| 2025-06-06 13:07:46,802 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:07:46,802 - INFO - load pre-trained model |
| 2025-06-06 13:07:48,023 - INFO - load data |
| 2025-06-06 13:07:53,313 - INFO - obtain text proxy |
| 2025-06-06 13:07:53,743 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:07:53,743 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:08:00,391 - INFO - mean acc of onlab is: 47.16 |
| 2025-06-06 13:08:00,392 - INFO - mean acc of onzeta is: 47.71 |
| 2025-06-06 13:08:00,392 - INFO - mean acc of MAPLS is: 47.22 |
| 2025-06-06 13:08:00,393 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:08:00,393 - INFO - load pre-trained model |
| 2025-06-06 13:08:01,549 - INFO - load data |
| 2025-06-06 13:08:06,638 - INFO - obtain text proxy |
| 2025-06-06 13:08:06,978 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:08:06,978 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:08:13,675 - INFO - mean acc of onlab is: 47.13 |
| 2025-06-06 13:08:13,676 - INFO - mean acc of onzeta is: 47.75 |
| 2025-06-06 13:08:13,676 - INFO - mean acc of MAPLS is: 47.99 |
| 2025-06-06 13:08:13,677 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:08:13,677 - INFO - load pre-trained model |
| 2025-06-06 13:08:14,840 - INFO - load data |
| 2025-06-06 13:08:19,957 - INFO - obtain text proxy |
| 2025-06-06 13:08:20,296 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:08:20,296 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:08:27,187 - INFO - mean acc of onlab is: 47.25 |
| 2025-06-06 13:08:27,187 - INFO - mean acc of onzeta is: 47.80 |
| 2025-06-06 13:08:27,187 - INFO - mean acc of MAPLS is: 48.03 |
| 2025-06-06 13:08:27,188 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:08:27,188 - INFO - load pre-trained model |
| 2025-06-06 13:08:28,303 - INFO - load data |
| 2025-06-06 13:08:33,628 - INFO - obtain text proxy |
| 2025-06-06 13:08:34,055 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:08:34,056 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:08:40,606 - INFO - mean acc of onlab is: 47.19 |
| 2025-06-06 13:08:40,606 - INFO - mean acc of onzeta is: 47.84 |
| 2025-06-06 13:08:40,606 - INFO - mean acc of MAPLS is: 48.05 |
| 2025-06-06 13:08:40,608 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:08:40,608 - INFO - load pre-trained model |
| 2025-06-06 13:08:41,717 - INFO - load data |
| 2025-06-06 13:08:46,808 - INFO - obtain text proxy |
| 2025-06-06 13:08:47,165 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:08:47,165 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:08:53,823 - INFO - mean acc of onlab is: 47.24 |
| 2025-06-06 13:08:53,823 - INFO - mean acc of onzeta is: 47.78 |
| 2025-06-06 13:08:53,823 - INFO - mean acc of MAPLS is: 47.97 |
| 2025-06-06 13:08:53,825 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:08:53,825 - INFO - load pre-trained model |
| 2025-06-06 13:08:54,935 - INFO - load data |
| 2025-06-06 13:09:00,059 - INFO - obtain text proxy |
| 2025-06-06 13:09:00,403 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:09:00,403 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:09:43,969 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:09:43,970 - INFO - load pre-trained model |
| 2025-06-06 13:09:45,268 - INFO - load data |
| 2025-06-06 13:09:50,604 - INFO - obtain text proxy |
| 2025-06-06 13:09:51,035 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:09:51,035 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:09:52,108 - INFO - lam is 1.0000 |
| 2025-06-06 13:09:53,381 - INFO - lam is 1.0000 |
| 2025-06-06 13:09:54,673 - INFO - lam is 1.0000 |
| 2025-06-06 13:09:55,950 - INFO - lam is 1.0000 |
| 2025-06-06 13:09:57,265 - INFO - lam is 1.0000 |
| 2025-06-06 13:09:57,514 - INFO - mean acc of onlab is: 47.30 |
| 2025-06-06 13:09:57,514 - INFO - mean acc of onzeta is: 47.94 |
| 2025-06-06 13:09:57,514 - INFO - mean acc of MAPLS is: 46.68 |
| 2025-06-06 13:09:57,516 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:09:57,516 - INFO - load pre-trained model |
| 2025-06-06 13:09:58,668 - INFO - load data |
| 2025-06-06 13:10:03,793 - INFO - obtain text proxy |
| 2025-06-06 13:10:04,134 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:10:04,134 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:10:05,219 - INFO - lam is 0.9000 |
| 2025-06-06 13:10:06,732 - INFO - lam is 0.9000 |
| 2025-06-06 13:10:08,073 - INFO - lam is 0.9000 |
| 2025-06-06 13:10:09,377 - INFO - lam is 0.9000 |
| 2025-06-06 13:10:10,674 - INFO - lam is 0.9000 |
| 2025-06-06 13:10:10,905 - INFO - mean acc of onlab is: 47.14 |
| 2025-06-06 13:10:10,905 - INFO - mean acc of onzeta is: 47.76 |
| 2025-06-06 13:10:10,905 - INFO - mean acc of MAPLS is: 47.99 |
| 2025-06-06 13:10:10,907 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:10:10,907 - INFO - load pre-trained model |
| 2025-06-06 13:10:12,048 - INFO - load data |
| 2025-06-06 13:10:17,166 - INFO - obtain text proxy |
| 2025-06-06 13:10:17,507 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:10:17,507 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:10:18,564 - INFO - lam is 0.8000 |
| 2025-06-06 13:10:19,846 - INFO - lam is 0.8000 |
| 2025-06-06 13:10:21,148 - INFO - lam is 0.8000 |
| 2025-06-06 13:10:22,449 - INFO - lam is 0.8000 |
| 2025-06-06 13:10:23,749 - INFO - lam is 0.8000 |
| 2025-06-06 13:10:23,988 - INFO - mean acc of onlab is: 47.26 |
| 2025-06-06 13:10:23,988 - INFO - mean acc of onzeta is: 47.89 |
| 2025-06-06 13:10:23,988 - INFO - mean acc of MAPLS is: 48.11 |
| 2025-06-06 13:10:23,989 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:10:23,989 - INFO - load pre-trained model |
| 2025-06-06 13:10:25,097 - INFO - load data |
| 2025-06-06 13:10:30,237 - INFO - obtain text proxy |
| 2025-06-06 13:10:30,577 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:10:30,577 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:10:31,634 - INFO - lam is 0.7000 |
| 2025-06-06 13:10:32,915 - INFO - lam is 0.7000 |
| 2025-06-06 13:10:34,212 - INFO - lam is 0.7000 |
| 2025-06-06 13:10:35,508 - INFO - lam is 0.7000 |
| 2025-06-06 13:10:36,791 - INFO - lam is 0.7000 |
| 2025-06-06 13:10:37,026 - INFO - mean acc of onlab is: 47.29 |
| 2025-06-06 13:10:37,026 - INFO - mean acc of onzeta is: 47.93 |
| 2025-06-06 13:10:37,027 - INFO - mean acc of MAPLS is: 48.16 |
| 2025-06-06 13:10:37,028 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:10:37,028 - INFO - load pre-trained model |
| 2025-06-06 13:10:38,132 - INFO - load data |
| 2025-06-06 13:10:43,278 - INFO - obtain text proxy |
| 2025-06-06 13:10:43,617 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:10:43,617 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:10:44,672 - INFO - lam is 0.6000 |
| 2025-06-06 13:10:45,942 - INFO - lam is 0.6000 |
| 2025-06-06 13:10:47,208 - INFO - lam is 0.6000 |
| 2025-06-06 13:10:48,522 - INFO - lam is 0.6000 |
| 2025-06-06 13:10:49,795 - INFO - lam is 0.6000 |
| 2025-06-06 13:10:50,025 - INFO - mean acc of onlab is: 47.23 |
| 2025-06-06 13:10:50,025 - INFO - mean acc of onzeta is: 47.85 |
| 2025-06-06 13:10:50,025 - INFO - mean acc of MAPLS is: 48.05 |
| 2025-06-06 13:10:50,026 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:10:50,026 - INFO - load pre-trained model |
| 2025-06-06 13:10:51,131 - INFO - load data |
| 2025-06-06 13:10:56,399 - INFO - obtain text proxy |
| 2025-06-06 13:10:56,743 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:10:56,743 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:10:57,813 - INFO - lam is 0.5000 |
| 2025-06-06 13:10:59,158 - INFO - lam is 0.5000 |
| 2025-06-06 13:11:00,524 - INFO - lam is 0.5000 |
| 2025-06-06 13:11:01,805 - INFO - lam is 0.5000 |
| 2025-06-06 13:11:03,098 - INFO - lam is 0.5000 |
| 2025-06-06 13:11:03,323 - INFO - mean acc of onlab is: 47.14 |
| 2025-06-06 13:11:03,323 - INFO - mean acc of onzeta is: 47.66 |
| 2025-06-06 13:11:03,323 - INFO - mean acc of MAPLS is: 47.76 |
| 2025-06-06 13:11:03,324 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:11:03,324 - INFO - load pre-trained model |
| 2025-06-06 13:11:04,430 - INFO - load data |
| 2025-06-06 13:11:09,583 - INFO - obtain text proxy |
| 2025-06-06 13:11:09,928 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:11:09,928 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:11:11,029 - INFO - lam is 0.4000 |
| 2025-06-06 13:11:12,338 - INFO - lam is 0.4000 |
| 2025-06-06 13:11:13,668 - INFO - lam is 0.4000 |
| 2025-06-06 13:11:14,940 - INFO - lam is 0.4000 |
| 2025-06-06 13:11:16,244 - INFO - lam is 0.4000 |
| 2025-06-06 13:11:16,479 - INFO - mean acc of onlab is: 47.24 |
| 2025-06-06 13:11:16,479 - INFO - mean acc of onzeta is: 47.80 |
| 2025-06-06 13:11:16,479 - INFO - mean acc of MAPLS is: 47.93 |
| 2025-06-06 13:11:16,480 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:11:16,480 - INFO - load pre-trained model |
| 2025-06-06 13:11:17,643 - INFO - load data |
| 2025-06-06 13:11:22,919 - INFO - obtain text proxy |
| 2025-06-06 13:11:23,264 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:11:23,264 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:11:24,336 - INFO - lam is 0.3000 |
| 2025-06-06 13:11:25,793 - INFO - lam is 0.3000 |
| 2025-06-06 13:11:27,266 - INFO - lam is 0.3000 |
| 2025-06-06 13:11:28,757 - INFO - lam is 0.3000 |
| 2025-06-06 13:11:30,128 - INFO - lam is 0.3000 |
| 2025-06-06 13:11:30,367 - INFO - mean acc of onlab is: 47.19 |
| 2025-06-06 13:11:30,367 - INFO - mean acc of onzeta is: 47.79 |
| 2025-06-06 13:11:30,367 - INFO - mean acc of MAPLS is: 47.90 |
| 2025-06-06 13:11:30,368 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:11:30,368 - INFO - load pre-trained model |
| 2025-06-06 13:11:31,495 - INFO - load data |
| 2025-06-06 13:11:36,668 - INFO - obtain text proxy |
| 2025-06-06 13:11:37,008 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:11:37,008 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:11:38,074 - INFO - lam is 0.2000 |
| 2025-06-06 13:11:39,405 - INFO - lam is 0.2000 |
| 2025-06-06 13:11:40,805 - INFO - lam is 0.2000 |
| 2025-06-06 13:11:42,294 - INFO - lam is 0.2000 |
| 2025-06-06 13:11:43,671 - INFO - lam is 0.2000 |
| 2025-06-06 13:11:43,910 - INFO - mean acc of onlab is: 47.40 |
| 2025-06-06 13:11:43,910 - INFO - mean acc of onzeta is: 47.88 |
| 2025-06-06 13:11:43,910 - INFO - mean acc of MAPLS is: 47.95 |
| 2025-06-06 13:11:43,912 - INFO - Namespace(data_path='./CIFAR100_TEST', arch='RN50', workers=8, batch_size=256, tau_t=0.01, tau_i=0.04, cw=0.5, cr=20, alpha=1, beta=0.4, repeat=5) |
| 2025-06-06 13:11:43,912 - INFO - load pre-trained model |
| 2025-06-06 13:11:45,020 - INFO - load data |
| 2025-06-06 13:11:50,158 - INFO - obtain text proxy |
| 2025-06-06 13:11:50,503 - INFO - accuracy with text proxy: 41.91 |
| 2025-06-06 13:11:50,503 - INFO - online zero-shot transfer: repeat 5 times |
| 2025-06-06 13:11:51,571 - INFO - lam is 0.1000 |
| 2025-06-06 13:11:52,891 - INFO - lam is 0.1000 |
| 2025-06-06 13:11:54,162 - INFO - lam is 0.1000 |
| 2025-06-06 13:11:55,477 - INFO - lam is 0.1000 |
| 2025-06-06 13:11:56,752 - INFO - lam is 0.1000 |
| 2025-06-06 13:11:57,004 - INFO - mean acc of onlab is: 47.21 |
| 2025-06-06 13:11:57,004 - INFO - mean acc of onzeta is: 47.72 |
| 2025-06-06 13:11:57,004 - INFO - mean acc of MAPLS is: 47.76 |
|
|
