54,  3.58s/it]
34it [01:58,  3.58s/it]
35it [02:01,  3.58s/it]
36it [02:05,  3.57s/it]
37it [02:09,  3.58s/it]
38it [02:12,  3.57s/it]
39it [02:16,  3.56s/it]
40it [02:19,  3.56s/it]
41it [02:23,  3.56s/it]
42it [02:26,  3.58s/it]
43it [02:30,  3.57s/it]
44it [02:33,  3.56s/it]
45it [02:37,  3.55s/it]
46it [02:41,  3.56s/it]
47it [02:44,  3.56s/it]
48it [02:48,  3.56s/it]
49it [02:51,  3.56s/it]
50it [02:55,  3.56s/it]
51it [02:58,  3.56s/it]
52it [03:02,  3.57s/it]
53it [03:06,  3.57s/it]
54it [03:09,  3.58s/it]
55it [03:13,  3.60s/it]
56it [03:16,  3.59s/it]
57it [03:20,  3.58s/it]
58it [03:23,  3.58s/it]
59it [03:27,  3.58s/it]
60it [03:31,  3.57s/it]
61it [03:34,  3.58s/it]
62it [03:38,  3.57s/it]
63it [03:41,  3.58s/it]
64it [03:45,  3.58s/it]
65it [03:49,  3.58s/it]
66it [03:52,  3.57s/it]
67it [03:56,  3.57s/it]
68it [03:59,  3.58s/it]
69it [04:03,  3.59s/it]
70it [04:06,  3.58s/it]
71it [04:10,  3.58s/it]
72it [04:14,  3.58s/it]
73it [04:17,  3.58s/it]
74it [04:21,  3.58s/it]
75it [04:24,  3.57s/it]
76it [04:28,  3.58s/it]
77it [04:31,  3.58s/it]
78it [04:35,  3.57s/it]
79it [04:39,  3.58s/it]
80it [04:42,  3.57s/it]
81it [04:43,  2.69s/it]
81it [04:43,  3.50s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.59s/it]
2it [00:03,  1.59s/it]
3it [00:04,  1.62s/it]
4it [00:06,  1.61s/it]
5it [00:08,  1.63s/it]
6it [00:09,  1.61s/it]
7it [00:11,  1.62s/it]
8it [00:12,  1.61s/it]
9it [00:14,  1.60s/it]
10it [00:16,  1.59s/it]
11it [00:17,  1.59s/it]
12it [00:19,  1.60s/it]
13it [00:20,  1.37s/it]
13it [00:20,  1.55s/it]
+[Test set] Epoch: 21, Accuracy: 78.06%
+
+epoch 21, best_acc 0.7806316614151001
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.55s/it]
2it [00:07,  3.55s/it]
3it [00:10,  3.57s/it]
4it [00:14,  3.57s/it]
5it [00:17,  3.59s/it]
6it [00:21,  3.57s/it]
7it [00:24,  3.57s/it]
8it [00:28,  3.56s/it]
9it [00:32,  3.57s/it]
10it [00:35,  3.57s/it]
11it [00:39,  3.57s/it]
12it [00:42,  3.58s/it]
13it [00:46,  3.58s/it]
14it [00:50,  3.58s/it]
15it [00:53,  3.57s/it]
16it [00:57,  3.57s/it]
17it [01:00,  3.59s/it]
18it [01:04,  3.59s/it]
19it [01:07,  3.59s/it]
20it [01:11,  3.59s/it]
21it [01:15,  3.58s/it]
22it [01:18,  3.59s/it]
23it [01:22,  3.59s/it]
24it [01:25,  3.60s/it]
25it [01:29,  3.60s/it]
26it [01:33,  3.59s/it]
27it [01:36,  3.59s/it]
28it [01:40,  3.60s/it]
29it [01:43,  3.61s/it]
30it [01:47,  3.58s/it]
31it [01:51,  3.59s/it]
32it [01:54,  3.59s/it]
33it [01:58,  3.59s/it]
34it [02:01,  3.59s/it]
35it [02:05,  3.60s/it]
36it [02:09,  3.59s/it]
37it [02:12,  3.58s/it]
38it [02:16,  3.57s/it]
39it [02:19,  3.56s/it]
40it [02:23,  3.56s/it]
41it [02:26,  3.56s/it]
42it [02:30,  3.56s/it]
43it [02:33,  3.56s/it]
44it [02:37,  3.57s/it]
45it [02:41,  3.57s/it]
46it [02:44,  3.57s/it]
47it [02:48,  3.57s/it]
48it [02:51,  3.58s/it]
49it [02:55,  3.57s/it]
50it [02:58,  3.57s/it]
51it [03:02,  3.56s/it]
52it [03:06,  3.56s/it]
53it [03:09,  3.56s/it]
54it [03:13,  3.57s/it]
55it [03:16,  3.57s/it]
56it [03:20,  3.57s/it]
57it [03:23,  3.58s/it]
58it [03:27,  3.57s/it]
59it [03:31,  3.57s/it]
60it [03:34,  3.57s/it]
61it [03:38,  3.57s/it]
62it [03:41,  3.56s/it]
63it [03:45,  3.56s/it]
64it [03:48,  3.55s/it]
65it [03:52,  3.56s/it]
66it [03:55,  3.57s/it]
67it [03:59,  3.58s/it]
68it [04:03,  3.57s/it]
69it [04:06,  3.56s/it]
70it [04:10,  3.55s/it]
71it [04:13,  3.56s/it]
72it [04:17,  3.56s/it]
73it [04:20,  3.55s/it]
74it [04:24,  3.54s/it]
75it [04:27,  3.54s/it]
76it [04:31,  3.54s/it]
77it [04:35,  3.54s/it]
78it [04:38,  3.54s/it]
79it [04:42,  3.54s/it]
80it [04:45,  3.55s/it]
81it [04:46,  2.67s/it]
81it [04:46,  3.53s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.57s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.57s/it]
6it [00:09,  1.57s/it]
7it [00:10,  1.57s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.56s/it]
10it [00:15,  1.56s/it]
11it [00:17,  1.56s/it]
12it [00:18,  1.56s/it]
13it [00:19,  1.35s/it]
13it [00:19,  1.51s/it]
+[Test set] Epoch: 22, Accuracy: 77.62%
+
+epoch 22, best_acc 0.7806316614151001
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.55s/it]
2it [00:07,  3.56s/it]
3it [00:10,  3.56s/it]
4it [00:14,  3.56s/it]
5it [00:17,  3.55s/it]
6it [00:21,  3.55s/it]
7it [00:24,  3.54s/it]
8it [00:28,  3.53s/it]
9it [00:31,  3.54s/it]
10it [00:35,  3.54s/it]
11it [00:38,  3.53s/it]
12it [00:42,  3.54s/it]
13it [00:46,  3.56s/it]
14it [00:49,  3.57s/it]
15it [00:53,  3.60s/it]
16it [00:56,  3.59s/it]
17it [01:00,  3.57s/it]
18it [01:04,  3.57s/it]
19it [01:07,  3.58s/it]
20it [01:11,  3.58s/it]
21it [01:14,  3.59s/it]
22it [01:18,  3.59s/it]
23it [01:22,  3.59s/it]
24it [01:25,  3.59s/it]
25it [01:29,  3.60s/it]
26it [01:32,  3.60s/it]
27it [01:36,  3.60s/it]
28it [01:40,  3.60s/it]
29it [01:43,  3.61s/it]
30it [01:47,  3.60s/it]
31it [01:50,  3.60s/it]
32it [01:54,  3.59s/it]
33it [01:57,  3.59s/it]
34it [02:01,  3.58s/it]
35it [02:05,  3.58s/it]
36it [02:08,  3.58s/it]
37it [02:12,  3.57s/it]
38it [02:15,  3.58s/it]
39it [02:19,  3.57s/it]
40it [02:22,  3.57s/it]
41it [02:26,  3.57s/it]
42it [02:30,  3.56s/it]
43it [02:33,  3.56s/it]
44it [02:37,  3.55s/it]
45it [02:40,  3.56s/it]
46it [02:44,  3.57s/it]
47it [02:47,  3.57s/it]
48it [02:51,  3.58s/it]
49it [02:55,  3.60s/it]
50it [02:58,  3.61s/it]
51it [03:02,  3.60s/it]
52it [03:05,  3.58s/it]
53it [03:09,  3.57s/it]
54it [03:12,  3.56s/it]
55it [03:16,  3.55s/it]
56it [03:20,  3.55s/it]
57it [03:23,  3.54s/it]
58it [03:27,  3.55s/it]
59it [03:30,  3.55s/it]
60it [03:34,  3.55s/it]
61it [03:37,  3.55s/it]
62it [03:41,  3.55s/it]
63it [03:44,  3.55s/it]
64it [03:48,  3.56s/it]
65it [03:52,  3.56s/it]
66it [03:55,  3.57s/it]
67it [03:59,  3.57s/it]
68it [04:02,  3.57s/it]
69it [04:06,  3.57s/it]
70it [04:09,  3.58s/it]
71it [04:13,  3.57s/it]
72it [04:17,  3.57s/it]
73it [04:20,  3.56s/it]
74it [04:24,  3.56s/it]
75it [04:27,  3.55s/it]
76it [04:31,  3.58s/it]
77it [04:34,  3.59s/it]
78it [04:38,  3.58s/it]
79it [04:42,  3.57s/it]
80it [04:45,  3.57s/it]
81it [04:46,  2.69s/it]
81it [04:46,  3.53s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.61s/it]
2it [00:03,  1.59s/it]
3it [00:04,  1.59s/it]
4it [00:06,  1.59s/it]
5it [00:08,  1.63s/it]
6it [00:09,  1.60s/it]
7it [00:11,  1.61s/it]
8it [00:12,  1.60s/it]
9it [00:14,  1.58s/it]
10it [00:15,  1.58s/it]
11it [00:17,  1.57s/it]
12it [00:19,  1.57s/it]
13it [00:19,  1.36s/it]
13it [00:19,  1.53s/it]
+[Test set] Epoch: 23, Accuracy: 78.51%
+
+epoch 23, best_acc 0.7851449251174927
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.64s/it]
2it [00:07,  3.60s/it]
3it [00:10,  3.59s/it]
4it [00:14,  3.57s/it]
5it [00:17,  3.56s/it]
6it [00:21,  3.56s/it]
7it [00:24,  3.56s/it]
8it [00:28,  3.55s/it]
9it [00:32,  3.56s/it]
10it [00:35,  3.55s/it]
11it [00:39,  3.56s/it]
12it [00:42,  3.56s/it]
13it [00:46,  3.56s/it]
14it [00:49,  3.56s/it]
15it [00:53,  3.56s/it]
16it [00:57,  3.57s/it]
17it [01:00,  3.57s/it]
18it [01:04,  3.56s/it]
19it [01:07,  3.56s/it]
20it [01:11,  3.56s/it]
21it [01:14,  3.56s/it]
22it [01:18,  3.55s/it]
23it [01:21,  3.55s/it]
24it [01:25,  3.56s/it]
25it [01:29,  3.55s/it]
26it [01:32,  3.55s/it]
27it [01:36,  3.55s/it]
28it [01:39,  3.55s/it]
29it [01:43,  3.54s/it]
30it [01:46,  3.55s/it]
31it [01:50,  3.56s/it]
32it [01:53,  3.56s/it]
33it [01:57,  3.56s/it]
34it [02:01,  3.56s/it]
35it [02:04,  3.56s/it]
36it [02:08,  3.56s/it]
37it [02:11,  3.55s/it]
38it [02:15,  3.56s/it]
39it [02:18,  3.56s/it]
40it [02:22,  3.56s/it]
41it [02:25,  3.55s/it]
42it [02:29,  3.55s/it]
43it [02:33,  3.56s/it]
44it [02:36,  3.56s/it]
45it [02:40,  3.56s/it]
46it [02:43,  3.56s/it]
47it [02:47,  3.57s/it]
48it [02:50,  3.57s/it]
49it [02:54,  3.57s/it]
50it [02:58,  3.57s/it]
51it [03:01,  3.56s/it]
52it [03:05,  3.57s/it]
53it [03:08,  3.57s/it]
54it [03:12,  3.57s/it]
55it [03:15,  3.57s/it]
56it [03:19,  3.57s/it]
57it [03:23,  3.58s/it]
58it [03:26,  3.57s/it]
59it [03:30,  3.58s/it]
60it [03:33,  3.58s/it]
61it [03:37,  3.60s/it]
62it [03:40,  3.59s/it]
63it [03:44,  3.58s/it]
64it [03:48,  3.57s/it]
65it [03:51,  3.56s/it]
66it [03:55,  3.55s/it]
67it [03:58,  3.55s/it]
68it [04:02,  3.55s/it]
69it [04:05,  3.55s/it]
70it [04:09,  3.56s/it]
71it [04:12,  3.56s/it]
72it [04:16,  3.55s/it]
73it [04:20,  3.55s/it]
74it [04:23,  3.55s/it]
75it [04:27,  3.55s/it]
76it [04:30,  3.57s/it]
77it [04:34,  3.56s/it]
78it [04:37,  3.55s/it]
79it [04:41,  3.55s/it]
80it [04:44,  3.54s/it]
81it [04:45,  2.66s/it]
81it [04:45,  3.52s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.57s/it]
2it [00:03,  1.57s/it]
3it [00:04,  1.57s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.55s/it]
6it [00:09,  1.56s/it]
7it [00:10,  1.57s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.57s/it]
10it [00:15,  1.57s/it]
11it [00:17,  1.56s/it]
12it [00:18,  1.57s/it]
13it [00:19,  1.36s/it]
13it [00:19,  1.51s/it]
+[Test set] Epoch: 24, Accuracy: 78.91%
+
+epoch 24, best_acc 0.7891114354133606
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.53s/it]
2it [00:07,  3.54s/it]
3it [00:10,  3.54s/it]
4it [00:14,  3.55s/it]
5it [00:17,  3.55s/it]
6it [00:21,  3.55s/it]
7it [00:24,  3.54s/it]
8it [00:28,  3.55s/it]
9it [00:31,  3.56s/it]
10it [00:35,  3.56s/it]
11it [00:39,  3.56s/it]
12it [00:42,  3.59s/it]
13it [00:46,  3.58s/it]
14it [00:49,  3.59s/it]
15it [00:53,  3.58s/it]
16it [00:57,  3.58s/it]
17it [01:00,  3.57s/it]
18it [01:04,  3.56s/it]
19it [01:07,  3.55s/it]
20it [01:11,  3.55s/it]
21it [01:14,  3.55s/it]
22it [01:18,  3.55s/it]
23it [01:21,  3.56s/it]
24it [01:25,  3.56s/it]
25it [01:29,  3.57s/it]
26it [01:32,  3.57s/it]
27it [01:36,  3.57s/it]
28it [01:39,  3.56s/it]
29it [01:43,  3.56s/it]
30it [01:46,  3.57s/it]
31it [01:50,  3.57s/it]
32it [01:53,  3.56s/it]
33it [01:57,  3.55s/it]
34it [02:01,  3.56s/it]
35it [02:04,  3.56s/it]
36it [02:08,  3.55s/it]
37it [02:11,  3.55s/it]
38it [02:15,  3.54s/it]
39it [02:18,  3.54s/it]
40it [02:22,  3.52s/it]
41it [02:25,  3.52s/it]
42it [02:29,  3.51s/it]
43it [02:32,  3.48s/it]
44it [02:36,  3.48s/it]
45it [02:39,  3.48s/it]
46it [02:43,  3.49s/it]
47it [02:46,  3.48s/it]
48it [02:50,  3.49s/it]
49it [02:53,  3.49s/it]
50it [02:57,  3.51s/it]
51it [03:00,  3.51s/it]
52it [03:04,  3.50s/it]
53it [03:07,  3.50s/it]
54it [03:11,  3.48s/it]
55it [03:14,  3.47s/it]
56it [03:17,  3.46s/it]
57it [03:21,  3.47s/it]
58it [03:24,  3.47s/it]
59it [03:28,  3.47s/it]
60it [03:31,  3.46s/it]
61it [03:35,  3.46s/it]
62it [03:38,  3.46s/it]
63it [03:42,  3.47s/it]
64it [03:45,  3.45s/it]
65it [03:49,  3.45s/it]
66it [03:52,  3.45s/it]
67it [03:55,  3.46s/it]
68it [03:59,  3.45s/it]
69it [04:02,  3.45s/it]
70it [04:06,  3.47s/it]
71it [04:09,  3.46s/it]
72it [04:13,  3.45s/it]
73it [04:16,  3.45s/it]
74it [04:20,  3.45s/it]
75it [04:23,  3.44s/it]
76it [04:27,  3.44s/it]
77it [04:30,  3.44s/it]
78it [04:33,  3.44s/it]
79it [04:37,  3.46s/it]
80it [04:40,  3.48s/it]
81it [04:41,  2.62s/it]
81it [04:41,  3.48s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.66s/it]
2it [00:03,  1.58s/it]
3it [00:04,  1.55s/it]
4it [00:06,  1.54s/it]
5it [00:07,  1.53s/it]
6it [00:09,  1.52s/it]
7it [00:10,  1.53s/it]
8it [00:12,  1.53s/it]
9it [00:13,  1.55s/it]
10it [00:15,  1.53s/it]
11it [00:16,  1.52s/it]
12it [00:18,  1.52s/it]
13it [00:19,  1.32s/it]
13it [00:19,  1.48s/it]
+[Test set] Epoch: 25, Accuracy: 78.31%
+
+epoch 25, best_acc 0.7891114354133606
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.43s/it]
2it [00:06,  3.43s/it]
3it [00:10,  3.43s/it]
4it [00:13,  3.44s/it]
5it [00:17,  3.45s/it]
6it [00:20,  3.43s/it]
7it [00:24,  3.42s/it]
8it [00:27,  3.41s/it]
9it [00:30,  3.41s/it]
10it [00:34,  3.41s/it]
11it [00:37,  3.41s/it]
12it [00:41,  3.41s/it]
13it [00:44,  3.40s/it]
14it [00:47,  3.40s/it]
15it [00:51,  3.40s/it]
16it [00:54,  3.40s/it]
17it [00:58,  3.40s/it]
18it [01:01,  3.40s/it]
19it [01:04,  3.41s/it]
20it [01:08,  3.40s/it]
21it [01:11,  3.40s/it]
22it [01:14,  3.40s/it]
23it [01:18,  3.40s/it]
24it [01:21,  3.39s/it]
25it [01:25,  3.39s/it]
26it [01:28,  3.39s/it]
27it [01:31,  3.37s/it]
28it [01:35,  3.39s/it]
29it [01:38,  3.40s/it]
30it [01:42,  3.41s/it]
31it [01:45,  3.42s/it]
32it [01:49,  3.43s/it]
33it [01:52,  3.43s/it]
34it [01:55,  3.43s/it]
35it [01:59,  3.43s/it]
36it [02:02,  3.42s/it]
37it [02:06,  3.42s/it]
38it [02:09,  3.42s/it]
39it [02:13,  3.42s/it]
40it [02:16,  3.43s/it]
41it [02:19,  3.42s/it]
42it [02:23,  3.43s/it]
43it [02:26,  3.43s/it]
44it [02:30,  3.40s/it]
45it [02:33,  3.39s/it]
46it [02:36,  3.40s/it]
47it [02:40,  3.38s/it]
48it [02:43,  3.38s/it]
49it [02:46,  3.37s/it]
50it [02:50,  3.36s/it]
51it [02:53,  3.35s/it]
52it [02:56,  3.36s/it]
53it [03:00,  3.36s/it]
54it [03:03,  3.36s/it]
55it [03:07,  3.36s/it]
56it [03:10,  3.36s/it]
57it [03:13,  3.35s/it]
58it [03:17,  3.36s/it]
59it [03:20,  3.37s/it]
60it [03:23,  3.37s/it]
61it [03:27,  3.37s/it]
62it [03:30,  3.37s/it]
63it [03:34,  3.37s/it]
64it [03:37,  3.37s/it]
65it [03:40,  3.36s/it]
66it [03:44,  3.36s/it]
67it [03:47,  3.35s/it]
68it [03:50,  3.36s/it]
69it [03:54,  3.34s/it]
70it [03:57,  3.33s/it]
71it [04:00,  3.33s/it]
72it [04:04,  3.33s/it]
73it [04:07,  3.33s/it]
74it [04:10,  3.33s/it]
75it [04:14,  3.33s/it]
76it [04:17,  3.35s/it]
77it [04:20,  3.41s/it]
78it [04:24,  3.44s/it]
79it [04:27,  3.45s/it]
80it [04:31,  3.47s/it]
81it [04:32,  2.61s/it]
81it [04:32,  3.36s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.55s/it]
2it [00:03,  1.54s/it]
3it [00:04,  1.54s/it]
4it [00:06,  1.54s/it]
5it [00:07,  1.54s/it]
6it [00:09,  1.54s/it]
7it [00:10,  1.55s/it]
8it [00:12,  1.55s/it]
9it [00:13,  1.54s/it]
10it [00:15,  1.56s/it]
11it [00:16,  1.55s/it]
12it [00:18,  1.54s/it]
13it [00:19,  1.33s/it]
13it [00:19,  1.49s/it]
+[Test set] Epoch: 26, Accuracy: 79.12%
+
+epoch 26, best_acc 0.7911712527275085
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.54s/it]
2it [00:07,  3.53s/it]
3it [00:10,  3.49s/it]
4it [00:13,  3.47s/it]
5it [00:17,  3.47s/it]
6it [00:20,  3.46s/it]
7it [00:24,  3.48s/it]
8it [00:27,  3.49s/it]
9it [00:31,  3.48s/it]
10it [00:34,  3.47s/it]
11it [00:38,  3.46s/it]
12it [00:41,  3.46s/it]
13it [00:45,  3.46s/it]
14it [00:48,  3.50s/it]
15it [00:52,  3.48s/it]
16it [00:55,  3.46s/it]
17it [00:59,  3.45s/it]
18it [01:02,  3.44s/it]
19it [01:05,  3.44s/it]
20it [01:09,  3.43s/it]
21it [01:12,  3.43s/it]
22it [01:16,  3.43s/it]
23it [01:19,  3.43s/it]
24it [01:23,  3.43s/it]
25it [01:26,  3.45s/it]
26it [01:29,  3.45s/it]
27it [01:33,  3.44s/it]
28it [01:36,  3.42s/it]
29it [01:40,  3.42s/it]
30it [01:43,  3.42s/it]
31it [01:46,  3.41s/it]
32it [01:50,  3.40s/it]
33it [01:53,  3.39s/it]
34it [01:57,  3.37s/it]
35it [02:00,  3.37s/it]
36it [02:03,  3.37s/it]
37it [02:07,  3.40s/it]
38it [02:10,  3.39s/it]
39it [02:13,  3.38s/it]
40it [02:17,  3.38s/it]
41it [02:20,  3.39s/it]
42it [02:24,  3.38s/it]
43it [02:27,  3.37s/it]
44it [02:30,  3.37s/it]
45it [02:34,  3.36s/it]
46it [02:37,  3.36s/it]
47it [02:40,  3.36s/it]
48it [02:44,  3.36s/it]
49it [02:47,  3.37s/it]
50it [02:51,  3.39s/it]
51it [02:54,  3.50s/it]
52it [02:58,  3.53s/it]
53it [03:02,  3.56s/it]
54it [03:05,  3.59s/it]
55it [03:09,  3.59s/it]
56it [03:12,  3.59s/it]
57it [03:16,  3.57s/it]
58it [03:20,  3.58s/it]
59it [03:23,  3.55s/it]
60it [03:27,  3.54s/it]
61it [03:30,  3.50s/it]
62it [03:34,  3.56s/it]
63it [03:37,  3.60s/it]
64it [03:41,  3.61s/it]
65it [03:45,  3.61s/it]
66it [03:48,  3.61s/it]
67it [03:52,  3.57s/it]
68it [03:55,  3.52s/it]
69it [03:59,  3.49s/it]
70it [04:02,  3.51s/it]
71it [04:05,  3.48s/it]
72it [04:09,  3.48s/it]
73it [04:13,  3.52s/it]
74it [04:16,  3.52s/it]
75it [04:20,  3.55s/it]
76it [04:23,  3.55s/it]
77it [04:27,  3.56s/it]
78it [04:31,  3.59s/it]
79it [04:34,  3.60s/it]
80it [04:38,  3.61s/it]
81it [04:38,  2.72s/it]
81it [04:38,  3.44s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.59s/it]
2it [00:03,  1.55s/it]
3it [00:04,  1.52s/it]
4it [00:06,  1.55s/it]
5it [00:07,  1.52s/it]
6it [00:09,  1.54s/it]
7it [00:10,  1.56s/it]
8it [00:12,  1.56s/it]
9it [00:13,  1.55s/it]
10it [00:15,  1.55s/it]
11it [00:16,  1.54s/it]
12it [00:18,  1.56s/it]
13it [00:19,  1.34s/it]
13it [00:19,  1.49s/it]
+[Test set] Epoch: 27, Accuracy: 78.73%
+
+epoch 27, best_acc 0.7911712527275085
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.42s/it]
2it [00:06,  3.49s/it]
3it [00:10,  3.57s/it]
4it [00:14,  3.61s/it]
5it [00:17,  3.60s/it]
6it [00:21,  3.56s/it]
7it [00:24,  3.55s/it]
8it [00:28,  3.55s/it]
9it [00:31,  3.55s/it]
10it [00:35,  3.53s/it]
11it [00:38,  3.51s/it]
12it [00:42,  3.51s/it]
13it [00:45,  3.50s/it]
14it [00:49,  3.45s/it]
15it [00:52,  3.46s/it]
16it [00:56,  3.43s/it]
17it [00:59,  3.50s/it]
18it [01:03,  3.55s/it]
19it [01:07,  3.57s/it]
20it [01:10,  3.68s/it]
21it [01:14,  3.67s/it]
22it [01:18,  3.68s/it]
23it [01:22,  3.68s/it]
24it [01:25,  3.68s/it]
25it [01:29,  3.65s/it]
26it [01:33,  3.68s/it]
27it [01:36,  3.69s/it]
28it [01:40,  3.67s/it]
29it [01:44,  3.67s/it]
30it [01:47,  3.66s/it]
31it [01:51,  3.65s/it]
32it [01:54,  3.66s/it]
33it [01:58,  3.65s/it]
34it [02:03,  3.94s/it]
35it [02:06,  3.83s/it]
36it [02:10,  3.77s/it]
37it [02:14,  3.72s/it]
38it [02:17,  3.70s/it]
39it [02:21,  3.68s/it]
40it [02:24,  3.67s/it]
41it [02:28,  3.65s/it]
42it [02:32,  3.65s/it]
43it [02:35,  3.65s/it]
44it [02:39,  3.62s/it]
45it [02:43,  3.63s/it]
46it [02:46,  3.63s/it]
47it [02:50,  3.63s/it]
48it [02:53,  3.63s/it]
49it [02:57,  3.63s/it]
50it [03:01,  3.65s/it]
51it [03:04,  3.65s/it]
52it [03:08,  3.71s/it]
53it [03:12,  3.69s/it]
54it [03:16,  3.67s/it]
55it [03:19,  3.66s/it]
56it [03:23,  3.65s/it]
57it [03:26,  3.64s/it]
58it [03:30,  3.63s/it]
59it [03:34,  3.60s/it]
60it [03:37,  3.60s/it]
61it [03:41,  3.59s/it]
62it [03:44,  3.57s/it]
63it [03:48,  3.56s/it]
64it [03:51,  3.57s/it]
65it [03:55,  3.58s/it]
66it [03:58,  3.57s/it]
67it [04:02,  3.58s/it]
68it [04:06,  3.57s/it]
69it [04:09,  3.57s/it]
70it [04:13,  3.77s/it]
71it [04:17,  3.74s/it]
72it [04:21,  3.72s/it]
73it [04:24,  3.70s/it]
74it [04:28,  3.69s/it]
75it [04:32,  3.69s/it]
76it [04:35,  3.68s/it]
77it [04:39,  3.67s/it]
78it [04:43,  3.67s/it]
79it [04:46,  3.64s/it]
80it [04:50,  3.62s/it]
81it [04:51,  2.73s/it]
81it [04:51,  3.59s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.59s/it]
2it [00:03,  1.61s/it]
3it [00:04,  1.61s/it]
4it [00:06,  1.61s/it]
5it [00:08,  1.61s/it]
6it [00:09,  1.60s/it]
7it [00:11,  1.58s/it]
8it [00:12,  1.59s/it]
9it [00:14,  1.59s/it]
10it [00:15,  1.58s/it]
11it [00:17,  1.58s/it]
12it [00:19,  1.57s/it]
13it [00:19,  1.37s/it]
13it [00:19,  1.53s/it]
+[Test set] Epoch: 28, Accuracy: 78.48%
+
+epoch 28, best_acc 0.7911712527275085
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.50s/it]
2it [00:07,  3.86s/it]
3it [00:11,  3.71s/it]
4it [00:14,  3.66s/it]
5it [00:18,  3.61s/it]
6it [00:21,  3.58s/it]
7it [00:25,  3.54s/it]
8it [00:28,  3.49s/it]
9it [00:32,  3.49s/it]
10it [00:35,  3.48s/it]
11it [00:39,  3.50s/it]
12it [00:42,  3.52s/it]
13it [00:46,  3.51s/it]
14it [00:49,  3.50s/it]
15it [00:53,  3.48s/it]
16it [00:56,  3.45s/it]
17it [00:59,  3.43s/it]
18it [01:03,  3.41s/it]
19it [01:06,  3.40s/it]
20it [01:09,  3.40s/it]
21it [01:13,  3.39s/it]
22it [01:16,  3.37s/it]
23it [01:20,  3.36s/it]
24it [01:23,  3.35s/it]
25it [01:26,  3.36s/it]
26it [01:30,  3.34s/it]
27it [01:33,  3.34s/it]
28it [01:37,  3.65s/it]
29it [01:41,  3.62s/it]
30it [01:44,  3.59s/it]
31it [01:48,  3.56s/it]
32it [01:51,  3.54s/it]
33it [01:55,  3.50s/it]
34it [01:58,  3.45s/it]
35it [02:02,  3.46s/it]
36it [02:05,  3.46s/it]
37it [02:08,  3.45s/it]
38it [02:12,  3.52s/it]
39it [02:15,  3.44s/it]
40it [02:19,  3.39s/it]
41it [02:22,  3.38s/it]
42it [02:25,  3.37s/it]
43it [02:29,  3.36s/it]
44it [02:32,  3.37s/it]
45it [02:35,  3.37s/it]
46it [02:39,  3.40s/it]
47it [02:42,  3.38s/it]
48it [02:46,  3.38s/it]
49it [02:49,  3.37s/it]
50it [02:52,  3.35s/it]
51it [02:56,  3.34s/it]
52it [02:59,  3.36s/it]
53it [03:02,  3.39s/it]
54it [03:06,  3.41s/it]
55it [03:09,  3.42s/it]
56it [03:13,  3.42s/it]
57it [03:16,  3.44s/it]
58it [03:20,  3.45s/it]
59it [03:23,  3.44s/it]
60it [03:27,  3.43s/it]
61it [03:30,  3.42s/it]
62it [03:33,  3.41s/it]
63it [03:37,  3.53s/it]
64it [03:41,  3.53s/it]
65it [03:44,  3.51s/it]
66it [03:48,  3.51s/it]
67it [03:51,  3.49s/it]
68it [03:54,  3.46s/it]
69it [03:58,  3.46s/it]
70it [04:01,  3.46s/it]
71it [04:05,  3.43s/it]
72it [04:08,  3.40s/it]
73it [04:11,  3.41s/it]
74it [04:15,  3.41s/it]
75it [04:18,  3.38s/it]
76it [04:22,  3.49s/it]
77it [04:25,  3.49s/it]
78it [04:29,  3.48s/it]
79it [04:32,  3.44s/it]
80it [04:36,  3.43s/it]
81it [04:36,  2.59s/it]
81it [04:36,  3.42s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.50s/it]
2it [00:03,  1.54s/it]
3it [00:04,  1.61s/it]
4it [00:06,  1.57s/it]
5it [00:07,  1.55s/it]
6it [00:09,  1.54s/it]
7it [00:10,  1.52s/it]
8it [00:12,  1.50s/it]
9it [00:13,  1.49s/it]
10it [00:15,  1.51s/it]
11it [00:16,  1.50s/it]
12it [00:18,  1.51s/it]
13it [00:19,  1.32s/it]
13it [00:19,  1.47s/it]
+[Test set] Epoch: 29, Accuracy: 78.91%
+
+epoch 29, best_acc 0.7911712527275085
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.33s/it]
2it [00:06,  3.37s/it]
3it [00:10,  3.37s/it]
4it [00:13,  3.38s/it]
5it [00:16,  3.33s/it]
6it [00:20,  3.35s/it]
7it [00:23,  3.52s/it]
8it [00:27,  3.47s/it]
9it [00:30,  3.44s/it]
10it [00:33,  3.39s/it]
11it [00:37,  3.36s/it]
12it [00:40,  3.37s/it]
13it [00:44,  3.39s/it]
14it [00:47,  3.38s/it]
15it [00:50,  3.38s/it]
16it [00:54,  3.38s/it]
17it [00:57,  3.35s/it]
18it [01:00,  3.35s/it]
19it [01:04,  3.33s/it]
20it [01:07,  3.31s/it]
21it [01:10,  3.33s/it]
22it [01:14,  3.34s/it]
23it [01:17,  3.35s/it]
24it [01:21,  3.41s/it]
25it [01:24,  3.41s/it]
26it [01:27,  3.41s/it]
27it [01:31,  3.41s/it]
28it [01:34,  3.43s/it]
29it [01:38,  3.41s/it]
30it [01:41,  3.39s/it]
31it [01:44,  3.39s/it]
32it [01:48,  3.39s/it]
33it [01:51,  3.43s/it]
34it [01:55,  3.45s/it]
35it [01:58,  3.44s/it]
36it [02:02,  3.47s/it]
37it [02:05,  3.46s/it]
38it [02:09,  3.46s/it]
39it [02:12,  3.47s/it]
40it [02:16,  3.49s/it]
41it [02:19,  3.48s/it]
42it [02:23,  3.46s/it]
43it [02:26,  3.45s/it]
44it [02:29,  3.45s/it]
45it [02:33,  3.44s/it]
46it [02:36,  3.51s/it]
47it [02:40,  3.48s/it]
48it [02:43,  3.48s/it]
49it [02:47,  3.48s/it]
50it [02:50,  3.46s/it]
51it [02:54,  3.45s/it]
52it [02:57,  3.43s/it]
53it [03:00,  3.40s/it]
54it [03:04,  3.41s/it]
55it [03:07,  3.42s/it]
56it [03:11,  3.44s/it]
57it [03:14,  3.43s/it]
58it [03:18,  3.45s/it]
59it [03:21,  3.48s/it]
60it [03:26,  3.89s/it]
61it [03:30,  3.78s/it]
62it [03:33,  3.73s/it]
63it [03:37,  3.67s/it]
64it [03:40,  3.63s/it]
65it [03:44,  3.61s/it]
66it [03:47,  3.58s/it]
67it [03:51,  3.59s/it]
68it [03:55,  3.60s/it]
69it [03:58,  3.60s/it]
70it [04:02,  3.60s/it]
71it [04:05,  3.60s/it]
72it [04:09,  3.59s/it]
73it [04:12,  3.57s/it]
74it [04:16,  3.55s/it]
75it [04:19,  3.52s/it]
76it [04:23,  3.49s/it]
77it [04:26,  3.47s/it]
78it [04:30,  3.45s/it]
79it [04:34,  3.57s/it]
80it [04:37,  3.54s/it]
81it [04:38,  2.67s/it]
81it [04:38,  3.43s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.58s/it]
2it [00:03,  1.57s/it]
3it [00:04,  1.55s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.57s/it]
6it [00:09,  1.56s/it]
7it [00:10,  1.57s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.57s/it]
10it [00:15,  1.56s/it]
11it [00:17,  1.54s/it]
12it [00:18,  1.53s/it]
13it [00:19,  1.33s/it]
13it [00:19,  1.50s/it]
+[Test set] Epoch: 30, Accuracy: 78.57%
+
+epoch 30, best_acc 0.7911712527275085
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.47s/it]
2it [00:06,  3.46s/it]
3it [00:10,  3.45s/it]
4it [00:13,  3.46s/it]
5it [00:17,  3.43s/it]
6it [00:20,  3.42s/it]
7it [00:24,  3.43s/it]
8it [00:27,  3.44s/it]
9it [00:31,  3.45s/it]
10it [00:34,  3.46s/it]
11it [00:37,  3.46s/it]
12it [00:41,  3.45s/it]
13it [00:44,  3.44s/it]
14it [00:48,  3.45s/it]
15it [00:52,  3.60s/it]
16it [00:55,  3.58s/it]
17it [00:59,  3.56s/it]
18it [01:02,  3.55s/it]
19it [01:06,  3.56s/it]
20it [01:09,  3.56s/it]
21it [01:13,  3.56s/it]
22it [01:16,  3.54s/it]
23it [01:20,  3.53s/it]
24it [01:24,  3.54s/it]
25it [01:27,  3.52s/it]
26it [01:30,  3.49s/it]
27it [01:34,  3.46s/it]
28it [01:37,  3.47s/it]
29it [01:41,  3.46s/it]
30it [01:45,  3.68s/it]
31it [01:48,  3.62s/it]
32it [01:52,  3.57s/it]
33it [01:55,  3.57s/it]
34it [01:59,  3.55s/it]
35it [02:02,  3.53s/it]
36it [02:06,  3.50s/it]
37it [02:09,  3.46s/it]
38it [02:13,  3.44s/it]
39it [02:16,  3.44s/it]
40it [02:20,  3.45s/it]
41it [02:23,  3.41s/it]
42it [02:26,  3.40s/it]
43it [02:30,  3.36s/it]
44it [02:33,  3.38s/it]
45it [02:37,  3.69s/it]
46it [02:41,  3.61s/it]
47it [02:44,  3.56s/it]
48it [02:48,  3.56s/it]
49it [02:51,  3.54s/it]
50it [02:55,  3.50s/it]
51it [02:58,  3.49s/it]
52it [03:02,  3.48s/it]
53it [03:05,  3.48s/it]
54it [03:09,  3.48s/it]
55it [03:12,  3.45s/it]
56it [03:15,  3.44s/it]
57it [03:19,  3.44s/it]
58it [03:22,  3.44s/it]
59it [03:26,  3.43s/it]
60it [03:29,  3.41s/it]
61it [03:32,  3.39s/it]
62it [03:36,  3.46s/it]
63it [03:39,  3.46s/it]
64it [03:43,  3.49s/it]
65it [03:47,  3.54s/it]
66it [03:51,  3.73s/it]
67it [03:54,  3.70s/it]
68it [03:58,  3.69s/it]
69it [04:02,  3.67s/it]
70it [04:05,  3.67s/it]
71it [04:09,  3.64s/it]
72it [04:13,  3.62s/it]
73it [04:16,  3.57s/it]
74it [04:19,  3.53s/it]
75it [04:23,  3.49s/it]
76it [04:26,  3.50s/it]
77it [04:30,  3.51s/it]
78it [04:33,  3.51s/it]
79it [04:37,  3.47s/it]
80it [04:40,  3.46s/it]
81it [04:41,  2.62s/it]
81it [04:41,  3.47s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.52s/it]
2it [00:03,  1.58s/it]
3it [00:05,  1.79s/it]
4it [00:06,  1.76s/it]
5it [00:08,  1.70s/it]
6it [00:10,  1.66s/it]
7it [00:11,  1.64s/it]
8it [00:13,  1.66s/it]
9it [00:15,  1.65s/it]
10it [00:16,  1.65s/it]
11it [00:18,  1.66s/it]
12it [00:19,  1.64s/it]
13it [00:20,  1.42s/it]
13it [00:20,  1.60s/it]
+[Test set] Epoch: 31, Accuracy: 79.59%
+
+epoch 31, best_acc 0.7958950996398926
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.72s/it]
2it [00:07,  3.65s/it]
3it [00:10,  3.63s/it]
4it [00:14,  3.64s/it]
5it [00:18,  3.62s/it]
6it [00:21,  3.60s/it]
7it [00:25,  3.58s/it]
8it [00:28,  3.57s/it]
9it [00:32,  3.58s/it]
10it [00:36,  3.59s/it]
11it [00:39,  3.59s/it]
12it [00:43,  3.58s/it]
13it [00:46,  3.57s/it]
14it [00:50,  3.54s/it]
15it [00:53,  3.53s/it]
16it [00:57,  3.52s/it]
17it [01:00,  3.55s/it]
18it [01:04,  3.57s/it]
19it [01:07,  3.57s/it]
20it [01:11,  3.57s/it]
21it [01:15,  3.58s/it]
22it [01:19,  3.87s/it]
23it [01:23,  3.78s/it]
24it [01:26,  3.72s/it]
25it [01:30,  3.69s/it]
26it [01:34,  3.65s/it]
27it [01:37,  3.63s/it]
28it [01:41,  3.61s/it]
29it [01:44,  3.62s/it]
30it [01:48,  3.63s/it]
31it [01:52,  3.60s/it]
32it [01:55,  3.60s/it]
33it [01:59,  3.59s/it]
34it [02:02,  3.61s/it]
35it [02:06,  3.60s/it]
36it [02:10,  3.63s/it]
37it [02:13,  3.62s/it]
38it [02:17,  3.62s/it]
39it [02:20,  3.60s/it]
40it [02:24,  3.67s/it]
41it [02:28,  3.68s/it]
42it [02:32,  3.69s/it]
43it [02:35,  3.68s/it]
44it [02:39,  3.70s/it]
45it [02:43,  3.70s/it]
46it [02:46,  3.71s/it]
47it [02:50,  3.68s/it]
48it [02:54,  3.66s/it]
49it [02:57,  3.65s/it]
50it [03:01,  3.68s/it]
51it [03:05,  3.68s/it]
52it [03:08,  3.67s/it]
53it [03:12,  3.66s/it]
54it [03:16,  3.63s/it]
55it [03:19,  3.69s/it]
56it [03:23,  3.71s/it]
57it [03:27,  3.68s/it]
58it [03:30,  3.64s/it]
59it [03:34,  3.61s/it]
60it [03:38,  3.61s/it]
61it [03:41,  3.62s/it]
62it [03:45,  3.60s/it]
63it [03:48,  3.60s/it]
64it [03:52,  3.59s/it]
65it [03:56,  3.66s/it]
66it [03:59,  3.60s/it]
67it [04:03,  3.57s/it]
68it [04:06,  3.56s/it]
69it [04:10,  3.57s/it]
70it [04:13,  3.57s/it]
71it [04:17,  3.57s/it]
72it [04:21,  3.59s/it]
73it [04:24,  3.59s/it]
74it [04:28,  3.58s/it]
75it [04:31,  3.58s/it]
76it [04:35,  3.56s/it]
77it [04:38,  3.54s/it]
78it [04:42,  3.51s/it]
79it [04:45,  3.52s/it]
80it [04:49,  3.53s/it]
81it [04:49,  2.65s/it]
81it [04:49,  3.58s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.58s/it]
2it [00:03,  1.58s/it]
3it [00:04,  1.58s/it]
4it [00:06,  1.58s/it]
5it [00:07,  1.58s/it]
6it [00:09,  1.58s/it]
7it [00:11,  1.58s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.57s/it]
10it [00:15,  1.57s/it]
11it [00:17,  1.58s/it]
12it [00:18,  1.58s/it]
13it [00:19,  1.36s/it]
13it [00:19,  1.52s/it]
+[Test set] Epoch: 32, Accuracy: 79.47%
+
+epoch 32, best_acc 0.7958950996398926
+now training
+
0it [00:00, ?it/s]
1it [00:04,  4.14s/it]
2it [00:07,  3.80s/it]
3it [00:11,  3.71s/it]
4it [00:14,  3.64s/it]
5it [00:18,  3.61s/it]
6it [00:22,  3.61s/it]
7it [00:25,  3.58s/it]
8it [00:29,  3.57s/it]
9it [00:32,  3.59s/it]
10it [00:36,  3.61s/it]
11it [00:40,  3.62s/it]
12it [00:43,  3.60s/it]
13it [00:47,  3.57s/it]
14it [00:50,  3.55s/it]
15it [00:54,  3.54s/it]
16it [00:57,  3.53s/it]
17it [01:01,  3.54s/it]
18it [01:04,  3.52s/it]
19it [01:08,  3.51s/it]
20it [01:11,  3.50s/it]
21it [01:15,  3.50s/it]
22it [01:18,  3.57s/it]
23it [01:22,  3.59s/it]
24it [01:26,  3.59s/it]
25it [01:29,  3.59s/it]
26it [01:33,  3.59s/it]
27it [01:36,  3.59s/it]
28it [01:40,  3.60s/it]
29it [01:44,  3.60s/it]
30it [01:47,  3.59s/it]
31it [01:51,  3.59s/it]
32it [01:54,  3.58s/it]
33it [01:58,  3.56s/it]
34it [02:01,  3.56s/it]
35it [02:05,  3.58s/it]
36it [02:09,  3.56s/it]
37it [02:12,  3.56s/it]
38it [02:16,  3.54s/it]
39it [02:19,  3.53s/it]
40it [02:23,  3.51s/it]
41it [02:26,  3.50s/it]
42it [02:29,  3.49s/it]
43it [02:33,  3.49s/it]
44it [02:36,  3.49s/it]
45it [02:40,  3.49s/it]
46it [02:43,  3.48s/it]
47it [02:47,  3.47s/it]
48it [02:50,  3.46s/it]
49it [02:54,  3.49s/it]
50it [02:57,  3.53s/it]
51it [03:01,  3.52s/it]
52it [03:04,  3.49s/it]
53it [03:08,  3.49s/it]
54it [03:11,  3.50s/it]
55it [03:15,  3.48s/it]
56it [03:18,  3.47s/it]
57it [03:22,  3.47s/it]
58it [03:25,  3.47s/it]
59it [03:29,  3.47s/it]
60it [03:32,  3.46s/it]
61it [03:36,  3.45s/it]
62it [03:39,  3.42s/it]
63it [03:42,  3.43s/it]
64it [03:46,  3.36s/it]
65it [03:49,  3.35s/it]
66it [03:52,  3.42s/it]
67it [03:56,  3.45s/it]
68it [03:59,  3.46s/it]
69it [04:03,  3.47s/it]
70it [04:06,  3.42s/it]
71it [04:10,  3.38s/it]
72it [04:13,  3.34s/it]
73it [04:16,  3.32s/it]
74it [04:20,  3.41s/it]
75it [04:23,  3.45s/it]
76it [04:27,  3.40s/it]
77it [04:30,  3.36s/it]
78it [04:33,  3.32s/it]
79it [04:36,  3.32s/it]
80it [04:40,  3.30s/it]
81it [04:40,  2.49s/it]
81it [04:40,  3.46s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.43s/it]
2it [00:02,  1.43s/it]
3it [00:04,  1.51s/it]
4it [00:05,  1.51s/it]
5it [00:07,  1.50s/it]
6it [00:08,  1.48s/it]
7it [00:10,  1.46s/it]
8it [00:11,  1.45s/it]
9it [00:13,  1.44s/it]
10it [00:14,  1.45s/it]
11it [00:16,  1.46s/it]
12it [00:17,  1.45s/it]
13it [00:18,  1.28s/it]
13it [00:18,  1.42s/it]
+[Test set] Epoch: 33, Accuracy: 78.98%
+
+epoch 33, best_acc 0.7958950996398926
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.60s/it]
2it [00:06,  3.45s/it]
3it [00:10,  3.36s/it]
4it [00:13,  3.36s/it]
5it [00:17,  3.40s/it]
6it [00:20,  3.40s/it]
7it [00:23,  3.39s/it]
8it [00:27,  3.34s/it]
9it [00:30,  3.29s/it]
10it [00:33,  3.27s/it]
11it [00:36,  3.30s/it]
12it [00:39,  3.26s/it]
13it [00:43,  3.27s/it]
14it [00:46,  3.32s/it]
15it [00:50,  3.33s/it]
16it [00:53,  3.41s/it]
17it [00:57,  3.45s/it]
18it [01:00,  3.45s/it]
19it [01:03,  3.38s/it]
20it [01:07,  3.34s/it]
21it [01:10,  3.31s/it]
22it [01:13,  3.28s/it]
23it [01:16,  3.25s/it]
24it [01:19,  3.24s/it]
25it [01:23,  3.30s/it]
26it [01:26,  3.30s/it]
27it [01:29,  3.26s/it]
28it [01:32,  3.22s/it]
29it [01:36,  3.25s/it]
30it [01:39,  3.27s/it]
31it [01:43,  3.35s/it]
32it [01:46,  3.42s/it]
33it [01:50,  3.48s/it]
34it [01:53,  3.42s/it]
35it [01:56,  3.37s/it]
36it [02:00,  3.33s/it]
37it [02:03,  3.29s/it]
38it [02:06,  3.26s/it]
39it [02:09,  3.22s/it]
40it [02:13,  3.29s/it]
41it [02:16,  3.28s/it]
42it [02:19,  3.27s/it]
43it [02:22,  3.24s/it]
44it [02:26,  3.27s/it]
45it [02:29,  3.27s/it]
46it [02:32,  3.24s/it]
47it [02:35,  3.22s/it]
48it [02:38,  3.20s/it]
49it [02:42,  3.19s/it]
50it [02:45,  3.18s/it]
51it [02:48,  3.18s/it]
52it [02:51,  3.18s/it]
53it [02:54,  3.25s/it]
54it [02:58,  3.33s/it]
55it [03:01,  3.34s/it]
56it [03:05,  3.34s/it]
57it [03:08,  3.35s/it]
58it [03:11,  3.33s/it]
59it [03:15,  3.31s/it]
60it [03:18,  3.27s/it]
61it [03:21,  3.31s/it]
62it [03:24,  3.27s/it]
63it [03:28,  3.24s/it]
64it [03:31,  3.22s/it]
65it [03:34,  3.26s/it]
66it [03:37,  3.30s/it]
67it [03:41,  3.29s/it]
68it [03:44,  3.26s/it]
69it [03:47,  3.26s/it]
70it [03:50,  3.23s/it]
71it [03:54,  3.33s/it]
72it [03:57,  3.39s/it]
73it [04:01,  3.39s/it]
74it [04:04,  3.33s/it]
75it [04:07,  3.29s/it]
76it [04:11,  3.32s/it]
77it [04:14,  3.37s/it]
78it [04:17,  3.32s/it]
79it [04:20,  3.27s/it]
80it [04:24,  3.25s/it]
81it [04:24,  2.45s/it]
81it [04:24,  3.27s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.42s/it]
2it [00:02,  1.43s/it]
3it [00:04,  1.43s/it]
4it [00:05,  1.42s/it]
5it [00:07,  1.42s/it]
6it [00:08,  1.41s/it]
7it [00:09,  1.41s/it]
8it [00:11,  1.40s/it]
9it [00:12,  1.41s/it]
10it [00:14,  1.42s/it]
11it [00:15,  1.43s/it]
12it [00:17,  1.44s/it]
13it [00:17,  1.25s/it]
13it [00:17,  1.38s/it]
+[Test set] Epoch: 34, Accuracy: 80.09%
+
+epoch 34, best_acc 0.8008784055709839
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.18s/it]
2it [00:06,  3.19s/it]
3it [00:09,  3.36s/it]
4it [00:13,  3.45s/it]
5it [00:16,  3.43s/it]
6it [00:20,  3.38s/it]
7it [00:23,  3.34s/it]
8it [00:26,  3.29s/it]
9it [00:29,  3.25s/it]
10it [00:32,  3.23s/it]
11it [00:36,  3.21s/it]
12it [00:39,  3.20s/it]
13it [00:42,  3.19s/it]
14it [00:45,  3.18s/it]
15it [00:48,  3.17s/it]
16it [00:52,  3.19s/it]
17it [00:55,  3.26s/it]
18it [00:58,  3.25s/it]
19it [01:01,  3.23s/it]
20it [01:05,  3.21s/it]
21it [01:08,  3.20s/it]
22it [01:11,  3.19s/it]
23it [01:14,  3.25s/it]
24it [01:18,  3.30s/it]
25it [01:21,  3.35s/it]
26it [01:25,  3.41s/it]
27it [01:28,  3.39s/it]
28it [01:31,  3.34s/it]
29it [01:34,  3.30s/it]
30it [01:38,  3.27s/it]
31it [01:41,  3.23s/it]
32it [01:44,  3.21s/it]
33it [01:47,  3.20s/it]
34it [01:50,  3.19s/it]
35it [01:54,  3.26s/it]
36it [01:57,  3.30s/it]
37it [02:00,  3.28s/it]
38it [02:04,  3.25s/it]
39it [02:07,  3.22s/it]
40it [02:10,  3.21s/it]
41it [02:13,  3.26s/it]
42it [02:17,  3.26s/it]
43it [02:20,  3.23s/it]
44it [02:23,  3.22s/it]
45it [02:26,  3.23s/it]
46it [02:29,  3.22s/it]
47it [02:33,  3.29s/it]
48it [02:36,  3.27s/it]
49it [02:39,  3.27s/it]
50it [02:43,  3.32s/it]
51it [02:46,  3.40s/it]
52it [02:50,  3.46s/it]
53it [02:54,  3.50s/it]
54it [02:57,  3.48s/it]
55it [03:00,  3.46s/it]
56it [03:03,  3.35s/it]
57it [03:07,  3.28s/it]
58it [03:10,  3.24s/it]
59it [03:13,  3.25s/it]
60it [03:16,  3.24s/it]
61it [03:19,  3.23s/it]
62it [03:23,  3.22s/it]
63it [03:26,  3.20s/it]
64it [03:29,  3.19s/it]
65it [03:32,  3.19s/it]
66it [03:35,  3.19s/it]
67it [03:39,  3.19s/it]
68it [03:42,  3.20s/it]
69it [03:45,  3.20s/it]
70it [03:48,  3.20s/it]
71it [03:51,  3.20s/it]
72it [03:55,  3.20s/it]
73it [03:58,  3.19s/it]
74it [04:01,  3.19s/it]
75it [04:04,  3.19s/it]
76it [04:07,  3.19s/it]
77it [04:11,  3.20s/it]
78it [04:14,  3.21s/it]
79it [04:17,  3.20s/it]
80it [04:20,  3.20s/it]
81it [04:21,  2.42s/it]
81it [04:21,  3.23s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.47s/it]
2it [00:02,  1.47s/it]
3it [00:04,  1.47s/it]
4it [00:05,  1.47s/it]
5it [00:07,  1.47s/it]
6it [00:08,  1.47s/it]
7it [00:10,  1.48s/it]
8it [00:11,  1.47s/it]
9it [00:13,  1.47s/it]
10it [00:14,  1.48s/it]
11it [00:16,  1.48s/it]
12it [00:17,  1.47s/it]
13it [00:18,  1.28s/it]
13it [00:18,  1.42s/it]
+[Test set] Epoch: 35, Accuracy: 79.90%
+
+epoch 35, best_acc 0.8008784055709839
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.32s/it]
2it [00:06,  3.31s/it]
3it [00:09,  3.27s/it]
4it [00:13,  3.29s/it]
5it [00:16,  3.28s/it]
6it [00:19,  3.28s/it]
7it [00:22,  3.28s/it]
8it [00:26,  3.28s/it]
9it [00:29,  3.27s/it]
10it [00:32,  3.27s/it]
11it [00:36,  3.27s/it]
12it [00:39,  3.26s/it]
13it [00:42,  3.25s/it]
14it [00:45,  3.25s/it]
15it [00:49,  3.27s/it]
16it [00:52,  3.29s/it]
17it [00:55,  3.30s/it]
18it [00:59,  3.31s/it]
19it [01:02,  3.32s/it]
20it [01:05,  3.33s/it]
21it [01:09,  3.33s/it]
22it [01:12,  3.32s/it]
23it [01:15,  3.36s/it]
24it [01:19,  3.35s/it]
25it [01:22,  3.35s/it]
26it [01:25,  3.36s/it]
27it [01:29,  3.37s/it]
28it [01:32,  3.36s/it]
29it [01:35,  3.34s/it]
30it [01:39,  3.34s/it]
31it [01:42,  3.34s/it]
32it [01:45,  3.33s/it]
33it [01:49,  3.33s/it]
34it [01:52,  3.33s/it]
35it [01:55,  3.32s/it]
36it [01:59,  3.30s/it]
37it [02:02,  3.27s/it]
38it [02:05,  3.24s/it]
39it [02:08,  3.26s/it]
40it [02:12,  3.24s/it]
41it [02:15,  3.23s/it]
42it [02:18,  3.22s/it]
43it [02:21,  3.23s/it]
44it [02:25,  3.27s/it]
45it [02:28,  3.28s/it]
46it [02:31,  3.26s/it]
47it [02:34,  3.28s/it]
48it [02:38,  3.26s/it]
49it [02:41,  3.24s/it]
50it [02:44,  3.22s/it]
51it [02:47,  3.21s/it]
52it [02:50,  3.21s/it]
53it [02:54,  3.19s/it]
54it [02:57,  3.19s/it]
55it [03:00,  3.19s/it]
56it [03:03,  3.18s/it]
57it [03:06,  3.19s/it]
58it [03:09,  3.19s/it]
59it [03:13,  3.18s/it]
60it [03:16,  3.17s/it]
61it [03:19,  3.19s/it]
62it [03:22,  3.17s/it]
63it [03:25,  3.17s/it]
64it [03:29,  3.19s/it]
65it [03:32,  3.19s/it]
66it [03:35,  3.19s/it]
67it [03:38,  3.19s/it]
68it [03:41,  3.17s/it]
69it [03:44,  3.17s/it]
70it [03:48,  3.16s/it]
71it [03:51,  3.17s/it]
72it [03:54,  3.18s/it]
73it [03:57,  3.17s/it]
74it [04:00,  3.19s/it]
75it [04:03,  3.16s/it]
76it [04:07,  3.18s/it]
77it [04:10,  3.26s/it]
78it [04:14,  3.40s/it]
79it [04:17,  3.46s/it]
80it [04:21,  3.50s/it]
81it [04:22,  2.65s/it]
81it [04:22,  3.24s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.54s/it]
2it [00:03,  1.51s/it]
3it [00:04,  1.49s/it]
4it [00:06,  1.52s/it]
5it [00:07,  1.52s/it]
6it [00:09,  1.55s/it]
7it [00:10,  1.56s/it]
8it [00:12,  1.56s/it]
9it [00:13,  1.56s/it]
10it [00:15,  1.55s/it]
11it [00:16,  1.55s/it]
12it [00:18,  1.53s/it]
13it [00:19,  1.32s/it]
13it [00:19,  1.48s/it]
+[Test set] Epoch: 36, Accuracy: 80.23%
+
+epoch 36, best_acc 0.8022950291633606
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.44s/it]
2it [00:06,  3.45s/it]
3it [00:10,  3.60s/it]
4it [00:14,  3.69s/it]
5it [00:18,  3.69s/it]
6it [00:21,  3.66s/it]
7it [00:25,  3.65s/it]
8it [00:28,  3.62s/it]
9it [00:32,  3.60s/it]
10it [00:36,  3.56s/it]
11it [00:39,  3.54s/it]
12it [00:43,  3.54s/it]
13it [00:46,  3.52s/it]
14it [00:49,  3.48s/it]
15it [00:53,  3.47s/it]
16it [00:56,  3.49s/it]
17it [01:00,  3.47s/it]
18it [01:03,  3.46s/it]
19it [01:07,  3.46s/it]
20it [01:10,  3.46s/it]
21it [01:14,  3.48s/it]
22it [01:17,  3.47s/it]
23it [01:21,  3.46s/it]
24it [01:24,  3.46s/it]
25it [01:27,  3.46s/it]
26it [01:31,  3.47s/it]
27it [01:34,  3.45s/it]
28it [01:38,  3.44s/it]
29it [01:41,  3.43s/it]
30it [01:45,  3.42s/it]
31it [01:48,  3.41s/it]
32it [01:51,  3.41s/it]
33it [01:55,  3.41s/it]
34it [01:58,  3.41s/it]
35it [02:02,  3.40s/it]
36it [02:05,  3.40s/it]
37it [02:08,  3.40s/it]
38it [02:12,  3.38s/it]
39it [02:15,  3.38s/it]
40it [02:19,  3.40s/it]
41it [02:22,  3.39s/it]
42it [02:25,  3.37s/it]
43it [02:29,  3.35s/it]
44it [02:32,  3.35s/it]
45it [02:35,  3.33s/it]
46it [02:38,  3.31s/it]
47it [02:42,  3.31s/it]
48it [02:45,  3.33s/it]
49it [02:49,  3.39s/it]
50it [02:52,  3.39s/it]
51it [02:55,  3.40s/it]
52it [02:59,  3.40s/it]
53it [03:02,  3.39s/it]
54it [03:06,  3.39s/it]
55it [03:09,  3.39s/it]
56it [03:12,  3.40s/it]
57it [03:16,  3.39s/it]
58it [03:19,  3.41s/it]
59it [03:23,  3.41s/it]
60it [03:26,  3.42s/it]
61it [03:30,  3.42s/it]
62it [03:33,  3.43s/it]
63it [03:36,  3.42s/it]
64it [03:40,  3.41s/it]
65it [03:43,  3.40s/it]
66it [03:47,  3.41s/it]
67it [03:50,  3.40s/it]
68it [03:53,  3.40s/it]
69it [03:57,  3.39s/it]
70it [04:00,  3.39s/it]
71it [04:03,  3.36s/it]
72it [04:07,  3.36s/it]
73it [04:10,  3.37s/it]
74it [04:14,  3.37s/it]
75it [04:17,  3.36s/it]
76it [04:20,  3.36s/it]
77it [04:24,  3.35s/it]
78it [04:27,  3.32s/it]
79it [04:30,  3.33s/it]
80it [04:34,  3.36s/it]
81it [04:34,  2.53s/it]
81it [04:34,  3.39s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.53s/it]
2it [00:03,  1.53s/it]
3it [00:04,  1.53s/it]
4it [00:06,  1.54s/it]
5it [00:07,  1.53s/it]
6it [00:09,  1.52s/it]
7it [00:10,  1.52s/it]
8it [00:12,  1.51s/it]
9it [00:13,  1.53s/it]
10it [00:15,  1.54s/it]
11it [00:16,  1.53s/it]
12it [00:18,  1.52s/it]
13it [00:19,  1.31s/it]
13it [00:19,  1.47s/it]
+[Test set] Epoch: 37, Accuracy: 79.75%
+
+epoch 37, best_acc 0.8022950291633606
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.24s/it]
2it [00:06,  3.26s/it]
3it [00:09,  3.27s/it]
4it [00:13,  3.30s/it]
5it [00:16,  3.30s/it]
6it [00:19,  3.31s/it]
7it [00:23,  3.29s/it]
8it [00:26,  3.30s/it]
9it [00:29,  3.32s/it]
10it [00:33,  3.32s/it]
11it [00:36,  3.32s/it]
12it [00:39,  3.35s/it]
13it [00:43,  3.34s/it]
14it [00:46,  3.33s/it]
15it [00:49,  3.32s/it]
16it [00:53,  3.33s/it]
17it [00:56,  3.31s/it]
18it [00:59,  3.31s/it]
19it [01:02,  3.32s/it]
20it [01:06,  3.32s/it]
21it [01:09,  3.31s/it]
22it [01:12,  3.31s/it]
23it [01:16,  3.31s/it]
24it [01:19,  3.31s/it]
25it [01:22,  3.31s/it]
26it [01:26,  3.32s/it]
27it [01:29,  3.32s/it]
28it [01:32,  3.31s/it]
29it [01:36,  3.32s/it]
30it [01:39,  3.31s/it]
31it [01:42,  3.31s/it]
32it [01:46,  3.31s/it]
33it [01:49,  3.29s/it]
34it [01:52,  3.29s/it]
35it [01:55,  3.29s/it]
36it [01:59,  3.30s/it]
37it [02:02,  3.31s/it]
38it [02:05,  3.31s/it]
39it [02:09,  3.31s/it]
40it [02:12,  3.31s/it]
41it [02:15,  3.34s/it]
42it [02:19,  3.33s/it]
43it [02:22,  3.32s/it]
44it [02:25,  3.32s/it]
45it [02:29,  3.32s/it]
46it [02:32,  3.31s/it]
47it [02:35,  3.34s/it]
48it [02:39,  3.34s/it]
49it [02:42,  3.34s/it]
50it [02:45,  3.34s/it]
51it [02:49,  3.34s/it]
52it [02:52,  3.33s/it]
53it [02:55,  3.32s/it]
54it [02:59,  3.31s/it]
55it [03:02,  3.32s/it]
56it [03:05,  3.32s/it]
57it [03:09,  3.32s/it]
58it [03:12,  3.33s/it]
59it [03:15,  3.33s/it]
60it [03:18,  3.33s/it]
61it [03:22,  3.33s/it]
62it [03:25,  3.35s/it]
63it [03:29,  3.34s/it]
64it [03:32,  3.33s/it]
65it [03:35,  3.33s/it]
66it [03:38,  3.31s/it]
67it [03:42,  3.31s/it]
68it [03:45,  3.32s/it]
69it [03:48,  3.32s/it]
70it [03:52,  3.33s/it]
71it [03:55,  3.32s/it]
72it [03:58,  3.31s/it]
73it [04:02,  3.31s/it]
74it [04:05,  3.30s/it]
75it [04:08,  3.30s/it]
76it [04:12,  3.30s/it]
77it [04:15,  3.30s/it]
78it [04:18,  3.32s/it]
79it [04:21,  3.31s/it]
80it [04:25,  3.29s/it]
81it [04:25,  2.49s/it]
81it [04:25,  3.28s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.51s/it]
2it [00:02,  1.49s/it]
3it [00:04,  1.50s/it]
4it [00:06,  1.51s/it]
5it [00:07,  1.53s/it]
6it [00:09,  1.57s/it]
7it [00:10,  1.56s/it]
8it [00:12,  1.54s/it]
9it [00:13,  1.53s/it]
10it [00:15,  1.52s/it]
11it [00:16,  1.51s/it]
12it [00:18,  1.50s/it]
13it [00:19,  1.30s/it]
13it [00:19,  1.47s/it]
+[Test set] Epoch: 38, Accuracy: 79.87%
+
+epoch 38, best_acc 0.8022950291633606
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.25s/it]
2it [00:06,  3.26s/it]
3it [00:09,  3.26s/it]
4it [00:13,  3.26s/it]
5it [00:16,  3.25s/it]
6it [00:19,  3.25s/it]
7it [00:22,  3.26s/it]
8it [00:26,  3.27s/it]
9it [00:29,  3.27s/it]
10it [00:32,  3.27s/it]
11it [00:35,  3.27s/it]
12it [00:39,  3.27s/it]
13it [00:42,  3.28s/it]
14it [00:45,  3.29s/it]
15it [00:49,  3.29s/it]
16it [00:52,  3.28s/it]
17it [00:55,  3.29s/it]
18it [00:58,  3.30s/it]
19it [01:02,  3.30s/it]
20it [01:05,  3.29s/it]
21it [01:08,  3.28s/it]
22it [01:12,  3.27s/it]
23it [01:15,  3.28s/it]
24it [01:18,  3.28s/it]
25it [01:21,  3.28s/it]
26it [01:25,  3.28s/it]
27it [01:28,  3.28s/it]
28it [01:31,  3.29s/it]
29it [01:35,  3.29s/it]
30it [01:38,  3.28s/it]
31it [01:41,  3.28s/it]
32it [01:44,  3.28s/it]
33it [01:48,  3.30s/it]
34it [01:51,  3.33s/it]
35it [01:54,  3.33s/it]
36it [01:58,  3.32s/it]
37it [02:01,  3.32s/it]
38it [02:04,  3.32s/it]
39it [02:08,  3.36s/it]
40it [02:11,  3.36s/it]
41it [02:15,  3.37s/it]
42it [02:18,  3.37s/it]
43it [02:21,  3.38s/it]
44it [02:25,  3.37s/it]
45it [02:28,  3.36s/it]
46it [02:31,  3.37s/it]
47it [02:35,  3.37s/it]
48it [02:38,  3.36s/it]
49it [02:41,  3.35s/it]
50it [02:45,  3.33s/it]
51it [02:48,  3.33s/it]
52it [02:51,  3.32s/it]
53it [02:55,  3.34s/it]
54it [02:58,  3.34s/it]
55it [03:01,  3.34s/it]
56it [03:05,  3.33s/it]
57it [03:08,  3.33s/it]
58it [03:11,  3.33s/it]
59it [03:15,  3.33s/it]
60it [03:18,  3.32s/it]
61it [03:21,  3.31s/it]
62it [03:25,  3.31s/it]
63it [03:28,  3.30s/it]
64it [03:31,  3.31s/it]
65it [03:35,  3.30s/it]
66it [03:38,  3.30s/it]
67it [03:41,  3.31s/it]
68it [03:44,  3.31s/it]
69it [03:48,  3.31s/it]
70it [03:51,  3.32s/it]
71it [03:54,  3.33s/it]
72it [03:58,  3.31s/it]
73it [04:01,  3.31s/it]
74it [04:04,  3.33s/it]
75it [04:08,  3.34s/it]
76it [04:11,  3.32s/it]
77it [04:14,  3.32s/it]
78it [04:18,  3.33s/it]
79it [04:21,  3.32s/it]
80it [04:24,  3.30s/it]
81it [04:25,  2.49s/it]
81it [04:25,  3.28s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.47s/it]
2it [00:02,  1.47s/it]
3it [00:04,  1.46s/it]
4it [00:05,  1.45s/it]
5it [00:07,  1.48s/it]
6it [00:08,  1.47s/it]
7it [00:10,  1.49s/it]
8it [00:11,  1.51s/it]
9it [00:13,  1.52s/it]
10it [00:14,  1.52s/it]
11it [00:16,  1.53s/it]
12it [00:18,  1.53s/it]
13it [00:18,  1.32s/it]
13it [00:18,  1.45s/it]
+[Test set] Epoch: 39, Accuracy: 79.92%
+
+epoch 39, best_acc 0.8022950291633606
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.37s/it]
2it [00:06,  3.34s/it]
3it [00:10,  3.34s/it]
4it [00:13,  3.34s/it]
5it [00:16,  3.35s/it]
6it [00:20,  3.36s/it]
7it [00:23,  3.34s/it]
8it [00:26,  3.33s/it]
9it [00:30,  3.33s/it]
10it [00:33,  3.33s/it]
11it [00:36,  3.32s/it]
12it [00:39,  3.31s/it]
13it [00:43,  3.31s/it]
14it [00:46,  3.31s/it]
15it [00:49,  3.30s/it]
16it [00:53,  3.31s/it]
17it [00:56,  3.31s/it]
18it [00:59,  3.31s/it]
19it [01:03,  3.30s/it]
20it [01:06,  3.31s/it]
21it [01:09,  3.35s/it]
22it [01:13,  3.34s/it]
23it [01:16,  3.34s/it]
24it [01:19,  3.34s/it]
25it [01:23,  3.32s/it]
26it [01:26,  3.30s/it]
27it [01:29,  3.30s/it]
28it [01:32,  3.29s/it]
29it [01:36,  3.29s/it]
30it [01:39,  3.30s/it]
31it [01:42,  3.31s/it]
32it [01:46,  3.30s/it]
33it [01:49,  3.31s/it]
34it [01:52,  3.31s/it]
35it [01:56,  3.31s/it]
36it [01:59,  3.31s/it]
37it [02:02,  3.31s/it]
38it [02:06,  3.31s/it]
39it [02:09,  3.31s/it]
40it [02:12,  3.30s/it]
41it [02:15,  3.30s/it]
42it [02:19,  3.34s/it]
43it [02:22,  3.32s/it]
44it [02:25,  3.31s/it]
45it [02:29,  3.34s/it]
46it [02:32,  3.32s/it]
47it [02:35,  3.32s/it]
48it [02:39,  3.31s/it]
49it [02:42,  3.31s/it]
50it [02:45,  3.30s/it]
51it [02:49,  3.30s/it]
52it [02:52,  3.30s/it]
53it [02:55,  3.31s/it]
54it [02:59,  3.31s/it]
55it [03:02,  3.31s/it]
56it [03:05,  3.30s/it]
57it [03:08,  3.30s/it]
58it [03:12,  3.40s/it]
59it [03:16,  3.47s/it]
60it [03:19,  3.50s/it]
61it [03:23,  3.54s/it]
62it [03:27,  3.57s/it]
63it [03:30,  3.59s/it]
64it [03:34,  3.60s/it]
65it [03:37,  3.60s/it]
66it [03:41,  3.62s/it]
67it [03:45,  3.60s/it]
68it [03:48,  3.61s/it]
69it [03:52,  3.63s/it]
70it [03:56,  3.64s/it]
71it [03:59,  3.62s/it]
72it [04:03,  3.63s/it]
73it [04:06,  3.62s/it]
74it [04:10,  3.62s/it]
75it [04:14,  3.64s/it]
76it [04:17,  3.65s/it]
77it [04:21,  3.65s/it]
78it [04:25,  3.63s/it]
79it [04:28,  3.65s/it]
80it [04:32,  3.63s/it]
81it [04:33,  2.72s/it]
81it [04:33,  3.37s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.58s/it]
2it [00:03,  1.61s/it]
3it [00:04,  1.63s/it]
4it [00:06,  1.61s/it]
5it [00:08,  1.63s/it]
6it [00:09,  1.64s/it]
7it [00:11,  1.64s/it]
8it [00:12,  1.62s/it]
9it [00:14,  1.61s/it]
10it [00:16,  1.60s/it]
11it [00:17,  1.62s/it]
12it [00:19,  1.61s/it]
13it [00:20,  1.39s/it]
13it [00:20,  1.56s/it]
+[Test set] Epoch: 40, Accuracy: 80.25%
+
+epoch 40, best_acc 0.8025158643722534
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.30s/it]
2it [00:06,  3.24s/it]
3it [00:10,  3.38s/it]
4it [00:13,  3.48s/it]
5it [00:17,  3.53s/it]
6it [00:20,  3.51s/it]
7it [00:23,  3.41s/it]
8it [00:27,  3.35s/it]
9it [00:30,  3.32s/it]
10it [00:33,  3.33s/it]
11it [00:37,  3.30s/it]
12it [00:40,  3.24s/it]
13it [00:43,  3.30s/it]
14it [00:46,  3.32s/it]
15it [00:50,  3.28s/it]
16it [00:53,  3.38s/it]
17it [00:57,  3.46s/it]
18it [01:00,  3.50s/it]
19it [01:04,  3.52s/it]
20it [01:08,  3.55s/it]
21it [01:11,  3.55s/it]
22it [01:15,  3.56s/it]
23it [01:18,  3.56s/it]
24it [01:22,  3.53s/it]
25it [01:25,  3.54s/it]
26it [01:29,  3.58s/it]
27it [01:33,  3.58s/it]
28it [01:36,  3.58s/it]
29it [01:40,  3.52s/it]
30it [01:43,  3.43s/it]
31it [01:46,  3.35s/it]
32it [01:49,  3.30s/it]
33it [01:52,  3.26s/it]
34it [01:56,  3.25s/it]
35it [01:59,  3.28s/it]
36it [02:02,  3.28s/it]
37it [02:05,  3.24s/it]
38it [02:09,  3.26s/it]
39it [02:12,  3.29s/it]
40it [02:16,  3.37s/it]
41it [02:19,  3.31s/it]
42it [02:22,  3.26s/it]
43it [02:25,  3.32s/it]
44it [02:29,  3.29s/it]
45it [02:32,  3.25s/it]
46it [02:35,  3.22s/it]
47it [02:38,  3.23s/it]
48it [02:42,  3.31s/it]
49it [02:45,  3.39s/it]
50it [02:48,  3.33s/it]
51it [02:52,  3.28s/it]
52it [02:55,  3.24s/it]
53it [02:58,  3.27s/it]
54it [03:01,  3.23s/it]
55it [03:04,  3.21s/it]
56it [03:08,  3.29s/it]
57it [03:11,  3.25s/it]
58it [03:15,  3.35s/it]
59it [03:18,  3.42s/it]
60it [03:22,  3.47s/it]
61it [03:25,  3.50s/it]
62it [03:29,  3.52s/it]
63it [03:32,  3.47s/it]
64it [03:35,  3.38s/it]
65it [03:39,  3.31s/it]
66it [03:42,  3.27s/it]
67it [03:45,  3.29s/it]
68it [03:49,  3.43s/it]
69it [03:52,  3.48s/it]
70it [03:56,  3.53s/it]
71it [04:00,  3.56s/it]
72it [04:03,  3.57s/it]
73it [04:07,  3.60s/it]
74it [04:11,  3.62s/it]
75it [04:14,  3.63s/it]
76it [04:18,  3.61s/it]
77it [04:21,  3.61s/it]
78it [04:25,  3.60s/it]
79it [04:29,  3.62s/it]
80it [04:32,  3.63s/it]
81it [04:33,  2.75s/it]
81it [04:33,  3.38s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.65s/it]
2it [00:03,  1.65s/it]
3it [00:04,  1.63s/it]
4it [00:06,  1.64s/it]
5it [00:08,  1.64s/it]
6it [00:09,  1.63s/it]
7it [00:11,  1.61s/it]
8it [00:12,  1.60s/it]
9it [00:14,  1.60s/it]
10it [00:16,  1.62s/it]
11it [00:17,  1.63s/it]
12it [00:19,  1.62s/it]
13it [00:20,  1.40s/it]
13it [00:20,  1.57s/it]
+[Test set] Epoch: 41, Accuracy: 80.08%
+
+epoch 41, best_acc 0.8025158643722534
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.59s/it]
2it [00:07,  3.66s/it]
3it [00:10,  3.62s/it]
4it [00:14,  3.63s/it]
5it [00:18,  3.60s/it]
6it [00:21,  3.59s/it]
7it [00:25,  3.59s/it]
8it [00:28,  3.61s/it]
9it [00:32,  3.63s/it]
10it [00:36,  3.64s/it]
11it [00:39,  3.64s/it]
12it [00:43,  3.63s/it]
13it [00:47,  3.61s/it]
14it [00:50,  3.60s/it]
15it [00:54,  3.56s/it]
16it [00:57,  3.55s/it]
17it [01:01,  3.53s/it]
18it [01:04,  3.53s/it]
19it [01:08,  3.53s/it]
20it [01:11,  3.51s/it]
21it [01:15,  3.50s/it]
22it [01:18,  3.49s/it]
23it [01:22,  3.53s/it]
24it [01:25,  3.53s/it]
25it [01:29,  3.52s/it]
26it [01:32,  3.53s/it]
27it [01:36,  3.53s/it]
28it [01:39,  3.56s/it]
29it [01:43,  3.56s/it]
30it [01:47,  3.56s/it]
31it [01:50,  3.55s/it]
32it [01:54,  3.53s/it]
33it [01:57,  3.54s/it]
34it [02:01,  3.60s/it]
35it [02:05,  3.61s/it]
36it [02:08,  3.60s/it]
37it [02:12,  3.59s/it]
38it [02:15,  3.61s/it]
39it [02:19,  3.64s/it]
40it [02:23,  3.61s/it]
41it [02:26,  3.61s/it]
42it [02:30,  3.64s/it]
43it [02:34,  3.67s/it]
44it [02:37,  3.68s/it]
45it [02:41,  3.68s/it]
46it [02:45,  3.67s/it]
47it [02:48,  3.67s/it]
48it [02:52,  3.69s/it]
49it [02:56,  3.66s/it]
50it [02:59,  3.66s/it]
51it [03:03,  3.65s/it]
52it [03:06,  3.63s/it]
53it [03:10,  3.62s/it]
54it [03:14,  3.61s/it]
55it [03:17,  3.64s/it]
56it [03:21,  3.63s/it]
57it [03:25,  3.64s/it]
58it [03:28,  3.62s/it]
59it [03:32,  3.63s/it]
60it [03:36,  3.64s/it]
61it [03:39,  3.66s/it]
62it [03:43,  3.65s/it]
63it [03:47,  3.67s/it]
64it [03:50,  3.68s/it]
65it [03:54,  3.67s/it]
66it [03:58,  3.66s/it]
67it [04:01,  3.66s/it]
68it [04:05,  3.64s/it]
69it [04:08,  3.64s/it]
70it [04:12,  3.64s/it]
71it [04:16,  3.65s/it]
72it [04:19,  3.66s/it]
73it [04:23,  3.67s/it]
74it [04:27,  3.65s/it]
75it [04:30,  3.64s/it]
76it [04:34,  3.62s/it]
77it [04:38,  3.65s/it]
78it [04:41,  3.66s/it]
79it [04:45,  3.68s/it]
80it [04:49,  3.69s/it]
81it [04:49,  2.78s/it]
81it [04:49,  3.58s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.72s/it]
2it [00:03,  1.71s/it]
3it [00:05,  1.69s/it]
4it [00:06,  1.66s/it]
5it [00:08,  1.63s/it]
6it [00:09,  1.62s/it]
7it [00:11,  1.62s/it]
8it [00:13,  1.62s/it]
9it [00:14,  1.62s/it]
10it [00:16,  1.62s/it]
11it [00:17,  1.61s/it]
12it [00:19,  1.60s/it]
13it [00:20,  1.38s/it]
13it [00:20,  1.57s/it]
+[Test set] Epoch: 42, Accuracy: 80.61%
+
+epoch 42, best_acc 0.806132435798645
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.52s/it]
2it [00:07,  3.52s/it]
3it [00:10,  3.58s/it]
4it [00:14,  3.60s/it]
5it [00:17,  3.56s/it]
6it [00:21,  3.55s/it]
7it [00:24,  3.53s/it]
8it [00:28,  3.56s/it]
9it [00:31,  3.54s/it]
10it [00:35,  3.57s/it]
11it [00:39,  3.58s/it]
12it [00:42,  3.57s/it]
13it [00:46,  3.57s/it]
14it [00:49,  3.57s/it]
15it [00:53,  3.57s/it]
16it [00:57,  3.57s/it]
17it [01:00,  3.57s/it]
18it [01:04,  3.54s/it]
19it [01:07,  3.54s/it]
20it [01:11,  3.55s/it]
21it [01:14,  3.53s/it]
22it [01:18,  3.52s/it]
23it [01:21,  3.51s/it]
24it [01:25,  3.49s/it]
25it [01:28,  3.48s/it]
26it [01:31,  3.47s/it]
27it [01:35,  3.46s/it]
28it [01:38,  3.47s/it]
29it [01:42,  3.48s/it]
30it [01:45,  3.49s/it]
31it [01:49,  3.45s/it]
32it [01:52,  3.44s/it]
33it [01:56,  3.42s/it]
34it [01:59,  3.43s/it]
35it [02:03,  3.44s/it]
36it [02:06,  3.49s/it]
37it [02:10,  3.47s/it]
38it [02:13,  3.42s/it]
39it [02:16,  3.38s/it]
40it [02:19,  3.36s/it]
41it [02:23,  3.40s/it]
42it [02:26,  3.38s/it]
43it [02:30,  3.41s/it]
44it [02:33,  3.38s/it]
45it [02:37,  3.44s/it]
46it [02:40,  3.41s/it]
47it [02:43,  3.39s/it]
48it [02:47,  3.38s/it]
49it [02:50,  3.36s/it]
50it [02:53,  3.35s/it]
51it [02:57,  3.39s/it]
52it [03:00,  3.47s/it]
53it [03:04,  3.46s/it]
54it [03:07,  3.48s/it]
55it [03:11,  3.51s/it]
56it [03:15,  3.52s/it]
57it [03:18,  3.55s/it]
58it [03:22,  3.55s/it]
59it [03:25,  3.55s/it]
60it [03:29,  3.55s/it]
61it [03:32,  3.55s/it]
62it [03:36,  3.55s/it]
63it [03:40,  3.57s/it]
64it [03:43,  3.59s/it]
65it [03:47,  3.57s/it]
66it [03:50,  3.56s/it]
67it [03:54,  3.57s/it]
68it [03:57,  3.59s/it]
69it [04:01,  3.60s/it]
70it [04:05,  3.59s/it]
71it [04:08,  3.59s/it]
72it [04:12,  3.58s/it]
73it [04:15,  3.58s/it]
74it [04:19,  3.58s/it]
75it [04:22,  3.55s/it]
76it [04:26,  3.55s/it]
77it [04:30,  3.56s/it]
78it [04:33,  3.56s/it]
79it [04:37,  3.56s/it]
80it [04:40,  3.54s/it]
81it [04:41,  2.68s/it]
81it [04:41,  3.47s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.57s/it]
2it [00:03,  1.57s/it]
3it [00:04,  1.57s/it]
4it [00:06,  1.57s/it]
5it [00:07,  1.55s/it]
6it [00:09,  1.55s/it]
7it [00:10,  1.54s/it]
8it [00:12,  1.54s/it]
9it [00:13,  1.54s/it]
10it [00:15,  1.54s/it]
11it [00:17,  1.54s/it]
12it [00:18,  1.54s/it]
13it [00:19,  1.33s/it]
13it [00:19,  1.49s/it]
+[Test set] Epoch: 43, Accuracy: 80.26%
+
+epoch 43, best_acc 0.806132435798645
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.47s/it]
2it [00:06,  3.41s/it]
3it [00:10,  3.44s/it]
4it [00:13,  3.45s/it]
5it [00:17,  3.44s/it]
6it [00:20,  3.46s/it]
7it [00:24,  3.50s/it]
8it [00:27,  3.51s/it]
9it [00:31,  3.54s/it]
10it [00:34,  3.50s/it]
11it [00:38,  3.51s/it]
12it [00:41,  3.50s/it]
13it [00:45,  3.52s/it]
14it [00:48,  3.52s/it]
15it [00:52,  3.52s/it]
16it [00:56,  3.58s/it]
17it [00:59,  3.59s/it]
18it [01:03,  3.57s/it]
19it [01:06,  3.55s/it]
20it [01:10,  3.58s/it]
21it [01:13,  3.53s/it]
22it [01:17,  3.52s/it]
23it [01:20,  3.51s/it]
24it [01:24,  3.52s/it]
25it [01:27,  3.53s/it]
26it [01:31,  3.52s/it]
27it [01:34,  3.51s/it]
28it [01:38,  3.52s/it]
29it [01:41,  3.50s/it]
30it [01:45,  3.50s/it]
31it [01:49,  3.53s/it]
32it [01:52,  3.50s/it]
33it [01:55,  3.48s/it]
34it [01:59,  3.50s/it]
35it [02:02,  3.51s/it]
36it [02:06,  3.54s/it]
37it [02:10,  3.53s/it]
38it [02:13,  3.57s/it]
39it [02:17,  3.58s/it]
40it [02:20,  3.59s/it]
41it [02:24,  3.59s/it]
42it [02:28,  3.61s/it]
43it [02:31,  3.60s/it]
44it [02:35,  3.60s/it]
45it [02:38,  3.61s/it]
46it [02:42,  3.60s/it]
47it [02:46,  3.58s/it]
48it [02:49,  3.59s/it]
49it [02:53,  3.58s/it]
50it [02:56,  3.58s/it]
51it [03:00,  3.59s/it]
52it [03:04,  3.60s/it]
53it [03:07,  3.60s/it]
54it [03:11,  3.60s/it]
55it [03:15,  3.64s/it]
56it [03:18,  3.73s/it]
57it [03:23,  3.94s/it]
58it [03:27,  3.92s/it]
59it [03:31,  3.88s/it]
60it [03:34,  3.84s/it]
61it [03:38,  3.78s/it]
62it [03:42,  3.75s/it]
63it [03:45,  3.75s/it]
64it [03:49,  3.73s/it]
65it [03:53,  3.71s/it]
66it [03:56,  3.72s/it]
67it [04:00,  3.72s/it]
68it [04:04,  3.71s/it]
69it [04:08,  3.71s/it]
70it [04:11,  3.70s/it]
71it [04:15,  3.69s/it]
72it [04:19,  3.70s/it]
73it [04:22,  3.69s/it]
74it [04:26,  3.68s/it]
75it [04:30,  3.68s/it]
76it [04:33,  3.68s/it]
77it [04:37,  3.66s/it]
78it [04:41,  3.67s/it]
79it [04:44,  3.65s/it]
80it [04:48,  3.66s/it]
81it [04:49,  2.76s/it]
81it [04:49,  3.57s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.59s/it]
2it [00:03,  1.60s/it]
3it [00:04,  1.60s/it]
4it [00:06,  1.60s/it]
5it [00:07,  1.60s/it]
6it [00:09,  1.60s/it]
7it [00:11,  1.60s/it]
8it [00:12,  1.59s/it]
9it [00:14,  1.58s/it]
10it [00:15,  1.58s/it]
11it [00:17,  1.57s/it]
12it [00:18,  1.55s/it]
13it [00:19,  1.34s/it]
13it [00:19,  1.52s/it]
+[Test set] Epoch: 44, Accuracy: 80.76%
+
+epoch 44, best_acc 0.807627260684967
+now training
+
0it [00:00, ?it/s]
1it [00:05,  5.59s/it]
2it [00:09,  4.37s/it]
3it [00:12,  4.04s/it]
4it [00:16,  3.88s/it]
5it [00:20,  3.80s/it]
6it [00:23,  3.78s/it]
7it [00:27,  3.76s/it]
8it [00:31,  3.71s/it]
9it [00:34,  3.74s/it]
10it [00:38,  3.72s/it]
11it [00:42,  3.67s/it]
12it [00:45,  3.66s/it]
13it [00:49,  3.64s/it]
14it [00:52,  3.61s/it]
15it [00:56,  3.61s/it]
16it [01:00,  3.60s/it]
17it [01:03,  3.58s/it]
18it [01:07,  3.58s/it]
19it [01:10,  3.59s/it]
20it [01:14,  3.63s/it]
21it [01:18,  3.66s/it]
22it [01:22,  3.69s/it]
23it [01:25,  3.71s/it]
24it [01:29,  3.71s/it]
25it [01:33,  3.69s/it]
26it [01:36,  3.69s/it]
27it [01:40,  3.71s/it]
28it [01:44,  3.69s/it]
29it [01:47,  3.69s/it]
30it [01:51,  3.68s/it]
31it [01:55,  3.67s/it]
32it [01:58,  3.67s/it]
33it [02:02,  3.69s/it]
34it [02:06,  3.71s/it]
35it [02:10,  3.73s/it]
36it [02:13,  3.69s/it]
37it [02:17,  3.70s/it]
38it [02:21,  3.70s/it]
39it [02:25,  3.74s/it]
40it [02:28,  3.77s/it]
41it [02:32,  3.78s/it]
42it [02:36,  3.80s/it]
43it [02:40,  3.80s/it]
44it [02:44,  3.82s/it]
45it [02:47,  3.82s/it]
46it [02:51,  3.80s/it]
47it [02:55,  3.77s/it]
48it [02:59,  3.75s/it]
49it [03:02,  3.71s/it]
50it [03:06,  3.68s/it]
51it [03:10,  3.70s/it]
52it [03:13,  3.64s/it]
53it [03:17,  3.71s/it]
54it [03:21,  3.74s/it]
55it [03:25,  3.77s/it]
56it [03:28,  3.78s/it]
57it [03:32,  3.77s/it]
58it [03:36,  3.77s/it]
59it [03:40,  3.77s/it]
60it [03:44,  3.77s/it]
61it [03:47,  3.75s/it]
62it [03:51,  3.73s/it]
63it [03:54,  3.69s/it]
64it [03:58,  3.72s/it]
65it [04:02,  3.74s/it]
66it [04:06,  3.76s/it]
67it [04:10,  3.75s/it]
68it [04:13,  3.79s/it]
69it [04:17,  3.80s/it]
70it [04:21,  3.79s/it]
71it [04:25,  3.78s/it]
72it [04:29,  3.78s/it]
73it [04:32,  3.76s/it]
74it [04:36,  3.75s/it]
75it [04:40,  3.73s/it]
76it [04:43,  3.72s/it]
77it [04:47,  3.70s/it]
78it [04:51,  3.70s/it]
79it [04:55,  3.70s/it]
80it [04:58,  3.70s/it]
81it [04:59,  2.79s/it]
81it [04:59,  3.70s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.63s/it]
2it [00:03,  1.58s/it]
3it [00:04,  1.59s/it]
4it [00:06,  1.63s/it]
5it [00:08,  1.62s/it]
6it [00:09,  1.63s/it]
7it [00:11,  1.62s/it]
8it [00:12,  1.61s/it]
9it [00:14,  1.60s/it]
10it [00:16,  1.60s/it]
11it [00:17,  1.60s/it]
12it [00:19,  1.59s/it]
13it [00:20,  1.38s/it]
13it [00:20,  1.55s/it]
+[Test set] Epoch: 45, Accuracy: 80.22%
+
+epoch 45, best_acc 0.807627260684967
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.77s/it]
2it [00:07,  3.79s/it]
3it [00:11,  3.76s/it]
4it [00:15,  3.74s/it]
5it [00:18,  3.76s/it]
6it [00:22,  3.76s/it]
7it [00:26,  3.75s/it]
8it [00:30,  3.75s/it]
9it [00:33,  3.74s/it]
10it [00:37,  3.74s/it]
11it [00:41,  3.73s/it]
12it [00:44,  3.74s/it]
13it [00:48,  3.72s/it]
14it [00:52,  3.70s/it]
15it [00:55,  3.68s/it]
16it [00:59,  3.68s/it]
17it [01:03,  3.67s/it]
18it [01:06,  3.66s/it]
19it [01:10,  3.66s/it]
20it [01:14,  3.65s/it]
21it [01:17,  3.60s/it]
22it [01:21,  3.57s/it]
23it [01:24,  3.54s/it]
24it [01:28,  3.54s/it]
25it [01:31,  3.52s/it]
26it [01:35,  3.51s/it]
27it [01:38,  3.49s/it]
28it [01:42,  3.50s/it]
29it [01:45,  3.46s/it]
30it [01:48,  3.46s/it]
31it [01:52,  3.45s/it]
32it [01:55,  3.47s/it]
33it [01:59,  3.49s/it]
34it [02:02,  3.48s/it]
35it [02:06,  3.50s/it]
36it [02:09,  3.52s/it]
37it [02:13,  3.51s/it]
38it [02:16,  3.50s/it]
39it [02:20,  3.50s/it]
40it [02:23,  3.49s/it]
41it [02:27,  3.50s/it]
42it [02:30,  3.51s/it]
43it [02:34,  3.51s/it]
44it [02:37,  3.51s/it]
45it [02:41,  3.52s/it]
46it [02:45,  3.51s/it]
47it [02:48,  3.50s/it]
48it [02:51,  3.49s/it]
49it [02:55,  3.49s/it]
50it [02:58,  3.47s/it]
51it [03:02,  3.50s/it]
52it [03:05,  3.51s/it]
53it [03:09,  3.52s/it]
54it [03:13,  3.57s/it]
55it [03:16,  3.58s/it]
56it [03:20,  3.56s/it]
57it [03:23,  3.58s/it]
58it [03:27,  3.60s/it]
59it [03:31,  3.64s/it]
60it [03:35,  3.65s/it]
61it [03:38,  3.66s/it]
62it [03:42,  3.68s/it]
63it [03:46,  3.68s/it]
64it [03:49,  3.69s/it]
65it [03:53,  3.69s/it]
66it [03:57,  3.75s/it]
67it [04:01,  3.78s/it]
68it [04:05,  3.82s/it]
69it [04:09,  3.83s/it]
70it [04:12,  3.85s/it]
71it [04:16,  3.85s/it]
72it [04:20,  3.82s/it]
73it [04:24,  3.79s/it]
74it [04:27,  3.74s/it]
75it [04:31,  3.74s/it]
76it [04:35,  3.74s/it]
77it [04:39,  3.74s/it]
78it [04:42,  3.75s/it]
79it [04:46,  3.72s/it]
80it [04:50,  3.73s/it]
81it [04:50,  2.82s/it]
81it [04:50,  3.59s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.62s/it]
2it [00:03,  1.61s/it]
3it [00:04,  1.66s/it]
4it [00:06,  1.64s/it]
5it [00:08,  1.63s/it]
6it [00:09,  1.63s/it]
7it [00:11,  1.62s/it]
8it [00:13,  1.62s/it]
9it [00:14,  1.62s/it]
10it [00:16,  1.62s/it]
11it [00:17,  1.62s/it]
12it [00:19,  1.62s/it]
13it [00:20,  1.41s/it]
13it [00:20,  1.57s/it]
+[Test set] Epoch: 46, Accuracy: 79.99%
+
+epoch 46, best_acc 0.807627260684967
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.77s/it]
2it [00:07,  3.72s/it]
3it [00:11,  3.70s/it]
4it [00:14,  3.70s/it]
5it [00:18,  3.68s/it]
6it [00:22,  3.67s/it]
7it [00:25,  3.68s/it]
8it [00:29,  3.68s/it]
9it [00:33,  3.68s/it]
10it [00:36,  3.67s/it]
11it [00:40,  3.65s/it]
12it [00:44,  3.65s/it]
13it [00:47,  3.64s/it]
14it [00:51,  3.63s/it]
15it [00:54,  3.62s/it]
16it [00:58,  3.60s/it]
17it [01:02,  3.61s/it]
18it [01:05,  3.60s/it]
19it [01:09,  3.58s/it]
20it [01:12,  3.58s/it]
21it [01:16,  3.56s/it]
22it [01:19,  3.59s/it]
23it [01:23,  3.61s/it]
24it [01:27,  3.61s/it]
25it [01:30,  3.62s/it]
26it [01:34,  3.61s/it]
27it [01:37,  3.57s/it]
28it [01:41,  3.58s/it]
29it [01:45,  3.60s/it]
30it [01:48,  3.59s/it]
31it [01:52,  3.59s/it]
32it [01:55,  3.59s/it]
33it [01:59,  3.61s/it]
34it [02:03,  3.59s/it]
35it [02:06,  3.57s/it]
36it [02:10,  3.56s/it]
37it [02:13,  3.57s/it]
38it [02:17,  3.58s/it]
39it [02:21,  3.64s/it]
40it [02:24,  3.65s/it]
41it [02:28,  3.68s/it]
42it [02:32,  3.67s/it]
43it [02:35,  3.66s/it]
44it [02:39,  3.71s/it]
45it [02:43,  3.71s/it]
46it [02:47,  3.73s/it]
47it [02:50,  3.72s/it]
48it [02:54,  3.70s/it]
49it [02:58,  3.70s/it]
50it [03:01,  3.69s/it]
51it [03:05,  3.69s/it]
52it [03:09,  3.72s/it]
53it [03:13,  3.73s/it]
54it [03:16,  3.72s/it]
55it [03:20,  3.72s/it]
56it [03:24,  3.70s/it]
57it [03:27,  3.69s/it]
58it [03:31,  3.72s/it]
59it [03:35,  3.73s/it]
60it [03:39,  3.72s/it]
61it [03:42,  3.72s/it]
62it [03:46,  3.74s/it]
63it [03:50,  3.76s/it]
64it [03:54,  3.75s/it]
65it [03:57,  3.73s/it]
66it [04:01,  3.81s/it]
67it [04:05,  3.80s/it]
68it [04:09,  3.83s/it]
69it [04:13,  3.84s/it]
70it [04:17,  3.85s/it]
71it [04:21,  3.85s/it]
72it [04:24,  3.86s/it]
73it [04:28,  3.87s/it]
74it [04:32,  3.85s/it]
75it [04:36,  3.83s/it]
76it [04:40,  3.81s/it]
77it [04:43,  3.79s/it]
78it [04:47,  3.77s/it]
79it [04:51,  3.76s/it]
80it [04:55,  3.77s/it]
81it [04:55,  2.84s/it]
81it [04:55,  3.65s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.58s/it]
2it [00:03,  1.57s/it]
3it [00:04,  1.58s/it]
4it [00:06,  1.58s/it]
5it [00:07,  1.57s/it]
6it [00:09,  1.57s/it]
7it [00:11,  1.57s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.57s/it]
10it [00:15,  1.58s/it]
11it [00:17,  1.59s/it]
12it [00:18,  1.58s/it]
13it [00:19,  1.38s/it]
13it [00:19,  1.53s/it]
+[Test set] Epoch: 47, Accuracy: 80.72%
+
+epoch 47, best_acc 0.807627260684967
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.55s/it]
2it [00:07,  3.55s/it]
3it [00:10,  3.56s/it]
4it [00:14,  3.54s/it]
5it [00:17,  3.60s/it]
6it [00:21,  3.59s/it]
7it [00:25,  3.59s/it]
8it [00:28,  3.60s/it]
9it [00:32,  3.60s/it]
10it [00:35,  3.64s/it]
11it [00:39,  3.65s/it]
12it [00:43,  3.68s/it]
13it [00:47,  3.66s/it]
14it [00:50,  3.61s/it]
15it [00:54,  3.58s/it]
16it [00:57,  3.59s/it]
17it [01:01,  3.60s/it]
18it [01:04,  3.61s/it]
19it [01:08,  3.63s/it]
20it [01:12,  3.64s/it]
21it [01:15,  3.66s/it]
22it [01:19,  3.67s/it]
23it [01:23,  3.67s/it]
24it [01:26,  3.67s/it]
25it [01:30,  3.65s/it]
26it [01:34,  3.65s/it]
27it [01:37,  3.67s/it]
28it [01:41,  3.66s/it]
29it [01:45,  3.66s/it]
30it [01:48,  3.65s/it]
31it [01:52,  3.67s/it]
32it [01:56,  3.66s/it]
33it [01:59,  3.63s/it]
34it [02:03,  3.61s/it]
35it [02:06,  3.60s/it]
36it [02:10,  3.63s/it]
37it [02:14,  3.62s/it]
38it [02:17,  3.56s/it]
39it [02:21,  3.57s/it]
40it [02:24,  3.57s/it]
41it [02:27,  3.45s/it]
42it [02:31,  3.39s/it]
43it [02:34,  3.33s/it]
44it [02:37,  3.28s/it]
45it [02:40,  3.28s/it]
46it [02:44,  3.25s/it]
47it [02:47,  3.22s/it]
48it [02:50,  3.20s/it]
49it [02:53,  3.18s/it]
50it [02:56,  3.21s/it]
51it [02:59,  3.20s/it]
52it [03:03,  3.19s/it]
53it [03:06,  3.18s/it]
54it [03:09,  3.17s/it]
55it [03:12,  3.16s/it]
56it [03:15,  3.19s/it]
57it [03:19,  3.27s/it]
58it [03:22,  3.33s/it]
59it [03:26,  3.40s/it]
60it [03:29,  3.45s/it]
61it [03:33,  3.41s/it]
62it [03:36,  3.45s/it]
63it [03:40,  3.49s/it]
64it [03:43,  3.38s/it]
65it [03:46,  3.32s/it]
66it [03:49,  3.27s/it]
67it [03:52,  3.23s/it]
68it [03:56,  3.21s/it]
69it [03:59,  3.20s/it]
70it [04:02,  3.29s/it]
71it [04:06,  3.29s/it]
72it [04:09,  3.25s/it]
73it [04:12,  3.36s/it]
74it [04:16,  3.42s/it]
75it [04:19,  3.47s/it]
76it [04:23,  3.52s/it]
77it [04:27,  3.55s/it]
78it [04:30,  3.57s/it]
79it [04:34,  3.58s/it]
80it [04:38,  3.59s/it]
81it [04:38,  2.66s/it]
81it [04:38,  3.44s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.49s/it]
2it [00:02,  1.48s/it]
3it [00:04,  1.48s/it]
4it [00:05,  1.48s/it]
5it [00:07,  1.51s/it]
6it [00:09,  1.53s/it]
7it [00:10,  1.53s/it]
8it [00:12,  1.52s/it]
9it [00:13,  1.51s/it]
10it [00:15,  1.49s/it]
11it [00:16,  1.52s/it]
12it [00:18,  1.54s/it]
13it [00:19,  1.34s/it]
13it [00:19,  1.47s/it]
+[Test set] Epoch: 48, Accuracy: 80.66%
+
+epoch 48, best_acc 0.807627260684967
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.20s/it]
2it [00:06,  3.28s/it]
3it [00:09,  3.36s/it]
4it [00:13,  3.28s/it]
5it [00:16,  3.24s/it]
6it [00:19,  3.23s/it]
7it [00:23,  3.32s/it]
8it [00:26,  3.27s/it]
9it [00:29,  3.24s/it]
10it [00:32,  3.21s/it]
11it [00:35,  3.19s/it]
12it [00:38,  3.22s/it]
13it [00:42,  3.22s/it]
14it [00:45,  3.20s/it]
15it [00:48,  3.18s/it]
16it [00:51,  3.17s/it]
17it [00:54,  3.19s/it]
18it [00:57,  3.18s/it]
19it [01:01,  3.17s/it]
20it [01:04,  3.22s/it]
21it [01:07,  3.27s/it]
22it [01:11,  3.28s/it]
23it [01:14,  3.31s/it]
24it [01:18,  3.41s/it]
25it [01:21,  3.47s/it]
26it [01:25,  3.50s/it]
27it [01:28,  3.47s/it]
28it [01:32,  3.50s/it]
29it [01:35,  3.45s/it]
30it [01:39,  3.43s/it]
31it [01:42,  3.37s/it]
32it [01:45,  3.33s/it]
33it [01:48,  3.37s/it]
34it [01:52,  3.37s/it]
35it [01:55,  3.43s/it]
36it [01:59,  3.44s/it]
37it [02:02,  3.49s/it]
38it [02:06,  3.51s/it]
39it [02:10,  3.50s/it]
40it [02:13,  3.41s/it]
41it [02:16,  3.34s/it]
42it [02:19,  3.28s/it]
43it [02:23,  3.37s/it]
44it [02:26,  3.44s/it]
45it [02:30,  3.49s/it]
46it [02:33,  3.51s/it]
47it [02:37,  3.53s/it]
48it [02:41,  3.55s/it]
49it [02:44,  3.55s/it]
50it [02:48,  3.55s/it]
51it [02:51,  3.56s/it]
52it [02:54,  3.45s/it]
53it [02:58,  3.36s/it]
54it [03:01,  3.32s/it]
55it [03:04,  3.27s/it]
56it [03:07,  3.23s/it]
57it [03:11,  3.32s/it]
58it [03:14,  3.39s/it]
59it [03:18,  3.46s/it]
60it [03:21,  3.39s/it]
61it [03:24,  3.33s/it]
62it [03:28,  3.37s/it]
63it [03:31,  3.35s/it]
64it [03:34,  3.30s/it]
65it [03:38,  3.38s/it]
66it [03:41,  3.37s/it]
67it [03:44,  3.31s/it]
68it [03:47,  3.28s/it]
69it [03:51,  3.25s/it]
70it [03:54,  3.23s/it]
71it [03:57,  3.22s/it]
72it [04:01,  3.30s/it]
73it [04:04,  3.26s/it]
74it [04:07,  3.24s/it]
75it [04:10,  3.25s/it]
76it [04:14,  3.35s/it]
77it [04:17,  3.44s/it]
78it [04:21,  3.48s/it]
79it [04:24,  3.47s/it]
80it [04:28,  3.46s/it]
81it [04:28,  2.60s/it]
81it [04:28,  3.32s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.51s/it]
2it [00:03,  1.54s/it]
3it [00:04,  1.52s/it]
4it [00:06,  1.51s/it]
5it [00:07,  1.53s/it]
6it [00:09,  1.54s/it]
7it [00:10,  1.52s/it]
8it [00:12,  1.50s/it]
9it [00:13,  1.49s/it]
10it [00:15,  1.49s/it]
11it [00:16,  1.48s/it]
12it [00:18,  1.48s/it]
13it [00:18,  1.27s/it]
13it [00:18,  1.45s/it]
+[Test set] Epoch: 49, Accuracy: 80.47%
+
+epoch 49, best_acc 0.807627260684967
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.16s/it]
2it [00:06,  3.41s/it]
3it [00:10,  3.46s/it]
4it [00:13,  3.50s/it]
5it [00:17,  3.53s/it]
6it [00:21,  3.55s/it]
7it [00:24,  3.46s/it]
8it [00:27,  3.45s/it]
9it [00:31,  3.53s/it]
10it [00:35,  3.56s/it]
11it [00:38,  3.57s/it]
12it [00:42,  3.56s/it]
13it [00:45,  3.57s/it]
14it [00:49,  3.60s/it]
15it [00:53,  3.60s/it]
16it [00:56,  3.59s/it]
17it [01:00,  3.59s/it]
18it [01:03,  3.56s/it]
19it [01:07,  3.51s/it]
20it [01:10,  3.53s/it]
21it [01:14,  3.54s/it]
22it [01:17,  3.56s/it]
23it [01:21,  3.60s/it]
24it [01:24,  3.54s/it]
25it [01:28,  3.56s/it]
26it [01:32,  3.56s/it]
27it [01:35,  3.56s/it]
28it [01:39,  3.56s/it]
29it [01:42,  3.57s/it]
30it [01:46,  3.58s/it]
31it [01:49,  3.58s/it]
32it [01:53,  3.50s/it]
33it [01:56,  3.49s/it]
34it [02:00,  3.44s/it]
35it [02:03,  3.46s/it]
36it [02:07,  3.49s/it]
37it [02:10,  3.40s/it]
38it [02:13,  3.32s/it]
39it [02:16,  3.36s/it]
40it [02:20,  3.33s/it]
41it [02:23,  3.28s/it]
42it [02:26,  3.24s/it]
43it [02:29,  3.21s/it]
44it [02:33,  3.32s/it]
45it [02:36,  3.39s/it]
46it [02:40,  3.45s/it]
47it [02:43,  3.49s/it]
48it [02:47,  3.44s/it]
49it [02:50,  3.38s/it]
50it [02:53,  3.32s/it]
51it [02:56,  3.28s/it]
52it [03:00,  3.25s/it]
53it [03:03,  3.25s/it]
54it [03:06,  3.23s/it]
55it [03:09,  3.21s/it]
56it [03:13,  3.29s/it]
57it [03:16,  3.31s/it]
58it [03:20,  3.40s/it]
59it [03:23,  3.35s/it]
60it [03:26,  3.30s/it]
61it [03:29,  3.27s/it]
62it [03:32,  3.26s/it]
63it [03:36,  3.24s/it]
64it [03:39,  3.24s/it]
65it [03:42,  3.34s/it]
66it [03:46,  3.37s/it]
67it [03:49,  3.34s/it]
68it [03:52,  3.30s/it]
69it [03:56,  3.27s/it]
70it [03:59,  3.24s/it]
71it [04:02,  3.22s/it]
72it [04:05,  3.21s/it]
73it [04:08,  3.20s/it]
74it [04:11,  3.20s/it]
75it [04:15,  3.18s/it]
76it [04:18,  3.18s/it]
77it [04:21,  3.29s/it]
78it [04:25,  3.31s/it]
79it [04:28,  3.36s/it]
80it [04:31,  3.31s/it]
81it [04:32,  2.47s/it]
81it [04:32,  3.36s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.47s/it]
2it [00:02,  1.48s/it]
3it [00:04,  1.48s/it]
4it [00:05,  1.47s/it]
5it [00:07,  1.47s/it]
6it [00:08,  1.47s/it]
7it [00:10,  1.47s/it]
8it [00:11,  1.49s/it]
9it [00:13,  1.49s/it]
10it [00:14,  1.48s/it]
11it [00:16,  1.48s/it]
12it [00:17,  1.49s/it]
13it [00:18,  1.28s/it]
13it [00:18,  1.43s/it]
+[Test set] Epoch: 50, Accuracy: 80.45%
+
+epoch 50, best_acc 0.807627260684967
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.17s/it]
2it [00:06,  3.18s/it]
3it [00:09,  3.20s/it]
4it [00:12,  3.19s/it]
5it [00:15,  3.19s/it]
6it [00:19,  3.18s/it]
7it [00:22,  3.18s/it]
8it [00:25,  3.20s/it]
9it [00:28,  3.20s/it]
10it [00:32,  3.32s/it]
11it [00:35,  3.41s/it]
12it [00:39,  3.37s/it]
13it [00:42,  3.31s/it]
14it [00:45,  3.32s/it]
15it [00:48,  3.29s/it]
16it [00:52,  3.26s/it]
17it [00:55,  3.23s/it]
18it [00:58,  3.21s/it]
19it [01:01,  3.22s/it]
20it [01:04,  3.21s/it]
21it [01:08,  3.20s/it]
22it [01:11,  3.19s/it]
23it [01:14,  3.18s/it]
24it [01:17,  3.18s/it]
25it [01:20,  3.19s/it]
26it [01:23,  3.18s/it]
27it [01:27,  3.17s/it]
28it [01:30,  3.21s/it]
29it [01:33,  3.21s/it]
30it [01:37,  3.33s/it]
31it [01:40,  3.41s/it]
32it [01:44,  3.41s/it]
33it [01:47,  3.37s/it]
34it [01:50,  3.31s/it]
35it [01:54,  3.34s/it]
36it [01:57,  3.29s/it]
37it [02:00,  3.26s/it]
38it [02:03,  3.28s/it]
39it [02:07,  3.31s/it]
40it [02:10,  3.39s/it]
41it [02:14,  3.41s/it]
42it [02:17,  3.33s/it]
43it [02:20,  3.41s/it]
44it [02:24,  3.46s/it]
45it [02:27,  3.38s/it]
46it [02:30,  3.33s/it]
47it [02:34,  3.34s/it]
48it [02:37,  3.40s/it]
49it [02:41,  3.36s/it]
50it [02:44,  3.31s/it]
51it [02:47,  3.26s/it]
52it [02:50,  3.23s/it]
53it [02:53,  3.21s/it]
54it [02:56,  3.19s/it]
55it [02:59,  3.18s/it]
56it [03:03,  3.17s/it]
57it [03:06,  3.21s/it]
58it [03:09,  3.24s/it]
59it [03:12,  3.21s/it]
60it [03:16,  3.19s/it]
61it [03:19,  3.18s/it]
62it [03:22,  3.28s/it]
63it [03:26,  3.37s/it]
64it [03:29,  3.43s/it]
65it [03:33,  3.35s/it]
66it [03:36,  3.41s/it]
67it [03:40,  3.48s/it]
68it [03:43,  3.48s/it]
69it [03:47,  3.46s/it]
70it [03:50,  3.50s/it]
71it [03:53,  3.42s/it]
72it [03:57,  3.35s/it]
73it [04:00,  3.33s/it]
74it [04:03,  3.34s/it]
75it [04:06,  3.30s/it]
76it [04:10,  3.26s/it]
77it [04:13,  3.23s/it]
78it [04:16,  3.30s/it]
79it [04:20,  3.37s/it]
80it [04:23,  3.43s/it]
81it [04:24,  2.58s/it]
81it [04:24,  3.27s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.47s/it]
2it [00:02,  1.47s/it]
3it [00:04,  1.47s/it]
4it [00:05,  1.47s/it]
5it [00:07,  1.47s/it]
6it [00:08,  1.52s/it]
7it [00:10,  1.50s/it]
8it [00:11,  1.49s/it]
9it [00:13,  1.51s/it]
10it [00:14,  1.52s/it]
11it [00:16,  1.53s/it]
12it [00:18,  1.53s/it]
13it [00:18,  1.32s/it]
13it [00:18,  1.46s/it]
+[Test set] Epoch: 51, Accuracy: 79.81%
+
+epoch 51, best_acc 0.807627260684967
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.60s/it]
2it [00:07,  3.57s/it]
3it [00:10,  3.57s/it]
4it [00:13,  3.45s/it]
5it [00:17,  3.36s/it]
6it [00:20,  3.29s/it]
7it [00:23,  3.26s/it]
8it [00:26,  3.25s/it]
9it [00:29,  3.22s/it]
10it [00:33,  3.22s/it]
11it [00:36,  3.29s/it]
12it [00:39,  3.32s/it]
13it [00:43,  3.28s/it]
14it [00:46,  3.25s/it]
15it [00:49,  3.25s/it]
16it [00:53,  3.35s/it]
17it [00:56,  3.44s/it]
18it [01:00,  3.48s/it]
19it [01:03,  3.50s/it]
20it [01:07,  3.53s/it]
21it [01:10,  3.49s/it]
22it [01:14,  3.52s/it]
23it [01:17,  3.42s/it]
24it [01:21,  3.44s/it]
25it [01:24,  3.40s/it]
26it [01:28,  3.45s/it]
27it [01:31,  3.39s/it]
28it [01:34,  3.41s/it]
29it [01:37,  3.34s/it]
30it [01:41,  3.36s/it]
31it [01:44,  3.30s/it]
32it [01:47,  3.26s/it]
33it [01:50,  3.24s/it]
34it [01:54,  3.21s/it]
35it [01:57,  3.25s/it]
36it [02:00,  3.33s/it]
37it [02:04,  3.29s/it]
38it [02:07,  3.25s/it]
39it [02:10,  3.23s/it]
40it [02:13,  3.21s/it]
41it [02:16,  3.20s/it]
42it [02:20,  3.26s/it]
43it [02:23,  3.30s/it]
44it [02:26,  3.26s/it]
45it [02:29,  3.23s/it]
46it [02:33,  3.20s/it]
47it [02:36,  3.19s/it]
48it [02:39,  3.27s/it]
49it [02:42,  3.28s/it]
50it [02:46,  3.25s/it]
51it [02:49,  3.22s/it]
52it [02:52,  3.20s/it]
53it [02:55,  3.19s/it]
54it [02:59,  3.27s/it]
55it [03:02,  3.36s/it]
56it [03:05,  3.34s/it]
57it [03:09,  3.29s/it]
58it [03:12,  3.25s/it]
59it [03:15,  3.25s/it]
60it [03:18,  3.23s/it]
61it [03:21,  3.22s/it]
62it [03:25,  3.20s/it]
63it [03:28,  3.19s/it]
64it [03:31,  3.18s/it]
65it [03:34,  3.18s/it]
66it [03:38,  3.29s/it]
67it [03:41,  3.37s/it]
68it [03:45,  3.43s/it]
69it [03:48,  3.35s/it]
70it [03:51,  3.30s/it]
71it [03:54,  3.26s/it]
72it [03:57,  3.23s/it]
73it [04:01,  3.24s/it]
74it [04:04,  3.23s/it]
75it [04:07,  3.33s/it]
76it [04:11,  3.40s/it]
77it [04:14,  3.33s/it]
78it [04:18,  3.38s/it]
79it [04:21,  3.43s/it]
80it [04:25,  3.42s/it]
81it [04:25,  2.57s/it]
81it [04:25,  3.28s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.59s/it]
2it [00:03,  1.59s/it]
3it [00:04,  1.63s/it]
4it [00:06,  1.62s/it]
5it [00:08,  1.63s/it]
6it [00:09,  1.62s/it]
7it [00:11,  1.61s/it]
8it [00:12,  1.60s/it]
9it [00:14,  1.60s/it]
10it [00:16,  1.60s/it]
11it [00:17,  1.59s/it]
12it [00:19,  1.59s/it]
13it [00:20,  1.36s/it]
13it [00:20,  1.54s/it]
+[Test set] Epoch: 52, Accuracy: 80.27%
+
+epoch 52, best_acc 0.807627260684967
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.17s/it]
2it [00:06,  3.28s/it]
3it [00:10,  3.45s/it]
4it [00:13,  3.51s/it]
5it [00:17,  3.54s/it]
6it [00:20,  3.51s/it]
7it [00:23,  3.39s/it]
8it [00:27,  3.32s/it]
9it [00:30,  3.31s/it]
10it [00:34,  3.39s/it]
11it [00:37,  3.36s/it]
12it [00:40,  3.31s/it]
13it [00:43,  3.27s/it]
14it [00:46,  3.26s/it]
15it [00:50,  3.31s/it]
16it [00:53,  3.30s/it]
17it [00:56,  3.27s/it]
18it [01:00,  3.25s/it]
19it [01:03,  3.34s/it]
20it [01:07,  3.39s/it]
21it [01:10,  3.33s/it]
22it [01:13,  3.30s/it]
23it [01:16,  3.30s/it]
24it [01:19,  3.27s/it]
25it [01:23,  3.33s/it]
26it [01:26,  3.29s/it]
27it [01:29,  3.25s/it]
28it [01:33,  3.24s/it]
29it [01:36,  3.22s/it]
30it [01:39,  3.21s/it]
31it [01:42,  3.20s/it]
32it [01:45,  3.19s/it]
33it [01:49,  3.23s/it]
34it [01:52,  3.34s/it]
35it [01:56,  3.41s/it]
36it [01:59,  3.48s/it]
37it [02:03,  3.51s/it]
38it [02:07,  3.54s/it]
39it [02:10,  3.55s/it]
40it [02:14,  3.52s/it]
41it [02:17,  3.45s/it]
42it [02:20,  3.46s/it]
43it [02:24,  3.41s/it]
44it [02:27,  3.33s/it]
45it [02:30,  3.28s/it]
46it [02:33,  3.25s/it]
47it [02:36,  3.24s/it]
48it [02:39,  3.21s/it]
49it [02:43,  3.20s/it]
50it [02:46,  3.19s/it]
51it [02:49,  3.19s/it]
52it [02:52,  3.19s/it]
53it [02:55,  3.18s/it]
54it [02:59,  3.26s/it]
55it [03:02,  3.35s/it]
56it [03:06,  3.42s/it]
57it [03:09,  3.45s/it]
58it [03:13,  3.48s/it]
59it [03:16,  3.45s/it]
60it [03:20,  3.37s/it]
61it [03:23,  3.34s/it]
62it [03:26,  3.30s/it]
63it [03:29,  3.26s/it]
64it [03:32,  3.24s/it]
65it [03:36,  3.26s/it]
66it [03:39,  3.24s/it]
67it [03:42,  3.31s/it]
68it [03:46,  3.39s/it]
69it [03:49,  3.34s/it]
70it [03:53,  3.34s/it]
71it [03:56,  3.31s/it]
72it [03:59,  3.38s/it]
73it [04:03,  3.37s/it]
74it [04:06,  3.42s/it]
75it [04:10,  3.47s/it]
76it [04:13,  3.51s/it]
77it [04:17,  3.53s/it]
78it [04:21,  3.55s/it]
79it [04:24,  3.56s/it]
80it [04:27,  3.48s/it]
81it [04:28,  2.62s/it]
81it [04:28,  3.32s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.59s/it]
2it [00:03,  1.61s/it]
3it [00:04,  1.54s/it]
4it [00:06,  1.51s/it]
5it [00:07,  1.50s/it]
6it [00:09,  1.50s/it]
7it [00:10,  1.49s/it]
8it [00:12,  1.48s/it]
9it [00:13,  1.48s/it]
10it [00:15,  1.48s/it]
11it [00:16,  1.48s/it]
12it [00:18,  1.51s/it]
13it [00:18,  1.32s/it]
13it [00:18,  1.46s/it]
+[Test set] Epoch: 53, Accuracy: 81.27%
+
+epoch 53, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.16s/it]
2it [00:06,  3.18s/it]
3it [00:09,  3.18s/it]
4it [00:12,  3.17s/it]
5it [00:15,  3.18s/it]
6it [00:19,  3.17s/it]
7it [00:22,  3.24s/it]
8it [00:25,  3.23s/it]
9it [00:28,  3.22s/it]
10it [00:32,  3.21s/it]
11it [00:35,  3.19s/it]
12it [00:38,  3.21s/it]
13it [00:41,  3.19s/it]
14it [00:44,  3.18s/it]
15it [00:47,  3.18s/it]
16it [00:51,  3.18s/it]
17it [00:54,  3.18s/it]
18it [00:57,  3.17s/it]
19it [01:00,  3.22s/it]
20it [01:04,  3.32s/it]
21it [01:07,  3.31s/it]
22it [01:10,  3.26s/it]
23it [01:13,  3.23s/it]
24it [01:17,  3.26s/it]
25it [01:20,  3.36s/it]
26it [01:24,  3.49s/it]
27it [01:28,  3.55s/it]
28it [01:31,  3.59s/it]
29it [01:35,  3.64s/it]
30it [01:39,  3.67s/it]
31it [01:43,  3.67s/it]
32it [01:46,  3.66s/it]
33it [01:50,  3.65s/it]
34it [01:53,  3.63s/it]
35it [01:57,  3.62s/it]
36it [02:01,  3.61s/it]
37it [02:04,  3.61s/it]
38it [02:08,  3.60s/it]
39it [02:11,  3.51s/it]
40it [02:14,  3.41s/it]
41it [02:18,  3.40s/it]
42it [02:21,  3.34s/it]
43it [02:24,  3.39s/it]
44it [02:28,  3.40s/it]
45it [02:31,  3.34s/it]
46it [02:34,  3.30s/it]
47it [02:37,  3.27s/it]
48it [02:41,  3.26s/it]
49it [02:44,  3.25s/it]
50it [02:47,  3.23s/it]
51it [02:50,  3.22s/it]
52it [02:54,  3.30s/it]
53it [02:57,  3.29s/it]
54it [03:00,  3.25s/it]
55it [03:03,  3.26s/it]
56it [03:07,  3.24s/it]
57it [03:10,  3.22s/it]
58it [03:13,  3.21s/it]
59it [03:16,  3.19s/it]
60it [03:19,  3.19s/it]
61it [03:22,  3.18s/it]
62it [03:26,  3.24s/it]
63it [03:29,  3.34s/it]
64it [03:33,  3.41s/it]
65it [03:37,  3.46s/it]
66it [03:40,  3.50s/it]
67it [03:44,  3.53s/it]
68it [03:47,  3.55s/it]
69it [03:51,  3.51s/it]
70it [03:54,  3.40s/it]
71it [03:57,  3.34s/it]
72it [04:00,  3.34s/it]
73it [04:04,  3.41s/it]
74it [04:07,  3.34s/it]
75it [04:10,  3.28s/it]
76it [04:14,  3.26s/it]
77it [04:17,  3.30s/it]
78it [04:20,  3.28s/it]
79it [04:24,  3.36s/it]
80it [04:27,  3.42s/it]
81it [04:28,  2.57s/it]
81it [04:28,  3.31s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.59s/it]
2it [00:03,  1.51s/it]
3it [00:04,  1.50s/it]
4it [00:06,  1.49s/it]
5it [00:07,  1.48s/it]
6it [00:08,  1.48s/it]
7it [00:10,  1.48s/it]
8it [00:11,  1.47s/it]
9it [00:13,  1.47s/it]
10it [00:14,  1.50s/it]
11it [00:16,  1.50s/it]
12it [00:17,  1.50s/it]
13it [00:18,  1.31s/it]
13it [00:18,  1.45s/it]
+[Test set] Epoch: 54, Accuracy: 81.00%
+
+epoch 54, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.76s/it]
2it [00:07,  3.71s/it]
3it [00:11,  3.69s/it]
4it [00:14,  3.66s/it]
5it [00:18,  3.64s/it]
6it [00:21,  3.62s/it]
7it [00:25,  3.61s/it]
8it [00:28,  3.48s/it]
9it [00:32,  3.49s/it]
10it [00:35,  3.52s/it]
11it [00:39,  3.53s/it]
12it [00:42,  3.55s/it]
13it [00:46,  3.45s/it]
14it [00:49,  3.40s/it]
15it [00:52,  3.42s/it]
16it [00:56,  3.36s/it]
17it [00:59,  3.31s/it]
18it [01:02,  3.32s/it]
19it [01:06,  3.40s/it]
20it [01:09,  3.45s/it]
21it [01:13,  3.50s/it]
22it [01:16,  3.52s/it]
23it [01:20,  3.54s/it]
24it [01:24,  3.54s/it]
25it [01:27,  3.54s/it]
26it [01:31,  3.51s/it]
27it [01:34,  3.53s/it]
28it [01:38,  3.55s/it]
29it [01:41,  3.54s/it]
30it [01:45,  3.54s/it]
31it [01:48,  3.53s/it]
32it [01:52,  3.50s/it]
33it [01:55,  3.50s/it]
34it [01:59,  3.47s/it]
35it [02:02,  3.45s/it]
36it [02:06,  3.45s/it]
37it [02:09,  3.44s/it]
38it [02:12,  3.43s/it]
39it [02:16,  3.43s/it]
40it [02:19,  3.43s/it]
41it [02:23,  3.43s/it]
42it [02:26,  3.42s/it]
43it [02:29,  3.41s/it]
44it [02:33,  3.41s/it]
45it [02:36,  3.41s/it]
46it [02:40,  3.41s/it]
47it [02:43,  3.42s/it]
48it [02:46,  3.42s/it]
49it [02:50,  3.42s/it]
50it [02:53,  3.41s/it]
51it [02:57,  3.41s/it]
52it [03:00,  3.42s/it]
53it [03:04,  3.43s/it]
54it [03:07,  3.42s/it]
55it [03:10,  3.42s/it]
56it [03:14,  3.42s/it]
57it [03:17,  3.48s/it]
58it [03:21,  3.52s/it]
59it [03:25,  3.56s/it]
60it [03:28,  3.59s/it]
61it [03:32,  3.59s/it]
62it [03:36,  3.59s/it]
63it [03:39,  3.58s/it]
64it [03:43,  3.63s/it]
65it [03:47,  3.66s/it]
66it [03:50,  3.69s/it]
67it [03:54,  3.69s/it]
68it [03:58,  3.65s/it]
69it [04:01,  3.63s/it]
70it [04:05,  3.59s/it]
71it [04:08,  3.59s/it]
72it [04:12,  3.56s/it]
73it [04:15,  3.56s/it]
74it [04:19,  3.56s/it]
75it [04:23,  3.70s/it]
76it [04:27,  3.72s/it]
77it [04:30,  3.73s/it]
78it [04:34,  3.69s/it]
79it [04:37,  3.61s/it]
80it [04:41,  3.66s/it]
81it [04:42,  2.76s/it]
81it [04:42,  3.49s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:04,  2.30s/it]
3it [00:06,  2.03s/it]
4it [00:07,  1.91s/it]
5it [00:09,  1.83s/it]
6it [00:11,  1.75s/it]
7it [00:12,  1.75s/it]
8it [00:14,  1.67s/it]
9it [00:15,  1.61s/it]
10it [00:17,  1.58s/it]
11it [00:19,  1.64s/it]
12it [00:20,  1.66s/it]
13it [00:21,  1.42s/it]
13it [00:21,  1.67s/it]
+[Test set] Epoch: 55, Accuracy: 80.69%
+
+epoch 55, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.83s/it]
2it [00:07,  3.75s/it]
3it [00:11,  3.67s/it]
4it [00:14,  3.67s/it]
5it [00:18,  3.74s/it]
6it [00:22,  3.80s/it]
7it [00:26,  3.74s/it]
8it [00:29,  3.69s/it]
9it [00:33,  3.66s/it]
10it [00:36,  3.66s/it]
11it [00:40,  3.63s/it]
12it [00:43,  3.57s/it]
13it [00:47,  3.57s/it]
14it [00:51,  3.62s/it]
15it [00:54,  3.60s/it]
16it [00:58,  3.58s/it]
17it [01:01,  3.56s/it]
18it [01:05,  3.60s/it]
19it [01:09,  3.64s/it]
20it [01:12,  3.62s/it]
21it [01:16,  3.57s/it]
22it [01:19,  3.58s/it]
23it [01:23,  3.57s/it]
24it [01:27,  3.56s/it]
25it [01:30,  3.56s/it]
26it [01:34,  3.63s/it]
27it [01:37,  3.61s/it]
28it [01:41,  3.52s/it]
29it [01:44,  3.47s/it]
30it [01:47,  3.43s/it]
31it [01:51,  3.41s/it]
32it [01:54,  3.39s/it]
33it [01:58,  3.41s/it]
34it [02:01,  3.40s/it]
35it [02:04,  3.40s/it]
36it [02:08,  3.38s/it]
37it [02:11,  3.38s/it]
38it [02:15,  3.39s/it]
39it [02:18,  3.48s/it]
40it [02:22,  3.47s/it]
41it [02:25,  3.46s/it]
42it [02:28,  3.44s/it]
43it [02:32,  3.43s/it]
44it [02:36,  3.54s/it]
45it [02:40,  3.67s/it]
46it [02:43,  3.68s/it]
47it [02:47,  3.60s/it]
48it [02:50,  3.57s/it]
49it [02:54,  3.54s/it]
50it [02:57,  3.58s/it]
51it [03:01,  3.54s/it]
52it [03:04,  3.50s/it]
53it [03:08,  3.48s/it]
54it [03:11,  3.51s/it]
55it [03:15,  3.56s/it]
56it [03:18,  3.50s/it]
57it [03:22,  3.48s/it]
58it [03:25,  3.47s/it]
59it [03:29,  3.54s/it]
60it [03:33,  3.56s/it]
61it [03:36,  3.54s/it]
62it [03:40,  3.53s/it]
63it [03:43,  3.57s/it]
64it [03:47,  3.60s/it]
65it [03:50,  3.57s/it]
66it [03:54,  3.55s/it]
67it [03:57,  3.51s/it]
68it [04:01,  3.55s/it]
69it [04:04,  3.54s/it]
70it [04:08,  3.52s/it]
71it [04:11,  3.48s/it]
72it [04:15,  3.54s/it]
73it [04:19,  3.55s/it]
74it [04:22,  3.54s/it]
75it [04:26,  3.53s/it]
76it [04:29,  3.52s/it]
77it [04:33,  3.59s/it]
78it [04:36,  3.61s/it]
79it [04:40,  3.57s/it]
80it [04:43,  3.53s/it]
81it [04:44,  2.66s/it]
81it [04:44,  3.51s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.58s/it]
3it [00:04,  1.62s/it]
4it [00:06,  1.64s/it]
5it [00:08,  1.64s/it]
6it [00:09,  1.60s/it]
7it [00:11,  1.55s/it]
8it [00:12,  1.54s/it]
9it [00:14,  1.54s/it]
10it [00:15,  1.52s/it]
11it [00:17,  1.52s/it]
12it [00:18,  1.49s/it]
13it [00:19,  1.32s/it]
13it [00:19,  1.50s/it]
+[Test set] Epoch: 56, Accuracy: 80.34%
+
+epoch 56, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.66s/it]
2it [00:07,  3.60s/it]
3it [00:10,  3.57s/it]
4it [00:14,  3.54s/it]
5it [00:18,  3.65s/it]
6it [00:21,  3.71s/it]
7it [00:25,  3.78s/it]
8it [00:29,  3.82s/it]
9it [00:33,  3.84s/it]
10it [00:37,  3.77s/it]
11it [00:40,  3.71s/it]
12it [00:44,  3.64s/it]
13it [00:47,  3.61s/it]
14it [00:51,  3.66s/it]
15it [00:55,  3.64s/it]
16it [00:58,  3.62s/it]
17it [01:02,  3.60s/it]
18it [01:06,  3.63s/it]
19it [01:09,  3.66s/it]
20it [01:13,  3.63s/it]
21it [01:16,  3.60s/it]
22it [01:20,  3.60s/it]
23it [01:24,  3.61s/it]
24it [01:27,  3.60s/it]
25it [01:31,  3.58s/it]
26it [01:34,  3.56s/it]
27it [01:38,  3.63s/it]
28it [01:42,  3.74s/it]
29it [01:45,  3.65s/it]
30it [01:49,  3.58s/it]
31it [01:52,  3.55s/it]
32it [01:56,  3.58s/it]
33it [02:00,  3.65s/it]
34it [02:03,  3.62s/it]
35it [02:07,  3.61s/it]
36it [02:10,  3.59s/it]
37it [02:14,  3.67s/it]
38it [02:18,  3.66s/it]
39it [02:22,  3.63s/it]
40it [02:25,  3.60s/it]
41it [02:29,  3.62s/it]
42it [02:32,  3.64s/it]
43it [02:36,  3.61s/it]
44it [02:39,  3.57s/it]
45it [02:43,  3.56s/it]
46it [02:47,  3.64s/it]
47it [02:50,  3.66s/it]
48it [02:54,  3.63s/it]
49it [02:58,  3.59s/it]
50it [03:01,  3.62s/it]
51it [03:05,  3.64s/it]
52it [03:08,  3.60s/it]
53it [03:12,  3.58s/it]
54it [03:16,  3.70s/it]
55it [03:20,  3.76s/it]
56it [03:23,  3.71s/it]
57it [03:27,  3.67s/it]
58it [03:31,  3.63s/it]
59it [03:34,  3.72s/it]
60it [03:38,  3.73s/it]
61it [03:42,  3.68s/it]
62it [03:45,  3.63s/it]
63it [03:49,  3.65s/it]
64it [03:53,  3.66s/it]
65it [03:56,  3.65s/it]
66it [04:00,  3.60s/it]
67it [04:03,  3.55s/it]
68it [04:07,  3.57s/it]
69it [04:11,  3.63s/it]
70it [04:14,  3.70s/it]
71it [04:18,  3.64s/it]
72it [04:22,  3.66s/it]
73it [04:25,  3.70s/it]
74it [04:29,  3.73s/it]
75it [04:33,  3.68s/it]
76it [04:36,  3.68s/it]
77it [04:40,  3.69s/it]
78it [04:44,  3.69s/it]
79it [04:48,  3.69s/it]
80it [04:51,  3.69s/it]
81it [04:52,  2.78s/it]
81it [04:52,  3.61s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.59s/it]
2it [00:03,  1.61s/it]
3it [00:04,  1.61s/it]
4it [00:06,  1.60s/it]
5it [00:07,  1.60s/it]
6it [00:09,  1.57s/it]
7it [00:11,  1.58s/it]
8it [00:12,  1.58s/it]
9it [00:14,  1.58s/it]
10it [00:15,  1.59s/it]
11it [00:17,  1.59s/it]
12it [00:19,  1.59s/it]
13it [00:19,  1.38s/it]
13it [00:19,  1.54s/it]
+[Test set] Epoch: 57, Accuracy: 80.44%
+
+epoch 57, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.63s/it]
2it [00:07,  3.63s/it]
3it [00:10,  3.63s/it]
4it [00:14,  3.58s/it]
5it [00:17,  3.55s/it]
6it [00:21,  3.53s/it]
7it [00:24,  3.51s/it]
8it [00:28,  3.49s/it]
9it [00:31,  3.50s/it]
10it [00:35,  3.50s/it]
11it [00:38,  3.48s/it]
12it [00:42,  3.47s/it]
13it [00:45,  3.44s/it]
14it [00:49,  3.47s/it]
15it [00:52,  3.45s/it]
16it [00:55,  3.45s/it]
17it [00:59,  3.49s/it]
18it [01:03,  3.52s/it]
19it [01:06,  3.52s/it]
20it [01:10,  3.51s/it]
21it [01:13,  3.50s/it]
22it [01:17,  3.50s/it]
23it [01:20,  3.46s/it]
24it [01:23,  3.43s/it]
25it [01:27,  3.39s/it]
26it [01:30,  3.36s/it]
27it [01:33,  3.33s/it]
28it [01:37,  3.37s/it]
29it [01:40,  3.39s/it]
30it [01:43,  3.36s/it]
31it [01:47,  3.32s/it]
32it [01:50,  3.26s/it]
33it [01:53,  3.30s/it]
34it [01:57,  3.40s/it]
35it [02:00,  3.45s/it]
36it [02:04,  3.46s/it]
37it [02:07,  3.46s/it]
38it [02:11,  3.44s/it]
39it [02:14,  3.43s/it]
40it [02:18,  3.45s/it]
41it [02:21,  3.52s/it]
42it [02:25,  3.60s/it]
43it [02:29,  3.71s/it]
44it [02:33,  3.75s/it]
45it [02:38,  4.06s/it]
46it [02:41,  3.98s/it]
47it [02:45,  3.92s/it]
48it [02:49,  3.82s/it]
49it [02:52,  3.68s/it]
50it [02:55,  3.56s/it]
51it [02:59,  3.60s/it]
52it [03:03,  3.73s/it]
53it [03:07,  3.65s/it]
54it [03:10,  3.55s/it]
55it [03:13,  3.47s/it]
56it [03:17,  3.59s/it]
57it [03:21,  3.58s/it]
58it [03:24,  3.49s/it]
59it [03:27,  3.47s/it]
60it [03:31,  3.48s/it]
61it [03:34,  3.50s/it]
62it [03:38,  3.43s/it]
63it [03:42,  3.68s/it]
64it [03:49,  4.67s/it]
65it [03:54,  4.68s/it]
66it [04:00,  5.29s/it]
67it [04:05,  5.09s/it]
68it [04:12,  5.58s/it]
69it [04:16,  5.21s/it]
70it [04:23,  5.70s/it]
71it [04:27,  5.37s/it]
72it [04:34,  5.81s/it]
73it [04:38,  5.24s/it]
74it [04:45,  5.69s/it]
75it [04:48,  4.98s/it]
76it [04:54,  5.30s/it]
77it [04:59,  5.18s/it]
78it [05:04,  5.05s/it]
79it [05:11,  5.58s/it]
80it [05:14,  4.96s/it]
81it [05:17,  4.36s/it]
81it [05:17,  3.92s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:04,  4.07s/it]
2it [00:05,  2.60s/it]
3it [00:07,  2.12s/it]
4it [00:10,  2.77s/it]
5it [00:15,  3.25s/it]
6it [00:16,  2.66s/it]
7it [00:18,  2.30s/it]
8it [00:19,  2.06s/it]
9it [00:23,  2.70s/it]
10it [00:28,  3.27s/it]
11it [00:29,  2.74s/it]
12it [00:31,  2.38s/it]
13it [00:32,  1.92s/it]
13it [00:32,  2.48s/it]
+[Test set] Epoch: 58, Accuracy: 80.60%
+
+epoch 58, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:07,  7.16s/it]
2it [00:10,  5.01s/it]
3it [00:16,  5.24s/it]
4it [00:21,  5.21s/it]
5it [00:26,  5.17s/it]
6it [00:32,  5.52s/it]
7it [00:36,  4.86s/it]
8it [00:41,  4.95s/it]
9it [00:46,  5.15s/it]
10it [00:51,  5.11s/it]
11it [00:56,  4.94s/it]
12it [01:00,  4.82s/it]
13it [01:07,  5.37s/it]
14it [01:11,  4.95s/it]
15it [01:18,  5.39s/it]
16it [01:21,  4.89s/it]
17it [01:28,  5.30s/it]
18it [01:32,  4.95s/it]
19it [01:36,  4.88s/it]
20it [01:41,  4.90s/it]
21it [01:45,  4.62s/it]
22it [01:51,  5.02s/it]
23it [01:55,  4.73s/it]
24it [02:02,  5.25s/it]
25it [02:06,  4.81s/it]
26it [02:10,  4.73s/it]
27it [02:17,  5.25s/it]
28it [02:21,  5.00s/it]
29it [02:26,  4.93s/it]
30it [02:29,  4.57s/it]
31it [02:34,  4.71s/it]
32it [02:40,  4.83s/it]
33it [02:43,  4.46s/it]
34it [02:48,  4.68s/it]
35it [02:54,  4.90s/it]
36it [02:58,  4.69s/it]
37it [03:05,  5.39s/it]
38it [03:09,  4.85s/it]
39it [03:13,  4.77s/it]
40it [03:19,  5.06s/it]
41it [03:24,  5.07s/it]
42it [03:30,  5.27s/it]
43it [03:35,  5.23s/it]
44it [03:40,  5.06s/it]
45it [03:44,  4.92s/it]
46it [03:51,  5.53s/it]
47it [03:56,  5.33s/it]
48it [04:03,  5.73s/it]
49it [04:07,  5.41s/it]
50it [04:14,  5.79s/it]
51it [04:19,  5.44s/it]
52it [04:26,  5.90s/it]
53it [04:30,  5.52s/it]
54it [04:37,  5.93s/it]
55it [04:41,  5.20s/it]
56it [04:46,  5.16s/it]
57it [04:52,  5.57s/it]
58it [04:57,  5.35s/it]
59it [05:04,  5.78s/it]
60it [05:08,  5.37s/it]
61it [05:15,  5.77s/it]
62it [05:20,  5.55s/it]
63it [05:27,  5.92s/it]
64it [05:32,  5.63s/it]
65it [05:38,  5.96s/it]
66it [05:43,  5.62s/it]
67it [05:50,  6.06s/it]
68it [05:55,  5.71s/it]
69it [06:02,  6.03s/it]
70it [06:07,  5.72s/it]
71it [06:14,  6.04s/it]
72it [06:19,  5.76s/it]
73it [06:26,  6.04s/it]
74it [06:31,  5.76s/it]
75it [06:38,  6.36s/it]
76it [06:44,  6.07s/it]
77it [06:51,  6.39s/it]
78it [06:55,  5.80s/it]
79it [07:02,  6.15s/it]
80it [07:06,  5.34s/it]
81it [07:08,  4.32s/it]
81it [07:08,  5.29s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:05,  5.69s/it]
2it [00:07,  3.28s/it]
3it [00:08,  2.47s/it]
4it [00:10,  2.09s/it]
5it [00:14,  2.83s/it]
6it [00:18,  3.09s/it]
7it [00:19,  2.58s/it]
8it [00:21,  2.25s/it]
9it [00:24,  2.72s/it]
10it [00:29,  3.37s/it]
11it [00:31,  2.79s/it]
12it [00:32,  2.40s/it]
13it [00:33,  1.93s/it]
13it [00:33,  2.58s/it]
+[Test set] Epoch: 59, Accuracy: 80.87%
+
+epoch 59, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:05,  5.42s/it]
2it [00:10,  5.33s/it]
3it [00:15,  5.25s/it]
4it [00:21,  5.61s/it]
5it [00:25,  4.90s/it]
6it [00:29,  4.48s/it]
7it [00:32,  4.19s/it]
8it [00:36,  4.02s/it]
9it [00:40,  4.01s/it]
10it [00:44,  3.93s/it]
11it [00:48,  3.96s/it]
12it [00:51,  3.84s/it]
13it [00:55,  3.85s/it]
14it [00:59,  3.86s/it]
15it [01:03,  3.95s/it]
16it [01:07,  3.98s/it]
17it [01:11,  3.88s/it]
18it [01:15,  3.81s/it]
19it [01:18,  3.76s/it]
20it [01:22,  3.73s/it]
21it [01:26,  3.70s/it]
22it [01:29,  3.68s/it]
23it [01:33,  3.67s/it]
24it [01:36,  3.66s/it]
25it [01:40,  3.62s/it]
26it [01:44,  3.59s/it]
27it [01:47,  3.57s/it]
28it [01:51,  3.55s/it]
29it [01:54,  3.53s/it]
30it [01:58,  3.53s/it]
31it [02:01,  3.52s/it]
32it [02:05,  3.52s/it]
33it [02:08,  3.52s/it]
34it [02:12,  3.50s/it]
35it [02:15,  3.52s/it]
36it [02:19,  3.51s/it]
37it [02:22,  3.56s/it]
38it [02:26,  3.59s/it]
39it [02:30,  3.62s/it]
40it [02:33,  3.63s/it]
41it [02:37,  3.63s/it]
42it [02:41,  3.63s/it]
43it [02:44,  3.61s/it]
44it [02:48,  3.59s/it]
45it [02:51,  3.58s/it]
46it [02:55,  3.61s/it]
47it [02:59,  3.64s/it]
48it [03:02,  3.65s/it]
49it [03:06,  3.66s/it]
50it [03:10,  3.66s/it]
51it [03:13,  3.64s/it]
52it [03:17,  3.63s/it]
53it [03:20,  3.63s/it]
54it [03:24,  3.60s/it]
55it [03:28,  3.60s/it]
56it [03:31,  3.59s/it]
57it [03:35,  3.55s/it]
58it [03:38,  3.55s/it]
59it [03:42,  3.53s/it]
60it [03:45,  3.51s/it]
61it [03:49,  3.53s/it]
62it [03:52,  3.55s/it]
63it [03:56,  3.58s/it]
64it [04:00,  3.68s/it]
65it [04:04,  3.68s/it]
66it [04:07,  3.68s/it]
67it [04:11,  3.68s/it]
68it [04:15,  3.66s/it]
69it [04:18,  3.67s/it]
70it [04:22,  3.65s/it]
71it [04:26,  3.71s/it]
72it [04:29,  3.67s/it]
73it [04:33,  3.72s/it]
74it [04:37,  3.83s/it]
75it [04:41,  3.76s/it]
76it [04:45,  4.03s/it]
77it [04:49,  3.93s/it]
78it [04:53,  3.85s/it]
79it [04:57,  3.86s/it]
80it [05:01,  3.94s/it]
81it [05:01,  2.96s/it]
81it [05:01,  3.73s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.57s/it]
2it [00:03,  1.56s/it]
3it [00:04,  1.57s/it]
4it [00:06,  1.57s/it]
5it [00:08,  1.65s/it]
6it [00:09,  1.66s/it]
7it [00:12,  1.88s/it]
8it [00:13,  1.82s/it]
9it [00:15,  1.74s/it]
10it [00:16,  1.69s/it]
11it [00:18,  1.66s/it]
12it [00:20,  1.64s/it]
13it [00:20,  1.41s/it]
13it [00:20,  1.61s/it]
+[Test set] Epoch: 60, Accuracy: 81.26%
+
+epoch 60, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.69s/it]
2it [00:07,  3.68s/it]
3it [00:11,  3.67s/it]
4it [00:14,  3.67s/it]
5it [00:18,  3.64s/it]
6it [00:21,  3.64s/it]
7it [00:25,  3.71s/it]
8it [00:29,  3.68s/it]
9it [00:33,  3.66s/it]
10it [00:36,  3.64s/it]
11it [00:40,  3.62s/it]
12it [00:43,  3.60s/it]
13it [00:47,  3.59s/it]
14it [00:50,  3.59s/it]
15it [00:54,  3.59s/it]
16it [00:58,  3.60s/it]
17it [01:01,  3.60s/it]
18it [01:05,  3.60s/it]
19it [01:09,  3.71s/it]
20it [01:12,  3.67s/it]
21it [01:16,  3.69s/it]
22it [01:20,  3.69s/it]
23it [01:23,  3.68s/it]
24it [01:27,  3.66s/it]
25it [01:31,  3.63s/it]
26it [01:34,  3.60s/it]
27it [01:38,  3.59s/it]
28it [01:41,  3.60s/it]
29it [01:45,  3.62s/it]
30it [01:49,  3.64s/it]
31it [01:52,  3.65s/it]
32it [01:56,  3.65s/it]
33it [02:00,  3.64s/it]
34it [02:03,  3.62s/it]
35it [02:07,  3.61s/it]
36it [02:10,  3.60s/it]
37it [02:14,  3.60s/it]
38it [02:18,  3.59s/it]
39it [02:21,  3.59s/it]
40it [02:25,  3.58s/it]
41it [02:28,  3.59s/it]
42it [02:32,  3.61s/it]
43it [02:36,  3.61s/it]
44it [02:39,  3.63s/it]
45it [02:43,  3.64s/it]
46it [02:47,  3.65s/it]
47it [02:50,  3.64s/it]
48it [02:54,  3.65s/it]
49it [02:58,  3.65s/it]
50it [03:01,  3.65s/it]
51it [03:05,  3.64s/it]
52it [03:08,  3.64s/it]
53it [03:12,  3.65s/it]
54it [03:16,  3.64s/it]
55it [03:19,  3.61s/it]
56it [03:23,  3.59s/it]
57it [03:26,  3.57s/it]
58it [03:30,  3.56s/it]
59it [03:33,  3.55s/it]
60it [03:37,  3.62s/it]
61it [03:41,  3.60s/it]
62it [03:44,  3.59s/it]
63it [03:48,  3.58s/it]
64it [03:51,  3.59s/it]
65it [03:55,  3.58s/it]
66it [03:59,  3.58s/it]
67it [04:02,  3.58s/it]
68it [04:06,  3.59s/it]
69it [04:09,  3.58s/it]
70it [04:13,  3.57s/it]
71it [04:16,  3.56s/it]
72it [04:20,  3.56s/it]
73it [04:24,  3.57s/it]
74it [04:27,  3.57s/it]
75it [04:31,  3.57s/it]
76it [04:34,  3.55s/it]
77it [04:38,  3.55s/it]
78it [04:41,  3.55s/it]
79it [04:45,  3.56s/it]
80it [04:48,  3.55s/it]
81it [04:49,  2.69s/it]
81it [04:49,  3.57s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.57s/it]
2it [00:03,  1.57s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.53s/it]
6it [00:09,  1.55s/it]
7it [00:10,  1.55s/it]
8it [00:12,  1.56s/it]
9it [00:14,  1.56s/it]
10it [00:15,  1.57s/it]
11it [00:17,  1.57s/it]
12it [00:18,  1.56s/it]
13it [00:19,  1.35s/it]
13it [00:19,  1.50s/it]
+[Test set] Epoch: 61, Accuracy: 80.88%
+
+epoch 61, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.58s/it]
2it [00:07,  3.57s/it]
3it [00:10,  3.55s/it]
4it [00:14,  3.54s/it]
5it [00:17,  3.54s/it]
6it [00:21,  3.54s/it]
7it [00:24,  3.54s/it]
8it [00:28,  3.54s/it]
9it [00:31,  3.53s/it]
10it [00:35,  3.53s/it]
11it [00:38,  3.53s/it]
12it [00:42,  3.54s/it]
13it [00:46,  3.55s/it]
14it [00:49,  3.57s/it]
15it [00:53,  3.59s/it]
16it [00:56,  3.61s/it]
17it [01:00,  3.61s/it]
18it [01:04,  3.60s/it]
19it [01:07,  3.65s/it]
20it [01:11,  3.67s/it]
21it [01:15,  3.65s/it]
22it [01:18,  3.64s/it]
23it [01:22,  3.65s/it]
24it [01:26,  3.64s/it]
25it [01:29,  3.63s/it]
26it [01:33,  3.63s/it]
27it [01:37,  3.63s/it]
28it [01:40,  3.62s/it]
29it [01:44,  3.61s/it]
30it [01:47,  3.59s/it]
31it [01:51,  3.57s/it]
32it [01:54,  3.56s/it]
33it [01:58,  3.57s/it]
34it [02:01,  3.56s/it]
35it [02:05,  3.57s/it]
36it [02:09,  3.56s/it]
37it [02:12,  3.57s/it]
38it [02:16,  3.57s/it]
39it [02:19,  3.57s/it]
40it [02:23,  3.58s/it]
41it [02:26,  3.57s/it]
42it [02:30,  3.56s/it]
43it [02:34,  3.57s/it]
44it [02:37,  3.57s/it]
45it [02:41,  3.57s/it]
46it [02:44,  3.55s/it]
47it [02:48,  3.54s/it]
48it [02:51,  3.54s/it]
49it [02:55,  3.52s/it]
50it [02:58,  3.54s/it]
51it [03:02,  3.53s/it]
52it [03:05,  3.54s/it]
53it [03:09,  3.54s/it]
54it [03:12,  3.54s/it]
55it [03:16,  3.55s/it]
56it [03:20,  3.55s/it]
57it [03:23,  3.57s/it]
58it [03:27,  3.58s/it]
59it [03:30,  3.58s/it]
60it [03:34,  3.59s/it]
61it [03:38,  3.58s/it]
62it [03:41,  3.56s/it]
63it [03:45,  3.56s/it]
64it [03:48,  3.54s/it]
65it [03:52,  3.54s/it]
66it [03:55,  3.52s/it]
67it [03:59,  3.52s/it]
68it [04:02,  3.51s/it]
69it [04:06,  3.52s/it]
70it [04:09,  3.52s/it]
71it [04:13,  3.52s/it]
72it [04:16,  3.53s/it]
73it [04:20,  3.55s/it]
74it [04:23,  3.56s/it]
75it [04:27,  3.57s/it]
76it [04:31,  3.57s/it]
77it [04:34,  3.57s/it]
78it [04:38,  3.58s/it]
79it [04:41,  3.58s/it]
80it [04:45,  3.58s/it]
81it [04:46,  2.70s/it]
81it [04:46,  3.53s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.57s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.55s/it]
6it [00:09,  1.55s/it]
7it [00:10,  1.55s/it]
8it [00:12,  1.55s/it]
9it [00:13,  1.54s/it]
10it [00:15,  1.54s/it]
11it [00:17,  1.55s/it]
12it [00:18,  1.55s/it]
13it [00:19,  1.35s/it]
13it [00:19,  1.50s/it]
+[Test set] Epoch: 62, Accuracy: 80.55%
+
+epoch 62, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.49s/it]
2it [00:06,  3.49s/it]
3it [00:10,  3.49s/it]
4it [00:13,  3.49s/it]
5it [00:17,  3.48s/it]
6it [00:20,  3.51s/it]
7it [00:24,  3.56s/it]
8it [00:28,  3.56s/it]
9it [00:31,  3.54s/it]
10it [00:35,  3.52s/it]
11it [00:38,  3.48s/it]
12it [00:42,  3.47s/it]
13it [00:45,  3.45s/it]
14it [00:48,  3.44s/it]
15it [00:52,  3.42s/it]
16it [00:55,  3.42s/it]
17it [00:59,  3.41s/it]
18it [01:02,  3.40s/it]
19it [01:05,  3.40s/it]
20it [01:09,  3.39s/it]
21it [01:12,  3.41s/it]
22it [01:16,  3.42s/it]
23it [01:19,  3.44s/it]
24it [01:23,  3.45s/it]
25it [01:26,  3.45s/it]
26it [01:29,  3.46s/it]
27it [01:33,  3.46s/it]
28it [01:36,  3.48s/it]
29it [01:40,  3.48s/it]
30it [01:43,  3.48s/it]
31it [01:47,  3.48s/it]
32it [01:50,  3.48s/it]
33it [01:54,  3.49s/it]
34it [01:57,  3.49s/it]
35it [02:01,  3.49s/it]
36it [02:04,  3.49s/it]
37it [02:08,  3.52s/it]
38it [02:11,  3.49s/it]
39it [02:15,  3.47s/it]
40it [02:18,  3.45s/it]
41it [02:22,  3.44s/it]
42it [02:25,  3.43s/it]
43it [02:28,  3.41s/it]
44it [02:32,  3.41s/it]
45it [02:35,  3.40s/it]
46it [02:39,  3.40s/it]
47it [02:42,  3.41s/it]
48it [02:45,  3.40s/it]
49it [02:49,  3.41s/it]
50it [02:52,  3.42s/it]
51it [02:56,  3.44s/it]
52it [02:59,  3.48s/it]
53it [03:03,  3.51s/it]
54it [03:06,  3.54s/it]
55it [03:10,  3.55s/it]
56it [03:14,  3.58s/it]
57it [03:17,  3.58s/it]
58it [03:21,  3.58s/it]
59it [03:25,  3.61s/it]
60it [03:28,  3.56s/it]
61it [03:31,  3.53s/it]
62it [03:35,  3.50s/it]
63it [03:38,  3.52s/it]
64it [03:42,  3.55s/it]
65it [03:46,  3.55s/it]
66it [03:49,  3.56s/it]
67it [03:53,  3.58s/it]
68it [03:56,  3.54s/it]
69it [04:00,  3.53s/it]
70it [04:03,  3.56s/it]
71it [04:07,  3.56s/it]
72it [04:11,  3.59s/it]
73it [04:14,  3.59s/it]
74it [04:18,  3.56s/it]
75it [04:21,  3.52s/it]
76it [04:25,  3.50s/it]
77it [04:28,  3.48s/it]
78it [04:31,  3.46s/it]
79it [04:35,  3.47s/it]
80it [04:38,  3.47s/it]
81it [04:39,  2.63s/it]
81it [04:39,  3.45s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.55s/it]
2it [00:03,  1.55s/it]
3it [00:04,  1.55s/it]
4it [00:06,  1.58s/it]
5it [00:07,  1.60s/it]
6it [00:09,  1.62s/it]
7it [00:11,  1.64s/it]
8it [00:12,  1.62s/it]
9it [00:14,  1.62s/it]
10it [00:16,  1.61s/it]
11it [00:17,  1.63s/it]
12it [00:19,  1.61s/it]
13it [00:20,  1.39s/it]
13it [00:20,  1.55s/it]
+[Test set] Epoch: 63, Accuracy: 81.15%
+
+epoch 63, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.62s/it]
2it [00:07,  3.64s/it]
3it [00:10,  3.66s/it]
4it [00:14,  3.66s/it]
5it [00:18,  3.66s/it]
6it [00:21,  3.67s/it]
7it [00:25,  3.68s/it]
8it [00:29,  3.67s/it]
9it [00:33,  3.68s/it]
10it [00:36,  3.65s/it]
11it [00:40,  3.63s/it]
12it [00:43,  3.64s/it]
13it [00:47,  3.63s/it]
14it [00:51,  3.62s/it]
15it [00:54,  3.61s/it]
16it [00:58,  3.63s/it]
17it [01:01,  3.63s/it]
18it [01:05,  3.65s/it]
19it [01:09,  3.66s/it]
20it [01:12,  3.65s/it]
21it [01:16,  3.66s/it]
22it [01:20,  3.68s/it]
23it [01:23,  3.67s/it]
24it [01:27,  3.63s/it]
25it [01:31,  3.63s/it]
26it [01:34,  3.64s/it]
27it [01:38,  3.63s/it]
28it [01:42,  3.64s/it]
29it [01:45,  3.64s/it]
30it [01:49,  3.65s/it]
31it [01:53,  3.65s/it]
32it [01:56,  3.64s/it]
33it [02:00,  3.65s/it]
34it [02:03,  3.63s/it]
35it [02:07,  3.58s/it]
36it [02:10,  3.54s/it]
37it [02:14,  3.52s/it]
38it [02:17,  3.49s/it]
39it [02:21,  3.47s/it]
40it [02:24,  3.47s/it]
41it [02:28,  3.45s/it]
42it [02:31,  3.44s/it]
43it [02:34,  3.44s/it]
44it [02:38,  3.43s/it]
45it [02:41,  3.43s/it]
46it [02:45,  3.45s/it]
47it [02:48,  3.50s/it]
48it [02:52,  3.52s/it]
49it [02:56,  3.56s/it]
50it [02:59,  3.57s/it]
51it [03:03,  3.57s/it]
52it [03:06,  3.55s/it]
53it [03:10,  3.50s/it]
54it [03:13,  3.49s/it]
55it [03:17,  3.48s/it]
56it [03:20,  3.46s/it]
57it [03:23,  3.42s/it]
58it [03:27,  3.39s/it]
59it [03:30,  3.37s/it]
60it [03:33,  3.34s/it]
61it [03:36,  3.31s/it]
62it [03:40,  3.27s/it]
63it [03:43,  3.26s/it]
64it [03:46,  3.23s/it]
65it [03:49,  3.21s/it]
66it [03:52,  3.19s/it]
67it [03:55,  3.17s/it]
68it [03:59,  3.16s/it]
69it [04:02,  3.13s/it]
70it [04:05,  3.12s/it]
71it [04:08,  3.12s/it]
72it [04:11,  3.11s/it]
73it [04:14,  3.19s/it]
74it [04:18,  3.30s/it]
75it [04:21,  3.33s/it]
76it [04:25,  3.33s/it]
77it [04:28,  3.25s/it]
78it [04:31,  3.22s/it]
79it [04:34,  3.17s/it]
80it [04:37,  3.12s/it]
81it [04:38,  2.37s/it]
81it [04:38,  3.43s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.39s/it]
2it [00:02,  1.36s/it]
3it [00:04,  1.35s/it]
4it [00:05,  1.34s/it]
5it [00:06,  1.35s/it]
6it [00:08,  1.37s/it]
7it [00:09,  1.38s/it]
8it [00:10,  1.38s/it]
9it [00:12,  1.39s/it]
10it [00:13,  1.37s/it]
11it [00:15,  1.36s/it]
12it [00:16,  1.36s/it]
13it [00:17,  1.19s/it]
13it [00:17,  1.32s/it]
+[Test set] Epoch: 64, Accuracy: 80.56%
+
+epoch 64, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.13s/it]
2it [00:06,  3.21s/it]
3it [00:09,  3.25s/it]
4it [00:13,  3.28s/it]
5it [00:16,  3.31s/it]
6it [00:19,  3.31s/it]
7it [00:23,  3.40s/it]
8it [00:26,  3.42s/it]
9it [00:30,  3.42s/it]
10it [00:33,  3.45s/it]
11it [00:37,  3.46s/it]
12it [00:40,  3.48s/it]
13it [00:44,  3.50s/it]
14it [00:47,  3.46s/it]
15it [00:50,  3.43s/it]
16it [00:54,  3.38s/it]
17it [00:57,  3.28s/it]
18it [01:00,  3.29s/it]
19it [01:03,  3.32s/it]
20it [01:07,  3.28s/it]
21it [01:10,  3.31s/it]
22it [01:13,  3.28s/it]
23it [01:16,  3.24s/it]
24it [01:20,  3.21s/it]
25it [01:23,  3.19s/it]
26it [01:26,  3.17s/it]
27it [01:29,  3.15s/it]
28it [01:32,  3.14s/it]
29it [01:35,  3.13s/it]
30it [01:38,  3.13s/it]
31it [01:41,  3.13s/it]
32it [01:45,  3.13s/it]
33it [01:48,  3.13s/it]
34it [01:51,  3.13s/it]
35it [01:54,  3.13s/it]
36it [01:57,  3.13s/it]
37it [02:00,  3.15s/it]
38it [02:03,  3.15s/it]
39it [02:07,  3.16s/it]
40it [02:10,  3.17s/it]
41it [02:13,  3.24s/it]
42it [02:16,  3.22s/it]
43it [02:20,  3.21s/it]
44it [02:23,  3.19s/it]
45it [02:26,  3.18s/it]
46it [02:29,  3.18s/it]
47it [02:32,  3.18s/it]
48it [02:35,  3.18s/it]
49it [02:39,  3.20s/it]
50it [02:42,  3.19s/it]
51it [02:45,  3.19s/it]
52it [02:48,  3.18s/it]
53it [02:51,  3.16s/it]
54it [02:54,  3.15s/it]
55it [02:57,  3.14s/it]
56it [03:01,  3.13s/it]
57it [03:04,  3.12s/it]
58it [03:07,  3.12s/it]
59it [03:10,  3.12s/it]
60it [03:13,  3.12s/it]
61it [03:16,  3.16s/it]
62it [03:20,  3.21s/it]
63it [03:23,  3.27s/it]
64it [03:27,  3.33s/it]
65it [03:30,  3.36s/it]
66it [03:34,  3.43s/it]
67it [03:37,  3.47s/it]
68it [03:41,  3.50s/it]
69it [03:44,  3.47s/it]
70it [03:47,  3.39s/it]
71it [03:51,  3.38s/it]
72it [03:54,  3.42s/it]
73it [03:58,  3.45s/it]
74it [04:01,  3.50s/it]
75it [04:05,  3.46s/it]
76it [04:08,  3.40s/it]
77it [04:11,  3.33s/it]
78it [04:14,  3.27s/it]
79it [04:20,  3.89s/it]
80it [04:24,  4.20s/it]
81it [04:25,  3.13s/it]
81it [04:25,  3.28s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.57s/it]
2it [00:03,  1.58s/it]
3it [00:04,  1.58s/it]
4it [00:06,  1.57s/it]
5it [00:07,  1.57s/it]
6it [00:09,  1.57s/it]
7it [00:11,  1.57s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.58s/it]
10it [00:15,  1.57s/it]
11it [00:17,  1.57s/it]
12it [00:18,  1.57s/it]
13it [00:19,  1.35s/it]
13it [00:19,  1.52s/it]
+[Test set] Epoch: 65, Accuracy: 80.82%
+
+epoch 65, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.53s/it]
2it [00:07,  3.53s/it]
3it [00:10,  3.51s/it]
4it [00:14,  3.51s/it]
5it [00:17,  3.52s/it]
6it [00:21,  3.53s/it]
7it [00:24,  3.53s/it]
8it [00:28,  3.53s/it]
9it [00:31,  3.53s/it]
10it [00:35,  3.54s/it]
11it [00:38,  3.54s/it]
12it [00:42,  3.55s/it]
13it [00:45,  3.54s/it]
14it [00:49,  3.54s/it]
15it [00:53,  3.54s/it]
16it [00:56,  3.52s/it]
17it [01:00,  3.52s/it]
18it [01:03,  3.52s/it]
19it [01:07,  3.52s/it]
20it [01:10,  3.52s/it]
21it [01:14,  3.52s/it]
22it [01:17,  3.51s/it]
23it [01:21,  3.52s/it]
24it [01:24,  3.53s/it]
25it [01:28,  3.53s/it]
26it [01:31,  3.52s/it]
27it [01:35,  3.52s/it]
28it [01:38,  3.52s/it]
29it [01:42,  3.53s/it]
30it [01:45,  3.52s/it]
31it [01:49,  3.53s/it]
32it [01:52,  3.54s/it]
33it [01:56,  3.53s/it]
34it [01:59,  3.53s/it]
35it [02:03,  3.52s/it]
36it [02:06,  3.52s/it]
37it [02:10,  3.52s/it]
38it [02:14,  3.52s/it]
39it [02:17,  3.51s/it]
40it [02:21,  3.52s/it]
41it [02:24,  3.52s/it]
42it [02:28,  3.51s/it]
43it [02:31,  3.51s/it]
44it [02:35,  3.51s/it]
45it [02:38,  3.52s/it]
46it [02:42,  3.52s/it]
47it [02:45,  3.52s/it]
48it [02:49,  3.55s/it]
49it [02:52,  3.56s/it]
50it [02:56,  3.56s/it]
51it [02:59,  3.56s/it]
52it [03:03,  3.56s/it]
53it [03:07,  3.58s/it]
54it [03:10,  3.58s/it]
55it [03:14,  3.56s/it]
56it [03:17,  3.56s/it]
57it [03:21,  3.55s/it]
58it [03:24,  3.54s/it]
59it [03:28,  3.54s/it]
60it [03:31,  3.54s/it]
61it [03:35,  3.56s/it]
62it [03:39,  3.57s/it]
63it [03:42,  3.56s/it]
64it [03:46,  3.55s/it]
65it [03:49,  3.54s/it]
66it [03:53,  3.54s/it]
67it [03:56,  3.55s/it]
68it [04:00,  3.54s/it]
69it [04:03,  3.55s/it]
70it [04:07,  3.57s/it]
71it [04:11,  3.56s/it]
72it [04:14,  3.55s/it]
73it [04:18,  3.55s/it]
74it [04:21,  3.56s/it]
75it [04:25,  3.56s/it]
76it [04:28,  3.56s/it]
77it [04:32,  3.58s/it]
78it [04:36,  3.58s/it]
79it [04:39,  3.59s/it]
80it [04:43,  3.58s/it]
81it [04:43,  2.68s/it]
81it [04:43,  3.50s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.56s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.56s/it]
6it [00:09,  1.56s/it]
7it [00:10,  1.56s/it]
8it [00:12,  1.56s/it]
9it [00:14,  1.56s/it]
10it [00:15,  1.55s/it]
11it [00:17,  1.56s/it]
12it [00:18,  1.56s/it]
13it [00:19,  1.35s/it]
13it [00:19,  1.51s/it]
+[Test set] Epoch: 66, Accuracy: 80.86%
+
+epoch 66, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.54s/it]
2it [00:07,  3.54s/it]
3it [00:10,  3.53s/it]
4it [00:14,  3.53s/it]
5it [00:17,  3.54s/it]
6it [00:21,  3.54s/it]
7it [00:24,  3.53s/it]
8it [00:28,  3.53s/it]
9it [00:31,  3.54s/it]
10it [00:35,  3.54s/it]
11it [00:38,  3.53s/it]
12it [00:42,  3.55s/it]
13it [00:46,  3.55s/it]
14it [00:49,  3.55s/it]
15it [00:53,  3.56s/it]
16it [00:56,  3.57s/it]
17it [01:00,  3.56s/it]
18it [01:03,  3.54s/it]
19it [01:07,  3.54s/it]
20it [01:10,  3.56s/it]
21it [01:14,  3.57s/it]
22it [01:17,  3.55s/it]
23it [01:21,  3.55s/it]
24it [01:25,  3.55s/it]
25it [01:28,  3.55s/it]
26it [01:32,  3.57s/it]
27it [01:35,  3.55s/it]
28it [01:39,  3.55s/it]
29it [01:42,  3.55s/it]
30it [01:46,  3.54s/it]
31it [01:49,  3.54s/it]
32it [01:53,  3.54s/it]
33it [01:57,  3.54s/it]
34it [02:00,  3.56s/it]
35it [02:04,  3.57s/it]
36it [02:07,  3.56s/it]
37it [02:11,  3.55s/it]
38it [02:14,  3.55s/it]
39it [02:18,  3.56s/it]
40it [02:22,  3.64s/it]
41it [02:25,  3.63s/it]
42it [02:29,  3.61s/it]
43it [02:33,  3.61s/it]
44it [02:36,  3.60s/it]
45it [02:40,  3.59s/it]
46it [02:43,  3.57s/it]
47it [02:47,  3.57s/it]
48it [02:50,  3.58s/it]
49it [02:54,  3.56s/it]
50it [02:57,  3.57s/it]
51it [03:01,  3.56s/it]
52it [03:05,  3.57s/it]
53it [03:08,  3.57s/it]
54it [03:12,  3.56s/it]
55it [03:15,  3.55s/it]
56it [03:19,  3.54s/it]
57it [03:22,  3.55s/it]
58it [03:26,  3.55s/it]
59it [03:29,  3.55s/it]
60it [03:33,  3.55s/it]
61it [03:36,  3.53s/it]
62it [03:40,  3.53s/it]
63it [03:44,  3.53s/it]
64it [03:47,  3.55s/it]
65it [03:51,  3.55s/it]
66it [03:54,  3.55s/it]
67it [03:58,  3.55s/it]
68it [04:01,  3.55s/it]
69it [04:05,  3.55s/it]
70it [04:08,  3.55s/it]
71it [04:12,  3.55s/it]
72it [04:16,  3.55s/it]
73it [04:19,  3.56s/it]
74it [04:23,  3.55s/it]
75it [04:26,  3.55s/it]
76it [04:30,  3.57s/it]
77it [04:33,  3.56s/it]
78it [04:37,  3.55s/it]
79it [04:40,  3.55s/it]
80it [04:44,  3.54s/it]
81it [04:45,  2.66s/it]
81it [04:45,  3.52s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.58s/it]
2it [00:03,  1.57s/it]
3it [00:04,  1.58s/it]
4it [00:06,  1.57s/it]
5it [00:07,  1.57s/it]
6it [00:09,  1.57s/it]
7it [00:10,  1.57s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.57s/it]
10it [00:15,  1.56s/it]
11it [00:17,  1.57s/it]
12it [00:18,  1.57s/it]
13it [00:19,  1.36s/it]
13it [00:19,  1.52s/it]
+[Test set] Epoch: 67, Accuracy: 80.93%
+
+epoch 67, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.55s/it]
2it [00:07,  3.55s/it]
3it [00:10,  3.55s/it]
4it [00:14,  3.54s/it]
5it [00:17,  3.53s/it]
6it [00:21,  3.54s/it]
7it [00:24,  3.53s/it]
8it [00:28,  3.53s/it]
9it [00:31,  3.52s/it]
10it [00:35,  3.52s/it]
11it [00:38,  3.51s/it]
12it [00:42,  3.51s/it]
13it [00:45,  3.51s/it]
14it [00:49,  3.50s/it]
15it [00:52,  3.51s/it]
16it [00:56,  3.53s/it]
17it [00:59,  3.53s/it]
18it [01:03,  3.53s/it]
19it [01:06,  3.53s/it]
20it [01:10,  3.53s/it]
21it [01:14,  3.53s/it]
22it [01:17,  3.55s/it]
23it [01:21,  3.54s/it]
24it [01:24,  3.54s/it]
25it [01:28,  3.54s/it]
26it [01:31,  3.53s/it]
27it [01:35,  3.53s/it]
28it [01:38,  3.53s/it]
29it [01:42,  3.52s/it]
30it [01:45,  3.52s/it]
31it [01:49,  3.52s/it]
32it [01:52,  3.52s/it]
33it [01:56,  3.52s/it]
34it [01:59,  3.53s/it]
35it [02:03,  3.53s/it]
36it [02:06,  3.52s/it]
37it [02:10,  3.53s/it]
38it [02:14,  3.53s/it]
39it [02:17,  3.53s/it]
40it [02:21,  3.53s/it]
41it [02:24,  3.52s/it]
42it [02:28,  3.52s/it]
43it [02:31,  3.55s/it]
44it [02:35,  3.54s/it]
45it [02:38,  3.54s/it]
46it [02:42,  3.54s/it]
47it [02:45,  3.53s/it]
48it [02:49,  3.53s/it]
49it [02:52,  3.52s/it]
50it [02:56,  3.51s/it]
51it [02:59,  3.51s/it]
52it [03:03,  3.51s/it]
53it [03:06,  3.54s/it]
54it [03:10,  3.52s/it]
55it [03:13,  3.52s/it]
56it [03:17,  3.54s/it]
57it [03:21,  3.53s/it]
58it [03:24,  3.55s/it]
59it [03:28,  3.55s/it]
60it [03:31,  3.53s/it]
61it [03:35,  3.52s/it]
62it [03:38,  3.51s/it]
63it [03:42,  3.50s/it]
64it [03:45,  3.49s/it]
65it [03:49,  3.49s/it]
66it [03:52,  3.49s/it]
67it [03:56,  3.49s/it]
68it [03:59,  3.48s/it]
69it [04:03,  3.50s/it]
70it [04:06,  3.50s/it]
71it [04:10,  3.49s/it]
72it [04:13,  3.49s/it]
73it [04:17,  3.49s/it]
74it [04:20,  3.49s/it]
75it [04:24,  3.51s/it]
76it [04:27,  3.50s/it]
77it [04:31,  3.49s/it]
78it [04:34,  3.50s/it]
79it [04:38,  3.48s/it]
80it [04:41,  3.48s/it]
81it [04:42,  2.62s/it]
81it [04:42,  3.48s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.55s/it]
3it [00:04,  1.54s/it]
4it [00:06,  1.54s/it]
5it [00:07,  1.54s/it]
6it [00:09,  1.54s/it]
7it [00:10,  1.54s/it]
8it [00:12,  1.54s/it]
9it [00:13,  1.56s/it]
10it [00:15,  1.56s/it]
11it [00:17,  1.55s/it]
12it [00:18,  1.56s/it]
13it [00:19,  1.34s/it]
13it [00:19,  1.50s/it]
+[Test set] Epoch: 68, Accuracy: 80.97%
+
+epoch 68, best_acc 0.812682032585144
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.50s/it]
2it [00:07,  3.51s/it]
3it [00:10,  3.52s/it]
4it [00:14,  3.51s/it]
5it [00:17,  3.52s/it]
6it [00:21,  3.52s/it]
7it [00:24,  3.52s/it]
8it [00:28,  3.51s/it]
9it [00:31,  3.51s/it]
10it [00:35,  3.51s/it]
11it [00:38,  3.50s/it]
12it [00:42,  3.50s/it]
13it [00:45,  3.49s/it]
14it [00:49,  3.49s/it]
15it [00:52,  3.48s/it]
16it [00:56,  3.49s/it]
17it [00:59,  3.49s/it]
18it [01:03,  3.49s/it]
19it [01:06,  3.49s/it]
20it [01:09,  3.49s/it]
21it [01:13,  3.50s/it]
22it [01:17,  3.50s/it]
23it [01:20,  3.50s/it]
24it [01:24,  3.50s/it]
25it [01:27,  3.50s/it]
26it [01:30,  3.50s/it]
27it [01:34,  3.50s/it]
28it [01:37,  3.49s/it]
29it [01:41,  3.49s/it]
30it [01:44,  3.49s/it]
31it [01:48,  3.50s/it]
32it [01:51,  3.50s/it]
33it [01:55,  3.50s/it]
34it [01:58,  3.51s/it]
35it [02:02,  3.51s/it]
36it [02:06,  3.51s/it]
37it [02:09,  3.51s/it]
38it [02:12,  3.50s/it]
39it [02:16,  3.55s/it]
40it [02:20,  3.53s/it]
41it [02:23,  3.51s/it]
42it [02:27,  3.51s/it]
43it [02:30,  3.50s/it]
44it [02:34,  3.49s/it]
45it [02:37,  3.49s/it]
46it [02:41,  3.48s/it]
47it [02:44,  3.47s/it]
48it [02:47,  3.48s/it]
49it [02:51,  3.49s/it]
50it [02:54,  3.50s/it]
51it [02:58,  3.49s/it]
52it [03:01,  3.49s/it]
53it [03:05,  3.48s/it]
54it [03:08,  3.50s/it]
55it [03:12,  3.48s/it]
56it [03:15,  3.46s/it]
57it [03:19,  3.47s/it]
58it [03:22,  3.47s/it]
59it [03:26,  3.47s/it]
60it [03:29,  3.47s/it]
61it [03:33,  3.48s/it]
62it [03:36,  3.50s/it]
63it [03:40,  3.51s/it]
64it [03:43,  3.51s/it]
65it [03:47,  3.51s/it]
66it [03:50,  3.50s/it]
67it [03:54,  3.49s/it]
68it [03:57,  3.49s/it]
69it [04:01,  3.49s/it]
70it [04:04,  3.49s/it]
71it [04:08,  3.49s/it]
72it [04:11,  3.49s/it]
73it [04:15,  3.48s/it]
74it [04:18,  3.48s/it]
75it [04:22,  3.48s/it]
76it [04:25,  3.49s/it]
77it [04:29,  3.48s/it]
78it [04:32,  3.49s/it]
79it [04:36,  3.49s/it]
80it [04:39,  3.46s/it]
81it [04:40,  2.61s/it]
81it [04:40,  3.46s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.58s/it]
2it [00:03,  1.57s/it]
3it [00:04,  1.57s/it]
4it [00:06,  1.59s/it]
5it [00:07,  1.58s/it]
6it [00:09,  1.57s/it]
7it [00:11,  1.57s/it]
8it [00:12,  1.56s/it]
9it [00:14,  1.56s/it]
10it [00:15,  1.56s/it]
11it [00:17,  1.56s/it]
12it [00:18,  1.56s/it]
13it [00:19,  1.34s/it]
13it [00:19,  1.51s/it]
+[Test set] Epoch: 69, Accuracy: 81.47%
+
+epoch 69, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.45s/it]
2it [00:06,  3.46s/it]
3it [00:10,  3.47s/it]
4it [00:13,  3.48s/it]
5it [00:17,  3.48s/it]
6it [00:20,  3.48s/it]
7it [00:24,  3.48s/it]
8it [00:27,  3.48s/it]
9it [00:31,  3.49s/it]
10it [00:34,  3.48s/it]
11it [00:38,  3.48s/it]
12it [00:41,  3.49s/it]
13it [00:45,  3.49s/it]
14it [00:48,  3.49s/it]
15it [00:52,  3.50s/it]
16it [00:55,  3.50s/it]
17it [00:59,  3.49s/it]
18it [01:02,  3.50s/it]
19it [01:06,  3.50s/it]
20it [01:09,  3.50s/it]
21it [01:13,  3.50s/it]
22it [01:16,  3.49s/it]
23it [01:20,  3.49s/it]
24it [01:23,  3.49s/it]
25it [01:27,  3.48s/it]
26it [01:30,  3.49s/it]
27it [01:34,  3.49s/it]
28it [01:37,  3.50s/it]
29it [01:41,  3.50s/it]
30it [01:44,  3.48s/it]
31it [01:48,  3.47s/it]
32it [01:51,  3.47s/it]
33it [01:54,  3.46s/it]
34it [01:58,  3.46s/it]
35it [02:01,  3.46s/it]
36it [02:05,  3.46s/it]
37it [02:08,  3.46s/it]
38it [02:12,  3.46s/it]
39it [02:15,  3.47s/it]
40it [02:19,  3.47s/it]
41it [02:22,  3.47s/it]
42it [02:26,  3.47s/it]
43it [02:29,  3.47s/it]
44it [02:33,  3.47s/it]
45it [02:36,  3.47s/it]
46it [02:40,  3.48s/it]
47it [02:43,  3.47s/it]
48it [02:46,  3.47s/it]
49it [02:50,  3.46s/it]
50it [02:53,  3.47s/it]
51it [02:57,  3.47s/it]
52it [03:00,  3.47s/it]
53it [03:04,  3.47s/it]
54it [03:07,  3.49s/it]
55it [03:11,  3.50s/it]
56it [03:14,  3.50s/it]
57it [03:18,  3.49s/it]
58it [03:21,  3.48s/it]
59it [03:25,  3.48s/it]
60it [03:28,  3.47s/it]
61it [03:32,  3.47s/it]
62it [03:35,  3.46s/it]
63it [03:39,  3.48s/it]
64it [03:42,  3.48s/it]
65it [03:46,  3.48s/it]
66it [03:49,  3.48s/it]
67it [03:53,  3.48s/it]
68it [03:56,  3.48s/it]
69it [04:00,  3.48s/it]
70it [04:03,  3.49s/it]
71it [04:07,  3.49s/it]
72it [04:10,  3.49s/it]
73it [04:14,  3.48s/it]
74it [04:17,  3.48s/it]
75it [04:20,  3.48s/it]
76it [04:24,  3.47s/it]
77it [04:27,  3.47s/it]
78it [04:31,  3.47s/it]
79it [04:34,  3.48s/it]
80it [04:38,  3.50s/it]
81it [04:39,  2.63s/it]
81it [04:39,  3.44s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.56s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.56s/it]
6it [00:09,  1.55s/it]
7it [00:10,  1.55s/it]
8it [00:12,  1.57s/it]
9it [00:14,  1.57s/it]
10it [00:15,  1.59s/it]
11it [00:17,  1.58s/it]
12it [00:18,  1.59s/it]
13it [00:19,  1.37s/it]
13it [00:19,  1.52s/it]
+[Test set] Epoch: 70, Accuracy: 81.17%
+
+epoch 70, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.48s/it]
2it [00:06,  3.49s/it]
3it [00:10,  3.49s/it]
4it [00:13,  3.48s/it]
5it [00:17,  3.48s/it]
6it [00:20,  3.48s/it]
7it [00:24,  3.49s/it]
8it [00:27,  3.49s/it]
9it [00:31,  3.48s/it]
10it [00:34,  3.48s/it]
11it [00:38,  3.49s/it]
12it [00:41,  3.48s/it]
13it [00:45,  3.49s/it]
14it [00:48,  3.48s/it]
15it [00:52,  3.47s/it]
16it [00:55,  3.47s/it]
17it [00:59,  3.46s/it]
18it [01:02,  3.46s/it]
19it [01:06,  3.47s/it]
20it [01:09,  3.47s/it]
21it [01:12,  3.46s/it]
22it [01:16,  3.47s/it]
23it [01:19,  3.48s/it]
24it [01:23,  3.47s/it]
25it [01:26,  3.48s/it]
26it [01:30,  3.48s/it]
27it [01:33,  3.47s/it]
28it [01:37,  3.48s/it]
29it [01:40,  3.48s/it]
30it [01:44,  3.49s/it]
31it [01:47,  3.50s/it]
32it [01:51,  3.49s/it]
33it [01:54,  3.51s/it]
34it [01:58,  3.52s/it]
35it [02:01,  3.52s/it]
36it [02:05,  3.51s/it]
37it [02:08,  3.51s/it]
38it [02:12,  3.53s/it]
39it [02:16,  3.53s/it]
40it [02:19,  3.56s/it]
41it [02:23,  3.54s/it]
42it [02:26,  3.53s/it]
43it [02:30,  3.52s/it]
44it [02:33,  3.52s/it]
45it [02:37,  3.51s/it]
46it [02:40,  3.50s/it]
47it [02:44,  3.51s/it]
48it [02:47,  3.51s/it]
49it [02:51,  3.51s/it]
50it [02:54,  3.52s/it]
51it [02:58,  3.52s/it]
52it [03:01,  3.54s/it]
53it [03:05,  3.53s/it]
54it [03:08,  3.52s/it]
55it [03:12,  3.52s/it]
56it [03:15,  3.51s/it]
57it [03:19,  3.51s/it]
58it [03:22,  3.51s/it]
59it [03:26,  3.52s/it]
60it [03:29,  3.53s/it]
61it [03:33,  3.52s/it]
62it [03:37,  3.54s/it]
63it [03:40,  3.54s/it]
64it [03:44,  3.54s/it]
65it [03:47,  3.54s/it]
66it [03:51,  3.53s/it]
67it [03:54,  3.53s/it]
68it [03:58,  3.53s/it]
69it [04:01,  3.51s/it]
70it [04:05,  3.51s/it]
71it [04:08,  3.51s/it]
72it [04:12,  3.51s/it]
73it [04:15,  3.52s/it]
74it [04:19,  3.52s/it]
75it [04:22,  3.52s/it]
76it [04:26,  3.52s/it]
77it [04:29,  3.52s/it]
78it [04:33,  3.53s/it]
79it [04:36,  3.52s/it]
80it [04:40,  3.52s/it]
81it [04:41,  2.66s/it]
81it [04:41,  3.47s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.55s/it]
2it [00:03,  1.55s/it]
3it [00:04,  1.55s/it]
4it [00:06,  1.55s/it]
5it [00:07,  1.55s/it]
6it [00:09,  1.56s/it]
7it [00:10,  1.55s/it]
8it [00:12,  1.55s/it]
9it [00:13,  1.55s/it]
10it [00:15,  1.56s/it]
11it [00:17,  1.56s/it]
12it [00:18,  1.56s/it]
13it [00:19,  1.34s/it]
13it [00:19,  1.50s/it]
+[Test set] Epoch: 71, Accuracy: 81.37%
+
+epoch 71, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.49s/it]
2it [00:06,  3.50s/it]
3it [00:10,  3.50s/it]
4it [00:13,  3.50s/it]
5it [00:17,  3.50s/it]
6it [00:20,  3.49s/it]
7it [00:24,  3.51s/it]
8it [00:28,  3.51s/it]
9it [00:31,  3.53s/it]
10it [00:34,  3.47s/it]
11it [00:38,  3.49s/it]
12it [00:41,  3.48s/it]
13it [00:45,  3.49s/it]
14it [00:48,  3.49s/it]
15it [00:52,  3.49s/it]
16it [00:55,  3.49s/it]
17it [00:59,  3.50s/it]
18it [01:02,  3.49s/it]
19it [01:06,  3.49s/it]
20it [01:09,  3.49s/it]
21it [01:13,  3.48s/it]
22it [01:16,  3.47s/it]
23it [01:20,  3.47s/it]
24it [01:23,  3.48s/it]
25it [01:27,  3.47s/it]
26it [01:30,  3.47s/it]
27it [01:34,  3.47s/it]
28it [01:37,  3.46s/it]
29it [01:41,  3.48s/it]
30it [01:44,  3.47s/it]
31it [01:48,  3.47s/it]
32it [01:51,  3.47s/it]
33it [01:54,  3.47s/it]
34it [01:58,  3.49s/it]
35it [02:02,  3.51s/it]
36it [02:05,  3.50s/it]
37it [02:08,  3.48s/it]
38it [02:12,  3.47s/it]
39it [02:15,  3.47s/it]
40it [02:19,  3.47s/it]
41it [02:22,  3.47s/it]
42it [02:26,  3.48s/it]
43it [02:29,  3.49s/it]
44it [02:33,  3.49s/it]
45it [02:36,  3.49s/it]
46it [02:40,  3.49s/it]
47it [02:43,  3.50s/it]
48it [02:47,  3.52s/it]
49it [02:50,  3.50s/it]
50it [02:54,  3.52s/it]
51it [02:57,  3.52s/it]
52it [03:01,  3.51s/it]
53it [03:04,  3.52s/it]
54it [03:08,  3.50s/it]
55it [03:11,  3.51s/it]
56it [03:15,  3.52s/it]
57it [03:18,  3.49s/it]
58it [03:22,  3.48s/it]
59it [03:25,  3.50s/it]
60it [03:29,  3.49s/it]
61it [03:32,  3.49s/it]
62it [03:36,  3.42s/it]
63it [03:39,  3.32s/it]
64it [03:42,  3.25s/it]
65it [03:45,  3.21s/it]
66it [03:48,  3.18s/it]
67it [03:51,  3.18s/it]
68it [03:54,  3.17s/it]
69it [03:58,  3.18s/it]
70it [04:01,  3.28s/it]
71it [04:05,  3.34s/it]
72it [04:08,  3.40s/it]
73it [04:12,  3.42s/it]
74it [04:15,  3.42s/it]
75it [04:19,  3.45s/it]
76it [04:22,  3.45s/it]
77it [04:26,  3.48s/it]
78it [04:29,  3.48s/it]
79it [04:32,  3.48s/it]
80it [04:36,  3.49s/it]
81it [04:37,  2.62s/it]
81it [04:37,  3.42s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.56s/it]
2it [00:03,  1.56s/it]
3it [00:04,  1.56s/it]
4it [00:06,  1.56s/it]
5it [00:07,  1.56s/it]
6it [00:09,  1.56s/it]
7it [00:10,  1.55s/it]
8it [00:12,  1.55s/it]
9it [00:13,  1.55s/it]
10it [00:15,  1.54s/it]
11it [00:17,  1.54s/it]
12it [00:18,  1.53s/it]
13it [00:19,  1.30s/it]
13it [00:19,  1.49s/it]
+[Test set] Epoch: 72, Accuracy: 81.42%
+
+epoch 72, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.07s/it]
2it [00:06,  3.06s/it]
3it [00:09,  3.08s/it]
4it [00:12,  3.21s/it]
5it [00:16,  3.28s/it]
6it [00:19,  3.34s/it]
7it [00:22,  3.37s/it]
8it [00:26,  3.30s/it]
9it [00:29,  3.30s/it]
10it [00:32,  3.28s/it]
11it [00:35,  3.21s/it]
12it [00:38,  3.16s/it]
13it [00:42,  3.26s/it]
14it [00:45,  3.31s/it]
15it [00:48,  3.23s/it]
16it [00:51,  3.18s/it]
17it [00:54,  3.14s/it]
18it [00:57,  3.14s/it]
19it [01:01,  3.13s/it]
20it [01:04,  3.12s/it]
21it [01:07,  3.19s/it]
22it [01:10,  3.24s/it]
23it [01:13,  3.19s/it]
24it [01:16,  3.15s/it]
25it [01:20,  3.13s/it]
26it [01:23,  3.10s/it]
27it [01:26,  3.09s/it]
28it [01:29,  3.08s/it]
29it [01:32,  3.08s/it]
30it [01:35,  3.07s/it]
31it [01:38,  3.07s/it]
32it [01:41,  3.06s/it]
33it [01:44,  3.07s/it]
34it [01:47,  3.06s/it]
35it [01:50,  3.06s/it]
36it [01:54,  3.17s/it]
37it [01:57,  3.22s/it]
38it [02:00,  3.29s/it]
39it [02:03,  3.22s/it]
40it [02:07,  3.27s/it]
41it [02:10,  3.31s/it]
42it [02:13,  3.25s/it]
43it [02:17,  3.30s/it]
44it [02:20,  3.39s/it]
45it [02:24,  3.42s/it]
46it [02:27,  3.42s/it]
47it [02:31,  3.44s/it]
48it [02:34,  3.44s/it]
49it [02:37,  3.33s/it]
50it [02:40,  3.25s/it]
51it [02:43,  3.22s/it]
52it [02:47,  3.18s/it]
53it [02:50,  3.25s/it]
54it [02:53,  3.22s/it]
55it [02:56,  3.17s/it]
56it [02:59,  3.15s/it]
57it [03:02,  3.13s/it]
58it [03:05,  3.11s/it]
59it [03:08,  3.10s/it]
60it [03:12,  3.09s/it]
61it [03:15,  3.09s/it]
62it [03:18,  3.08s/it]
63it [03:21,  3.11s/it]
64it [03:24,  3.09s/it]
65it [03:27,  3.08s/it]
66it [03:30,  3.10s/it]
67it [03:33,  3.13s/it]
68it [03:37,  3.14s/it]
69it [03:40,  3.12s/it]
70it [03:43,  3.10s/it]
71it [03:46,  3.13s/it]
72it [03:49,  3.13s/it]
73it [03:52,  3.11s/it]
74it [03:55,  3.10s/it]
75it [03:58,  3.09s/it]
76it [04:02,  3.20s/it]
77it [04:05,  3.16s/it]
78it [04:08,  3.13s/it]
79it [04:11,  3.11s/it]
80it [04:14,  3.10s/it]
81it [04:14,  2.32s/it]
81it [04:14,  3.15s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.43s/it]
2it [00:02,  1.49s/it]
3it [00:04,  1.47s/it]
4it [00:05,  1.46s/it]
5it [00:07,  1.45s/it]
6it [00:08,  1.46s/it]
7it [00:10,  1.49s/it]
8it [00:11,  1.54s/it]
9it [00:13,  1.54s/it]
10it [00:15,  1.54s/it]
11it [00:16,  1.54s/it]
12it [00:18,  1.54s/it]
13it [00:19,  1.34s/it]
13it [00:19,  1.46s/it]
+[Test set] Epoch: 73, Accuracy: 81.32%
+
+epoch 73, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.08s/it]
2it [00:06,  3.07s/it]
3it [00:09,  3.09s/it]
4it [00:12,  3.08s/it]
5it [00:15,  3.08s/it]
6it [00:18,  3.07s/it]
7it [00:21,  3.07s/it]
8it [00:24,  3.07s/it]
9it [00:27,  3.06s/it]
10it [00:30,  3.12s/it]
11it [00:33,  3.10s/it]
12it [00:37,  3.09s/it]
13it [00:40,  3.13s/it]
14it [00:43,  3.14s/it]
15it [00:46,  3.21s/it]
16it [00:50,  3.28s/it]
17it [00:53,  3.33s/it]
18it [00:57,  3.36s/it]
19it [01:00,  3.40s/it]
20it [01:03,  3.30s/it]
21it [01:06,  3.24s/it]
22it [01:09,  3.19s/it]
23it [01:12,  3.16s/it]
24it [01:16,  3.16s/it]
25it [01:19,  3.14s/it]
26it [01:22,  3.12s/it]
27it [01:25,  3.10s/it]
28it [01:28,  3.10s/it]
29it [01:31,  3.12s/it]
30it [01:34,  3.11s/it]
31it [01:37,  3.10s/it]
32it [01:40,  3.10s/it]
33it [01:44,  3.18s/it]
34it [01:47,  3.29s/it]
35it [01:51,  3.37s/it]
36it [01:54,  3.29s/it]
37it [01:57,  3.24s/it]
38it [02:00,  3.19s/it]
39it [02:03,  3.25s/it]
40it [02:07,  3.20s/it]
41it [02:10,  3.16s/it]
42it [02:13,  3.13s/it]
43it [02:16,  3.12s/it]
44it [02:19,  3.14s/it]
45it [02:22,  3.18s/it]
46it [02:25,  3.14s/it]
47it [02:28,  3.12s/it]
48it [02:32,  3.22s/it]
49it [02:35,  3.17s/it]
50it [02:38,  3.14s/it]
51it [02:41,  3.12s/it]
52it [02:44,  3.10s/it]
53it [02:47,  3.11s/it]
54it [02:50,  3.10s/it]
55it [02:53,  3.09s/it]
56it [02:56,  3.08s/it]
57it [02:59,  3.08s/it]
58it [03:03,  3.10s/it]
59it [03:06,  3.09s/it]
60it [03:09,  3.08s/it]
61it [03:12,  3.07s/it]
62it [03:15,  3.07s/it]
63it [03:18,  3.09s/it]
64it [03:21,  3.08s/it]
65it [03:24,  3.08s/it]
66it [03:27,  3.07s/it]
67it [03:31,  3.16s/it]
68it [03:34,  3.16s/it]
69it [03:37,  3.13s/it]
70it [03:40,  3.11s/it]
71it [03:43,  3.17s/it]
72it [03:47,  3.26s/it]
73it [03:50,  3.33s/it]
74it [03:54,  3.36s/it]
75it [03:57,  3.39s/it]
76it [04:00,  3.41s/it]
77it [04:04,  3.42s/it]
78it [04:07,  3.44s/it]
79it [04:11,  3.45s/it]
80it [04:14,  3.44s/it]
81it [04:15,  2.60s/it]
81it [04:15,  3.15s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.44s/it]
2it [00:02,  1.44s/it]
3it [00:04,  1.48s/it]
4it [00:05,  1.46s/it]
5it [00:07,  1.49s/it]
6it [00:08,  1.51s/it]
7it [00:10,  1.49s/it]
8it [00:11,  1.48s/it]
9it [00:13,  1.47s/it]
10it [00:14,  1.46s/it]
11it [00:16,  1.46s/it]
12it [00:17,  1.45s/it]
13it [00:18,  1.25s/it]
13it [00:18,  1.42s/it]
+[Test set] Epoch: 74, Accuracy: 80.98%
+
+epoch 74, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.12s/it]
2it [00:06,  3.10s/it]
3it [00:09,  3.09s/it]
4it [00:12,  3.09s/it]
5it [00:15,  3.09s/it]
6it [00:18,  3.12s/it]
7it [00:21,  3.11s/it]
8it [00:25,  3.22s/it]
9it [00:28,  3.30s/it]
10it [00:32,  3.35s/it]
11it [00:35,  3.36s/it]
12it [00:38,  3.27s/it]
13it [00:41,  3.21s/it]
14it [00:44,  3.17s/it]
15it [00:47,  3.16s/it]
16it [00:50,  3.13s/it]
17it [00:53,  3.11s/it]
18it [00:57,  3.10s/it]
19it [01:00,  3.09s/it]
20it [01:03,  3.14s/it]
21it [01:06,  3.12s/it]
22it [01:09,  3.19s/it]
23it [01:13,  3.28s/it]
24it [01:16,  3.35s/it]
25it [01:20,  3.38s/it]
26it [01:23,  3.41s/it]
27it [01:27,  3.43s/it]
28it [01:30,  3.44s/it]
29it [01:34,  3.44s/it]
30it [01:37,  3.43s/it]
31it [01:40,  3.32s/it]
32it [01:43,  3.26s/it]
33it [01:46,  3.20s/it]
34it [01:49,  3.17s/it]
35it [01:52,  3.13s/it]
36it [01:55,  3.11s/it]
37it [01:59,  3.09s/it]
38it [02:02,  3.08s/it]
39it [02:05,  3.08s/it]
40it [02:08,  3.07s/it]
41it [02:11,  3.06s/it]
42it [02:14,  3.06s/it]
43it [02:17,  3.06s/it]
44it [02:20,  3.07s/it]
45it [02:23,  3.06s/it]
46it [02:26,  3.06s/it]
47it [02:29,  3.06s/it]
48it [02:32,  3.06s/it]
49it [02:36,  3.15s/it]
50it [02:39,  3.17s/it]
51it [02:42,  3.14s/it]
52it [02:45,  3.12s/it]
53it [02:48,  3.10s/it]
54it [02:51,  3.12s/it]
55it [02:54,  3.10s/it]
56it [02:57,  3.09s/it]
57it [03:00,  3.11s/it]
58it [03:03,  3.09s/it]
59it [03:07,  3.14s/it]
60it [03:10,  3.22s/it]
61it [03:14,  3.36s/it]
62it [03:17,  3.40s/it]
63it [03:21,  3.43s/it]
64it [03:24,  3.33s/it]
65it [03:27,  3.26s/it]
66it [03:30,  3.21s/it]
67it [03:33,  3.18s/it]
68it [03:36,  3.17s/it]
69it [03:39,  3.14s/it]
70it [03:43,  3.14s/it]
71it [03:46,  3.13s/it]
72it [03:49,  3.13s/it]
73it [03:52,  3.12s/it]
74it [03:55,  3.11s/it]
75it [03:58,  3.10s/it]
76it [04:01,  3.09s/it]
77it [04:04,  3.15s/it]
78it [04:08,  3.22s/it]
79it [04:11,  3.19s/it]
80it [04:14,  3.27s/it]
81it [04:15,  2.47s/it]
81it [04:15,  3.15s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.46s/it]
2it [00:02,  1.44s/it]
3it [00:04,  1.44s/it]
4it [00:05,  1.44s/it]
5it [00:07,  1.48s/it]
6it [00:08,  1.48s/it]
7it [00:10,  1.50s/it]
8it [00:11,  1.48s/it]
9it [00:13,  1.46s/it]
10it [00:14,  1.46s/it]
11it [00:16,  1.45s/it]
12it [00:17,  1.45s/it]
13it [00:18,  1.26s/it]
13it [00:18,  1.41s/it]
+[Test set] Epoch: 75, Accuracy: 80.68%
+
+epoch 75, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.14s/it]
2it [00:06,  3.27s/it]
3it [00:09,  3.19s/it]
4it [00:12,  3.17s/it]
5it [00:16,  3.23s/it]
6it [00:19,  3.22s/it]
7it [00:22,  3.17s/it]
8it [00:25,  3.15s/it]
9it [00:28,  3.24s/it]
10it [00:32,  3.30s/it]
11it [00:35,  3.35s/it]
12it [00:38,  3.30s/it]
13it [00:42,  3.29s/it]
14it [00:45,  3.36s/it]
15it [00:48,  3.32s/it]
16it [00:52,  3.26s/it]
17it [00:55,  3.20s/it]
18it [00:58,  3.16s/it]
19it [01:01,  3.13s/it]
20it [01:04,  3.13s/it]
21it [01:07,  3.19s/it]
22it [01:10,  3.15s/it]
23it [01:13,  3.12s/it]
24it [01:16,  3.10s/it]
25it [01:20,  3.16s/it]
26it [01:23,  3.13s/it]
27it [01:26,  3.11s/it]
28it [01:29,  3.14s/it]
29it [01:32,  3.12s/it]
30it [01:35,  3.13s/it]
31it [01:38,  3.11s/it]
32it [01:41,  3.10s/it]
33it [01:44,  3.09s/it]
34it [01:48,  3.09s/it]
35it [01:51,  3.14s/it]
36it [01:54,  3.15s/it]
37it [01:57,  3.13s/it]
38it [02:00,  3.11s/it]
39it [02:04,  3.23s/it]
40it [02:07,  3.30s/it]
41it [02:11,  3.35s/it]
42it [02:14,  3.30s/it]
43it [02:17,  3.22s/it]
44it [02:20,  3.17s/it]
45it [02:23,  3.25s/it]
46it [02:27,  3.30s/it]
47it [02:30,  3.23s/it]
48it [02:33,  3.21s/it]
49it [02:36,  3.29s/it]
50it [02:40,  3.34s/it]
51it [02:43,  3.37s/it]
52it [02:47,  3.42s/it]
53it [02:50,  3.43s/it]
54it [02:54,  3.45s/it]
55it [02:57,  3.45s/it]
56it [03:01,  3.40s/it]
57it [03:04,  3.42s/it]
58it [03:07,  3.42s/it]
59it [03:11,  3.33s/it]
60it [03:14,  3.25s/it]
61it [03:17,  3.19s/it]
62it [03:20,  3.14s/it]
63it [03:23,  3.12s/it]
64it [03:26,  3.20s/it]
65it [03:30,  3.27s/it]
66it [03:33,  3.24s/it]
67it [03:36,  3.18s/it]
68it [03:39,  3.21s/it]
69it [03:42,  3.16s/it]
70it [03:45,  3.12s/it]
71it [03:48,  3.10s/it]
72it [03:52,  3.20s/it]
73it [03:55,  3.26s/it]
74it [03:58,  3.31s/it]
75it [04:02,  3.35s/it]
76it [04:05,  3.37s/it]
77it [04:09,  3.39s/it]
78it [04:12,  3.43s/it]
79it [04:16,  3.42s/it]
80it [04:19,  3.31s/it]
81it [04:19,  2.46s/it]
81it [04:19,  3.21s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.42s/it]
2it [00:02,  1.46s/it]
3it [00:04,  1.44s/it]
4it [00:05,  1.43s/it]
5it [00:07,  1.43s/it]
6it [00:08,  1.43s/it]
7it [00:10,  1.42s/it]
8it [00:11,  1.44s/it]
9it [00:12,  1.46s/it]
10it [00:14,  1.48s/it]
11it [00:16,  1.50s/it]
12it [00:17,  1.53s/it]
13it [00:18,  1.32s/it]
13it [00:18,  1.42s/it]
+[Test set] Epoch: 76, Accuracy: 81.03%
+
+epoch 76, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.46s/it]
2it [00:06,  3.48s/it]
3it [00:10,  3.46s/it]
4it [00:13,  3.47s/it]
5it [00:16,  3.31s/it]
6it [00:19,  3.23s/it]
7it [00:23,  3.17s/it]
8it [00:26,  3.19s/it]
9it [00:29,  3.16s/it]
10it [00:32,  3.10s/it]
11it [00:35,  3.05s/it]
12it [00:38,  3.19s/it]
13it [00:41,  3.15s/it]
14it [00:45,  3.22s/it]
15it [00:48,  3.28s/it]
16it [00:52,  3.33s/it]
17it [00:55,  3.27s/it]
18it [00:58,  3.32s/it]
19it [01:01,  3.32s/it]
20it [01:05,  3.27s/it]
21it [01:08,  3.21s/it]
22it [01:11,  3.18s/it]
23it [01:14,  3.17s/it]
24it [01:17,  3.17s/it]
25it [01:20,  3.13s/it]
26it [01:23,  3.19s/it]
27it [01:27,  3.14s/it]
28it [01:30,  3.11s/it]
29it [01:33,  3.17s/it]
30it [01:36,  3.24s/it]
31it [01:40,  3.30s/it]
32it [01:43,  3.28s/it]
33it [01:46,  3.23s/it]
34it [01:49,  3.29s/it]
35it [01:53,  3.22s/it]
36it [01:56,  3.22s/it]
37it [01:59,  3.30s/it]
38it [02:03,  3.36s/it]
39it [02:06,  3.27s/it]
40it [02:09,  3.21s/it]
41it [02:12,  3.17s/it]
42it [02:15,  3.15s/it]
43it [02:18,  3.14s/it]
44it [02:21,  3.12s/it]
45it [02:24,  3.10s/it]
46it [02:27,  3.09s/it]
47it [02:30,  3.07s/it]
48it [02:34,  3.19s/it]
49it [02:37,  3.26s/it]
50it [02:40,  3.23s/it]
51it [02:43,  3.18s/it]
52it [02:47,  3.23s/it]
53it [02:50,  3.19s/it]
54it [02:53,  3.15s/it]
55it [02:56,  3.21s/it]
56it [03:00,  3.28s/it]
57it [03:03,  3.34s/it]
58it [03:06,  3.30s/it]
59it [03:10,  3.23s/it]
60it [03:13,  3.18s/it]
61it [03:16,  3.14s/it]
62it [03:19,  3.14s/it]
63it [03:22,  3.23s/it]
64it [03:26,  3.29s/it]
65it [03:29,  3.26s/it]
66it [03:32,  3.20s/it]
67it [03:35,  3.24s/it]
68it [03:39,  3.31s/it]
69it [03:42,  3.35s/it]
70it [03:45,  3.30s/it]
71it [03:48,  3.23s/it]
72it [03:52,  3.29s/it]
73it [03:55,  3.29s/it]
74it [03:59,  3.36s/it]
75it [04:02,  3.39s/it]
76it [04:06,  3.41s/it]
77it [04:09,  3.43s/it]
78it [04:12,  3.36s/it]
79it [04:16,  3.39s/it]
80it [04:19,  3.40s/it]
81it [04:20,  2.57s/it]
81it [04:20,  3.21s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.54s/it]
2it [00:03,  1.52s/it]
3it [00:04,  1.49s/it]
4it [00:06,  1.50s/it]
5it [00:07,  1.51s/it]
6it [00:09,  1.52s/it]
7it [00:10,  1.49s/it]
8it [00:11,  1.47s/it]
9it [00:13,  1.45s/it]
10it [00:14,  1.48s/it]
11it [00:16,  1.48s/it]
12it [00:17,  1.47s/it]
13it [00:18,  1.26s/it]
13it [00:18,  1.43s/it]
+[Test set] Epoch: 77, Accuracy: 80.83%
+
+epoch 77, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.42s/it]
2it [00:06,  3.43s/it]
3it [00:10,  3.43s/it]
4it [00:13,  3.29s/it]
5it [00:16,  3.21s/it]
6it [00:19,  3.15s/it]
7it [00:22,  3.25s/it]
8it [00:26,  3.34s/it]
9it [00:29,  3.36s/it]
10it [00:33,  3.39s/it]
11it [00:36,  3.40s/it]
12it [00:39,  3.31s/it]
13it [00:42,  3.26s/it]
14it [00:46,  3.20s/it]
15it [00:49,  3.15s/it]
16it [00:52,  3.12s/it]
17it [00:55,  3.10s/it]
18it [00:58,  3.10s/it]
19it [01:01,  3.08s/it]
20it [01:04,  3.10s/it]
21it [01:07,  3.09s/it]
22it [01:10,  3.07s/it]
23it [01:13,  3.09s/it]
24it [01:16,  3.08s/it]
25it [01:20,  3.19s/it]
26it [01:23,  3.27s/it]
27it [01:27,  3.33s/it]
28it [01:30,  3.37s/it]
29it [01:33,  3.31s/it]
30it [01:36,  3.28s/it]
31it [01:40,  3.22s/it]
32it [01:43,  3.29s/it]
33it [01:46,  3.26s/it]
34it [01:49,  3.20s/it]
35it [01:52,  3.16s/it]
36it [01:55,  3.17s/it]
37it [01:59,  3.27s/it]
38it [02:02,  3.34s/it]
39it [02:06,  3.38s/it]
40it [02:09,  3.40s/it]
41it [02:13,  3.43s/it]
42it [02:16,  3.44s/it]
43it [02:20,  3.45s/it]
44it [02:23,  3.37s/it]
45it [02:26,  3.28s/it]
46it [02:29,  3.23s/it]
47it [02:32,  3.18s/it]
48it [02:35,  3.19s/it]
49it [02:39,  3.19s/it]
50it [02:42,  3.15s/it]
51it [02:45,  3.15s/it]
52it [02:48,  3.12s/it]
53it [02:51,  3.11s/it]
54it [02:54,  3.10s/it]
55it [02:57,  3.09s/it]
56it [03:00,  3.10s/it]
57it [03:03,  3.10s/it]
58it [03:06,  3.08s/it]
59it [03:09,  3.07s/it]
60it [03:13,  3.06s/it]
61it [03:16,  3.15s/it]
62it [03:19,  3.24s/it]
63it [03:23,  3.30s/it]
64it [03:26,  3.35s/it]
65it [03:30,  3.38s/it]
66it [03:33,  3.41s/it]
67it [03:37,  3.43s/it]
68it [03:40,  3.43s/it]
69it [03:44,  3.44s/it]
70it [03:47,  3.44s/it]
71it [03:50,  3.32s/it]
72it [03:53,  3.24s/it]
73it [03:56,  3.18s/it]
74it [03:59,  3.14s/it]
75it [04:03,  3.21s/it]
76it [04:06,  3.20s/it]
77it [04:09,  3.15s/it]
78it [04:12,  3.12s/it]
79it [04:15,  3.09s/it]
80it [04:18,  3.08s/it]
81it [04:18,  2.31s/it]
81it [04:18,  3.20s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.42s/it]
2it [00:02,  1.42s/it]
3it [00:04,  1.42s/it]
4it [00:05,  1.42s/it]
5it [00:07,  1.42s/it]
6it [00:08,  1.42s/it]
7it [00:09,  1.42s/it]
8it [00:11,  1.42s/it]
9it [00:12,  1.45s/it]
10it [00:14,  1.44s/it]
11it [00:15,  1.43s/it]
12it [00:17,  1.42s/it]
13it [00:17,  1.23s/it]
13it [00:17,  1.37s/it]
+[Test set] Epoch: 78, Accuracy: 80.81%
+
+epoch 78, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.05s/it]
2it [00:06,  3.10s/it]
3it [00:09,  3.26s/it]
4it [00:13,  3.34s/it]
5it [00:16,  3.37s/it]
6it [00:19,  3.30s/it]
7it [00:22,  3.22s/it]
8it [00:25,  3.22s/it]
9it [00:29,  3.27s/it]
10it [00:32,  3.21s/it]
11it [00:35,  3.16s/it]
12it [00:38,  3.12s/it]
13it [00:41,  3.18s/it]
14it [00:45,  3.29s/it]
15it [00:48,  3.25s/it]
16it [00:51,  3.22s/it]
17it [00:55,  3.26s/it]
18it [00:58,  3.21s/it]
19it [01:01,  3.17s/it]
20it [01:04,  3.15s/it]
21it [01:07,  3.13s/it]
22it [01:10,  3.15s/it]
23it [01:13,  3.12s/it]
24it [01:16,  3.16s/it]
25it [01:19,  3.13s/it]
26it [01:23,  3.11s/it]
27it [01:26,  3.11s/it]
28it [01:29,  3.15s/it]
29it [01:32,  3.12s/it]
30it [01:35,  3.13s/it]
31it [01:39,  3.22s/it]
32it [01:42,  3.29s/it]
33it [01:45,  3.33s/it]
34it [01:49,  3.37s/it]
35it [01:52,  3.39s/it]
36it [01:56,  3.41s/it]
37it [01:59,  3.45s/it]
38it [02:02,  3.37s/it]
39it [02:06,  3.27s/it]
40it [02:09,  3.23s/it]
41it [02:12,  3.18s/it]
42it [02:15,  3.15s/it]
43it [02:18,  3.12s/it]
44it [02:21,  3.09s/it]
45it [02:24,  3.19s/it]
46it [02:28,  3.23s/it]
47it [02:31,  3.18s/it]
48it [02:34,  3.25s/it]
49it [02:37,  3.28s/it]
50it [02:41,  3.32s/it]
51it [02:44,  3.37s/it]
52it [02:48,  3.40s/it]
53it [02:51,  3.41s/it]
54it [02:55,  3.44s/it]
55it [02:58,  3.46s/it]
56it [03:02,  3.47s/it]
57it [03:05,  3.38s/it]
58it [03:08,  3.30s/it]
59it [03:12,  3.38s/it]
60it [03:15,  3.42s/it]
61it [03:19,  3.45s/it]
62it [03:22,  3.45s/it]
63it [03:26,  3.45s/it]
64it [03:29,  3.36s/it]
65it [03:32,  3.37s/it]
66it [03:35,  3.29s/it]
67it [03:38,  3.25s/it]
68it [03:41,  3.20s/it]
69it [03:45,  3.28s/it]
70it [03:48,  3.31s/it]
71it [03:51,  3.24s/it]
72it [03:54,  3.18s/it]
73it [03:57,  3.15s/it]
74it [04:01,  3.14s/it]
75it [04:04,  3.12s/it]
76it [04:07,  3.10s/it]
77it [04:10,  3.14s/it]
78it [04:13,  3.12s/it]
79it [04:16,  3.10s/it]
80it [04:19,  3.09s/it]
81it [04:20,  2.32s/it]
81it [04:20,  3.21s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.42s/it]
2it [00:02,  1.43s/it]
3it [00:04,  1.43s/it]
4it [00:05,  1.43s/it]
5it [00:07,  1.43s/it]
6it [00:08,  1.43s/it]
7it [00:09,  1.42s/it]
8it [00:11,  1.43s/it]
9it [00:12,  1.43s/it]
10it [00:14,  1.43s/it]
11it [00:15,  1.43s/it]
12it [00:17,  1.43s/it]
13it [00:17,  1.23s/it]
13it [00:17,  1.38s/it]
+[Test set] Epoch: 79, Accuracy: 80.62%
+
+epoch 79, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.44s/it]
2it [00:07,  3.53s/it]
3it [00:10,  3.51s/it]
4it [00:13,  3.49s/it]
5it [00:17,  3.50s/it]
6it [00:21,  3.51s/it]
7it [00:24,  3.42s/it]
8it [00:27,  3.31s/it]
9it [00:30,  3.24s/it]
10it [00:33,  3.23s/it]
11it [00:36,  3.18s/it]
12it [00:39,  3.16s/it]
13it [00:42,  3.17s/it]
14it [00:46,  3.14s/it]
15it [00:49,  3.12s/it]
16it [00:52,  3.10s/it]
17it [00:55,  3.12s/it]
18it [00:58,  3.18s/it]
19it [01:02,  3.26s/it]
20it [01:05,  3.21s/it]
21it [01:08,  3.22s/it]
22it [01:11,  3.18s/it]
23it [01:14,  3.16s/it]
24it [01:17,  3.13s/it]
25it [01:20,  3.11s/it]
26it [01:24,  3.21s/it]
27it [01:27,  3.29s/it]
28it [01:31,  3.31s/it]
29it [01:34,  3.23s/it]
30it [01:37,  3.17s/it]
31it [01:40,  3.14s/it]
32it [01:43,  3.11s/it]
33it [01:46,  3.09s/it]
34it [01:49,  3.08s/it]
35it [01:52,  3.07s/it]
36it [01:55,  3.15s/it]
37it [01:58,  3.12s/it]
38it [02:01,  3.11s/it]
39it [02:04,  3.09s/it]
40it [02:08,  3.10s/it]
41it [02:11,  3.20s/it]
42it [02:14,  3.30s/it]
43it [02:18,  3.35s/it]
44it [02:21,  3.31s/it]
45it [02:24,  3.24s/it]
46it [02:27,  3.21s/it]
47it [02:31,  3.19s/it]
48it [02:34,  3.27s/it]
49it [02:37,  3.33s/it]
50it [02:41,  3.38s/it]
51it [02:44,  3.29s/it]
52it [02:47,  3.21s/it]
53it [02:50,  3.16s/it]
54it [02:53,  3.22s/it]
55it [02:57,  3.26s/it]
56it [03:00,  3.22s/it]
57it [03:03,  3.17s/it]
58it [03:06,  3.14s/it]
59it [03:09,  3.11s/it]
60it [03:12,  3.17s/it]
61it [03:16,  3.26s/it]
62it [03:19,  3.23s/it]
63it [03:22,  3.28s/it]
64it [03:26,  3.22s/it]
65it [03:29,  3.22s/it]
66it [03:32,  3.17s/it]
67it [03:35,  3.14s/it]
68it [03:38,  3.11s/it]
69it [03:41,  3.10s/it]
70it [03:44,  3.08s/it]
71it [03:47,  3.07s/it]
72it [03:51,  3.20s/it]
73it [03:54,  3.29s/it]
74it [03:58,  3.34s/it]
75it [04:01,  3.40s/it]
76it [04:05,  3.43s/it]
77it [04:08,  3.44s/it]
78it [04:12,  3.46s/it]
79it [04:15,  3.47s/it]
80it [04:19,  3.48s/it]
81it [04:19,  2.62s/it]
81it [04:19,  3.21s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.53s/it]
2it [00:03,  1.58s/it]
3it [00:04,  1.55s/it]
4it [00:06,  1.57s/it]
5it [00:07,  1.58s/it]
6it [00:09,  1.58s/it]
7it [00:10,  1.57s/it]
8it [00:12,  1.58s/it]
9it [00:14,  1.56s/it]
10it [00:15,  1.55s/it]
11it [00:17,  1.55s/it]
12it [00:18,  1.55s/it]
13it [00:19,  1.35s/it]
13it [00:19,  1.51s/it]
+[Test set] Epoch: 80, Accuracy: 80.53%
+
+epoch 80, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.48s/it]
2it [00:06,  3.47s/it]
3it [00:10,  3.48s/it]
4it [00:13,  3.51s/it]
5it [00:17,  3.51s/it]
6it [00:20,  3.49s/it]
7it [00:24,  3.50s/it]
8it [00:28,  3.51s/it]
9it [00:31,  3.51s/it]
10it [00:34,  3.49s/it]
11it [00:38,  3.50s/it]
12it [00:41,  3.49s/it]
13it [00:45,  3.48s/it]
14it [00:48,  3.48s/it]
15it [00:52,  3.47s/it]
16it [00:55,  3.47s/it]
17it [00:59,  3.48s/it]
18it [01:02,  3.47s/it]
19it [01:06,  3.47s/it]
20it [01:09,  3.47s/it]
21it [01:13,  3.47s/it]
22it [01:16,  3.48s/it]
23it [01:20,  3.46s/it]
24it [01:23,  3.46s/it]
25it [01:27,  3.46s/it]
26it [01:30,  3.44s/it]
27it [01:33,  3.34s/it]
28it [01:36,  3.38s/it]
29it [01:40,  3.37s/it]
30it [01:43,  3.40s/it]
31it [01:47,  3.40s/it]
32it [01:50,  3.39s/it]
33it [01:53,  3.34s/it]
34it [01:57,  3.38s/it]
35it [02:00,  3.43s/it]
36it [02:04,  3.44s/it]
37it [02:07,  3.46s/it]
38it [02:11,  3.47s/it]
39it [02:14,  3.48s/it]
40it [02:18,  3.48s/it]
41it [02:21,  3.48s/it]
42it [02:25,  3.47s/it]
43it [02:28,  3.47s/it]
44it [02:32,  3.46s/it]
45it [02:35,  3.47s/it]
46it [02:39,  3.48s/it]
47it [02:42,  3.47s/it]
48it [02:46,  3.47s/it]
49it [02:49,  3.47s/it]
50it [02:52,  3.47s/it]
51it [02:55,  3.34s/it]
52it [02:59,  3.38s/it]
53it [03:02,  3.40s/it]
54it [03:06,  3.42s/it]
55it [03:09,  3.43s/it]
56it [03:13,  3.44s/it]
57it [03:16,  3.43s/it]
58it [03:20,  3.43s/it]
59it [03:23,  3.44s/it]
60it [03:27,  3.47s/it]
61it [03:30,  3.48s/it]
62it [03:34,  3.50s/it]
63it [03:37,  3.49s/it]
64it [03:41,  3.48s/it]
65it [03:44,  3.49s/it]
66it [03:48,  3.49s/it]
67it [03:51,  3.49s/it]
68it [03:55,  3.50s/it]
69it [03:58,  3.47s/it]
70it [04:01,  3.37s/it]
71it [04:04,  3.34s/it]
72it [04:08,  3.34s/it]
73it [04:11,  3.38s/it]
74it [04:15,  3.44s/it]
75it [04:18,  3.45s/it]
76it [04:21,  3.37s/it]
77it [04:25,  3.41s/it]
78it [04:28,  3.44s/it]
79it [04:32,  3.44s/it]
80it [04:35,  3.46s/it]
81it [04:36,  2.61s/it]
81it [04:36,  3.41s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.52s/it]
2it [00:03,  1.54s/it]
3it [00:04,  1.54s/it]
4it [00:06,  1.54s/it]
5it [00:07,  1.54s/it]
6it [00:09,  1.54s/it]
7it [00:10,  1.53s/it]
8it [00:12,  1.51s/it]
9it [00:13,  1.49s/it]
10it [00:15,  1.48s/it]
11it [00:16,  1.48s/it]
12it [00:18,  1.48s/it]
13it [00:18,  1.27s/it]
13it [00:18,  1.45s/it]
+[Test set] Epoch: 81, Accuracy: 80.55%
+
+epoch 81, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.05s/it]
2it [00:06,  3.29s/it]
3it [00:09,  3.37s/it]
4it [00:13,  3.41s/it]
5it [00:16,  3.44s/it]
6it [00:20,  3.45s/it]
7it [00:23,  3.43s/it]
8it [00:27,  3.46s/it]
9it [00:30,  3.47s/it]
10it [00:34,  3.51s/it]
11it [00:37,  3.49s/it]
12it [00:41,  3.48s/it]
13it [00:44,  3.48s/it]
14it [00:48,  3.47s/it]
15it [00:51,  3.47s/it]
16it [00:55,  3.46s/it]
17it [00:58,  3.47s/it]
18it [01:01,  3.36s/it]
19it [01:05,  3.37s/it]
20it [01:08,  3.40s/it]
21it [01:12,  3.41s/it]
22it [01:15,  3.43s/it]
23it [01:18,  3.44s/it]
24it [01:22,  3.44s/it]
25it [01:25,  3.45s/it]
26it [01:29,  3.46s/it]
27it [01:32,  3.46s/it]
28it [01:36,  3.46s/it]
29it [01:39,  3.47s/it]
30it [01:43,  3.48s/it]
31it [01:46,  3.46s/it]
32it [01:50,  3.47s/it]
33it [01:53,  3.44s/it]
34it [01:57,  3.47s/it]
35it [02:00,  3.48s/it]
36it [02:04,  3.46s/it]
37it [02:07,  3.46s/it]
38it [02:10,  3.46s/it]
39it [02:14,  3.46s/it]
40it [02:17,  3.46s/it]
41it [02:21,  3.46s/it]
42it [02:24,  3.46s/it]
43it [02:28,  3.47s/it]
44it [02:31,  3.47s/it]
45it [02:35,  3.47s/it]
46it [02:38,  3.47s/it]
47it [02:42,  3.50s/it]
48it [02:45,  3.50s/it]
49it [02:49,  3.49s/it]
50it [02:52,  3.48s/it]
51it [02:56,  3.48s/it]
52it [02:59,  3.47s/it]
53it [03:03,  3.46s/it]
54it [03:06,  3.46s/it]
55it [03:09,  3.46s/it]
56it [03:13,  3.45s/it]
57it [03:16,  3.47s/it]
58it [03:20,  3.46s/it]
59it [03:23,  3.46s/it]
60it [03:27,  3.46s/it]
61it [03:30,  3.46s/it]
62it [03:34,  3.46s/it]
63it [03:37,  3.47s/it]
64it [03:41,  3.49s/it]
65it [03:44,  3.48s/it]
66it [03:48,  3.48s/it]
67it [03:51,  3.51s/it]
68it [03:55,  3.49s/it]
69it [03:58,  3.51s/it]
70it [04:02,  3.52s/it]
71it [04:05,  3.51s/it]
72it [04:09,  3.49s/it]
73it [04:12,  3.48s/it]
74it [04:16,  3.47s/it]
75it [04:19,  3.47s/it]
76it [04:23,  3.46s/it]
77it [04:26,  3.47s/it]
78it [04:29,  3.46s/it]
79it [04:33,  3.46s/it]
80it [04:36,  3.47s/it]
81it [04:37,  2.62s/it]
81it [04:37,  3.43s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.54s/it]
2it [00:03,  1.54s/it]
3it [00:04,  1.53s/it]
4it [00:06,  1.51s/it]
5it [00:07,  1.48s/it]
6it [00:08,  1.46s/it]
7it [00:10,  1.46s/it]
8it [00:11,  1.48s/it]
9it [00:13,  1.49s/it]
10it [00:14,  1.51s/it]
11it [00:16,  1.52s/it]
12it [00:18,  1.52s/it]
13it [00:18,  1.32s/it]
13it [00:18,  1.45s/it]
+[Test set] Epoch: 82, Accuracy: 81.20%
+
+epoch 82, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.47s/it]
2it [00:06,  3.26s/it]
3it [00:09,  3.30s/it]
4it [00:13,  3.32s/it]
5it [00:16,  3.28s/it]
6it [00:19,  3.34s/it]
7it [00:23,  3.30s/it]
8it [00:26,  3.23s/it]
9it [00:29,  3.18s/it]
10it [00:32,  3.14s/it]
11it [00:35,  3.12s/it]
12it [00:38,  3.20s/it]
13it [00:41,  3.16s/it]
14it [00:44,  3.13s/it]
15it [00:48,  3.11s/it]
16it [00:51,  3.10s/it]
17it [00:54,  3.09s/it]
18it [00:57,  3.09s/it]
19it [01:00,  3.08s/it]
20it [01:03,  3.08s/it]
21it [01:06,  3.08s/it]
22it [01:09,  3.08s/it]
23it [01:12,  3.08s/it]
24it [01:15,  3.08s/it]
25it [01:19,  3.17s/it]
26it [01:22,  3.16s/it]
27it [01:25,  3.13s/it]
28it [01:28,  3.13s/it]
29it [01:31,  3.23s/it]
30it [01:35,  3.34s/it]
31it [01:38,  3.38s/it]
32it [01:42,  3.31s/it]
33it [01:45,  3.24s/it]
34it [01:48,  3.19s/it]
35it [01:51,  3.15s/it]
36it [01:54,  3.24s/it]
37it [01:58,  3.30s/it]
38it [02:01,  3.33s/it]
39it [02:04,  3.31s/it]
40it [02:07,  3.25s/it]
41it [02:11,  3.24s/it]
42it [02:14,  3.18s/it]
43it [02:17,  3.14s/it]
44it [02:20,  3.13s/it]
45it [02:23,  3.13s/it]
46it [02:26,  3.20s/it]
47it [02:29,  3.17s/it]
48it [02:32,  3.14s/it]
49it [02:36,  3.11s/it]
50it [02:39,  3.16s/it]
51it [02:42,  3.16s/it]
52it [02:45,  3.13s/it]
53it [02:48,  3.11s/it]
54it [02:52,  3.21s/it]
55it [02:55,  3.28s/it]
56it [02:58,  3.34s/it]
57it [03:02,  3.38s/it]
58it [03:05,  3.29s/it]
59it [03:08,  3.24s/it]
60it [03:12,  3.31s/it]
61it [03:15,  3.37s/it]
62it [03:19,  3.40s/it]
63it [03:22,  3.30s/it]
64it [03:25,  3.24s/it]
65it [03:28,  3.19s/it]
66it [03:31,  3.27s/it]
67it [03:35,  3.33s/it]
68it [03:38,  3.38s/it]
69it [03:42,  3.41s/it]
70it [03:45,  3.39s/it]
71it [03:49,  3.42s/it]
72it [03:52,  3.45s/it]
73it [03:56,  3.46s/it]
74it [03:59,  3.39s/it]
75it [04:02,  3.30s/it]
76it [04:05,  3.24s/it]
77it [04:08,  3.20s/it]
78it [04:11,  3.22s/it]
79it [04:14,  3.18s/it]
80it [04:18,  3.15s/it]
81it [04:18,  2.36s/it]
81it [04:18,  3.19s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.44s/it]
2it [00:02,  1.43s/it]
3it [00:04,  1.44s/it]
4it [00:05,  1.44s/it]
5it [00:07,  1.43s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.44s/it]
8it [00:11,  1.44s/it]
9it [00:12,  1.44s/it]
10it [00:14,  1.44s/it]
11it [00:15,  1.44s/it]
12it [00:17,  1.44s/it]
13it [00:18,  1.24s/it]
13it [00:18,  1.39s/it]
+[Test set] Epoch: 83, Accuracy: 81.37%
+
+epoch 83, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.12s/it]
2it [00:06,  3.09s/it]
3it [00:09,  3.09s/it]
4it [00:12,  3.08s/it]
5it [00:15,  3.08s/it]
6it [00:18,  3.15s/it]
7it [00:22,  3.25s/it]
8it [00:25,  3.23s/it]
9it [00:28,  3.19s/it]
10it [00:31,  3.22s/it]
11it [00:35,  3.29s/it]
12it [00:38,  3.35s/it]
13it [00:42,  3.40s/it]
14it [00:45,  3.42s/it]
15it [00:49,  3.44s/it]
16it [00:52,  3.45s/it]
17it [00:56,  3.44s/it]
18it [00:59,  3.47s/it]
19it [01:03,  3.48s/it]
20it [01:06,  3.47s/it]
21it [01:10,  3.49s/it]
22it [01:13,  3.49s/it]
23it [01:17,  3.48s/it]
24it [01:20,  3.46s/it]
25it [01:23,  3.47s/it]
26it [01:27,  3.49s/it]
27it [01:30,  3.50s/it]
28it [01:34,  3.49s/it]
29it [01:37,  3.36s/it]
30it [01:40,  3.30s/it]
31it [01:43,  3.24s/it]
32it [01:46,  3.18s/it]
33it [01:49,  3.14s/it]
34it [01:52,  3.11s/it]
35it [01:55,  3.09s/it]
36it [01:59,  3.18s/it]
37it [02:02,  3.26s/it]
38it [02:05,  3.21s/it]
39it [02:08,  3.17s/it]
40it [02:12,  3.22s/it]
41it [02:15,  3.17s/it]
42it [02:18,  3.17s/it]
43it [02:21,  3.13s/it]
44it [02:24,  3.10s/it]
45it [02:27,  3.11s/it]
46it [02:30,  3.09s/it]
47it [02:33,  3.09s/it]
48it [02:36,  3.08s/it]
49it [02:39,  3.07s/it]
50it [02:43,  3.08s/it]
51it [02:46,  3.07s/it]
52it [02:49,  3.06s/it]
53it [02:52,  3.06s/it]
54it [02:55,  3.06s/it]
55it [02:58,  3.07s/it]
56it [03:01,  3.18s/it]
57it [03:05,  3.26s/it]
58it [03:08,  3.26s/it]
59it [03:11,  3.20s/it]
60it [03:14,  3.17s/it]
61it [03:17,  3.13s/it]
62it [03:20,  3.11s/it]
63it [03:23,  3.10s/it]
64it [03:26,  3.08s/it]
65it [03:30,  3.15s/it]
66it [03:33,  3.21s/it]
67it [03:36,  3.16s/it]
68it [03:39,  3.13s/it]
69it [03:42,  3.11s/it]
70it [03:45,  3.09s/it]
71it [03:48,  3.11s/it]
72it [03:51,  3.09s/it]
73it [03:55,  3.10s/it]
74it [03:58,  3.08s/it]
75it [04:01,  3.09s/it]
76it [04:04,  3.08s/it]
77it [04:07,  3.08s/it]
78it [04:10,  3.07s/it]
79it [04:13,  3.07s/it]
80it [04:16,  3.09s/it]
81it [04:17,  2.31s/it]
81it [04:17,  3.17s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.42s/it]
2it [00:02,  1.42s/it]
3it [00:04,  1.42s/it]
4it [00:05,  1.42s/it]
5it [00:07,  1.42s/it]
6it [00:08,  1.42s/it]
7it [00:09,  1.42s/it]
8it [00:11,  1.42s/it]
9it [00:12,  1.42s/it]
10it [00:14,  1.45s/it]
11it [00:15,  1.47s/it]
12it [00:17,  1.49s/it]
13it [00:18,  1.29s/it]
13it [00:18,  1.40s/it]
+[Test set] Epoch: 84, Accuracy: 81.30%
+
+epoch 84, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.08s/it]
2it [00:06,  3.06s/it]
3it [00:09,  3.06s/it]
4it [00:12,  3.06s/it]
5it [00:15,  3.13s/it]
6it [00:18,  3.13s/it]
7it [00:22,  3.24s/it]
8it [00:25,  3.32s/it]
9it [00:29,  3.36s/it]
10it [00:32,  3.39s/it]
11it [00:35,  3.40s/it]
12it [00:39,  3.39s/it]
13it [00:42,  3.35s/it]
14it [00:45,  3.26s/it]
15it [00:48,  3.19s/it]
16it [00:51,  3.15s/it]
17it [00:54,  3.12s/it]
18it [00:57,  3.13s/it]
19it [01:01,  3.23s/it]
20it [01:04,  3.30s/it]
21it [01:08,  3.35s/it]
22it [01:11,  3.25s/it]
23it [01:14,  3.31s/it]
24it [01:18,  3.34s/it]
25it [01:21,  3.25s/it]
26it [01:24,  3.19s/it]
27it [01:27,  3.16s/it]
28it [01:30,  3.12s/it]
29it [01:33,  3.10s/it]
30it [01:36,  3.17s/it]
31it [01:39,  3.17s/it]
32it [01:43,  3.16s/it]
33it [01:46,  3.23s/it]
34it [01:49,  3.17s/it]
35it [01:52,  3.14s/it]
36it [01:55,  3.22s/it]
37it [01:59,  3.24s/it]
38it [02:02,  3.18s/it]
39it [02:05,  3.14s/it]
40it [02:08,  3.11s/it]
41it [02:11,  3.09s/it]
42it [02:14,  3.16s/it]
43it [02:18,  3.25s/it]
44it [02:21,  3.32s/it]
45it [02:25,  3.36s/it]
46it [02:28,  3.39s/it]
47it [02:31,  3.30s/it]
48it [02:35,  3.33s/it]
49it [02:38,  3.25s/it]
50it [02:41,  3.19s/it]
51it [02:44,  3.16s/it]
52it [02:47,  3.13s/it]
53it [02:50,  3.11s/it]
54it [02:53,  3.09s/it]
55it [02:56,  3.08s/it]
56it [02:59,  3.09s/it]
57it [03:02,  3.08s/it]
58it [03:05,  3.07s/it]
59it [03:08,  3.07s/it]
60it [03:11,  3.06s/it]
61it [03:14,  3.07s/it]
62it [03:17,  3.07s/it]
63it [03:21,  3.06s/it]
64it [03:24,  3.06s/it]
65it [03:27,  3.06s/it]
66it [03:30,  3.14s/it]
67it [03:33,  3.22s/it]
68it [03:37,  3.21s/it]
69it [03:40,  3.17s/it]
70it [03:43,  3.15s/it]
71it [03:46,  3.21s/it]
72it [03:49,  3.17s/it]
73it [03:52,  3.15s/it]
74it [03:55,  3.15s/it]
75it [03:58,  3.13s/it]
76it [04:02,  3.12s/it]
77it [04:05,  3.11s/it]
78it [04:08,  3.11s/it]
79it [04:11,  3.10s/it]
80it [04:14,  3.11s/it]
81it [04:15,  2.35s/it]
81it [04:15,  3.15s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.44s/it]
2it [00:02,  1.44s/it]
3it [00:04,  1.48s/it]
4it [00:05,  1.51s/it]
5it [00:07,  1.55s/it]
6it [00:09,  1.55s/it]
7it [00:10,  1.57s/it]
8it [00:12,  1.56s/it]
9it [00:13,  1.56s/it]
10it [00:15,  1.55s/it]
11it [00:16,  1.54s/it]
12it [00:18,  1.54s/it]
13it [00:19,  1.33s/it]
13it [00:19,  1.48s/it]
+[Test set] Epoch: 85, Accuracy: 80.95%
+
+epoch 85, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.18s/it]
2it [00:06,  3.12s/it]
3it [00:09,  3.11s/it]
4it [00:12,  3.12s/it]
5it [00:15,  3.15s/it]
6it [00:18,  3.13s/it]
7it [00:21,  3.10s/it]
8it [00:24,  3.09s/it]
9it [00:27,  3.09s/it]
10it [00:31,  3.10s/it]
11it [00:34,  3.11s/it]
12it [00:37,  3.20s/it]
13it [00:40,  3.19s/it]
14it [00:43,  3.17s/it]
15it [00:47,  3.17s/it]
16it [00:50,  3.15s/it]
17it [00:53,  3.12s/it]
18it [00:56,  3.11s/it]
19it [00:59,  3.11s/it]
20it [01:02,  3.09s/it]
21it [01:05,  3.20s/it]
22it [01:09,  3.28s/it]
23it [01:12,  3.33s/it]
24it [01:16,  3.28s/it]
25it [01:19,  3.22s/it]
26it [01:22,  3.17s/it]
27it [01:25,  3.14s/it]
28it [01:28,  3.19s/it]
29it [01:31,  3.15s/it]
30it [01:34,  3.13s/it]
31it [01:37,  3.11s/it]
32it [01:40,  3.10s/it]
33it [01:44,  3.19s/it]
34it [01:47,  3.28s/it]
35it [01:51,  3.40s/it]
36it [01:54,  3.42s/it]
37it [01:58,  3.37s/it]
38it [02:01,  3.39s/it]
39it [02:04,  3.38s/it]
40it [02:07,  3.29s/it]
41it [02:11,  3.23s/it]
42it [02:14,  3.27s/it]
43it [02:17,  3.33s/it]
44it [02:21,  3.26s/it]
45it [02:24,  3.20s/it]
46it [02:27,  3.16s/it]
47it [02:30,  3.14s/it]
48it [02:33,  3.12s/it]
49it [02:36,  3.10s/it]
50it [02:39,  3.09s/it]
51it [02:42,  3.08s/it]
52it [02:45,  3.18s/it]
53it [02:49,  3.18s/it]
54it [02:52,  3.14s/it]
55it [02:55,  3.16s/it]
56it [02:58,  3.14s/it]
57it [03:01,  3.24s/it]
58it [03:05,  3.24s/it]
59it [03:08,  3.19s/it]
60it [03:11,  3.15s/it]
61it [03:14,  3.16s/it]
62it [03:17,  3.13s/it]
63it [03:20,  3.11s/it]
64it [03:23,  3.10s/it]
65it [03:26,  3.09s/it]
66it [03:29,  3.10s/it]
67it [03:32,  3.09s/it]
68it [03:35,  3.08s/it]
69it [03:39,  3.08s/it]
70it [03:42,  3.08s/it]
71it [03:45,  3.09s/it]
72it [03:48,  3.14s/it]
73it [03:51,  3.21s/it]
74it [03:55,  3.29s/it]
75it [03:58,  3.28s/it]
76it [04:01,  3.30s/it]
77it [04:05,  3.24s/it]
78it [04:08,  3.19s/it]
79it [04:11,  3.15s/it]
80it [04:14,  3.13s/it]
81it [04:14,  2.36s/it]
81it [04:14,  3.15s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.53s/it]
2it [00:03,  1.53s/it]
3it [00:04,  1.51s/it]
4it [00:06,  1.49s/it]
5it [00:07,  1.47s/it]
6it [00:08,  1.46s/it]
7it [00:10,  1.49s/it]
8it [00:11,  1.51s/it]
9it [00:13,  1.52s/it]
10it [00:15,  1.53s/it]
11it [00:16,  1.53s/it]
12it [00:18,  1.54s/it]
13it [00:19,  1.33s/it]
13it [00:19,  1.46s/it]
+[Test set] Epoch: 86, Accuracy: 80.74%
+
+epoch 86, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.18s/it]
2it [00:06,  3.12s/it]
3it [00:09,  3.10s/it]
4it [00:12,  3.11s/it]
5it [00:15,  3.09s/it]
6it [00:18,  3.18s/it]
7it [00:22,  3.28s/it]
8it [00:25,  3.34s/it]
9it [00:29,  3.39s/it]
10it [00:32,  3.42s/it]
11it [00:36,  3.44s/it]
12it [00:39,  3.34s/it]
13it [00:42,  3.28s/it]
14it [00:45,  3.24s/it]
15it [00:48,  3.19s/it]
16it [00:51,  3.16s/it]
17it [00:54,  3.14s/it]
18it [00:58,  3.15s/it]
19it [01:01,  3.13s/it]
20it [01:04,  3.12s/it]
21it [01:07,  3.10s/it]
22it [01:10,  3.14s/it]
23it [01:14,  3.25s/it]
24it [01:17,  3.33s/it]
25it [01:21,  3.39s/it]
26it [01:24,  3.31s/it]
27it [01:27,  3.25s/it]
28it [01:33,  4.19s/it]
29it [01:36,  3.86s/it]
30it [01:39,  3.63s/it]
31it [01:43,  3.47s/it]
32it [01:46,  3.34s/it]
33it [01:49,  3.30s/it]
34it [01:52,  3.34s/it]
35it [01:55,  3.25s/it]
36it [01:58,  3.22s/it]
37it [02:01,  3.17s/it]
38it [02:05,  3.14s/it]
39it [02:08,  3.11s/it]
40it [02:11,  3.10s/it]
41it [02:14,  3.16s/it]
42it [02:17,  3.25s/it]
43it [02:20,  3.19s/it]
44it [02:24,  3.17s/it]
45it [02:27,  3.13s/it]
46it [02:30,  3.11s/it]
47it [02:33,  3.10s/it]
48it [02:36,  3.09s/it]
49it [02:39,  3.08s/it]
50it [02:42,  3.07s/it]
51it [02:45,  3.16s/it]
52it [02:49,  3.26s/it]
53it [02:52,  3.20s/it]
54it [02:55,  3.16s/it]
55it [02:58,  3.22s/it]
56it [03:02,  3.28s/it]
57it [03:05,  3.22s/it]
58it [03:08,  3.17s/it]
59it [03:11,  3.23s/it]
60it [03:15,  3.30s/it]
61it [03:18,  3.35s/it]
62it [03:22,  3.39s/it]
63it [03:25,  3.42s/it]
64it [03:28,  3.34s/it]
65it [03:31,  3.28s/it]
66it [03:34,  3.23s/it]
67it [03:38,  3.19s/it]
68it [03:41,  3.21s/it]
69it [03:44,  3.19s/it]
70it [03:47,  3.16s/it]
71it [03:50,  3.14s/it]
72it [03:53,  3.12s/it]
73it [03:56,  3.11s/it]
74it [03:59,  3.11s/it]
75it [04:03,  3.21s/it]
76it [04:06,  3.26s/it]
77it [04:09,  3.21s/it]
78it [04:12,  3.17s/it]
79it [04:16,  3.17s/it]
80it [04:19,  3.16s/it]
81it [04:19,  2.36s/it]
81it [04:19,  3.21s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.44s/it]
2it [00:02,  1.44s/it]
3it [00:04,  1.44s/it]
4it [00:05,  1.44s/it]
5it [00:07,  1.44s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.44s/it]
8it [00:11,  1.44s/it]
9it [00:12,  1.44s/it]
10it [00:14,  1.47s/it]
11it [00:16,  1.49s/it]
12it [00:17,  1.48s/it]
13it [00:18,  1.26s/it]
13it [00:18,  1.40s/it]
+[Test set] Epoch: 87, Accuracy: 80.73%
+
+epoch 87, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.09s/it]
2it [00:06,  3.09s/it]
3it [00:09,  3.10s/it]
4it [00:12,  3.10s/it]
5it [00:15,  3.13s/it]
6it [00:18,  3.12s/it]
7it [00:21,  3.12s/it]
8it [00:24,  3.12s/it]
9it [00:28,  3.11s/it]
10it [00:31,  3.11s/it]
11it [00:34,  3.18s/it]
12it [00:37,  3.28s/it]
13it [00:41,  3.35s/it]
14it [00:44,  3.38s/it]
15it [00:48,  3.40s/it]
16it [00:51,  3.36s/it]
17it [00:54,  3.35s/it]
18it [00:58,  3.28s/it]
19it [01:01,  3.21s/it]
20it [01:04,  3.17s/it]
21it [01:07,  3.13s/it]
22it [01:10,  3.12s/it]
23it [01:13,  3.10s/it]
24it [01:16,  3.09s/it]
25it [01:19,  3.08s/it]
26it [01:22,  3.08s/it]
27it [01:25,  3.07s/it]
28it [01:28,  3.07s/it]
29it [01:31,  3.07s/it]
30it [01:34,  3.07s/it]
31it [01:37,  3.07s/it]
32it [01:41,  3.13s/it]
33it [01:44,  3.13s/it]
34it [01:47,  3.11s/it]
35it [01:50,  3.13s/it]
36it [01:53,  3.11s/it]
37it [01:56,  3.10s/it]
38it [01:59,  3.10s/it]
39it [02:02,  3.10s/it]
40it [02:05,  3.09s/it]
41it [02:09,  3.09s/it]
42it [02:12,  3.20s/it]
43it [02:15,  3.29s/it]
44it [02:19,  3.36s/it]
45it [02:22,  3.28s/it]
46it [02:25,  3.23s/it]
47it [02:28,  3.19s/it]
48it [02:31,  3.18s/it]
49it [02:35,  3.27s/it]
50it [02:39,  3.36s/it]
51it [02:42,  3.39s/it]
52it [02:45,  3.42s/it]
53it [02:49,  3.44s/it]
54it [02:52,  3.35s/it]
55it [02:55,  3.28s/it]
56it [02:59,  3.30s/it]
57it [03:02,  3.36s/it]
58it [03:06,  3.39s/it]
59it [03:09,  3.30s/it]
60it [03:12,  3.24s/it]
61it [03:15,  3.29s/it]
62it [03:18,  3.31s/it]
63it [03:22,  3.25s/it]
64it [03:25,  3.20s/it]
65it [03:28,  3.17s/it]
66it [03:31,  3.15s/it]
67it [03:34,  3.13s/it]
68it [03:37,  3.11s/it]
69it [03:40,  3.10s/it]
70it [03:43,  3.10s/it]
71it [03:46,  3.10s/it]
72it [03:49,  3.10s/it]
73it [03:52,  3.09s/it]
74it [03:56,  3.09s/it]
75it [03:59,  3.12s/it]
76it [04:02,  3.11s/it]
77it [04:05,  3.10s/it]
78it [04:08,  3.10s/it]
79it [04:11,  3.09s/it]
80it [04:14,  3.12s/it]
81it [04:15,  2.34s/it]
81it [04:15,  3.15s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.45s/it]
2it [00:02,  1.44s/it]
3it [00:04,  1.44s/it]
4it [00:05,  1.44s/it]
5it [00:07,  1.44s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.43s/it]
8it [00:11,  1.43s/it]
9it [00:12,  1.44s/it]
10it [00:14,  1.44s/it]
11it [00:15,  1.44s/it]
12it [00:17,  1.44s/it]
13it [00:18,  1.24s/it]
13it [00:18,  1.39s/it]
+[Test set] Epoch: 88, Accuracy: 80.60%
+
+epoch 88, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.09s/it]
2it [00:06,  3.20s/it]
3it [00:09,  3.31s/it]
4it [00:12,  3.26s/it]
5it [00:16,  3.21s/it]
6it [00:19,  3.17s/it]
7it [00:22,  3.15s/it]
8it [00:25,  3.22s/it]
9it [00:29,  3.29s/it]
10it [00:32,  3.29s/it]
11it [00:35,  3.23s/it]
12it [00:38,  3.20s/it]
13it [00:41,  3.19s/it]
14it [00:44,  3.17s/it]
15it [00:48,  3.14s/it]
16it [00:51,  3.13s/it]
17it [00:54,  3.16s/it]
18it [00:57,  3.20s/it]
19it [01:00,  3.16s/it]
20it [01:03,  3.14s/it]
21it [01:06,  3.13s/it]
22it [01:10,  3.12s/it]
23it [01:13,  3.12s/it]
24it [01:16,  3.11s/it]
25it [01:19,  3.11s/it]
26it [01:22,  3.10s/it]
27it [01:25,  3.10s/it]
28it [01:28,  3.13s/it]
29it [01:31,  3.12s/it]
30it [01:34,  3.11s/it]
31it [01:37,  3.11s/it]
32it [01:41,  3.11s/it]
33it [01:44,  3.11s/it]
34it [01:47,  3.10s/it]
35it [01:50,  3.10s/it]
36it [01:53,  3.12s/it]
37it [01:56,  3.14s/it]
38it [02:00,  3.25s/it]
39it [02:03,  3.32s/it]
40it [02:07,  3.36s/it]
41it [02:10,  3.39s/it]
42it [02:13,  3.35s/it]
43it [02:16,  3.27s/it]
44it [02:20,  3.25s/it]
45it [02:23,  3.20s/it]
46it [02:26,  3.17s/it]
47it [02:29,  3.15s/it]
48it [02:32,  3.17s/it]
49it [02:35,  3.15s/it]
50it [02:38,  3.12s/it]
51it [02:41,  3.13s/it]
52it [02:45,  3.12s/it]
53it [02:48,  3.12s/it]
54it [02:51,  3.13s/it]
55it [02:54,  3.12s/it]
56it [02:57,  3.16s/it]
57it [03:01,  3.23s/it]
58it [03:04,  3.19s/it]
59it [03:07,  3.16s/it]
60it [03:10,  3.14s/it]
61it [03:13,  3.14s/it]
62it [03:16,  3.12s/it]
63it [03:19,  3.11s/it]
64it [03:22,  3.10s/it]
65it [03:25,  3.10s/it]
66it [03:28,  3.10s/it]
67it [03:32,  3.10s/it]
68it [03:35,  3.09s/it]
69it [03:38,  3.10s/it]
70it [03:41,  3.09s/it]
71it [03:44,  3.09s/it]
72it [03:47,  3.09s/it]
73it [03:50,  3.09s/it]
74it [03:53,  3.12s/it]
75it [03:57,  3.23s/it]
76it [04:00,  3.31s/it]
77it [04:04,  3.38s/it]
78it [04:07,  3.40s/it]
79it [04:11,  3.42s/it]
80it [04:14,  3.44s/it]
81it [04:15,  2.59s/it]
81it [04:15,  3.15s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.49s/it]
2it [00:02,  1.46s/it]
3it [00:04,  1.44s/it]
4it [00:05,  1.44s/it]
5it [00:07,  1.45s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.44s/it]
8it [00:11,  1.44s/it]
9it [00:12,  1.44s/it]
10it [00:14,  1.46s/it]
11it [00:15,  1.48s/it]
12it [00:17,  1.49s/it]
13it [00:18,  1.29s/it]
13it [00:18,  1.41s/it]
+[Test set] Epoch: 89, Accuracy: 81.06%
+
+epoch 89, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.09s/it]
2it [00:06,  3.09s/it]
3it [00:09,  3.10s/it]
4it [00:12,  3.25s/it]
5it [00:15,  3.19s/it]
6it [00:18,  3.16s/it]
7it [00:22,  3.22s/it]
8it [00:25,  3.23s/it]
9it [00:29,  3.30s/it]
10it [00:32,  3.30s/it]
11it [00:35,  3.35s/it]
12it [00:38,  3.30s/it]
13it [00:42,  3.32s/it]
14it [00:45,  3.36s/it]
15it [00:49,  3.39s/it]
16it [00:52,  3.30s/it]
17it [00:55,  3.32s/it]
18it [00:59,  3.35s/it]
19it [01:02,  3.26s/it]
20it [01:05,  3.21s/it]
21it [01:08,  3.16s/it]
22it [01:11,  3.16s/it]
23it [01:14,  3.13s/it]
24it [01:17,  3.10s/it]
25it [01:20,  3.09s/it]
26it [01:23,  3.08s/it]
27it [01:26,  3.12s/it]
28it [01:30,  3.23s/it]
29it [01:33,  3.29s/it]
30it [01:37,  3.34s/it]
31it [01:40,  3.26s/it]
32it [01:43,  3.22s/it]
33it [01:46,  3.29s/it]
34it [01:50,  3.27s/it]
35it [01:53,  3.29s/it]
36it [01:56,  3.33s/it]
37it [02:00,  3.32s/it]
38it [02:03,  3.24s/it]
39it [02:06,  3.19s/it]
40it [02:09,  3.15s/it]
41it [02:12,  3.12s/it]
42it [02:15,  3.11s/it]
43it [02:18,  3.09s/it]
44it [02:21,  3.11s/it]
45it [02:24,  3.09s/it]
46it [02:27,  3.09s/it]
47it [02:31,  3.17s/it]
48it [02:34,  3.14s/it]
49it [02:37,  3.12s/it]
50it [02:40,  3.10s/it]
51it [02:43,  3.10s/it]
52it [02:46,  3.09s/it]
53it [02:49,  3.08s/it]
54it [02:52,  3.08s/it]
55it [02:55,  3.08s/it]
56it [02:58,  3.11s/it]
57it [03:02,  3.10s/it]
58it [03:05,  3.17s/it]
59it [03:08,  3.14s/it]
60it [03:11,  3.12s/it]
61it [03:14,  3.12s/it]
62it [03:17,  3.11s/it]
63it [03:20,  3.10s/it]
64it [03:23,  3.12s/it]
65it [03:27,  3.20s/it]
66it [03:30,  3.30s/it]
67it [03:34,  3.34s/it]
68it [03:37,  3.37s/it]
69it [03:41,  3.35s/it]
70it [03:44,  3.25s/it]
71it [03:47,  3.23s/it]
72it [03:50,  3.16s/it]
73it [03:53,  3.11s/it]
74it [03:56,  3.08s/it]
75it [03:59,  3.05s/it]
76it [04:02,  3.04s/it]
77it [04:05,  3.03s/it]
78it [04:08,  3.01s/it]
79it [04:11,  3.00s/it]
80it [04:14,  3.00s/it]
81it [04:14,  2.25s/it]
81it [04:14,  3.14s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.55s/it]
2it [00:02,  1.48s/it]
3it [00:04,  1.45s/it]
4it [00:05,  1.44s/it]
5it [00:07,  1.44s/it]
6it [00:08,  1.46s/it]
7it [00:10,  1.47s/it]
8it [00:11,  1.45s/it]
9it [00:13,  1.45s/it]
10it [00:14,  1.45s/it]
11it [00:15,  1.45s/it]
12it [00:17,  1.45s/it]
13it [00:18,  1.25s/it]
13it [00:18,  1.40s/it]
+[Test set] Epoch: 90, Accuracy: 81.05%
+
+epoch 90, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:02,  2.98s/it]
2it [00:05,  2.99s/it]
3it [00:08,  2.98s/it]
4it [00:11,  2.99s/it]
5it [00:14,  3.01s/it]
6it [00:17,  3.01s/it]
7it [00:21,  3.01s/it]
8it [00:24,  3.13s/it]
9it [00:27,  3.10s/it]
10it [00:30,  3.08s/it]
11it [00:33,  3.05s/it]
12it [00:36,  3.03s/it]
13it [00:39,  3.01s/it]
14it [00:42,  3.00s/it]
15it [00:45,  3.01s/it]
16it [00:48,  3.00s/it]
17it [00:51,  3.12s/it]
18it [00:55,  3.20s/it]
19it [00:58,  3.26s/it]
20it [01:01,  3.30s/it]
21it [01:05,  3.36s/it]
22it [01:08,  3.38s/it]
23it [01:12,  3.40s/it]
24it [01:15,  3.41s/it]
25it [01:19,  3.41s/it]
26it [01:22,  3.32s/it]
27it [01:25,  3.24s/it]
28it [01:28,  3.28s/it]
29it [01:32,  3.33s/it]
30it [01:35,  3.35s/it]
31it [01:38,  3.27s/it]
32it [01:41,  3.18s/it]
33it [01:44,  3.14s/it]
34it [01:47,  3.09s/it]
35it [01:50,  3.05s/it]
36it [01:53,  3.03s/it]
37it [01:56,  3.02s/it]
38it [01:59,  3.03s/it]
39it [02:02,  3.01s/it]
40it [02:05,  3.01s/it]
41it [02:08,  3.00s/it]
42it [02:11,  3.00s/it]
43it [02:14,  3.02s/it]
44it [02:17,  3.01s/it]
45it [02:20,  3.02s/it]
46it [02:23,  3.01s/it]
47it [02:26,  3.01s/it]
48it [02:29,  3.01s/it]
49it [02:32,  3.01s/it]
50it [02:36,  3.12s/it]
51it [02:39,  3.09s/it]
52it [02:42,  3.10s/it]
53it [02:45,  3.11s/it]
54it [02:48,  3.07s/it]
55it [02:51,  3.05s/it]
56it [02:54,  3.15s/it]
57it [02:58,  3.25s/it]
58it [03:01,  3.28s/it]
59it [03:04,  3.21s/it]
60it [03:07,  3.15s/it]
61it [03:10,  3.11s/it]
62it [03:13,  3.09s/it]
63it [03:16,  3.07s/it]
64it [03:19,  3.05s/it]
65it [03:22,  3.05s/it]
66it [03:25,  3.04s/it]
67it [03:28,  3.03s/it]
68it [03:31,  3.06s/it]
69it [03:35,  3.08s/it]
70it [03:38,  3.06s/it]
71it [03:41,  3.06s/it]
72it [03:44,  3.06s/it]
73it [03:47,  3.06s/it]
74it [03:50,  3.05s/it]
75it [03:53,  3.04s/it]
76it [03:56,  3.05s/it]
77it [03:59,  3.06s/it]
78it [04:02,  3.08s/it]
79it [04:05,  3.10s/it]
80it [04:08,  3.10s/it]
81it [04:09,  2.32s/it]
81it [04:09,  3.08s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.46s/it]
2it [00:02,  1.45s/it]
3it [00:04,  1.45s/it]
4it [00:05,  1.45s/it]
5it [00:07,  1.46s/it]
6it [00:08,  1.49s/it]
7it [00:10,  1.51s/it]
8it [00:11,  1.50s/it]
9it [00:13,  1.49s/it]
10it [00:14,  1.48s/it]
11it [00:16,  1.47s/it]
12it [00:17,  1.47s/it]
13it [00:18,  1.26s/it]
13it [00:18,  1.42s/it]
+[Test set] Epoch: 91, Accuracy: 80.81%
+
+epoch 91, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.13s/it]
2it [00:06,  3.12s/it]
3it [00:09,  3.13s/it]
4it [00:12,  3.26s/it]
5it [00:15,  3.20s/it]
6it [00:19,  3.20s/it]
7it [00:22,  3.17s/it]
8it [00:25,  3.24s/it]
9it [00:29,  3.32s/it]
10it [00:32,  3.38s/it]
11it [00:35,  3.30s/it]
12it [00:38,  3.25s/it]
13it [00:42,  3.21s/it]
14it [00:45,  3.17s/it]
15it [00:48,  3.15s/it]
16it [00:51,  3.26s/it]
17it [00:55,  3.32s/it]
18it [00:58,  3.38s/it]
19it [01:01,  3.30s/it]
20it [01:05,  3.33s/it]
21it [01:08,  3.26s/it]
22it [01:11,  3.21s/it]
23it [01:14,  3.18s/it]
24it [01:17,  3.16s/it]
25it [01:20,  3.15s/it]
26it [01:23,  3.13s/it]
27it [01:26,  3.12s/it]
28it [01:30,  3.11s/it]
29it [01:33,  3.10s/it]
30it [01:36,  3.10s/it]
31it [01:39,  3.10s/it]
32it [01:42,  3.19s/it]
33it [01:46,  3.25s/it]
34it [01:49,  3.17s/it]
35it [01:52,  3.12s/it]
36it [01:55,  3.10s/it]
37it [01:58,  3.20s/it]
38it [02:02,  3.27s/it]
39it [02:05,  3.32s/it]
40it [02:08,  3.36s/it]
41it [02:12,  3.37s/it]
42it [02:15,  3.38s/it]
43it [02:19,  3.37s/it]
44it [02:22,  3.31s/it]
45it [02:25,  3.33s/it]
46it [02:29,  3.36s/it]
47it [02:32,  3.38s/it]
48it [02:35,  3.38s/it]
49it [02:39,  3.38s/it]
50it [02:42,  3.39s/it]
51it [02:45,  3.28s/it]
52it [02:48,  3.23s/it]
53it [02:52,  3.25s/it]
54it [02:55,  3.21s/it]
55it [02:58,  3.15s/it]
56it [03:01,  3.15s/it]
57it [03:04,  3.23s/it]
58it [03:08,  3.27s/it]
59it [03:11,  3.20s/it]
60it [03:14,  3.20s/it]
61it [03:17,  3.15s/it]
62it [03:20,  3.11s/it]
63it [03:23,  3.08s/it]
64it [03:26,  3.06s/it]
65it [03:29,  3.05s/it]
66it [03:32,  3.03s/it]
67it [03:35,  3.03s/it]
68it [03:38,  3.14s/it]
69it [03:41,  3.10s/it]
70it [03:45,  3.18s/it]
71it [03:48,  3.13s/it]
72it [03:51,  3.11s/it]
73it [03:54,  3.08s/it]
74it [03:57,  3.06s/it]
75it [04:00,  3.04s/it]
76it [04:03,  3.06s/it]
77it [04:06,  3.06s/it]
78it [04:09,  3.04s/it]
79it [04:12,  3.03s/it]
80it [04:15,  3.02s/it]
81it [04:15,  2.27s/it]
81it [04:15,  3.16s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.43s/it]
2it [00:02,  1.43s/it]
3it [00:04,  1.43s/it]
4it [00:05,  1.47s/it]
5it [00:07,  1.50s/it]
6it [00:08,  1.48s/it]
7it [00:10,  1.50s/it]
8it [00:11,  1.52s/it]
9it [00:13,  1.56s/it]
10it [00:15,  1.57s/it]
11it [00:16,  1.57s/it]
12it [00:18,  1.58s/it]
13it [00:19,  1.37s/it]
13it [00:19,  1.48s/it]
+[Test set] Epoch: 92, Accuracy: 80.74%
+
+epoch 92, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.42s/it]
2it [00:06,  3.24s/it]
3it [00:09,  3.14s/it]
4it [00:12,  3.09s/it]
5it [00:15,  3.05s/it]
6it [00:18,  3.05s/it]
7it [00:21,  3.03s/it]
8it [00:24,  3.03s/it]
9it [00:27,  3.02s/it]
10it [00:30,  3.02s/it]
11it [00:33,  3.02s/it]
12it [00:36,  3.02s/it]
13it [00:39,  3.10s/it]
14it [00:43,  3.09s/it]
15it [00:46,  3.07s/it]
16it [00:49,  3.10s/it]
17it [00:52,  3.08s/it]
18it [00:55,  3.07s/it]
19it [00:58,  3.06s/it]
20it [01:01,  3.05s/it]
21it [01:04,  3.05s/it]
22it [01:07,  3.03s/it]
23it [01:10,  3.10s/it]
24it [01:13,  3.08s/it]
25it [01:16,  3.06s/it]
26it [01:19,  3.05s/it]
27it [01:22,  3.03s/it]
28it [01:25,  3.11s/it]
29it [01:29,  3.08s/it]
30it [01:32,  3.06s/it]
31it [01:35,  3.04s/it]
32it [01:38,  3.03s/it]
33it [01:41,  3.02s/it]
34it [01:44,  3.01s/it]
35it [01:47,  3.02s/it]
36it [01:50,  3.12s/it]
37it [01:53,  3.20s/it]
38it [01:56,  3.17s/it]
39it [02:00,  3.24s/it]
40it [02:03,  3.30s/it]
41it [02:07,  3.34s/it]
42it [02:10,  3.36s/it]
43it [02:13,  3.28s/it]
44it [02:16,  3.20s/it]
45it [02:19,  3.19s/it]
46it [02:23,  3.22s/it]
47it [02:26,  3.21s/it]
48it [02:29,  3.18s/it]
49it [02:32,  3.15s/it]
50it [02:35,  3.12s/it]
51it [02:38,  3.09s/it]
52it [02:41,  3.08s/it]
53it [02:44,  3.07s/it]
54it [02:48,  3.15s/it]
55it [02:51,  3.11s/it]
56it [02:54,  3.09s/it]
57it [02:57,  3.08s/it]
58it [03:00,  3.06s/it]
59it [03:03,  3.07s/it]
60it [03:06,  3.06s/it]
61it [03:09,  3.06s/it]
62it [03:12,  3.05s/it]
63it [03:15,  3.04s/it]
64it [03:18,  3.06s/it]
65it [03:21,  3.05s/it]
66it [03:24,  3.05s/it]
67it [03:27,  3.04s/it]
68it [03:30,  3.03s/it]
69it [03:33,  3.08s/it]
70it [03:37,  3.12s/it]
71it [03:40,  3.11s/it]
72it [03:43,  3.08s/it]
73it [03:46,  3.09s/it]
74it [03:49,  3.13s/it]
75it [03:52,  3.22s/it]
76it [03:56,  3.30s/it]
77it [03:59,  3.35s/it]
78it [04:03,  3.39s/it]
79it [04:06,  3.30s/it]
80it [04:09,  3.21s/it]
81it [04:09,  2.40s/it]
81it [04:09,  3.09s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.44s/it]
2it [00:02,  1.43s/it]
3it [00:04,  1.46s/it]
4it [00:05,  1.46s/it]
5it [00:07,  1.45s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.47s/it]
8it [00:11,  1.46s/it]
9it [00:13,  1.45s/it]
10it [00:14,  1.44s/it]
11it [00:15,  1.44s/it]
12it [00:17,  1.44s/it]
13it [00:18,  1.24s/it]
13it [00:18,  1.40s/it]
+[Test set] Epoch: 93, Accuracy: 80.59%
+
+epoch 93, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.28s/it]
2it [00:06,  3.14s/it]
3it [00:09,  3.08s/it]
4it [00:12,  3.05s/it]
5it [00:15,  3.05s/it]
6it [00:18,  3.03s/it]
7it [00:21,  3.04s/it]
8it [00:24,  3.16s/it]
9it [00:27,  3.15s/it]
10it [00:30,  3.10s/it]
11it [00:33,  3.06s/it]
12it [00:37,  3.13s/it]
13it [00:40,  3.11s/it]
14it [00:43,  3.07s/it]
15it [00:46,  3.05s/it]
16it [00:49,  3.04s/it]
17it [00:52,  3.14s/it]
18it [00:55,  3.12s/it]
19it [00:58,  3.08s/it]
20it [01:01,  3.06s/it]
21it [01:04,  3.03s/it]
22it [01:07,  3.05s/it]
23it [01:10,  3.03s/it]
24it [01:13,  3.02s/it]
25it [01:16,  3.01s/it]
26it [01:19,  3.01s/it]
27it [01:23,  3.10s/it]
28it [01:26,  3.23s/it]
29it [01:30,  3.32s/it]
30it [01:33,  3.36s/it]
31it [01:37,  3.38s/it]
32it [01:40,  3.39s/it]
33it [01:43,  3.41s/it]
34it [01:47,  3.33s/it]
35it [01:50,  3.30s/it]
36it [01:53,  3.24s/it]
37it [01:56,  3.30s/it]
38it [02:00,  3.32s/it]
39it [02:03,  3.35s/it]
40it [02:06,  3.29s/it]
41it [02:09,  3.21s/it]
42it [02:13,  3.24s/it]
43it [02:16,  3.17s/it]
44it [02:19,  3.12s/it]
45it [02:22,  3.09s/it]
46it [02:25,  3.15s/it]
47it [02:28,  3.22s/it]
48it [02:32,  3.23s/it]
49it [02:35,  3.19s/it]
50it [02:38,  3.13s/it]
51it [02:41,  3.10s/it]
52it [02:44,  3.08s/it]
53it [02:47,  3.11s/it]
54it [02:50,  3.08s/it]
55it [02:53,  3.05s/it]
56it [02:56,  3.17s/it]
57it [03:00,  3.17s/it]
58it [03:03,  3.12s/it]
59it [03:06,  3.09s/it]
60it [03:08,  3.06s/it]
61it [03:12,  3.12s/it]
62it [03:15,  3.17s/it]
63it [03:18,  3.12s/it]
64it [03:21,  3.11s/it]
65it [03:25,  3.21s/it]
66it [03:28,  3.27s/it]
67it [03:31,  3.31s/it]
68it [03:35,  3.26s/it]
69it [03:38,  3.31s/it]
70it [03:41,  3.33s/it]
71it [03:44,  3.23s/it]
72it [03:47,  3.18s/it]
73it [03:50,  3.13s/it]
74it [03:54,  3.21s/it]
75it [03:57,  3.22s/it]
76it [04:00,  3.17s/it]
77it [04:03,  3.14s/it]
78it [04:06,  3.11s/it]
79it [04:09,  3.08s/it]
80it [04:12,  3.07s/it]
81it [04:13,  2.30s/it]
81it [04:13,  3.13s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.44s/it]
2it [00:02,  1.44s/it]
3it [00:04,  1.45s/it]
4it [00:05,  1.45s/it]
5it [00:07,  1.45s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.44s/it]
8it [00:11,  1.44s/it]
9it [00:12,  1.44s/it]
10it [00:14,  1.44s/it]
11it [00:15,  1.44s/it]
12it [00:17,  1.44s/it]
13it [00:18,  1.27s/it]
13it [00:18,  1.40s/it]
+[Test set] Epoch: 94, Accuracy: 80.55%
+
+epoch 94, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.03s/it]
2it [00:06,  3.04s/it]
3it [00:09,  3.07s/it]
4it [00:12,  3.06s/it]
5it [00:15,  3.04s/it]
6it [00:18,  3.04s/it]
7it [00:21,  3.03s/it]
8it [00:24,  3.16s/it]
9it [00:27,  3.17s/it]
10it [00:30,  3.14s/it]
11it [00:34,  3.14s/it]
12it [00:37,  3.10s/it]
13it [00:40,  3.08s/it]
14it [00:43,  3.18s/it]
15it [00:46,  3.25s/it]
16it [00:50,  3.29s/it]
17it [00:53,  3.33s/it]
18it [00:57,  3.41s/it]
19it [01:00,  3.41s/it]
20it [01:04,  3.41s/it]
21it [01:07,  3.42s/it]
22it [01:11,  3.43s/it]
23it [01:14,  3.33s/it]
24it [01:17,  3.23s/it]
25it [01:20,  3.18s/it]
26it [01:23,  3.25s/it]
27it [01:26,  3.19s/it]
28it [01:29,  3.17s/it]
29it [01:32,  3.13s/it]
30it [01:35,  3.10s/it]
31it [01:38,  3.08s/it]
32it [01:42,  3.17s/it]
33it [01:45,  3.25s/it]
34it [01:48,  3.19s/it]
35it [01:51,  3.14s/it]
36it [01:54,  3.10s/it]
37it [01:57,  3.07s/it]
38it [02:01,  3.12s/it]
39it [02:04,  3.21s/it]
40it [02:07,  3.25s/it]
41it [02:11,  3.24s/it]
42it [02:14,  3.17s/it]
43it [02:17,  3.12s/it]
44it [02:20,  3.10s/it]
45it [02:23,  3.13s/it]
46it [02:26,  3.11s/it]
47it [02:29,  3.09s/it]
48it [02:32,  3.06s/it]
49it [02:35,  3.04s/it]
50it [02:38,  3.16s/it]
51it [02:41,  3.14s/it]
52it [02:44,  3.10s/it]
53it [02:47,  3.08s/it]
54it [02:51,  3.06s/it]
55it [02:54,  3.05s/it]
56it [02:57,  3.06s/it]
57it [03:00,  3.19s/it]
58it [03:04,  3.25s/it]
59it [03:07,  3.30s/it]
60it [03:10,  3.25s/it]
61it [03:13,  3.22s/it]
62it [03:16,  3.16s/it]
63it [03:19,  3.12s/it]
64it [03:22,  3.12s/it]
65it [03:26,  3.15s/it]
66it [03:29,  3.11s/it]
67it [03:32,  3.08s/it]
68it [03:35,  3.06s/it]
69it [03:38,  3.05s/it]
70it [03:41,  3.08s/it]
71it [03:44,  3.06s/it]
72it [03:47,  3.06s/it]
73it [03:50,  3.05s/it]
74it [03:53,  3.15s/it]
75it [03:57,  3.22s/it]
76it [04:00,  3.19s/it]
77it [04:03,  3.15s/it]
78it [04:06,  3.24s/it]
79it [04:09,  3.19s/it]
80it [04:12,  3.13s/it]
81it [04:13,  2.34s/it]
81it [04:13,  3.13s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.43s/it]
2it [00:02,  1.43s/it]
3it [00:04,  1.44s/it]
4it [00:05,  1.44s/it]
5it [00:07,  1.44s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.44s/it]
8it [00:11,  1.44s/it]
9it [00:12,  1.44s/it]
10it [00:14,  1.44s/it]
11it [00:15,  1.44s/it]
12it [00:17,  1.44s/it]
13it [00:18,  1.24s/it]
13it [00:18,  1.39s/it]
+[Test set] Epoch: 95, Accuracy: 80.50%
+
+epoch 95, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.15s/it]
2it [00:06,  3.13s/it]
3it [00:09,  3.08s/it]
4it [00:12,  3.10s/it]
5it [00:15,  3.17s/it]
6it [00:18,  3.13s/it]
7it [00:22,  3.20s/it]
8it [00:25,  3.28s/it]
9it [00:28,  3.33s/it]
10it [00:32,  3.36s/it]
11it [00:35,  3.30s/it]
12it [00:38,  3.30s/it]
13it [00:42,  3.33s/it]
14it [00:45,  3.36s/it]
15it [00:49,  3.37s/it]
16it [00:52,  3.34s/it]
17it [00:55,  3.30s/it]
18it [00:59,  3.34s/it]
19it [01:02,  3.32s/it]
20it [01:05,  3.23s/it]
21it [01:08,  3.17s/it]
22it [01:11,  3.19s/it]
23it [01:14,  3.14s/it]
24it [01:17,  3.11s/it]
25it [01:20,  3.08s/it]
26it [01:23,  3.06s/it]
27it [01:26,  3.07s/it]
28it [01:29,  3.06s/it]
29it [01:32,  3.05s/it]
30it [01:35,  3.04s/it]
31it [01:38,  3.03s/it]
32it [01:41,  3.05s/it]
33it [01:44,  3.05s/it]
34it [01:48,  3.16s/it]
35it [01:51,  3.15s/it]
36it [01:54,  3.23s/it]
37it [01:58,  3.29s/it]
38it [02:01,  3.30s/it]
39it [02:04,  3.21s/it]
40it [02:07,  3.15s/it]
41it [02:10,  3.11s/it]
42it [02:14,  3.19s/it]
43it [02:17,  3.16s/it]
44it [02:20,  3.20s/it]
45it [02:23,  3.28s/it]
46it [02:27,  3.34s/it]
47it [02:30,  3.37s/it]
48it [02:34,  3.35s/it]
49it [02:37,  3.28s/it]
50it [02:40,  3.23s/it]
51it [02:43,  3.30s/it]
52it [02:46,  3.25s/it]
53it [02:50,  3.23s/it]
54it [02:53,  3.19s/it]
55it [02:56,  3.28s/it]
56it [02:59,  3.24s/it]
57it [03:03,  3.23s/it]
58it [03:06,  3.33s/it]
59it [03:10,  3.40s/it]
60it [03:13,  3.45s/it]
61it [03:17,  3.50s/it]
62it [03:20,  3.44s/it]
63it [03:24,  3.47s/it]
64it [03:27,  3.48s/it]
65it [03:31,  3.46s/it]
66it [03:34,  3.38s/it]
67it [03:37,  3.33s/it]
68it [03:40,  3.27s/it]
69it [03:43,  3.22s/it]
70it [03:46,  3.18s/it]
71it [03:49,  3.15s/it]
72it [03:53,  3.17s/it]
73it [03:56,  3.17s/it]
74it [03:59,  3.20s/it]
75it [04:02,  3.17s/it]
76it [04:05,  3.15s/it]
77it [04:09,  3.22s/it]
78it [04:12,  3.20s/it]
79it [04:15,  3.29s/it]
80it [04:19,  3.32s/it]
81it [04:19,  2.50s/it]
81it [04:19,  3.21s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.62s/it]
2it [00:03,  1.58s/it]
3it [00:04,  1.60s/it]
4it [00:06,  1.58s/it]
5it [00:07,  1.57s/it]
6it [00:09,  1.56s/it]
7it [00:10,  1.55s/it]
8it [00:12,  1.54s/it]
9it [00:14,  1.53s/it]
10it [00:15,  1.54s/it]
11it [00:17,  1.51s/it]
12it [00:18,  1.48s/it]
13it [00:19,  1.27s/it]
13it [00:19,  1.48s/it]
+[Test set] Epoch: 96, Accuracy: 80.45%
+
+epoch 96, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.08s/it]
2it [00:06,  3.31s/it]
3it [00:09,  3.37s/it]
4it [00:13,  3.41s/it]
5it [00:16,  3.29s/it]
6it [00:19,  3.32s/it]
7it [00:23,  3.28s/it]
8it [00:26,  3.21s/it]
9it [00:29,  3.20s/it]
10it [00:32,  3.16s/it]
11it [00:35,  3.14s/it]
12it [00:38,  3.12s/it]
13it [00:41,  3.11s/it]
14it [00:44,  3.09s/it]
15it [00:47,  3.09s/it]
16it [00:50,  3.08s/it]
17it [00:54,  3.17s/it]
18it [00:57,  3.17s/it]
19it [01:00,  3.23s/it]
20it [01:03,  3.18s/it]
21it [01:06,  3.15s/it]
22it [01:09,  3.12s/it]
23it [01:13,  3.13s/it]
24it [01:16,  3.11s/it]
25it [01:19,  3.17s/it]
26it [01:22,  3.25s/it]
27it [01:26,  3.32s/it]
28it [01:29,  3.38s/it]
29it [01:33,  3.41s/it]
30it [01:36,  3.43s/it]
31it [01:40,  3.46s/it]
32it [01:43,  3.48s/it]
33it [01:47,  3.51s/it]
34it [01:51,  3.51s/it]
35it [01:54,  3.51s/it]
36it [01:58,  3.51s/it]
37it [02:01,  3.51s/it]
38it [02:05,  3.50s/it]
39it [02:08,  3.50s/it]
40it [02:12,  3.49s/it]
41it [02:15,  3.39s/it]
42it [02:18,  3.31s/it]
43it [02:21,  3.30s/it]
44it [02:24,  3.29s/it]
45it [02:27,  3.21s/it]
46it [02:31,  3.20s/it]
47it [02:34,  3.17s/it]
48it [02:37,  3.14s/it]
49it [02:40,  3.10s/it]
50it [02:43,  3.07s/it]
51it [02:46,  3.07s/it]
52it [02:49,  3.08s/it]
53it [02:52,  3.06s/it]
54it [02:55,  3.05s/it]
55it [02:58,  3.06s/it]
56it [03:01,  3.06s/it]
57it [03:04,  3.04s/it]
58it [03:07,  3.03s/it]
59it [03:10,  3.04s/it]
60it [03:13,  3.05s/it]
61it [03:17,  3.15s/it]
62it [03:20,  3.11s/it]
63it [03:23,  3.07s/it]
64it [03:26,  3.04s/it]
65it [03:29,  3.02s/it]
66it [03:32,  3.01s/it]
67it [03:35,  3.00s/it]
68it [03:38,  3.00s/it]
69it [03:40,  2.99s/it]
70it [03:44,  3.08s/it]
71it [03:47,  3.11s/it]
72it [03:50,  3.20s/it]
73it [03:53,  3.15s/it]
74it [03:56,  3.11s/it]
75it [03:59,  3.07s/it]
76it [04:02,  3.05s/it]
77it [04:05,  3.04s/it]
78it [04:08,  3.03s/it]
79it [04:11,  3.02s/it]
80it [04:14,  3.01s/it]
81it [04:15,  2.26s/it]
81it [04:15,  3.15s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.45s/it]
2it [00:02,  1.45s/it]
3it [00:04,  1.44s/it]
4it [00:05,  1.44s/it]
5it [00:07,  1.44s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.44s/it]
8it [00:11,  1.44s/it]
9it [00:12,  1.44s/it]
10it [00:14,  1.44s/it]
11it [00:15,  1.44s/it]
12it [00:17,  1.44s/it]
13it [00:18,  1.24s/it]
13it [00:18,  1.39s/it]
+[Test set] Epoch: 97, Accuracy: 81.01%
+
+epoch 97, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.43s/it]
2it [00:06,  3.40s/it]
3it [00:10,  3.39s/it]
4it [00:13,  3.28s/it]
5it [00:16,  3.19s/it]
6it [00:19,  3.12s/it]
7it [00:22,  3.08s/it]
8it [00:25,  3.05s/it]
9it [00:28,  3.03s/it]
10it [00:31,  3.03s/it]
11it [00:34,  3.02s/it]
12it [00:37,  3.00s/it]
13it [00:40,  3.01s/it]
14it [00:43,  3.01s/it]
15it [00:46,  3.02s/it]
16it [00:49,  3.13s/it]
17it [00:52,  3.11s/it]
18it [00:55,  3.08s/it]
19it [00:58,  3.05s/it]
20it [01:01,  3.07s/it]
21it [01:04,  3.05s/it]
22it [01:08,  3.12s/it]
23it [01:11,  3.21s/it]
24it [01:14,  3.14s/it]
25it [01:17,  3.14s/it]
26it [01:20,  3.09s/it]
27it [01:23,  3.06s/it]
28it [01:26,  3.04s/it]
29it [01:29,  3.03s/it]
30it [01:32,  3.10s/it]
31it [01:35,  3.07s/it]
32it [01:38,  3.04s/it]
33it [01:41,  3.03s/it]
34it [01:44,  3.01s/it]
35it [01:47,  3.02s/it]
36it [01:50,  3.02s/it]
37it [01:53,  3.01s/it]
38it [01:57,  3.03s/it]
39it [02:00,  3.05s/it]
40it [02:03,  3.06s/it]
41it [02:06,  3.06s/it]
42it [02:09,  3.06s/it]
43it [02:12,  3.05s/it]
44it [02:15,  3.05s/it]
45it [02:18,  3.07s/it]
46it [02:21,  3.07s/it]
47it [02:24,  3.06s/it]
48it [02:27,  3.06s/it]
49it [02:30,  3.06s/it]
50it [02:33,  3.10s/it]
51it [02:36,  3.09s/it]
52it [02:40,  3.08s/it]
53it [02:43,  3.08s/it]
54it [02:46,  3.07s/it]
55it [02:49,  3.12s/it]
56it [02:52,  3.10s/it]
57it [02:55,  3.18s/it]
58it [02:58,  3.14s/it]
59it [03:02,  3.14s/it]
60it [03:05,  3.12s/it]
61it [03:08,  3.22s/it]
62it [03:12,  3.31s/it]
63it [03:15,  3.35s/it]
64it [03:18,  3.38s/it]
65it [03:22,  3.30s/it]
66it [03:25,  3.25s/it]
67it [03:28,  3.19s/it]
68it [03:31,  3.15s/it]
69it [03:34,  3.17s/it]
70it [03:37,  3.22s/it]
71it [03:41,  3.21s/it]
72it [03:44,  3.28s/it]
73it [03:47,  3.22s/it]
74it [03:50,  3.19s/it]
75it [03:53,  3.15s/it]
76it [03:56,  3.13s/it]
77it [03:59,  3.11s/it]
78it [04:02,  3.09s/it]
79it [04:06,  3.20s/it]
80it [04:09,  3.18s/it]
81it [04:10,  2.38s/it]
81it [04:10,  3.09s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.43s/it]
2it [00:02,  1.42s/it]
3it [00:04,  1.42s/it]
4it [00:05,  1.42s/it]
5it [00:07,  1.42s/it]
6it [00:08,  1.42s/it]
7it [00:09,  1.42s/it]
8it [00:11,  1.42s/it]
9it [00:12,  1.43s/it]
10it [00:14,  1.43s/it]
11it [00:15,  1.43s/it]
12it [00:17,  1.43s/it]
13it [00:17,  1.23s/it]
13it [00:17,  1.37s/it]
+[Test set] Epoch: 98, Accuracy: 80.84%
+
+epoch 98, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.06s/it]
2it [00:06,  3.06s/it]
3it [00:09,  3.07s/it]
4it [00:12,  3.06s/it]
5it [00:15,  3.06s/it]
6it [00:18,  3.06s/it]
7it [00:21,  3.09s/it]
8it [00:24,  3.19s/it]
9it [00:28,  3.27s/it]
10it [00:31,  3.21s/it]
11it [00:34,  3.16s/it]
12it [00:37,  3.14s/it]
13it [00:41,  3.25s/it]
14it [00:44,  3.32s/it]
15it [00:48,  3.37s/it]
16it [00:51,  3.41s/it]
17it [00:54,  3.35s/it]
18it [00:58,  3.36s/it]
19it [01:01,  3.27s/it]
20it [01:04,  3.22s/it]
21it [01:07,  3.18s/it]
22it [01:10,  3.17s/it]
23it [01:13,  3.15s/it]
24it [01:16,  3.14s/it]
25it [01:20,  3.18s/it]
26it [01:23,  3.16s/it]
27it [01:26,  3.16s/it]
28it [01:29,  3.14s/it]
29it [01:32,  3.12s/it]
30it [01:35,  3.11s/it]
31it [01:38,  3.10s/it]
32it [01:41,  3.10s/it]
33it [01:44,  3.09s/it]
34it [01:47,  3.09s/it]
35it [01:51,  3.11s/it]
36it [01:54,  3.13s/it]
37it [01:57,  3.13s/it]
38it [02:00,  3.12s/it]
39it [02:03,  3.11s/it]
40it [02:06,  3.10s/it]
41it [02:09,  3.09s/it]
42it [02:13,  3.20s/it]
43it [02:16,  3.18s/it]
44it [02:19,  3.15s/it]
45it [02:22,  3.19s/it]
46it [02:26,  3.28s/it]
47it [02:29,  3.31s/it]
48it [02:32,  3.24s/it]
49it [02:35,  3.20s/it]
50it [02:39,  3.24s/it]
51it [02:42,  3.33s/it]
52it [02:46,  3.43s/it]
53it [02:49,  3.37s/it]
54it [02:52,  3.29s/it]
55it [02:55,  3.22s/it]
56it [02:58,  3.19s/it]
57it [03:01,  3.15s/it]
58it [03:04,  3.14s/it]
59it [03:08,  3.13s/it]
60it [03:11,  3.14s/it]
61it [03:14,  3.12s/it]
62it [03:17,  3.10s/it]
63it [03:20,  3.10s/it]
64it [03:23,  3.09s/it]
65it [03:26,  3.08s/it]
66it [03:30,  3.20s/it]
67it [03:33,  3.18s/it]
68it [03:36,  3.15s/it]
69it [03:39,  3.13s/it]
70it [03:42,  3.12s/it]
71it [03:45,  3.11s/it]
72it [03:48,  3.11s/it]
73it [03:51,  3.10s/it]
74it [03:54,  3.10s/it]
75it [03:57,  3.10s/it]
76it [04:01,  3.20s/it]
77it [04:04,  3.16s/it]
78it [04:07,  3.14s/it]
79it [04:10,  3.11s/it]
80it [04:13,  3.11s/it]
81it [04:14,  2.33s/it]
81it [04:14,  3.14s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.44s/it]
2it [00:02,  1.44s/it]
3it [00:04,  1.44s/it]
4it [00:05,  1.43s/it]
5it [00:07,  1.43s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.44s/it]
8it [00:11,  1.44s/it]
9it [00:12,  1.43s/it]
10it [00:14,  1.44s/it]
11it [00:15,  1.44s/it]
12it [00:17,  1.44s/it]
13it [00:18,  1.24s/it]
13it [00:18,  1.39s/it]
+[Test set] Epoch: 99, Accuracy: 81.21%
+
+epoch 99, best_acc 0.814713716506958
+now training
+
0it [00:00, ?it/s]
1it [00:03,  3.08s/it]
2it [00:06,  3.07s/it]
3it [00:09,  3.08s/it]
4it [00:12,  3.26s/it]
5it [00:16,  3.37s/it]
6it [00:19,  3.40s/it]
7it [00:23,  3.42s/it]
8it [00:26,  3.42s/it]
9it [00:30,  3.43s/it]
10it [00:33,  3.44s/it]
11it [00:37,  3.44s/it]
12it [00:40,  3.33s/it]
13it [00:43,  3.34s/it]
14it [00:46,  3.38s/it]
15it [00:50,  3.37s/it]
16it [00:53,  3.29s/it]
17it [00:56,  3.22s/it]
18it [00:59,  3.30s/it]
19it [01:03,  3.34s/it]
20it [01:06,  3.39s/it]
21it [01:10,  3.31s/it]
22it [01:13,  3.30s/it]
23it [01:16,  3.23s/it]
24it [01:19,  3.18s/it]
25it [01:22,  3.15s/it]
26it [01:25,  3.16s/it]
27it [01:28,  3.17s/it]
28it [01:32,  3.22s/it]
29it [01:35,  3.17s/it]
30it [01:38,  3.14s/it]
31it [01:41,  3.13s/it]
32it [01:44,  3.21s/it]
33it [01:48,  3.31s/it]
34it [01:51,  3.38s/it]
35it [01:55,  3.39s/it]
36it [01:58,  3.40s/it]
37it [02:02,  3.36s/it]
38it [02:05,  3.30s/it]
39it [02:08,  3.32s/it]
40it [02:12,  3.36s/it]
41it [02:15,  3.40s/it]
42it [02:18,  3.43s/it]
43it [02:22,  3.44s/it]
44it [02:25,  3.45s/it]
45it [02:29,  3.41s/it]
46it [02:32,  3.31s/it]
47it [02:35,  3.24s/it]
48it [02:38,  3.19s/it]
49it [02:41,  3.15s/it]
50it [02:44,  3.21s/it]
51it [02:48,  3.20s/it]
52it [02:51,  3.17s/it]
53it [02:54,  3.14s/it]
54it [02:57,  3.12s/it]
55it [03:00,  3.11s/it]
56it [03:03,  3.10s/it]
57it [03:06,  3.09s/it]
58it [03:09,  3.09s/it]
59it [03:12,  3.09s/it]
60it [03:15,  3.09s/it]
61it [03:18,  3.08s/it]
62it [03:21,  3.08s/it]
63it [03:25,  3.08s/it]
64it [03:28,  3.08s/it]
65it [03:31,  3.09s/it]
66it [03:34,  3.08s/it]
67it [03:37,  3.08s/it]
68it [03:40,  3.08s/it]
69it [03:43,  3.08s/it]
70it [03:46,  3.08s/it]
71it [03:49,  3.08s/it]
72it [03:52,  3.07s/it]
73it [03:55,  3.08s/it]
74it [03:58,  3.08s/it]
75it [04:02,  3.14s/it]
76it [04:05,  3.13s/it]
77it [04:08,  3.25s/it]
78it [04:12,  3.32s/it]
79it [04:15,  3.29s/it]
80it [04:18,  3.23s/it]
81it [04:19,  2.41s/it]
81it [04:19,  3.20s/it]
+now testing
+
0it [00:00, ?it/s]
1it [00:01,  1.44s/it]
2it [00:02,  1.50s/it]
3it [00:04,  1.47s/it]
4it [00:05,  1.45s/it]
5it [00:07,  1.45s/it]
6it [00:08,  1.44s/it]
7it [00:10,  1.44s/it]
8it [00:11,  1.45s/it]
9it [00:13,  1.45s/it]
10it [00:14,  1.48s/it]
11it [00:16,  1.47s/it]
12it [00:17,  1.46s/it]
13it [00:18,  1.26s/it]
13it [00:18,  1.41s/it]
+[Test set] Epoch: 100, Accuracy: 81.31%
+
+epoch 100, best_acc 0.814713716506958