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Siren(SH)/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.log

@@ -0,0 +1,112 @@
+2024-10-30 22:14:44,670 - INFO - 
+num_classes	500
+2024-10-30 22:14:44,670 - INFO - num train    	42490
+2024-10-30 22:14:44,670 - INFO - num val      	2217
+2024-10-30 22:14:44,670 - INFO - train loss   	full_loss
+2024-10-30 22:14:44,670 - INFO - model name   	../models/spherical_harmonics/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:14:44,670 - INFO - num users    	5763
+2024-10-30 22:14:44,670 - INFO - meta data    	ebird_meta
+2024-10-30 22:14:45,674 - INFO - 
+Epoch	0
+2024-10-30 22:14:48,478 - INFO - [41984/42490]	Loss  : 1.3118
+2024-10-30 22:14:48,591 - INFO - Test loss   : 0.4472
+2024-10-30 22:14:48,592 - INFO - 
+Epoch	1
+2024-10-30 22:14:51,155 - INFO - [41984/42490]	Loss  : 1.0198
+2024-10-30 22:14:52,301 - INFO - Test loss   : 0.3961
+2024-10-30 22:14:52,301 - INFO - 
+Epoch	2
+2024-10-30 22:14:54,814 - INFO - [41984/42490]	Loss  : 0.9652
+2024-10-30 22:14:54,927 - INFO - Test loss   : 0.3785
+2024-10-30 22:14:54,927 - INFO - 
+Epoch	3
+2024-10-30 22:14:57,449 - INFO - [41984/42490]	Loss  : 0.9320
+2024-10-30 22:14:57,563 - INFO - Test loss   : 0.3826
+2024-10-30 22:14:57,563 - INFO - 
+Epoch	4
+2024-10-30 22:15:00,089 - INFO - [41984/42490]	Loss  : 0.9125
+2024-10-30 22:15:00,203 - INFO - Test loss   : 0.3732
+2024-10-30 22:15:00,203 - INFO - 
+Epoch	5
+2024-10-30 22:15:02,733 - INFO - [41984/42490]	Loss  : 0.9000
+2024-10-30 22:15:02,847 - INFO - Test loss   : 0.3723
+2024-10-30 22:15:02,847 - INFO - 
+Epoch	6
+2024-10-30 22:15:05,367 - INFO - [41984/42490]	Loss  : 0.8913
+2024-10-30 22:15:05,480 - INFO - Test loss   : 0.3787
+2024-10-30 22:15:05,480 - INFO - 
+Epoch	7
+2024-10-30 22:15:08,005 - INFO - [41984/42490]	Loss  : 0.8817
+2024-10-30 22:15:08,118 - INFO - Test loss   : 0.3693
+2024-10-30 22:15:08,118 - INFO - 
+Epoch	8
+2024-10-30 22:15:10,645 - INFO - [41984/42490]	Loss  : 0.8750
+2024-10-30 22:15:10,758 - INFO - Test loss   : 0.3689
+2024-10-30 22:15:10,758 - INFO - 
+Epoch	9
+2024-10-30 22:15:13,317 - INFO - [41984/42490]	Loss  : 0.8699
+2024-10-30 22:15:13,431 - INFO - Test loss   : 0.3704
+2024-10-30 22:15:13,431 - INFO - 
+Epoch	10
+2024-10-30 22:15:15,950 - INFO - [41984/42490]	Loss  : 0.8623
+2024-10-30 22:15:16,063 - INFO - Test loss   : 0.3751
+2024-10-30 22:15:16,063 - INFO - 
+Epoch	11
+2024-10-30 22:15:18,578 - INFO - [41984/42490]	Loss  : 0.8578
+2024-10-30 22:15:18,692 - INFO - Test loss   : 0.3799
+2024-10-30 22:15:18,692 - INFO - 
+Epoch	12
+2024-10-30 22:15:21,222 - INFO - [41984/42490]	Loss  : 0.8553
+2024-10-30 22:15:21,336 - INFO - Test loss   : 0.3741
+2024-10-30 22:15:21,336 - INFO - 
+Epoch	13
+2024-10-30 22:15:23,866 - INFO - [41984/42490]	Loss  : 0.8501
+2024-10-30 22:15:23,981 - INFO - Test loss   : 0.3733
+2024-10-30 22:15:23,981 - INFO - 
+Epoch	14
+2024-10-30 22:15:26,497 - INFO - [41984/42490]	Loss  : 0.8477
+2024-10-30 22:15:26,609 - INFO - Test loss   : 0.3763
+2024-10-30 22:15:26,609 - INFO - 
+Epoch	15
+2024-10-30 22:15:29,125 - INFO - [41984/42490]	Loss  : 0.8421
+2024-10-30 22:15:29,241 - INFO - Test loss   : 0.3856
+2024-10-30 22:15:29,242 - INFO - 
+Epoch	16
+2024-10-30 22:15:31,753 - INFO - [41984/42490]	Loss  : 0.8394
+2024-10-30 22:15:31,867 - INFO - Test loss   : 0.3809
+2024-10-30 22:15:31,867 - INFO - 
+Epoch	17
+2024-10-30 22:15:34,422 - INFO - [41984/42490]	Loss  : 0.8366
+2024-10-30 22:15:34,535 - INFO - Test loss   : 0.3851
+2024-10-30 22:15:34,535 - INFO - 
+Epoch	18
+2024-10-30 22:15:37,064 - INFO - [41984/42490]	Loss  : 0.8347
+2024-10-30 22:15:37,177 - INFO - Test loss   : 0.3838
+2024-10-30 22:15:37,178 - INFO - 
+Epoch	19
+2024-10-30 22:15:39,708 - INFO - [41984/42490]	Loss  : 0.8297
+2024-10-30 22:15:39,822 - INFO - Test loss   : 0.3842
+2024-10-30 22:15:39,822 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:15:39,848 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:15:40,024 - INFO - 
+No prior
+2024-10-30 22:15:40,026 - INFO - (2262,)
+2024-10-30 22:15:40,103 - INFO -  Split ID: 0
+2024-10-30 22:15:40,103 - INFO -  Top 1	acc (%):   70.07
+2024-10-30 22:15:40,103 - INFO -  Top 3	acc (%):   86.6
+2024-10-30 22:15:40,103 - INFO -  Top 5	acc (%):   90.05
+2024-10-30 22:15:40,103 - INFO -  Top 10	acc (%):   92.88
+2024-10-30 22:15:42,685 - INFO -  Split ID: 0
+2024-10-30 22:15:42,685 - INFO -  Top 1	acc (%):   78.91
+2024-10-30 22:15:42,685 - INFO -  Top 3	acc (%):   91.2
+2024-10-30 22:15:42,685 - INFO -  Top 5	acc (%):   93.41
+2024-10-30 22:15:42,685 - INFO -  Top 10	acc (%):   95.89
+2024-10-30 22:15:42,686 - INFO - 
+Only spherical_harmonics
+2024-10-30 22:15:42,686 - INFO -  Model :	model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:15:42,722 - INFO - (2217,)
+2024-10-30 22:15:42,811 - INFO -  Split ID: 0
+2024-10-30 22:15:42,812 - INFO -  Top 1	LocEnc acc (%):   4.56
+2024-10-30 22:15:42,812 - INFO -  Top 3	LocEnc acc (%):   10.33
+2024-10-30 22:15:42,812 - INFO -  Top 5	LocEnc acc (%):   14.75
+2024-10-30 22:15:42,812 - INFO -  Top 10	LocEnc acc (%):   25.03

Siren(SH)/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b52b4d38c7de0b67558e20932e1e9a07da93784f3fe66f723b8d2ad4fc0809b0
+size 15774894

Siren(SH)/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.log

@@ -0,0 +1,225 @@
+2024-10-30 13:27:16,159 - INFO - 
+num_classes	500
+2024-10-30 13:27:16,159 - INFO - num train    	19133
+2024-10-30 13:27:16,159 - INFO - num val      	816
+2024-10-30 13:27:16,159 - INFO - train loss   	full_loss
+2024-10-30 13:27:16,159 - INFO - model name   	../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 13:27:16,159 - INFO - num users    	2872
+2024-10-30 13:27:16,159 - INFO - meta data    	orig_meta
+2024-10-30 13:27:18,337 - INFO - 
+Epoch	0
+2024-10-30 13:27:20,037 - INFO - [18432/19133]	Loss  : 1.6159
+2024-10-30 13:27:20,090 - INFO - Test loss   : 0.7969
+2024-10-30 13:27:20,090 - INFO - 
+Epoch	1
+2024-10-30 13:27:21,537 - INFO - [18432/19133]	Loss  : 1.3188
+2024-10-30 13:27:21,742 - INFO - Test loss   : 0.7535
+2024-10-30 13:27:21,742 - INFO - 
+Epoch	2
+2024-10-30 13:27:23,191 - INFO - [18432/19133]	Loss  : 1.2027
+2024-10-30 13:27:23,245 - INFO - Test loss   : 0.7065
+2024-10-30 13:27:23,245 - INFO - 
+Epoch	3
+2024-10-30 13:27:24,696 - INFO - [18432/19133]	Loss  : 1.1418
+2024-10-30 13:27:24,749 - INFO - Test loss   : 0.6838
+2024-10-30 13:27:24,749 - INFO - 
+Epoch	4
+2024-10-30 13:27:26,196 - INFO - [18432/19133]	Loss  : 1.1064
+2024-10-30 13:27:26,250 - INFO - Test loss   : 0.6920
+2024-10-30 13:27:26,250 - INFO - 
+Epoch	5
+2024-10-30 13:27:27,657 - INFO - [18432/19133]	Loss  : 1.0847
+2024-10-30 13:27:27,710 - INFO - Test loss   : 0.6954
+2024-10-30 13:27:27,711 - INFO - 
+Epoch	6
+2024-10-30 13:27:29,157 - INFO - [18432/19133]	Loss  : 1.0684
+2024-10-30 13:27:29,211 - INFO - Test loss   : 0.7214
+2024-10-30 13:27:29,211 - INFO - 
+Epoch	7
+2024-10-30 13:27:30,659 - INFO - [18432/19133]	Loss  : 1.0593
+2024-10-30 13:27:30,712 - INFO - Test loss   : 0.7351
+2024-10-30 13:27:30,712 - INFO - 
+Epoch	8
+2024-10-30 13:27:32,164 - INFO - [18432/19133]	Loss  : 1.0452
+2024-10-30 13:27:32,218 - INFO - Test loss   : 0.7316
+2024-10-30 13:27:32,218 - INFO - 
+Epoch	9
+2024-10-30 13:27:33,670 - INFO - [18432/19133]	Loss  : 1.0363
+2024-10-30 13:27:33,724 - INFO - Test loss   : 0.7636
+2024-10-30 13:27:33,724 - INFO - 
+Epoch	10
+2024-10-30 13:27:35,174 - INFO - [18432/19133]	Loss  : 1.0273
+2024-10-30 13:27:35,227 - INFO - Test loss   : 0.7519
+2024-10-30 13:27:35,227 - INFO - 
+Epoch	11
+2024-10-30 13:27:36,633 - INFO - [18432/19133]	Loss  : 1.0192
+2024-10-30 13:27:36,686 - INFO - Test loss   : 0.8075
+2024-10-30 13:27:36,687 - INFO - 
+Epoch	12
+2024-10-30 13:27:38,136 - INFO - [18432/19133]	Loss  : 1.0107
+2024-10-30 13:27:38,189 - INFO - Test loss   : 0.7926
+2024-10-30 13:27:38,189 - INFO - 
+Epoch	13
+2024-10-30 13:27:39,637 - INFO - [18432/19133]	Loss  : 1.0013
+2024-10-30 13:27:39,691 - INFO - Test loss   : 0.8261
+2024-10-30 13:27:39,691 - INFO - 
+Epoch	14
+2024-10-30 13:27:41,139 - INFO - [18432/19133]	Loss  : 0.9981
+2024-10-30 13:27:41,193 - INFO - Test loss   : 0.8272
+2024-10-30 13:27:41,193 - INFO - 
+Epoch	15
+2024-10-30 13:27:42,667 - INFO - [18432/19133]	Loss  : 0.9913
+2024-10-30 13:27:42,724 - INFO - Test loss   : 0.8342
+2024-10-30 13:27:42,724 - INFO - 
+Epoch	16
+2024-10-30 13:27:44,176 - INFO - [18432/19133]	Loss  : 0.9825
+2024-10-30 13:27:44,230 - INFO - Test loss   : 0.8460
+2024-10-30 13:27:44,230 - INFO - 
+Epoch	17
+2024-10-30 13:27:45,639 - INFO - [18432/19133]	Loss  : 0.9787
+2024-10-30 13:27:45,693 - INFO - Test loss   : 0.8539
+2024-10-30 13:27:45,693 - INFO - 
+Epoch	18
+2024-10-30 13:27:47,143 - INFO - [18432/19133]	Loss  : 0.9710
+2024-10-30 13:27:47,197 - INFO - Test loss   : 0.8509
+2024-10-30 13:27:47,197 - INFO - 
+Epoch	19
+2024-10-30 13:27:48,648 - INFO - [18432/19133]	Loss  : 0.9703
+2024-10-30 13:27:48,701 - INFO - Test loss   : 0.8850
+2024-10-30 13:27:48,701 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 13:27:48,721 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 13:27:48,952 - INFO - 
+No prior
+2024-10-30 13:27:48,954 - INFO - (2262,)
+2024-10-30 13:27:49,086 - INFO - Save results to ../eval_results/eval_birdsnap_orig_meta_test_no_prior.csv
+2024-10-30 13:27:49,086 - INFO -  Split ID: 0
+2024-10-30 13:27:49,086 - INFO -  Top 1	acc (%):   70.07
+2024-10-30 13:27:49,086 - INFO -  Top 3	acc (%):   86.6
+2024-10-30 13:27:49,086 - INFO -  Top 5	acc (%):   90.05
+2024-10-30 13:27:49,086 - INFO -  Top 10	acc (%):   92.88
+2024-10-30 13:27:50,293 - INFO -  Split ID: 0
+2024-10-30 13:27:50,293 - INFO -  Top 1	acc (%):   71.71
+2024-10-30 13:27:50,293 - INFO -  Top 3	acc (%):   86.6
+2024-10-30 13:27:50,293 - INFO -  Top 5	acc (%):   89.79
+2024-10-30 13:27:50,293 - INFO -  Top 10	acc (%):   93.02
+2024-10-30 13:27:50,294 - INFO - 
+Only spherical_harmonics
+2024-10-30 13:27:50,294 - INFO -  Model :	model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 13:27:50,308 - INFO - (816,)
+2024-10-30 13:27:50,337 - INFO -  Split ID: 0
+2024-10-30 13:27:50,337 - INFO -  Top 1	LocEnc acc (%):   1.96
+2024-10-30 13:27:50,338 - INFO -  Top 3	LocEnc acc (%):   5.88
+2024-10-30 13:27:50,338 - INFO -  Top 5	LocEnc acc (%):   9.19
+2024-10-30 13:27:50,338 - INFO -  Top 10	LocEnc acc (%):   15.2
+2024-10-30 22:05:31,522 - INFO - 
+num_classes	500
+2024-10-30 22:05:32,567 - INFO - num train    	19133
+2024-10-30 22:05:32,567 - INFO - num val      	816
+2024-10-30 22:05:32,567 - INFO - train loss   	full_loss
+2024-10-30 22:05:32,567 - INFO - model name   	../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:05:32,567 - INFO - num users    	2872
+2024-10-30 22:05:32,567 - INFO - meta data    	orig_meta
+2024-10-30 22:05:33,801 - INFO - 
+Epoch	0
+2024-10-30 22:05:35,180 - INFO - [18432/19133]	Loss  : 1.6005
+2024-10-30 22:05:35,222 - INFO - Test loss   : 0.7978
+2024-10-30 22:05:35,222 - INFO - 
+Epoch	1
+2024-10-30 22:05:36,361 - INFO - [18432/19133]	Loss  : 1.3186
+2024-10-30 22:05:36,404 - INFO - Test loss   : 0.7882
+2024-10-30 22:05:36,404 - INFO - 
+Epoch	2
+2024-10-30 22:05:37,580 - INFO - [18432/19133]	Loss  : 1.1987
+2024-10-30 22:05:37,622 - INFO - Test loss   : 0.6972
+2024-10-30 22:05:37,622 - INFO - 
+Epoch	3
+2024-10-30 22:05:38,757 - INFO - [18432/19133]	Loss  : 1.1407
+2024-10-30 22:05:38,800 - INFO - Test loss   : 0.6530
+2024-10-30 22:05:38,800 - INFO - 
+Epoch	4
+2024-10-30 22:05:39,976 - INFO - [18432/19133]	Loss  : 1.1090
+2024-10-30 22:05:40,019 - INFO - Test loss   : 0.7187
+2024-10-30 22:05:40,019 - INFO - 
+Epoch	5
+2024-10-30 22:05:41,154 - INFO - [18432/19133]	Loss  : 1.0854
+2024-10-30 22:05:41,197 - INFO - Test loss   : 0.7340
+2024-10-30 22:05:41,197 - INFO - 
+Epoch	6
+2024-10-30 22:05:42,372 - INFO - [18432/19133]	Loss  : 1.0715
+2024-10-30 22:05:42,415 - INFO - Test loss   : 0.7229
+2024-10-30 22:05:42,415 - INFO - 
+Epoch	7
+2024-10-30 22:05:43,549 - INFO - [18432/19133]	Loss  : 1.0518
+2024-10-30 22:05:43,592 - INFO - Test loss   : 0.6907
+2024-10-30 22:05:43,592 - INFO - 
+Epoch	8
+2024-10-30 22:05:44,770 - INFO - [18432/19133]	Loss  : 1.0382
+2024-10-30 22:05:44,812 - INFO - Test loss   : 0.7042
+2024-10-30 22:05:44,813 - INFO - 
+Epoch	9
+2024-10-30 22:05:45,943 - INFO - [18432/19133]	Loss  : 1.0264
+2024-10-30 22:05:45,985 - INFO - Test loss   : 0.7250
+2024-10-30 22:05:45,985 - INFO - 
+Epoch	10
+2024-10-30 22:05:47,155 - INFO - [18432/19133]	Loss  : 1.0200
+2024-10-30 22:05:47,197 - INFO - Test loss   : 0.7519
+2024-10-30 22:05:47,197 - INFO - 
+Epoch	11
+2024-10-30 22:05:48,327 - INFO - [18432/19133]	Loss  : 1.0128
+2024-10-30 22:05:48,369 - INFO - Test loss   : 0.7454
+2024-10-30 22:05:48,369 - INFO - 
+Epoch	12
+2024-10-30 22:05:49,539 - INFO - [18432/19133]	Loss  : 1.0050
+2024-10-30 22:05:49,582 - INFO - Test loss   : 0.7921
+2024-10-30 22:05:49,582 - INFO - 
+Epoch	13
+2024-10-30 22:05:50,713 - INFO - [18432/19133]	Loss  : 0.9978
+2024-10-30 22:05:50,755 - INFO - Test loss   : 0.7809
+2024-10-30 22:05:50,755 - INFO - 
+Epoch	14
+2024-10-30 22:05:51,924 - INFO - [18432/19133]	Loss  : 0.9917
+2024-10-30 22:05:51,966 - INFO - Test loss   : 0.8011
+2024-10-30 22:05:51,966 - INFO - 
+Epoch	15
+2024-10-30 22:05:53,098 - INFO - [18432/19133]	Loss  : 0.9837
+2024-10-30 22:05:53,141 - INFO - Test loss   : 0.7916
+2024-10-30 22:05:53,141 - INFO - 
+Epoch	16
+2024-10-30 22:05:54,316 - INFO - [18432/19133]	Loss  : 0.9800
+2024-10-30 22:05:54,358 - INFO - Test loss   : 0.8240
+2024-10-30 22:05:54,358 - INFO - 
+Epoch	17
+2024-10-30 22:05:55,490 - INFO - [18432/19133]	Loss  : 0.9730
+2024-10-30 22:05:55,565 - INFO - Test loss   : 0.8451
+2024-10-30 22:05:55,565 - INFO - 
+Epoch	18
+2024-10-30 22:05:56,743 - INFO - [18432/19133]	Loss  : 0.9701
+2024-10-30 22:05:56,786 - INFO - Test loss   : 0.8705
+2024-10-30 22:05:56,786 - INFO - 
+Epoch	19
+2024-10-30 22:05:57,926 - INFO - [18432/19133]	Loss  : 0.9650
+2024-10-30 22:05:57,969 - INFO - Test loss   : 0.8525
+2024-10-30 22:05:57,969 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:05:59,278 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:05:59,351 - INFO - 
+No prior
+2024-10-30 22:05:59,367 - INFO - (2262,)
+2024-10-30 22:05:59,532 - INFO -  Split ID: 0
+2024-10-30 22:05:59,533 - INFO -  Top 1	acc (%):   70.07
+2024-10-30 22:05:59,533 - INFO -  Top 3	acc (%):   86.6
+2024-10-30 22:05:59,533 - INFO -  Top 5	acc (%):   90.05
+2024-10-30 22:05:59,533 - INFO -  Top 10	acc (%):   92.88
+2024-10-30 22:06:00,584 - INFO -  Split ID: 0
+2024-10-30 22:06:00,584 - INFO -  Top 1	acc (%):   71.71
+2024-10-30 22:06:00,585 - INFO -  Top 3	acc (%):   86.74
+2024-10-30 22:06:00,585 - INFO -  Top 5	acc (%):   89.74
+2024-10-30 22:06:00,585 - INFO -  Top 10	acc (%):   92.93
+2024-10-30 22:06:00,585 - INFO - 
+Only spherical_harmonics
+2024-10-30 22:06:00,585 - INFO -  Model :	model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:06:00,599 - INFO - (816,)
+2024-10-30 22:06:00,628 - INFO -  Split ID: 0
+2024-10-30 22:06:00,628 - INFO -  Top 1	LocEnc acc (%):   2.7
+2024-10-30 22:06:00,628 - INFO -  Top 3	LocEnc acc (%):   5.88
+2024-10-30 22:06:00,628 - INFO -  Top 5	LocEnc acc (%):   8.46
+2024-10-30 22:06:00,628 - INFO -  Top 10	LocEnc acc (%):   15.44

Siren(SH)/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar

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+size 12814510

Siren(SH)/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.log

@@ -0,0 +1,226 @@
+2024-10-29 15:55:19,538 - INFO - 
+num_classes	500
+2024-10-29 15:55:19,538 - INFO - num train    	19133
+2024-10-29 15:55:19,538 - INFO - num val      	816
+2024-10-29 15:55:19,538 - INFO - train loss   	full_loss
+2024-10-29 15:55:19,538 - INFO - model name   	../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 15:55:19,538 - INFO - num users    	2872
+2024-10-29 15:55:19,538 - INFO - meta data    	orig_meta
+2024-10-29 15:55:22,224 - INFO - 
+Epoch	0
+2024-10-29 15:55:23,919 - INFO - [18432/19133]	Loss  : 1.6156
+2024-10-29 15:55:23,972 - INFO - Test loss   : 0.7709
+2024-10-29 15:55:23,972 - INFO - 
+Epoch	1
+2024-10-29 15:55:25,408 - INFO - [18432/19133]	Loss  : 1.3257
+2024-10-29 15:55:25,461 - INFO - Test loss   : 0.7912
+2024-10-29 15:55:25,461 - INFO - 
+Epoch	2
+2024-10-29 15:55:26,869 - INFO - [18432/19133]	Loss  : 1.1967
+2024-10-29 15:55:26,921 - INFO - Test loss   : 0.6971
+2024-10-29 15:55:26,921 - INFO - 
+Epoch	3
+2024-10-29 15:55:28,325 - INFO - [18432/19133]	Loss  : 1.1372
+2024-10-29 15:55:28,376 - INFO - Test loss   : 0.7053
+2024-10-29 15:55:28,376 - INFO - 
+Epoch	4
+2024-10-29 15:55:29,779 - INFO - [18432/19133]	Loss  : 1.1012
+2024-10-29 15:55:29,830 - INFO - Test loss   : 0.6936
+2024-10-29 15:55:29,830 - INFO - 
+Epoch	5
+2024-10-29 15:55:31,193 - INFO - [18432/19133]	Loss  : 1.0809
+2024-10-29 15:55:31,245 - INFO - Test loss   : 0.7191
+2024-10-29 15:55:31,245 - INFO - 
+Epoch	6
+2024-10-29 15:55:32,647 - INFO - [18432/19133]	Loss  : 1.0603
+2024-10-29 15:55:32,699 - INFO - Test loss   : 0.7271
+2024-10-29 15:55:32,699 - INFO - 
+Epoch	7
+2024-10-29 15:55:34,102 - INFO - [18432/19133]	Loss  : 1.0526
+2024-10-29 15:55:34,154 - INFO - Test loss   : 0.7191
+2024-10-29 15:55:34,154 - INFO - 
+Epoch	8
+2024-10-29 15:55:35,557 - INFO - [18432/19133]	Loss  : 1.0374
+2024-10-29 15:55:35,609 - INFO - Test loss   : 0.7446
+2024-10-29 15:55:35,609 - INFO - 
+Epoch	9
+2024-10-29 15:55:37,014 - INFO - [18432/19133]	Loss  : 1.0215
+2024-10-29 15:55:37,066 - INFO - Test loss   : 0.7934
+2024-10-29 15:55:37,066 - INFO - 
+Epoch	10
+2024-10-29 15:55:38,470 - INFO - [18432/19133]	Loss  : 1.0149
+2024-10-29 15:55:38,522 - INFO - Test loss   : 0.7624
+2024-10-29 15:55:38,522 - INFO - 
+Epoch	11
+2024-10-29 15:55:39,886 - INFO - [18432/19133]	Loss  : 1.0050
+2024-10-29 15:55:39,938 - INFO - Test loss   : 0.7849
+2024-10-29 15:55:39,938 - INFO - 
+Epoch	12
+2024-10-29 15:55:41,342 - INFO - [18432/19133]	Loss  : 0.9920
+2024-10-29 15:55:41,394 - INFO - Test loss   : 0.7940
+2024-10-29 15:55:41,394 - INFO - 
+Epoch	13
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+2024-10-29 15:55:42,851 - INFO - Test loss   : 0.7960
+2024-10-29 15:55:42,851 - INFO - 
+Epoch	14
+2024-10-29 15:55:44,256 - INFO - [18432/19133]	Loss  : 0.9876
+2024-10-29 15:55:44,308 - INFO - Test loss   : 0.7894
+2024-10-29 15:55:44,308 - INFO - 
+Epoch	15
+2024-10-29 15:55:45,713 - INFO - [18432/19133]	Loss  : 0.9793
+2024-10-29 15:55:45,765 - INFO - Test loss   : 0.8368
+2024-10-29 15:55:45,765 - INFO - 
+Epoch	16
+2024-10-29 15:55:47,171 - INFO - [18432/19133]	Loss  : 0.9714
+2024-10-29 15:55:47,223 - INFO - Test loss   : 0.8261
+2024-10-29 15:55:47,223 - INFO - 
+Epoch	17
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+2024-10-29 15:55:48,641 - INFO - Test loss   : 0.8365
+2024-10-29 15:55:48,641 - INFO - 
+Epoch	18
+2024-10-29 15:55:50,049 - INFO - [18432/19133]	Loss  : 0.9651
+2024-10-29 15:55:50,101 - INFO - Test loss   : 0.8656
+2024-10-29 15:55:50,101 - INFO - 
+Epoch	19
+2024-10-29 15:55:51,504 - INFO - [18432/19133]	Loss  : 0.9605
+2024-10-29 15:55:51,556 - INFO - Test loss   : 0.8605
+2024-10-29 15:55:51,556 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 15:55:51,575 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 15:55:51,770 - INFO - 
+No prior
+2024-10-29 15:55:51,772 - INFO - (2262,)
+2024-10-29 15:55:52,256 - INFO - Save results to ../eval_results/eval_birdsnap_orig_meta_test_no_prior.csv
+2024-10-29 15:55:52,257 - INFO -  Split ID: 0
+2024-10-29 15:55:52,257 - INFO -  Top 1	acc (%):   70.07
+2024-10-29 15:55:52,257 - INFO -  Top 3	acc (%):   86.6
+2024-10-29 15:55:52,257 - INFO -  Top 5	acc (%):   90.05
+2024-10-29 15:55:52,257 - INFO -  Top 10	acc (%):   92.88
+2024-10-29 15:55:53,873 - INFO -  Split ID: 0
+2024-10-29 15:55:53,873 - INFO -  Top 1	acc (%):   71.62
+2024-10-29 15:55:53,873 - INFO -  Top 3	acc (%):   86.52
+2024-10-29 15:55:53,873 - INFO -  Top 5	acc (%):   89.74
+2024-10-29 15:55:53,873 - INFO -  Top 10	acc (%):   93.06
+2024-10-29 15:55:53,873 - INFO - 
+Only spherical_harmonics
+2024-10-29 15:55:53,873 - INFO -  Model :	model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 15:55:53,887 - INFO - (816,)
+2024-10-29 15:55:53,913 - INFO -  Split ID: 0
+2024-10-29 15:55:53,914 - INFO -  Top 1	LocEnc acc (%):   2.08
+2024-10-29 15:55:53,914 - INFO -  Top 3	LocEnc acc (%):   6.37
+2024-10-29 15:55:53,914 - INFO -  Top 5	LocEnc acc (%):   10.05
+2024-10-29 15:55:53,914 - INFO -  Top 10	LocEnc acc (%):   16.3
+2024-10-29 15:58:26,948 - INFO - 
+num_classes	500
+2024-10-29 15:58:26,948 - INFO - num train    	19133
+2024-10-29 15:58:26,948 - INFO - num val      	816
+2024-10-29 15:58:26,948 - INFO - train loss   	full_loss
+2024-10-29 15:58:26,948 - INFO - model name   	../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 15:58:26,949 - INFO - num users    	2872
+2024-10-29 15:58:26,949 - INFO - meta data    	orig_meta
+2024-10-29 15:58:27,187 - INFO - 
+Epoch	0
+2024-10-29 15:58:28,756 - INFO - [18432/19133]	Loss  : 1.6031
+2024-10-29 15:58:28,808 - INFO - Test loss   : 0.7852
+2024-10-29 15:58:28,808 - INFO - 
+Epoch	1
+2024-10-29 15:58:30,203 - INFO - [18432/19133]	Loss  : 1.2907
+2024-10-29 15:58:30,255 - INFO - Test loss   : 0.7305
+2024-10-29 15:58:30,255 - INFO - 
+Epoch	2
+2024-10-29 15:58:31,652 - INFO - [18432/19133]	Loss  : 1.1760
+2024-10-29 15:58:31,703 - INFO - Test loss   : 0.7189
+2024-10-29 15:58:31,704 - INFO - 
+Epoch	3
+2024-10-29 15:58:33,102 - INFO - [18432/19133]	Loss  : 1.1269
+2024-10-29 15:58:33,154 - INFO - Test loss   : 0.6903
+2024-10-29 15:58:33,154 - INFO - 
+Epoch	4
+2024-10-29 15:58:34,566 - INFO - [18432/19133]	Loss  : 1.0920
+2024-10-29 15:58:34,617 - INFO - Test loss   : 0.7308
+2024-10-29 15:58:34,617 - INFO - 
+Epoch	5
+2024-10-29 15:58:35,974 - INFO - [18432/19133]	Loss  : 1.0680
+2024-10-29 15:58:36,025 - INFO - Test loss   : 0.6936
+2024-10-29 15:58:36,025 - INFO - 
+Epoch	6
+2024-10-29 15:58:37,420 - INFO - [18432/19133]	Loss  : 1.0532
+2024-10-29 15:58:37,471 - INFO - Test loss   : 0.7422
+2024-10-29 15:58:37,471 - INFO - 
+Epoch	7
+2024-10-29 15:58:38,873 - INFO - [18432/19133]	Loss  : 1.0376
+2024-10-29 15:58:38,924 - INFO - Test loss   : 0.7075
+2024-10-29 15:58:38,924 - INFO - 
+Epoch	8
+2024-10-29 15:58:40,324 - INFO - [18432/19133]	Loss  : 1.0273
+2024-10-29 15:58:40,375 - INFO - Test loss   : 0.7389
+2024-10-29 15:58:40,376 - INFO - 
+Epoch	9
+2024-10-29 15:58:41,773 - INFO - [18432/19133]	Loss  : 1.0142
+2024-10-29 15:58:41,824 - INFO - Test loss   : 0.7534
+2024-10-29 15:58:41,824 - INFO - 
+Epoch	10
+2024-10-29 15:58:43,228 - INFO - [18432/19133]	Loss  : 1.0044
+2024-10-29 15:58:43,280 - INFO - Test loss   : 0.7517
+2024-10-29 15:58:43,280 - INFO - 
+Epoch	11
+2024-10-29 15:58:44,642 - INFO - [18432/19133]	Loss  : 0.9952
+2024-10-29 15:58:44,693 - INFO - Test loss   : 0.7804
+2024-10-29 15:58:44,693 - INFO - 
+Epoch	12
+2024-10-29 15:58:46,089 - INFO - [18432/19133]	Loss  : 0.9873
+2024-10-29 15:58:46,140 - INFO - Test loss   : 0.7920
+2024-10-29 15:58:46,140 - INFO - 
+Epoch	13
+2024-10-29 15:58:47,536 - INFO - [18432/19133]	Loss  : 0.9811
+2024-10-29 15:58:47,588 - INFO - Test loss   : 0.7950
+2024-10-29 15:58:47,588 - INFO - 
+Epoch	14
+2024-10-29 15:58:48,993 - INFO - [18432/19133]	Loss  : 0.9736
+2024-10-29 15:58:49,045 - INFO - Test loss   : 0.7949
+2024-10-29 15:58:49,045 - INFO - 
+Epoch	15
+2024-10-29 15:58:50,445 - INFO - [18432/19133]	Loss  : 0.9717
+2024-10-29 15:58:50,496 - INFO - Test loss   : 0.8141
+2024-10-29 15:58:50,496 - INFO - 
+Epoch	16
+2024-10-29 15:58:51,901 - INFO - [18432/19133]	Loss  : 0.9624
+2024-10-29 15:58:51,952 - INFO - Test loss   : 0.8173
+2024-10-29 15:58:51,952 - INFO - 
+Epoch	17
+2024-10-29 15:58:53,310 - INFO - [18432/19133]	Loss  : 0.9599
+2024-10-29 15:58:53,361 - INFO - Test loss   : 0.8570
+2024-10-29 15:58:53,361 - INFO - 
+Epoch	18
+2024-10-29 15:58:54,757 - INFO - [18432/19133]	Loss  : 0.9518
+2024-10-29 15:58:54,808 - INFO - Test loss   : 0.8725
+2024-10-29 15:58:54,808 - INFO - 
+Epoch	19
+2024-10-29 15:58:56,207 - INFO - [18432/19133]	Loss  : 0.9496
+2024-10-29 15:58:56,258 - INFO - Test loss   : 0.8565
+2024-10-29 15:58:56,258 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 15:58:56,484 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 15:58:56,657 - INFO - 
+No prior
+2024-10-29 15:58:56,660 - INFO - (2262,)
+2024-10-29 15:58:56,793 - INFO - Save results to ../eval_results/eval_birdsnap_orig_meta_test_no_prior.csv
+2024-10-29 15:58:56,793 - INFO -  Split ID: 0
+2024-10-29 15:58:56,793 - INFO -  Top 1	acc (%):   70.07
+2024-10-29 15:58:56,793 - INFO -  Top 3	acc (%):   86.6
+2024-10-29 15:58:56,793 - INFO -  Top 5	acc (%):   90.05
+2024-10-29 15:58:56,793 - INFO -  Top 10	acc (%):   92.88
+2024-10-29 15:58:57,992 - INFO -  Split ID: 0
+2024-10-29 15:58:57,992 - INFO -  Top 1	acc (%):   71.71
+2024-10-29 15:58:57,992 - INFO -  Top 3	acc (%):   86.74
+2024-10-29 15:58:57,992 - INFO -  Top 5	acc (%):   89.83
+2024-10-29 15:58:57,992 - INFO -  Top 10	acc (%):   92.97
+2024-10-29 15:58:57,992 - INFO - 
+Only spherical_harmonics
+2024-10-29 15:58:57,992 - INFO -  Model :	model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 15:58:58,006 - INFO - (816,)
+2024-10-29 15:58:58,034 - INFO -  Split ID: 0
+2024-10-29 15:58:58,034 - INFO -  Top 1	LocEnc acc (%):   3.55
+2024-10-29 15:58:58,034 - INFO -  Top 3	LocEnc acc (%):   6.13
+2024-10-29 15:58:58,034 - INFO -  Top 5	LocEnc acc (%):   10.05
+2024-10-29 15:58:58,034 - INFO -  Top 10	LocEnc acc (%):   15.93

Siren(SH)/model_birdsnap_orig_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar

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Siren(SH)/model_inat_2017_spherical_harmonics_inception_v3_0.0010_32_0.0001000_3_512.log

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+2024-10-30 22:34:38,001 - INFO - 
+num_classes	5089
+2024-10-30 22:34:38,001 - INFO - num train    	569465
+2024-10-30 22:34:38,001 - INFO - num val      	93622
+2024-10-30 22:34:38,001 - INFO - train loss   	full_loss
+2024-10-30 22:34:38,001 - INFO - model name   	../models/spherical_harmonics/model_inat_2017_spherical_harmonics_inception_v3_0.0010_32_0.0001000_3_512.pth.tar
+2024-10-30 22:34:38,001 - INFO - num users    	17302
+2024-10-30 22:34:38,488 - INFO - 
+Epoch	0
+2024-10-30 22:34:42,045 - INFO - [51200/569465]	Loss  : 1.6387
+2024-10-30 22:34:45,291 - INFO - [102400/569465]	Loss  : 1.5056
+2024-10-30 22:34:48,480 - INFO - [153600/569465]	Loss  : 1.4043
+2024-10-30 22:34:51,684 - INFO - [204800/569465]	Loss  : 1.3203
+2024-10-30 22:34:54,938 - INFO - [256000/569465]	Loss  : 1.2516
+2024-10-30 22:34:55,700 - INFO - [268288/569465]	Loss  : 1.2383
+2024-10-30 22:35:00,666 - INFO - Test loss   : 0.6010
+2024-10-30 22:35:00,666 - INFO - 
+Epoch	1
+2024-10-30 22:35:03,999 - INFO - [51200/569465]	Loss  : 0.8913
+2024-10-30 22:35:07,251 - INFO - [102400/569465]	Loss  : 0.8758
+2024-10-30 22:35:10,464 - INFO - [153600/569465]	Loss  : 0.8611
+2024-10-30 22:35:13,698 - INFO - [204800/569465]	Loss  : 0.8494
+2024-10-30 22:35:16,943 - INFO - [256000/569465]	Loss  : 0.8396
+2024-10-30 22:35:17,655 - INFO - [268288/569465]	Loss  : 0.8374
+2024-10-30 22:35:22,549 - INFO - Test loss   : 0.4806
+2024-10-30 22:35:22,549 - INFO - 
+Epoch	2
+2024-10-30 22:35:25,904 - INFO - [51200/569465]	Loss  : 0.7634
+2024-10-30 22:35:29,094 - INFO - [102400/569465]	Loss  : 0.7611
+2024-10-30 22:35:32,281 - INFO - [153600/569465]	Loss  : 0.7566
+2024-10-30 22:35:35,486 - INFO - [204800/569465]	Loss  : 0.7525
+2024-10-30 22:35:38,649 - INFO - [256000/569465]	Loss  : 0.7490
+2024-10-30 22:35:39,377 - INFO - [268288/569465]	Loss  : 0.7486
+2024-10-30 22:35:44,319 - INFO - Test loss   : 0.4594
+2024-10-30 22:35:44,319 - INFO - 
+Epoch	3
+2024-10-30 22:35:47,663 - INFO - [51200/569465]	Loss  : 0.7187
+2024-10-30 22:35:50,872 - INFO - [102400/569465]	Loss  : 0.7168
+2024-10-30 22:35:54,112 - INFO - [153600/569465]	Loss  : 0.7149
+2024-10-30 22:35:57,286 - INFO - [204800/569465]	Loss  : 0.7138
+2024-10-30 22:36:00,490 - INFO - [256000/569465]	Loss  : 0.7122
+2024-10-30 22:36:01,207 - INFO - [268288/569465]	Loss  : 0.7120
+2024-10-30 22:36:06,139 - INFO - Test loss   : 0.4766
+2024-10-30 22:36:06,139 - INFO - 
+Epoch	4
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+2024-10-30 22:36:12,678 - INFO - [102400/569465]	Loss  : 0.6906
+2024-10-30 22:36:15,866 - INFO - [153600/569465]	Loss  : 0.6908
+2024-10-30 22:36:19,037 - INFO - [204800/569465]	Loss  : 0.6902
+2024-10-30 22:36:22,308 - INFO - [256000/569465]	Loss  : 0.6896
+2024-10-30 22:36:23,066 - INFO - [268288/569465]	Loss  : 0.6895
+2024-10-30 22:36:28,043 - INFO - Test loss   : 0.4952
+2024-10-30 22:36:28,044 - INFO - 
+Epoch	5
+2024-10-30 22:36:31,372 - INFO - [51200/569465]	Loss  : 0.6751
+2024-10-30 22:36:34,622 - INFO - [102400/569465]	Loss  : 0.6733
+2024-10-30 22:36:37,818 - INFO - [153600/569465]	Loss  : 0.6732
+2024-10-30 22:36:40,999 - INFO - [204800/569465]	Loss  : 0.6728
+2024-10-30 22:36:44,169 - INFO - [256000/569465]	Loss  : 0.6724
+2024-10-30 22:36:44,926 - INFO - [268288/569465]	Loss  : 0.6725
+2024-10-30 22:36:49,852 - INFO - Test loss   : 0.5076
+2024-10-30 22:36:49,853 - INFO - 
+Epoch	6
+2024-10-30 22:36:53,270 - INFO - [51200/569465]	Loss  : 0.6590
+2024-10-30 22:36:56,514 - INFO - [102400/569465]	Loss  : 0.6599
+2024-10-30 22:36:59,704 - INFO - [153600/569465]	Loss  : 0.6599
+2024-10-30 22:37:02,934 - INFO - [204800/569465]	Loss  : 0.6596
+2024-10-30 22:37:06,117 - INFO - [256000/569465]	Loss  : 0.6587
+2024-10-30 22:37:06,825 - INFO - [268288/569465]	Loss  : 0.6584
+2024-10-30 22:37:11,739 - INFO - Test loss   : 0.5266
+2024-10-30 22:37:11,739 - INFO - 
+Epoch	7
+2024-10-30 22:37:15,055 - INFO - [51200/569465]	Loss  : 0.6464
+2024-10-30 22:37:18,252 - INFO - [102400/569465]	Loss  : 0.6471
+2024-10-30 22:37:21,404 - INFO - [153600/569465]	Loss  : 0.6472
+2024-10-30 22:37:24,565 - INFO - [204800/569465]	Loss  : 0.6472
+2024-10-30 22:37:27,720 - INFO - [256000/569465]	Loss  : 0.6474
+2024-10-30 22:37:28,478 - INFO - [268288/569465]	Loss  : 0.6472
+2024-10-30 22:37:33,335 - INFO - Test loss   : 0.5449
+2024-10-30 22:37:33,335 - INFO - 
+Epoch	8
+2024-10-30 22:37:36,687 - INFO - [51200/569465]	Loss  : 0.6354
+2024-10-30 22:37:39,833 - INFO - [102400/569465]	Loss  : 0.6377
+2024-10-30 22:37:42,975 - INFO - [153600/569465]	Loss  : 0.6386
+2024-10-30 22:37:46,166 - INFO - [204800/569465]	Loss  : 0.6388
+2024-10-30 22:37:49,316 - INFO - [256000/569465]	Loss  : 0.6381
+2024-10-30 22:37:50,018 - INFO - [268288/569465]	Loss  : 0.6378
+2024-10-30 22:37:54,938 - INFO - Test loss   : 0.5704
+2024-10-30 22:37:54,938 - INFO - 
+Epoch	9
+2024-10-30 22:37:58,232 - INFO - [51200/569465]	Loss  : 0.6302
+2024-10-30 22:38:01,432 - INFO - [102400/569465]	Loss  : 0.6304
+2024-10-30 22:38:04,560 - INFO - [153600/569465]	Loss  : 0.6305
+2024-10-30 22:38:07,699 - INFO - [204800/569465]	Loss  : 0.6307
+2024-10-30 22:38:10,846 - INFO - [256000/569465]	Loss  : 0.6306
+2024-10-30 22:38:11,600 - INFO - [268288/569465]	Loss  : 0.6307
+2024-10-30 22:38:16,474 - INFO - Test loss   : 0.5734
+2024-10-30 22:38:16,474 - INFO - Saving output model to ../models/spherical_harmonics/model_inat_2017_spherical_harmonics_inception_v3_0.0010_32_0.0001000_3_512.pth.tar
+2024-10-30 22:38:16,542 - INFO - Saving output model to ../models/spherical_harmonics/model_inat_2017_spherical_harmonics_inception_v3_0.0010_32_0.0001000_3_512.pth.tar
+2024-10-30 22:38:17,121 - INFO - 
+No prior
+2024-10-30 22:38:38,084 - INFO - (95986,)

Siren(SH)/model_inat_2017_spherical_harmonics_inception_v3_0.0010_32_0.0001000_3_512.pth.tar

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+size 41687982

Siren(SH)/model_inat_2018_1.0_spherical_harmonics_0.0010_32_0.0010000_3_512.log

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+2024-10-30 22:34:00,468 - INFO - 
+num_classes	8142
+2024-10-30 22:34:00,469 - INFO - num train    	436063
+2024-10-30 22:34:00,469 - INFO - num val      	24343
+2024-10-30 22:34:00,469 - INFO - train loss   	full_loss
+2024-10-30 22:34:00,469 - INFO - model name   	../models/spherical_harmonics/model_inat_2018_1.0_spherical_harmonics_0.0010_32_0.0010000_3_512.pth.tar
+2024-10-30 22:34:00,469 - INFO - num users    	18643
+2024-10-30 22:34:02,081 - INFO - 
+Epoch	0
+2024-10-30 22:34:05,866 - INFO - [51200/436063]	Loss  : 1.6592
+2024-10-30 22:34:09,118 - INFO - [102400/436063]	Loss  : 1.5243
+2024-10-30 22:34:12,370 - INFO - [153600/436063]	Loss  : 1.4306
+2024-10-30 22:34:15,692 - INFO - [204800/436063]	Loss  : 1.3515
+2024-10-30 22:34:18,982 - INFO - [256000/436063]	Loss  : 1.2835
+2024-10-30 22:34:19,353 - INFO - [262144/436063]	Loss  : 1.2766
+2024-10-30 22:34:20,628 - INFO - Test loss   : 0.8923
+2024-10-30 22:34:20,628 - INFO - 
+Epoch	1
+2024-10-30 22:34:24,085 - INFO - [51200/436063]	Loss  : 0.9037
+2024-10-30 22:34:27,399 - INFO - [102400/436063]	Loss  : 0.8810
+2024-10-30 22:34:30,658 - INFO - [153600/436063]	Loss  : 0.8598
+2024-10-30 22:34:33,908 - INFO - [204800/436063]	Loss  : 0.8412
+2024-10-30 22:34:37,184 - INFO - [256000/436063]	Loss  : 0.8241
+2024-10-30 22:34:37,554 - INFO - [262144/436063]	Loss  : 0.8224
+2024-10-30 22:34:38,886 - INFO - Test loss   : 0.5166
+2024-10-30 22:34:38,886 - INFO - 
+Epoch	2
+2024-10-30 22:34:42,373 - INFO - [51200/436063]	Loss  : 0.7156
+2024-10-30 22:34:45,735 - INFO - [102400/436063]	Loss  : 0.7086
+2024-10-30 22:34:49,067 - INFO - [153600/436063]	Loss  : 0.6997
+2024-10-30 22:34:52,399 - INFO - [204800/436063]	Loss  : 0.6930
+2024-10-30 22:34:55,717 - INFO - [256000/436063]	Loss  : 0.6866
+2024-10-30 22:34:56,096 - INFO - [262144/436063]	Loss  : 0.6857
+2024-10-30 22:34:57,452 - INFO - Test loss   : 0.3635
+2024-10-30 22:34:57,452 - INFO - 
+Epoch	3
+2024-10-30 22:35:00,993 - INFO - [51200/436063]	Loss  : 0.6337
+2024-10-30 22:35:04,285 - INFO - [102400/436063]	Loss  : 0.6326
+2024-10-30 22:35:07,605 - INFO - [153600/436063]	Loss  : 0.6305
+2024-10-30 22:35:10,970 - INFO - [204800/436063]	Loss  : 0.6286
+2024-10-30 22:35:14,283 - INFO - [256000/436063]	Loss  : 0.6264
+2024-10-30 22:35:14,652 - INFO - [262144/436063]	Loss  : 0.6261
+2024-10-30 22:35:15,946 - INFO - Test loss   : 0.3102
+2024-10-30 22:35:15,946 - INFO - 
+Epoch	4
+2024-10-30 22:35:19,502 - INFO - [51200/436063]	Loss  : 0.5989
+2024-10-30 22:35:22,830 - INFO - [102400/436063]	Loss  : 0.5982
+2024-10-30 22:35:26,157 - INFO - [153600/436063]	Loss  : 0.5976
+2024-10-30 22:35:29,461 - INFO - [204800/436063]	Loss  : 0.5962
+2024-10-30 22:35:32,793 - INFO - [256000/436063]	Loss  : 0.5951
+2024-10-30 22:35:33,163 - INFO - [262144/436063]	Loss  : 0.5950
+2024-10-30 22:35:34,514 - INFO - Test loss   : 0.2907
+2024-10-30 22:35:34,514 - INFO - 
+Epoch	5
+2024-10-30 22:35:37,997 - INFO - [51200/436063]	Loss  : 0.5743
+2024-10-30 22:35:41,296 - INFO - [102400/436063]	Loss  : 0.5762
+2024-10-30 22:35:44,600 - INFO - [153600/436063]	Loss  : 0.5762
+2024-10-30 22:35:47,975 - INFO - [204800/436063]	Loss  : 0.5751
+2024-10-30 22:35:51,273 - INFO - [256000/436063]	Loss  : 0.5742
+2024-10-30 22:35:51,641 - INFO - [262144/436063]	Loss  : 0.5741
+2024-10-30 22:35:52,990 - INFO - Test loss   : 0.2803
+2024-10-30 22:35:52,990 - INFO - 
+Epoch	6
+2024-10-30 22:35:56,488 - INFO - [51200/436063]	Loss  : 0.5569
+2024-10-30 22:35:59,781 - INFO - [102400/436063]	Loss  : 0.5576
+2024-10-30 22:36:03,138 - INFO - [153600/436063]	Loss  : 0.5574
+2024-10-30 22:36:06,435 - INFO - [204800/436063]	Loss  : 0.5576
+2024-10-30 22:36:09,728 - INFO - [256000/436063]	Loss  : 0.5577
+2024-10-30 22:36:10,099 - INFO - [262144/436063]	Loss  : 0.5575
+2024-10-30 22:36:11,442 - INFO - Test loss   : 0.2709
+2024-10-30 22:36:11,442 - INFO - 
+Epoch	7
+2024-10-30 22:36:14,960 - INFO - [51200/436063]	Loss  : 0.5466
+2024-10-30 22:36:18,259 - INFO - [102400/436063]	Loss  : 0.5473
+2024-10-30 22:36:21,660 - INFO - [153600/436063]	Loss  : 0.5462
+2024-10-30 22:36:24,982 - INFO - [204800/436063]	Loss  : 0.5459
+2024-10-30 22:36:28,317 - INFO - [256000/436063]	Loss  : 0.5451
+2024-10-30 22:36:28,689 - INFO - [262144/436063]	Loss  : 0.5450
+2024-10-30 22:36:29,992 - INFO - Test loss   : 0.2725
+2024-10-30 22:36:29,992 - INFO - 
+Epoch	8
+2024-10-30 22:36:33,574 - INFO - [51200/436063]	Loss  : 0.5343
+2024-10-30 22:36:36,897 - INFO - [102400/436063]	Loss  : 0.5339
+2024-10-30 22:36:40,210 - INFO - [153600/436063]	Loss  : 0.5338
+2024-10-30 22:36:43,518 - INFO - [204800/436063]	Loss  : 0.5342
+2024-10-30 22:36:46,903 - INFO - [256000/436063]	Loss  : 0.5342
+2024-10-30 22:36:47,286 - INFO - [262144/436063]	Loss  : 0.5342
+2024-10-30 22:36:48,574 - INFO - Test loss   : 0.2711
+2024-10-30 22:36:48,575 - INFO - 
+Epoch	9
+2024-10-30 22:36:52,100 - INFO - [51200/436063]	Loss  : 0.5231
+2024-10-30 22:36:55,470 - INFO - [102400/436063]	Loss  : 0.5235
+2024-10-30 22:36:58,794 - INFO - [153600/436063]	Loss  : 0.5235
+2024-10-30 22:37:02,093 - INFO - [204800/436063]	Loss  : 0.5238
+2024-10-30 22:37:05,388 - INFO - [256000/436063]	Loss  : 0.5242
+2024-10-30 22:37:05,814 - INFO - [262144/436063]	Loss  : 0.5242
+2024-10-30 22:37:07,114 - INFO - Test loss   : 0.2720
+2024-10-30 22:37:07,114 - INFO - Saving output model to ../models/spherical_harmonics/model_inat_2018_1.0_spherical_harmonics_0.0010_32_0.0010000_3_512.pth.tar
+2024-10-30 22:37:07,195 - INFO - Saving output model to ../models/spherical_harmonics/model_inat_2018_1.0_spherical_harmonics_0.0010_32_0.0010000_3_512.pth.tar
+2024-10-30 22:37:08,233 - INFO - 
+No prior
+2024-10-30 22:37:16,761 - INFO - (24426,)
+2024-10-30 22:37:52,052 - INFO - Save results to ../eval_results/eval_inat_2018__val_no_prior.csv
+2024-10-30 22:37:52,052 - INFO -  Split ID: 0
+2024-10-30 22:37:52,053 - INFO -  Top 1	acc (%):   60.2
+2024-10-30 22:37:52,053 - INFO -  Top 3	acc (%):   77.9
+2024-10-30 22:37:52,053 - INFO -  Top 5	acc (%):   83.29
+2024-10-30 22:37:52,053 - INFO -  Top 10	acc (%):   88.5
+2024-10-30 22:38:33,891 - INFO -  Split ID: 0
+2024-10-30 22:38:33,892 - INFO -  Top 1	acc (%):   71.16
+2024-10-30 22:38:33,892 - INFO -  Top 3	acc (%):   86.31
+2024-10-30 22:38:33,892 - INFO -  Top 5	acc (%):   90.03
+2024-10-30 22:38:33,892 - INFO -  Top 10	acc (%):   93.3
+2024-10-30 22:38:33,898 - INFO - 
+Only spherical_harmonics
+2024-10-30 22:38:33,898 - INFO -  Model :	model_inat_2018_1.0_spherical_harmonics_0.0010_32_0.0010000_3_512.pth.tar
+2024-10-30 22:38:50,721 - INFO - (24343,)
+2024-10-30 22:49:41,824 - INFO -  Split ID: 0
+2024-10-30 22:49:42,452 - INFO -  Top 1	LocEnc acc (%):   0.46
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+2024-10-30 22:49:42,453 - INFO -  Top 5	LocEnc acc (%):   2.29
+2024-10-30 22:49:42,454 - INFO -  Top 10	LocEnc acc (%):   4.21

Siren(SH)/model_inat_2018_1.0_spherical_harmonics_0.0010_32_0.0010000_3_512.pth.tar

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Siren(SH)/sh16/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.log

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+2024-10-30 16:58:55,150 - INFO - 
+num_classes	62
+2024-10-30 16:58:55,150 - INFO - num train    	363571
+2024-10-30 16:58:55,150 - INFO - num val      	53041
+2024-10-30 16:58:55,150 - INFO - train loss   	full_loss
+2024-10-30 16:58:55,150 - INFO - model name   	../models/spherical_harmonics/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 16:58:55,151 - INFO - num users    	1
+2024-10-30 16:58:56,511 - INFO - 
+Epoch	0
+2024-10-30 16:58:57,217 - INFO - [6144/363571]	Loss  : 1.8522
+2024-10-30 16:58:59,441 - INFO - Test loss   : 1.0635
+2024-10-30 16:58:59,441 - INFO - 
+Epoch	1
+2024-10-30 16:58:59,842 - INFO - [6144/363571]	Loss  : 1.6160
+2024-10-30 16:59:02,581 - INFO - Test loss   : 0.8923
+2024-10-30 16:59:02,581 - INFO - 
+Epoch	2
+2024-10-30 16:59:02,982 - INFO - [6144/363571]	Loss  : 1.5705
+2024-10-30 16:59:05,824 - INFO - Test loss   : 0.8587
+2024-10-30 16:59:05,825 - INFO - 
+Epoch	3
+2024-10-30 16:59:06,225 - INFO - [6144/363571]	Loss  : 1.5419
+2024-10-30 16:59:08,965 - INFO - Test loss   : 0.8231
+2024-10-30 16:59:08,965 - INFO - 
+Epoch	4
+2024-10-30 16:59:09,365 - INFO - [6144/363571]	Loss  : 1.5157
+2024-10-30 16:59:12,204 - INFO - Test loss   : 0.7773
+2024-10-30 16:59:12,205 - INFO - 
+Epoch	5
+2024-10-30 16:59:12,605 - INFO - [6144/363571]	Loss  : 1.5008
+2024-10-30 16:59:15,338 - INFO - Test loss   : 0.7623
+2024-10-30 16:59:15,339 - INFO - 
+Epoch	6
+2024-10-30 16:59:15,785 - INFO - [6144/363571]	Loss  : 1.5065
+2024-10-30 16:59:18,572 - INFO - Test loss   : 0.7730
+2024-10-30 16:59:18,572 - INFO - 
+Epoch	7
+2024-10-30 16:59:18,973 - INFO - [6144/363571]	Loss  : 1.4915
+2024-10-30 16:59:21,714 - INFO - Test loss   : 0.7425
+2024-10-30 16:59:21,714 - INFO - 
+Epoch	8
+2024-10-30 16:59:22,164 - INFO - [6144/363571]	Loss  : 1.4974
+2024-10-30 16:59:24,902 - INFO - Test loss   : 0.8327
+2024-10-30 16:59:24,902 - INFO - 
+Epoch	9
+2024-10-30 16:59:25,348 - INFO - [6144/363571]	Loss  : 1.4908
+2024-10-30 16:59:28,135 - INFO - Test loss   : 0.7453
+2024-10-30 16:59:28,135 - INFO - Saving output model to ../models/spherical_harmonics/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 16:59:28,150 - INFO - Saving output model to ../models/spherical_harmonics/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 16:59:28,399 - INFO - 
+No prior
+2024-10-30 16:59:28,418 - INFO - (53041,)
+2024-10-30 16:59:29,947 - INFO - Save results to ../eval_results/eval_fmow__val_no_prior.csv
+2024-10-30 16:59:29,947 - INFO -  Split ID: 0
+2024-10-30 16:59:29,947 - INFO -  Top 1	acc (%):   69.83
+2024-10-30 16:59:29,947 - INFO -  Top 3	acc (%):   84.61
+2024-10-30 16:59:29,948 - INFO -  Top 5	acc (%):   89.23
+2024-10-30 16:59:29,948 - INFO -  Top 10	acc (%):   94.29
+2024-10-30 17:00:35,223 - INFO -  Split ID: 0
+2024-10-30 17:00:35,223 - INFO -  Top 1	acc (%):   70.2
+2024-10-30 17:00:35,223 - INFO -  Top 3	acc (%):   84.93
+2024-10-30 17:00:35,223 - INFO -  Top 5	acc (%):   89.56
+2024-10-30 17:00:35,224 - INFO -  Top 10	acc (%):   94.49
+2024-10-30 17:00:35,241 - INFO - 
+Only spherical_harmonics
+2024-10-30 17:00:35,242 - INFO -  Model :	model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 17:00:35,815 - INFO - (53041,)
+2024-10-30 17:00:36,031 - INFO -  Split ID: 0
+2024-10-30 17:00:36,048 - INFO -  Top 1	LocEnc acc (%):   10.21
+2024-10-30 17:00:36,050 - INFO -  Top 3	LocEnc acc (%):   22.1
+2024-10-30 17:00:36,052 - INFO -  Top 5	LocEnc acc (%):   26.17
+2024-10-30 17:00:36,054 - INFO -  Top 10	LocEnc acc (%):   38.66

Siren(SH)/sh16/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar

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Siren(SH)/sh16/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.log

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+2024-10-30 22:23:40,070 - INFO - 
+num_classes	555
+2024-10-30 22:23:40,070 - INFO - num train    	22599
+2024-10-30 22:23:40,070 - INFO - num val      	24411
+2024-10-30 22:23:40,070 - INFO - train loss   	full_loss
+2024-10-30 22:23:40,070 - INFO - model name   	../models/spherical_harmonics/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-30 22:23:40,070 - INFO - num users    	5331
+2024-10-30 22:23:40,070 - INFO - meta data    	ebird_meta
+2024-10-30 22:23:42,823 - INFO - 
+Epoch	0
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+2024-10-30 22:23:45,688 - INFO - Test loss   : 0.6771
+2024-10-30 22:23:45,688 - INFO - 
+Epoch	1
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+2024-10-30 22:23:48,230 - INFO - Test loss   : 0.5402
+2024-10-30 22:23:48,231 - INFO - 
+Epoch	2
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+2024-10-30 22:23:50,855 - INFO - Test loss   : 0.4849
+2024-10-30 22:23:50,861 - INFO - 
+Epoch	3
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+2024-10-30 22:23:53,423 - INFO - Test loss   : 0.4973
+2024-10-30 22:23:53,423 - INFO - 
+Epoch	4
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+2024-10-30 22:23:56,028 - INFO - Test loss   : 0.4729
+2024-10-30 22:23:56,028 - INFO - 
+Epoch	5
+2024-10-30 22:23:57,430 - INFO - [22528/22599]	Loss  : 1.0306
+2024-10-30 22:23:58,673 - INFO - Test loss   : 0.4808
+2024-10-30 22:23:58,673 - INFO - 
+Epoch	6
+2024-10-30 22:24:00,051 - INFO - [22528/22599]	Loss  : 1.0166
+2024-10-30 22:24:01,290 - INFO - Test loss   : 0.4597
+2024-10-30 22:24:01,290 - INFO - 
+Epoch	7
+2024-10-30 22:24:02,663 - INFO - [22528/22599]	Loss  : 1.0025
+2024-10-30 22:24:03,907 - INFO - Test loss   : 0.4649
+2024-10-30 22:24:03,907 - INFO - 
+Epoch	8
+2024-10-30 22:24:05,233 - INFO - [22528/22599]	Loss  : 0.9943
+2024-10-30 22:24:06,508 - INFO - Test loss   : 0.4613
+2024-10-30 22:24:06,508 - INFO - 
+Epoch	9
+2024-10-30 22:24:07,979 - INFO - [22528/22599]	Loss  : 0.9845
+2024-10-30 22:24:09,213 - INFO - Test loss   : 0.4589
+2024-10-30 22:24:09,213 - INFO - 
+Epoch	10
+2024-10-30 22:24:10,584 - INFO - [22528/22599]	Loss  : 0.9812
+2024-10-30 22:24:11,818 - INFO - Test loss   : 0.4724
+2024-10-30 22:24:11,821 - INFO - 
+Epoch	11
+2024-10-30 22:24:13,189 - INFO - [22528/22599]	Loss  : 0.9701
+2024-10-30 22:24:14,445 - INFO - Test loss   : 0.4705
+2024-10-30 22:24:14,445 - INFO - 
+Epoch	12
+2024-10-30 22:24:15,762 - INFO - [22528/22599]	Loss  : 0.9605
+2024-10-30 22:24:16,992 - INFO - Test loss   : 0.4657
+2024-10-30 22:24:16,992 - INFO - 
+Epoch	13
+2024-10-30 22:24:18,358 - INFO - [22528/22599]	Loss  : 0.9559
+2024-10-30 22:24:19,636 - INFO - Test loss   : 0.4692
+2024-10-30 22:24:19,636 - INFO - 
+Epoch	14
+2024-10-30 22:24:20,961 - INFO - [22528/22599]	Loss  : 0.9513
+2024-10-30 22:24:22,200 - INFO - Test loss   : 0.4655
+2024-10-30 22:24:22,200 - INFO - 
+Epoch	15
+2024-10-30 22:24:23,595 - INFO - [22528/22599]	Loss  : 0.9424
+2024-10-30 22:24:24,827 - INFO - Test loss   : 0.4788
+2024-10-30 22:24:24,827 - INFO - 
+Epoch	16
+2024-10-30 22:24:26,192 - INFO - [22528/22599]	Loss  : 0.9431
+2024-10-30 22:24:27,424 - INFO - Test loss   : 0.4760
+2024-10-30 22:24:27,424 - INFO - 
+Epoch	17
+2024-10-30 22:24:28,790 - INFO - [22528/22599]	Loss  : 0.9370
+2024-10-30 22:24:30,020 - INFO - Test loss   : 0.4776
+2024-10-30 22:24:30,020 - INFO - 
+Epoch	18
+2024-10-30 22:24:31,391 - INFO - [22528/22599]	Loss  : 0.9342
+2024-10-30 22:24:32,629 - INFO - Test loss   : 0.4818
+2024-10-30 22:24:32,629 - INFO - 
+Epoch	19
+2024-10-30 22:24:33,961 - INFO - [22528/22599]	Loss  : 0.9315
+2024-10-30 22:24:35,237 - INFO - Test loss   : 0.4808
+2024-10-30 22:24:35,237 - INFO - Saving output model to ../models/spherical_harmonics/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-30 22:24:35,261 - INFO - Saving output model to ../models/spherical_harmonics/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-30 22:24:35,941 - INFO - 
+No prior
+2024-10-30 22:24:36,161 - INFO - (24633,)
+2024-10-30 22:24:40,556 - INFO - Save results to ../eval_results/eval_nabirds_ebird_meta_test_no_prior.csv
+2024-10-30 22:24:40,556 - INFO -  Split ID: 0
+2024-10-30 22:24:40,556 - INFO -  Top 1	acc (%):   76.08
+2024-10-30 22:24:40,556 - INFO -  Top 3	acc (%):   90.98
+2024-10-30 22:24:40,556 - INFO -  Top 5	acc (%):   94.06
+2024-10-30 22:24:40,557 - INFO -  Top 10	acc (%):   96.83
+2024-10-30 22:26:55,019 - INFO -  Split ID: 0
+2024-10-30 22:26:56,410 - INFO -  Top 1	acc (%):   81.48
+2024-10-30 22:26:56,411 - INFO -  Top 3	acc (%):   93.46
+2024-10-30 22:26:56,411 - INFO -  Top 5	acc (%):   95.79
+2024-10-30 22:26:56,411 - INFO -  Top 10	acc (%):   97.83
+2024-10-30 22:26:56,418 - INFO - 
+Only spherical_harmonics
+2024-10-30 22:26:56,418 - INFO -  Model :	model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-30 22:27:00,253 - INFO - (24411,)
+2024-10-30 22:27:01,189 - INFO -  Split ID: 0
+2024-10-30 22:27:01,199 - INFO -  Top 1	LocEnc acc (%):   1.78
+2024-10-30 22:27:01,200 - INFO -  Top 3	LocEnc acc (%):   5.46
+2024-10-30 22:27:01,201 - INFO -  Top 5	LocEnc acc (%):   8.44
+2024-10-30 22:27:01,202 - INFO -  Top 10	LocEnc acc (%):   14.94

Siren(SH)/sh16/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae7f4b5a132c3623382e0229c5aee3b9bcee00073327a48a36237f72f93dacc3
+size 15501486

Siren(SH)/sh16/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.log

@@ -0,0 +1,82 @@
+2024-10-30 21:55:00,199 - INFO - 
+num_classes	100
+2024-10-30 21:55:00,199 - INFO - num train    	66739
+2024-10-30 21:55:00,199 - INFO - num val      	17798
+2024-10-30 21:55:00,199 - INFO - train loss   	full_loss
+2024-10-30 21:55:00,199 - INFO - model name   	../models/spherical_harmonics/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 21:55:00,199 - INFO - num users    	1
+2024-10-30 21:55:01,549 - INFO - 
+Epoch	0
+2024-10-30 21:55:05,365 - INFO - [51200/66739]	Loss  : 1.3246
+2024-10-30 21:55:06,382 - INFO - [66560/66739]	Loss  : 1.3112
+2024-10-30 21:55:07,430 - INFO - Test loss   : 0.6101
+2024-10-30 21:55:07,430 - INFO - 
+Epoch	1
+2024-10-30 21:55:10,963 - INFO - [51200/66739]	Loss  : 1.2572
+2024-10-30 21:55:11,978 - INFO - [66560/66739]	Loss  : 1.2563
+2024-10-30 21:55:13,026 - INFO - Test loss   : 0.5841
+2024-10-30 21:55:13,026 - INFO - 
+Epoch	2
+2024-10-30 21:55:16,587 - INFO - [51200/66739]	Loss  : 1.2390
+2024-10-30 21:55:17,560 - INFO - [66560/66739]	Loss  : 1.2366
+2024-10-30 21:55:18,645 - INFO - Test loss   : 0.5768
+2024-10-30 21:55:18,646 - INFO - 
+Epoch	3
+2024-10-30 21:55:22,170 - INFO - [51200/66739]	Loss  : 1.2238
+2024-10-30 21:55:23,144 - INFO - [66560/66739]	Loss  : 1.2219
+2024-10-30 21:55:24,193 - INFO - Test loss   : 0.5636
+2024-10-30 21:55:24,193 - INFO - 
+Epoch	4
+2024-10-30 21:55:27,773 - INFO - [51200/66739]	Loss  : 1.2136
+2024-10-30 21:55:28,752 - INFO - [66560/66739]	Loss  : 1.2125
+2024-10-30 21:55:29,836 - INFO - Test loss   : 0.5512
+2024-10-30 21:55:29,836 - INFO - 
+Epoch	5
+2024-10-30 21:55:33,377 - INFO - [51200/66739]	Loss  : 1.1991
+2024-10-30 21:55:34,355 - INFO - [66560/66739]	Loss  : 1.1992
+2024-10-30 21:55:35,444 - INFO - Test loss   : 0.5624
+2024-10-30 21:55:35,444 - INFO - 
+Epoch	6
+2024-10-30 21:55:38,969 - INFO - [51200/66739]	Loss  : 1.1939
+2024-10-30 21:55:39,944 - INFO - [66560/66739]	Loss  : 1.1933
+2024-10-30 21:55:41,023 - INFO - Test loss   : 0.5520
+2024-10-30 21:55:41,023 - INFO - 
+Epoch	7
+2024-10-30 21:55:44,542 - INFO - [51200/66739]	Loss  : 1.1878
+2024-10-30 21:55:45,515 - INFO - [66560/66739]	Loss  : 1.1871
+2024-10-30 21:55:46,604 - INFO - Test loss   : 0.5510
+2024-10-30 21:55:46,605 - INFO - 
+Epoch	8
+2024-10-30 21:55:50,140 - INFO - [51200/66739]	Loss  : 1.1806
+2024-10-30 21:55:51,165 - INFO - [66560/66739]	Loss  : 1.1803
+2024-10-30 21:55:52,211 - INFO - Test loss   : 0.5500
+2024-10-30 21:55:52,211 - INFO - 
+Epoch	9
+2024-10-30 21:55:55,762 - INFO - [51200/66739]	Loss  : 1.1737
+2024-10-30 21:55:56,737 - INFO - [66560/66739]	Loss  : 1.1743
+2024-10-30 21:55:57,845 - INFO - Test loss   : 0.5605
+2024-10-30 21:55:57,845 - INFO - Saving output model to ../models/spherical_harmonics/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 21:55:57,857 - INFO - Saving output model to ../models/spherical_harmonics/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 21:55:57,978 - INFO - 
+No prior
+2024-10-30 21:55:57,983 - INFO - (17798,)
+2024-10-30 21:55:58,554 - INFO - Save results to ../eval_results/eval_yfcc__test_no_prior.csv
+2024-10-30 21:55:58,554 - INFO -  Split ID: 0
+2024-10-30 21:55:58,555 - INFO -  Top 1	acc (%):   50.15
+2024-10-30 21:55:58,555 - INFO -  Top 3	acc (%):   73.9
+2024-10-30 21:55:58,555 - INFO -  Top 5	acc (%):   82.45
+2024-10-30 21:55:58,555 - INFO -  Top 10	acc (%):   91.06
+2024-10-30 21:56:20,553 - INFO -  Split ID: 0
+2024-10-30 21:56:20,553 - INFO -  Top 1	acc (%):   50.57
+2024-10-30 21:56:20,553 - INFO -  Top 3	acc (%):   74.51
+2024-10-30 21:56:20,553 - INFO -  Top 5	acc (%):   83.29
+2024-10-30 21:56:20,553 - INFO -  Top 10	acc (%):   91.69
+2024-10-30 21:56:20,558 - INFO - 
+Only spherical_harmonics
+2024-10-30 21:56:20,558 - INFO -  Model :	model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 21:56:20,658 - INFO - (17798,)
+2024-10-30 21:56:20,750 - INFO -  Split ID: 0
+2024-10-30 21:56:20,755 - INFO -  Top 1	LocEnc acc (%):   7.43
+2024-10-30 21:56:20,756 - INFO -  Top 3	LocEnc acc (%):   17.04
+2024-10-30 21:56:20,757 - INFO -  Top 5	LocEnc acc (%):   23.56
+2024-10-30 21:56:20,757 - INFO -  Top 10	LocEnc acc (%):   36.62

Siren(SH)/sh16/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar

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+version https://git-lfs.github.com/spec/v1
+oid sha256:2cb1158f7d9f7f6b889f1cb0d2c8629ca68db9ea57c415a060ec02e43d264055
+size 8645742

Siren(SH)/sh32/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.log

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+2024-10-30 22:08:04,886 - INFO - 
+num_classes	500
+2024-10-30 22:08:04,886 - INFO - num train    	42490
+2024-10-30 22:08:04,887 - INFO - num val      	2217
+2024-10-30 22:08:04,887 - INFO - train loss   	full_loss
+2024-10-30 22:08:04,887 - INFO - model name   	../models/spherical_harmonics/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:08:04,887 - INFO - num users    	5763
+2024-10-30 22:08:04,887 - INFO - meta data    	ebird_meta
+2024-10-30 22:08:06,960 - INFO - 
+Epoch	0
+2024-10-30 22:08:09,668 - INFO - [41984/42490]	Loss  : 1.3135
+2024-10-30 22:08:09,782 - INFO - Test loss   : 0.4612
+2024-10-30 22:08:09,783 - INFO - 
+Epoch	1
+2024-10-30 22:08:12,361 - INFO - [41984/42490]	Loss  : 1.0281
+2024-10-30 22:08:12,475 - INFO - Test loss   : 0.4066
+2024-10-30 22:08:12,475 - INFO - 
+Epoch	2
+2024-10-30 22:08:15,012 - INFO - [41984/42490]	Loss  : 0.9793
+2024-10-30 22:08:15,126 - INFO - Test loss   : 0.4049
+2024-10-30 22:08:15,126 - INFO - 
+Epoch	3
+2024-10-30 22:08:17,669 - INFO - [41984/42490]	Loss  : 0.9489
+2024-10-30 22:08:17,784 - INFO - Test loss   : 0.3867
+2024-10-30 22:08:17,784 - INFO - 
+Epoch	4
+2024-10-30 22:08:20,328 - INFO - [41984/42490]	Loss  : 0.9266
+2024-10-30 22:08:20,443 - INFO - Test loss   : 0.3846
+2024-10-30 22:08:20,443 - INFO - 
+Epoch	5
+2024-10-30 22:08:22,994 - INFO - [41984/42490]	Loss  : 0.9118
+2024-10-30 22:08:23,109 - INFO - Test loss   : 0.3787
+2024-10-30 22:08:23,109 - INFO - 
+Epoch	6
+2024-10-30 22:08:25,655 - INFO - [41984/42490]	Loss  : 0.8986
+2024-10-30 22:08:25,768 - INFO - Test loss   : 0.3819
+2024-10-30 22:08:25,768 - INFO - 
+Epoch	7
+2024-10-30 22:08:28,316 - INFO - [41984/42490]	Loss  : 0.8927
+2024-10-30 22:08:28,431 - INFO - Test loss   : 0.3693
+2024-10-30 22:08:28,431 - INFO - 
+Epoch	8
+2024-10-30 22:08:31,012 - INFO - [41984/42490]	Loss  : 0.8805
+2024-10-30 22:08:31,127 - INFO - Test loss   : 0.3794
+2024-10-30 22:08:31,127 - INFO - 
+Epoch	9
+2024-10-30 22:08:33,715 - INFO - [41984/42490]	Loss  : 0.8727
+2024-10-30 22:08:33,830 - INFO - Test loss   : 0.3729
+2024-10-30 22:08:33,830 - INFO - 
+Epoch	10
+2024-10-30 22:08:36,355 - INFO - [41984/42490]	Loss  : 0.8672
+2024-10-30 22:08:36,473 - INFO - Test loss   : 0.3747
+2024-10-30 22:08:36,473 - INFO - 
+Epoch	11
+2024-10-30 22:08:39,023 - INFO - [41984/42490]	Loss  : 0.8624
+2024-10-30 22:08:39,137 - INFO - Test loss   : 0.3864
+2024-10-30 22:08:39,138 - INFO - 
+Epoch	12
+2024-10-30 22:08:41,680 - INFO - [41984/42490]	Loss  : 0.8579
+2024-10-30 22:08:41,794 - INFO - Test loss   : 0.3846
+2024-10-30 22:08:41,794 - INFO - 
+Epoch	13
+2024-10-30 22:08:44,325 - INFO - [41984/42490]	Loss  : 0.8544
+2024-10-30 22:08:44,439 - INFO - Test loss   : 0.3830
+2024-10-30 22:08:44,439 - INFO - 
+Epoch	14
+2024-10-30 22:08:46,980 - INFO - [41984/42490]	Loss  : 0.8496
+2024-10-30 22:08:47,095 - INFO - Test loss   : 0.3809
+2024-10-30 22:08:47,095 - INFO - 
+Epoch	15
+2024-10-30 22:08:49,639 - INFO - [41984/42490]	Loss  : 0.8444
+2024-10-30 22:08:49,753 - INFO - Test loss   : 0.3750
+2024-10-30 22:08:49,753 - INFO - 
+Epoch	16
+2024-10-30 22:08:52,298 - INFO - [41984/42490]	Loss  : 0.8409
+2024-10-30 22:08:52,413 - INFO - Test loss   : 0.3856
+2024-10-30 22:08:52,413 - INFO - 
+Epoch	17
+2024-10-30 22:08:55,012 - INFO - [41984/42490]	Loss  : 0.8373
+2024-10-30 22:08:55,127 - INFO - Test loss   : 0.3752
+2024-10-30 22:08:55,127 - INFO - 
+Epoch	18
+2024-10-30 22:08:57,679 - INFO - [41984/42490]	Loss  : 0.8366
+2024-10-30 22:08:57,794 - INFO - Test loss   : 0.3841
+2024-10-30 22:08:57,794 - INFO - 
+Epoch	19
+2024-10-30 22:09:00,356 - INFO - [41984/42490]	Loss  : 0.8338
+2024-10-30 22:09:00,471 - INFO - Test loss   : 0.3839
+2024-10-30 22:09:00,471 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:09:01,193 - INFO - Saving output model to ../models/spherical_harmonics/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:09:01,345 - INFO - 
+No prior
+2024-10-30 22:09:01,346 - INFO - (2262,)
+2024-10-30 22:09:01,423 - INFO -  Split ID: 0
+2024-10-30 22:09:01,423 - INFO -  Top 1	acc (%):   70.07
+2024-10-30 22:09:01,423 - INFO -  Top 3	acc (%):   86.6
+2024-10-30 22:09:01,423 - INFO -  Top 5	acc (%):   90.05
+2024-10-30 22:09:01,423 - INFO -  Top 10	acc (%):   92.88
+2024-10-30 22:09:04,001 - INFO -  Split ID: 0
+2024-10-30 22:09:04,001 - INFO -  Top 1	acc (%):   78.96
+2024-10-30 22:09:04,001 - INFO -  Top 3	acc (%):   91.11
+2024-10-30 22:09:04,001 - INFO -  Top 5	acc (%):   93.24
+2024-10-30 22:09:04,001 - INFO -  Top 10	acc (%):   95.93
+2024-10-30 22:09:04,001 - INFO - 
+Only spherical_harmonics
+2024-10-30 22:09:04,001 - INFO -  Model :	model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar
+2024-10-30 22:09:04,028 - INFO - (2217,)
+2024-10-30 22:09:04,127 - INFO -  Split ID: 0
+2024-10-30 22:09:04,128 - INFO -  Top 1	LocEnc acc (%):   4.65
+2024-10-30 22:09:04,128 - INFO -  Top 3	LocEnc acc (%):   9.7
+2024-10-30 22:09:04,128 - INFO -  Top 5	LocEnc acc (%):   13.89
+2024-10-30 22:09:04,128 - INFO -  Top 10	LocEnc acc (%):   24.49

Siren(SH)/sh32/model_birdsnap_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_16_0.0001000_3_512.pth.tar

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+version https://git-lfs.github.com/spec/v1
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Siren(SH)/sh32/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.log

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+2024-10-30 15:50:25,131 - INFO - 
+num_classes	62
+2024-10-30 15:50:25,131 - INFO - num train    	363571
+2024-10-30 15:50:25,131 - INFO - num val      	53041
+2024-10-30 15:50:25,131 - INFO - train loss   	full_loss
+2024-10-30 15:50:25,131 - INFO - model name   	../models/spherical_harmonics/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 15:50:25,131 - INFO - num users    	1
+2024-10-30 15:50:26,651 - INFO - 
+Epoch	0
+2024-10-30 15:50:27,317 - INFO - [6144/363571]	Loss  : 1.8374
+2024-10-30 15:50:30,177 - INFO - Test loss   : 0.9528
+2024-10-30 15:50:30,177 - INFO - 
+Epoch	1
+2024-10-30 15:50:30,581 - INFO - [6144/363571]	Loss  : 1.6009
+2024-10-30 15:50:33,346 - INFO - Test loss   : 0.8324
+2024-10-30 15:50:33,346 - INFO - 
+Epoch	2
+2024-10-30 15:50:33,749 - INFO - [6144/363571]	Loss  : 1.5456
+2024-10-30 15:50:36,620 - INFO - Test loss   : 0.8413
+2024-10-30 15:50:36,620 - INFO - 
+Epoch	3
+2024-10-30 15:50:37,021 - INFO - [6144/363571]	Loss  : 1.5306
+2024-10-30 15:50:39,796 - INFO - Test loss   : 0.7811
+2024-10-30 15:50:39,796 - INFO - 
+Epoch	4
+2024-10-30 15:50:40,200 - INFO - [6144/363571]	Loss  : 1.5146
+2024-10-30 15:50:43,083 - INFO - Test loss   : 0.8295
+2024-10-30 15:50:43,083 - INFO - 
+Epoch	5
+2024-10-30 15:50:43,489 - INFO - [6144/363571]	Loss  : 1.5076
+2024-10-30 15:50:46,273 - INFO - Test loss   : 0.8153
+2024-10-30 15:50:46,273 - INFO - 
+Epoch	6
+2024-10-30 15:50:46,725 - INFO - [6144/363571]	Loss  : 1.5055
+2024-10-30 15:50:49,549 - INFO - Test loss   : 0.8216
+2024-10-30 15:50:49,549 - INFO - 
+Epoch	7
+2024-10-30 15:50:49,952 - INFO - [6144/363571]	Loss  : 1.4964
+2024-10-30 15:50:52,730 - INFO - Test loss   : 0.8263
+2024-10-30 15:50:52,730 - INFO - 
+Epoch	8
+2024-10-30 15:50:53,177 - INFO - [6144/363571]	Loss  : 1.4928
+2024-10-30 15:50:55,967 - INFO - Test loss   : 0.8018
+2024-10-30 15:50:55,967 - INFO - 
+Epoch	9
+2024-10-30 15:50:56,417 - INFO - [6144/363571]	Loss  : 1.4736
+2024-10-30 15:50:59,227 - INFO - Test loss   : 0.8431
+2024-10-30 15:50:59,228 - INFO - Saving output model to ../models/spherical_harmonics/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 15:50:59,241 - INFO - Saving output model to ../models/spherical_harmonics/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 15:50:59,278 - INFO - 
+No prior
+2024-10-30 15:50:59,364 - INFO - (53041,)
+2024-10-30 15:51:00,427 - INFO - Save results to ../eval_results/eval_fmow__val_no_prior.csv
+2024-10-30 15:51:00,427 - INFO -  Split ID: 0
+2024-10-30 15:51:00,427 - INFO -  Top 1	acc (%):   69.83
+2024-10-30 15:51:00,427 - INFO -  Top 3	acc (%):   84.61
+2024-10-30 15:51:00,428 - INFO -  Top 5	acc (%):   89.23
+2024-10-30 15:51:00,428 - INFO -  Top 10	acc (%):   94.29
+2024-10-30 15:52:05,695 - INFO -  Split ID: 0
+2024-10-30 15:52:05,695 - INFO -  Top 1	acc (%):   70.17
+2024-10-30 15:52:05,696 - INFO -  Top 3	acc (%):   84.96
+2024-10-30 15:52:05,696 - INFO -  Top 5	acc (%):   89.54
+2024-10-30 15:52:05,696 - INFO -  Top 10	acc (%):   94.47
+2024-10-30 15:52:05,713 - INFO - 
+Only spherical_harmonics
+2024-10-30 15:52:05,713 - INFO -  Model :	model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar
+2024-10-30 15:52:06,216 - INFO - (53041,)
+2024-10-30 15:52:06,534 - INFO -  Split ID: 0
+2024-10-30 15:52:06,553 - INFO -  Top 1	LocEnc acc (%):   8.26
+2024-10-30 15:52:06,555 - INFO -  Top 3	LocEnc acc (%):   21.76
+2024-10-30 15:52:06,557 - INFO -  Top 5	LocEnc acc (%):   28.46
+2024-10-30 15:52:06,559 - INFO -  Top 10	LocEnc acc (%):   41.41

Siren(SH)/sh32/model_fmow_spherical_harmonics_inception_v3_0.0100_8_0.0001000_3_512.pth.tar

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+size 8528750

Siren(SH)/sh32/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.log

@@ -0,0 +1,113 @@
+2024-10-29 16:01:46,856 - INFO - 
+num_classes	555
+2024-10-29 16:01:46,857 - INFO - num train    	22599
+2024-10-29 16:01:46,857 - INFO - num val      	24411
+2024-10-29 16:01:46,857 - INFO - train loss   	full_loss
+2024-10-29 16:01:46,857 - INFO - model name   	../models/spherical_harmonics/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 16:01:46,857 - INFO - num users    	5331
+2024-10-29 16:01:46,857 - INFO - meta data    	ebird_meta
+2024-10-29 16:01:47,100 - INFO - 
+Epoch	0
+2024-10-29 16:01:48,873 - INFO - [22528/22599]	Loss  : 1.4885
+2024-10-29 16:01:50,444 - INFO - Test loss   : 0.6768
+2024-10-29 16:01:50,444 - INFO - 
+Epoch	1
+2024-10-29 16:01:52,097 - INFO - [22528/22599]	Loss  : 1.1677
+2024-10-29 16:01:53,671 - INFO - Test loss   : 0.5302
+2024-10-29 16:01:53,672 - INFO - 
+Epoch	2
+2024-10-29 16:01:55,329 - INFO - [22528/22599]	Loss  : 1.0952
+2024-10-29 16:01:56,887 - INFO - Test loss   : 0.5024
+2024-10-29 16:01:56,887 - INFO - 
+Epoch	3
+2024-10-29 16:01:58,550 - INFO - [22528/22599]	Loss  : 1.0651
+2024-10-29 16:02:00,126 - INFO - Test loss   : 0.4841
+2024-10-29 16:02:00,126 - INFO - 
+Epoch	4
+2024-10-29 16:02:01,786 - INFO - [22528/22599]	Loss  : 1.0479
+2024-10-29 16:02:03,364 - INFO - Test loss   : 0.4791
+2024-10-29 16:02:03,364 - INFO - 
+Epoch	5
+2024-10-29 16:02:05,028 - INFO - [22528/22599]	Loss  : 1.0262
+2024-10-29 16:02:06,588 - INFO - Test loss   : 0.4676
+2024-10-29 16:02:06,588 - INFO - 
+Epoch	6
+2024-10-29 16:02:08,300 - INFO - [22528/22599]	Loss  : 1.0149
+2024-10-29 16:02:09,845 - INFO - Test loss   : 0.4591
+2024-10-29 16:02:09,845 - INFO - 
+Epoch	7
+2024-10-29 16:02:11,507 - INFO - [22528/22599]	Loss  : 1.0051
+2024-10-29 16:02:13,091 - INFO - Test loss   : 0.4659
+2024-10-29 16:02:13,091 - INFO - 
+Epoch	8
+2024-10-29 16:02:14,755 - INFO - [22528/22599]	Loss  : 0.9883
+2024-10-29 16:02:16,290 - INFO - Test loss   : 0.4684
+2024-10-29 16:02:16,290 - INFO - 
+Epoch	9
+2024-10-29 16:02:17,952 - INFO - [22528/22599]	Loss  : 0.9847
+2024-10-29 16:02:19,527 - INFO - Test loss   : 0.4598
+2024-10-29 16:02:19,527 - INFO - 
+Epoch	10
+2024-10-29 16:02:21,191 - INFO - [22528/22599]	Loss  : 0.9803
+2024-10-29 16:02:22,764 - INFO - Test loss   : 0.4683
+2024-10-29 16:02:22,764 - INFO - 
+Epoch	11
+2024-10-29 16:02:24,441 - INFO - [22528/22599]	Loss  : 0.9706
+2024-10-29 16:02:25,966 - INFO - Test loss   : 0.4810
+2024-10-29 16:02:25,966 - INFO - 
+Epoch	12
+2024-10-29 16:02:27,625 - INFO - [22528/22599]	Loss  : 0.9715
+2024-10-29 16:02:29,200 - INFO - Test loss   : 0.4664
+2024-10-29 16:02:29,200 - INFO - 
+Epoch	13
+2024-10-29 16:02:30,860 - INFO - [22528/22599]	Loss  : 0.9638
+2024-10-29 16:02:32,436 - INFO - Test loss   : 0.4711
+2024-10-29 16:02:32,436 - INFO - 
+Epoch	14
+2024-10-29 16:02:34,089 - INFO - [22528/22599]	Loss  : 0.9600
+2024-10-29 16:02:35,616 - INFO - Test loss   : 0.4653
+2024-10-29 16:02:35,616 - INFO - 
+Epoch	15
+2024-10-29 16:02:37,282 - INFO - [22528/22599]	Loss  : 0.9486
+2024-10-29 16:02:38,857 - INFO - Test loss   : 0.4802
+2024-10-29 16:02:38,857 - INFO - 
+Epoch	16
+2024-10-29 16:02:40,518 - INFO - [22528/22599]	Loss  : 0.9425
+2024-10-29 16:02:42,091 - INFO - Test loss   : 0.4866
+2024-10-29 16:02:42,091 - INFO - 
+Epoch	17
+2024-10-29 16:02:43,752 - INFO - [22528/22599]	Loss  : 0.9439
+2024-10-29 16:02:45,290 - INFO - Test loss   : 0.4815
+2024-10-29 16:02:45,290 - INFO - 
+Epoch	18
+2024-10-29 16:02:46,991 - INFO - [22528/22599]	Loss  : 0.9429
+2024-10-29 16:02:48,531 - INFO - Test loss   : 0.4795
+2024-10-29 16:02:48,531 - INFO - 
+Epoch	19
+2024-10-29 16:02:50,190 - INFO - [22528/22599]	Loss  : 0.9398
+2024-10-29 16:02:51,771 - INFO - Test loss   : 0.4705
+2024-10-29 16:02:51,771 - INFO - Saving output model to ../models/spherical_harmonics/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 16:02:51,796 - INFO - Saving output model to ../models/spherical_harmonics/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 16:02:52,682 - INFO - 
+No prior
+2024-10-29 16:02:52,714 - INFO - (24633,)
+2024-10-29 16:02:54,713 - INFO - Save results to ../eval_results/eval_nabirds_ebird_meta_test_no_prior.csv
+2024-10-29 16:02:54,714 - INFO -  Split ID: 0
+2024-10-29 16:02:54,714 - INFO -  Top 1	acc (%):   76.08
+2024-10-29 16:02:54,714 - INFO -  Top 3	acc (%):   90.98
+2024-10-29 16:02:54,714 - INFO -  Top 5	acc (%):   94.06
+2024-10-29 16:02:54,714 - INFO -  Top 10	acc (%):   96.83
+2024-10-29 16:03:24,590 - INFO -  Split ID: 0
+2024-10-29 16:03:24,590 - INFO -  Top 1	acc (%):   81.44
+2024-10-29 16:03:24,590 - INFO -  Top 3	acc (%):   93.45
+2024-10-29 16:03:24,590 - INFO -  Top 5	acc (%):   95.81
+2024-10-29 16:03:24,590 - INFO -  Top 10	acc (%):   97.84
+2024-10-29 16:03:24,602 - INFO - 
+Only spherical_harmonics
+2024-10-29 16:03:24,602 - INFO -  Model :	model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar
+2024-10-29 16:03:24,807 - INFO - (24411,)
+2024-10-29 16:03:25,748 - INFO -  Split ID: 0
+2024-10-29 16:03:25,757 - INFO -  Top 1	LocEnc acc (%):   1.89
+2024-10-29 16:03:25,758 - INFO -  Top 3	LocEnc acc (%):   5.31
+2024-10-29 16:03:25,759 - INFO -  Top 5	LocEnc acc (%):   8.05
+2024-10-29 16:03:25,759 - INFO -  Top 10	LocEnc acc (%):   14.36

Siren(SH)/sh32/model_nabirds_ebird_meta_1.0_spherical_harmonics_inception_v3_0.0050_32_0.0001000_3_512.pth.tar

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Siren(SH)/sh32/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_32_0.0001000_3_512.log

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+2024-10-29 16:04:19,318 - INFO - 
+num_classes	100
+2024-10-29 16:04:19,319 - INFO - num train    	66739
+2024-10-29 16:04:19,319 - INFO - num val      	17798
+2024-10-29 16:04:19,319 - INFO - train loss   	full_loss
+2024-10-29 16:04:19,319 - INFO - model name   	../models/spherical_harmonics/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_32_0.0001000_3_512.pth.tar
+2024-10-29 16:04:19,319 - INFO - num users    	1
+2024-10-29 16:04:19,537 - INFO - 
+Epoch	0
+2024-10-29 16:04:23,888 - INFO - [51200/66739]	Loss  : 1.3276
+2024-10-29 16:04:25,073 - INFO - [66560/66739]	Loss  : 1.3128
+2024-10-29 16:04:26,365 - INFO - Test loss   : 0.6139
+2024-10-29 16:04:26,365 - INFO - 
+Epoch	1
+2024-10-29 16:04:30,554 - INFO - [51200/66739]	Loss  : 1.2603
+2024-10-29 16:04:31,702 - INFO - [66560/66739]	Loss  : 1.2589
+2024-10-29 16:04:32,995 - INFO - Test loss   : 0.5927
+2024-10-29 16:04:32,995 - INFO - 
+Epoch	2
+2024-10-29 16:04:37,185 - INFO - [51200/66739]	Loss  : 1.2415
+2024-10-29 16:04:38,372 - INFO - [66560/66739]	Loss  : 1.2394
+2024-10-29 16:04:39,625 - INFO - Test loss   : 0.5779
+2024-10-29 16:04:39,625 - INFO - 
+Epoch	3
+2024-10-29 16:04:43,848 - INFO - [51200/66739]	Loss  : 1.2256
+2024-10-29 16:04:45,001 - INFO - [66560/66739]	Loss  : 1.2241
+2024-10-29 16:04:46,283 - INFO - Test loss   : 0.5702
+2024-10-29 16:04:46,283 - INFO - 
+Epoch	4
+2024-10-29 16:04:50,458 - INFO - [51200/66739]	Loss  : 1.2132
+2024-10-29 16:04:51,645 - INFO - [66560/66739]	Loss  : 1.2119
+2024-10-29 16:04:52,898 - INFO - Test loss   : 0.5672
+2024-10-29 16:04:52,898 - INFO - 
+Epoch	5
+2024-10-29 16:04:57,086 - INFO - [51200/66739]	Loss  : 1.2026
+2024-10-29 16:04:58,273 - INFO - [66560/66739]	Loss  : 1.2015
+2024-10-29 16:04:59,530 - INFO - Test loss   : 0.5624
+2024-10-29 16:04:59,530 - INFO - 
+Epoch	6
+2024-10-29 16:05:03,758 - INFO - [51200/66739]	Loss  : 1.1967
+2024-10-29 16:05:04,907 - INFO - [66560/66739]	Loss  : 1.1954
+2024-10-29 16:05:06,201 - INFO - Test loss   : 0.5542
+2024-10-29 16:05:06,201 - INFO - 
+Epoch	7
+2024-10-29 16:05:10,389 - INFO - [51200/66739]	Loss  : 1.1882
+2024-10-29 16:05:11,577 - INFO - [66560/66739]	Loss  : 1.1873
+2024-10-29 16:05:12,834 - INFO - Test loss   : 0.5711
+2024-10-29 16:05:12,834 - INFO - 
+Epoch	8
+2024-10-29 16:05:17,063 - INFO - [51200/66739]	Loss  : 1.1803
+2024-10-29 16:05:18,211 - INFO - [66560/66739]	Loss  : 1.1799
+2024-10-29 16:05:19,499 - INFO - Test loss   : 0.5669
+2024-10-29 16:05:19,499 - INFO - 
+Epoch	9
+2024-10-29 16:05:23,686 - INFO - [51200/66739]	Loss  : 1.1749
+2024-10-29 16:05:24,837 - INFO - [66560/66739]	Loss  : 1.1733
+2024-10-29 16:05:26,133 - INFO - Test loss   : 0.5522
+2024-10-29 16:05:26,133 - INFO - Saving output model to ../models/spherical_harmonics/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_32_0.0001000_3_512.pth.tar
+2024-10-29 16:05:26,145 - INFO - Saving output model to ../models/spherical_harmonics/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_32_0.0001000_3_512.pth.tar
+2024-10-29 16:05:26,393 - INFO - 
+No prior
+2024-10-29 16:05:26,400 - INFO - (17798,)
+2024-10-29 16:05:26,832 - INFO - Save results to ../eval_results/eval_yfcc__test_no_prior.csv
+2024-10-29 16:05:26,832 - INFO -  Split ID: 0
+2024-10-29 16:05:26,832 - INFO -  Top 1	acc (%):   50.15
+2024-10-29 16:05:26,832 - INFO -  Top 3	acc (%):   73.9
+2024-10-29 16:05:26,832 - INFO -  Top 5	acc (%):   82.45
+2024-10-29 16:05:26,832 - INFO -  Top 10	acc (%):   91.06
+2024-10-29 16:05:48,818 - INFO -  Split ID: 0
+2024-10-29 16:05:48,818 - INFO -  Top 1	acc (%):   50.46
+2024-10-29 16:05:48,818 - INFO -  Top 3	acc (%):   74.56
+2024-10-29 16:05:48,819 - INFO -  Top 5	acc (%):   83.36
+2024-10-29 16:05:48,819 - INFO -  Top 10	acc (%):   91.65
+2024-10-29 16:05:48,823 - INFO - 
+Only spherical_harmonics
+2024-10-29 16:05:48,823 - INFO -  Model :	model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_32_0.0001000_3_512.pth.tar
+2024-10-29 16:05:48,938 - INFO - (17798,)
+2024-10-29 16:05:49,016 - INFO -  Split ID: 0
+2024-10-29 16:05:49,022 - INFO -  Top 1	LocEnc acc (%):   7.69
+2024-10-29 16:05:49,022 - INFO -  Top 3	LocEnc acc (%):   16.5
+2024-10-29 16:05:49,023 - INFO -  Top 5	LocEnc acc (%):   23.13
+2024-10-29 16:05:49,024 - INFO -  Top 10	LocEnc acc (%):   36.34

Siren(SH)/sh32/model_yfcc_1.0_spherical_harmonics_inception_v3_0.0100_32_0.0001000_3_512.pth.tar

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