diff --git a/checkpoints/Downstream_TransUNet/Animal/best_miou.pth b/checkpoints/Downstream_TransUNet/Animal/best_miou.pth
new file mode 100644
index 0000000000000000000000000000000000000000..1475c1ad0338e59e8dd53b5f2e6d326870a4a1c3
--- /dev/null
+++ b/checkpoints/Downstream_TransUNet/Animal/best_miou.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61f66f33c8e30164b72109607ce997622ced4582e3972cfcef6460e5c1c88d7f
+size 264325455
diff --git a/checkpoints/Downstream_TransUNet/Animal/log.txt b/checkpoints/Downstream_TransUNet/Animal/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0f4b358eab84ece2aababfa76acd2288e6e57fc8
--- /dev/null
+++ b/checkpoints/Downstream_TransUNet/Animal/log.txt
@@ -0,0 +1,813 @@
+[09:51:45.375] Namespace(dataset='Synapse', num_classes=3, max_epochs=200, batch_size=2, n_gpu=1, deterministic=1, base_lr=0.01, img_size=256, seed=40000, n_skip=0, vit_name='R50-ViT-B_16', vit_patches_size=16, is_pretrain=True, exp='TU_Synapse256')
+[09:51:45.378] Creating dataset with 6560 examples
+[09:51:45.378] Creating dataset with 1640 examples
+[09:51:45.380] 3280 iterations per epoch. 656000 max iterations 
+[09:54:07.512] Namespace(dataset='Synapse', num_classes=3, max_epochs=200, batch_size=2, n_gpu=1, deterministic=1, base_lr=0.01, img_size=256, seed=40000, n_skip=0, vit_name='R50-ViT-B_16', vit_patches_size=16, is_pretrain=True, exp='TU_Synapse256')
+[09:54:07.516] Creating dataset with 6560 examples
+[09:54:07.516] Creating dataset with 1640 examples
+[09:54:07.518] 3280 iterations per epoch. 656000 max iterations 
+[10:00:32.760] Engine run starting with max_epochs=1.
+[10:00:43.228] Epoch[1] Complete. Time taken: 00:00:10.468
+[10:00:43.228] Engine run complete. Time taken: 00:00:10.468
+[10:00:43.625] Performance at epoch iter 0: 0.7874453663825989 - 0.2003224112648639 - 0.6994504928588867
+[10:07:08.715] Engine run starting with max_epochs=1.
+[10:07:18.615] Epoch[1] Complete. Time taken: 00:00:09.899
+[10:07:18.615] Engine run complete. Time taken: 00:00:09.899
+[10:07:20.556] Performance at epoch iter 1: 0.8361804485321045 - 0.2544047071198475 - 0.7537084817886353
+[10:13:43.755] Engine run starting with max_epochs=1.
+[10:13:54.018] Epoch[1] Complete. Time taken: 00:00:10.263
+[10:13:54.019] Engine run complete. Time taken: 00:00:10.264
+[10:13:56.368] Performance at epoch iter 2: 0.8562859296798706 - 0.2767433582392431 - 0.7761179208755493
+[10:20:20.092] Engine run starting with max_epochs=1.
+[10:20:30.197] Epoch[1] Complete. Time taken: 00:00:10.104
+[10:20:30.197] Engine run complete. Time taken: 00:00:10.105
+[10:20:31.998] Performance at epoch iter 3: 0.868696391582489 - 0.2896220046098662 - 0.7890470623970032
+[10:26:53.210] Engine run starting with max_epochs=1.
+[10:27:02.950] Epoch[1] Complete. Time taken: 00:00:09.739
+[10:27:02.951] Engine run complete. Time taken: 00:00:09.740
+[10:27:05.699] Performance at epoch iter 4: 0.8759809732437134 - 0.297259064222284 - 0.79668128490448
+[10:33:27.672] Engine run starting with max_epochs=1.
+[10:33:37.757] Epoch[1] Complete. Time taken: 00:00:10.084
+[10:33:37.757] Engine run complete. Time taken: 00:00:10.085
+[10:33:39.963] Performance at epoch iter 5: 0.882523775100708 - 0.3069424380958855 - 0.8064130544662476
+[10:40:04.542] Engine run starting with max_epochs=1.
+[10:40:14.919] Epoch[1] Complete. Time taken: 00:00:10.377
+[10:40:14.920] Engine run complete. Time taken: 00:00:10.378
+[10:40:17.262] Performance at epoch iter 6: 0.8877071738243103 - 0.3128032929671342 - 0.8122844696044922
+[10:46:40.681] Engine run starting with max_epochs=1.
+[10:46:51.031] Epoch[1] Complete. Time taken: 00:00:10.349
+[10:46:51.031] Engine run complete. Time taken: 00:00:10.349
+[10:46:53.993] Performance at epoch iter 7: 0.8928593397140503 - 0.31884601978711424 - 0.8183422088623047
+[10:53:17.487] Engine run starting with max_epochs=1.
+[10:53:27.650] Epoch[1] Complete. Time taken: 00:00:10.163
+[10:53:27.651] Engine run complete. Time taken: 00:00:10.164
+[10:53:27.651] Performance at epoch iter 8: 0.8882039785385132 - 0.31295582597436755 - 0.8124388456344604
+[10:59:45.643] Engine run starting with max_epochs=1.
+[10:59:56.737] Epoch[1] Complete. Time taken: 00:00:11.094
+[10:59:56.737] Engine run complete. Time taken: 00:00:11.094
+[10:59:59.100] Performance at epoch iter 9: 0.8992360830307007 - 0.3273544210339217 - 0.8268836140632629
+[11:06:17.817] Engine run starting with max_epochs=1.
+[11:06:27.871] Epoch[1] Complete. Time taken: 00:00:10.053
+[11:06:27.871] Engine run complete. Time taken: 00:00:10.053
+[11:06:30.033] Performance at epoch iter 10: 0.8996761441230774 - 0.32852161315319567 - 0.8280472159385681
+[11:12:53.222] Engine run starting with max_epochs=1.
+[11:13:03.245] Epoch[1] Complete. Time taken: 00:00:10.023
+[11:13:03.246] Engine run complete. Time taken: 00:00:10.023
+[11:13:05.427] Performance at epoch iter 11: 0.903753936290741 - 0.3344204750707153 - 0.8339676260948181
+[11:19:26.039] Engine run starting with max_epochs=1.
+[11:19:35.962] Epoch[1] Complete. Time taken: 00:00:09.923
+[11:19:35.963] Engine run complete. Time taken: 00:00:09.923
+[11:19:37.996] Performance at epoch iter 12: 0.9074512720108032 - 0.3393350948375166 - 0.8388969898223877
+[11:25:55.983] Engine run starting with max_epochs=1.
+[11:26:05.927] Epoch[1] Complete. Time taken: 00:00:09.943
+[11:26:05.927] Engine run complete. Time taken: 00:00:09.944
+[11:26:05.928] Performance at epoch iter 13: 0.9036958813667297 - 0.33437722850876606 - 0.8339183330535889
+[11:32:26.457] Engine run starting with max_epochs=1.
+[11:32:36.529] Epoch[1] Complete. Time taken: 00:00:10.072
+[11:32:36.529] Engine run complete. Time taken: 00:00:10.072
+[11:32:36.530] Performance at epoch iter 14: 0.9021958708763123 - 0.3309380576004392 - 0.8304673433303833
+[11:39:00.212] Engine run starting with max_epochs=1.
+[11:39:10.599] Epoch[1] Complete. Time taken: 00:00:10.387
+[11:39:10.600] Engine run complete. Time taken: 00:00:10.388
+[11:39:12.839] Performance at epoch iter 15: 0.9086309671401978 - 0.3407596434270621 - 0.8403279781341553
+[11:45:39.656] Engine run starting with max_epochs=1.
+[11:45:49.394] Epoch[1] Complete. Time taken: 00:00:09.737
+[11:45:49.394] Engine run complete. Time taken: 00:00:09.738
+[11:45:51.164] Performance at epoch iter 16: 0.9110481142997742 - 0.3447303711528439 - 0.8443166017532349
+[11:52:07.870] Engine run starting with max_epochs=1.
+[11:52:17.991] Epoch[1] Complete. Time taken: 00:00:10.121
+[11:52:17.992] Engine run complete. Time taken: 00:00:10.121
+[11:52:21.058] Performance at epoch iter 17: 0.9129314422607422 - 0.3473770003876184 - 0.8469659686088562
+[11:58:40.967] Engine run starting with max_epochs=1.
+[11:58:51.127] Epoch[1] Complete. Time taken: 00:00:10.160
+[11:58:51.128] Engine run complete. Time taken: 00:00:10.160
+[11:58:53.203] Performance at epoch iter 18: 0.9148718118667603 - 0.34934216806978213 - 0.848944902420044
+[12:05:09.981] Engine run starting with max_epochs=1.
+[12:05:19.913] Epoch[1] Complete. Time taken: 00:00:09.931
+[12:05:19.914] Engine run complete. Time taken: 00:00:09.932
+[12:05:21.568] Performance at epoch iter 19: 0.9202710390090942 - 0.35818972258954346 - 0.8578178882598877
+[12:11:37.611] Engine run starting with max_epochs=1.
+[12:11:47.896] Epoch[1] Complete. Time taken: 00:00:10.284
+[12:11:47.896] Engine run complete. Time taken: 00:00:10.284
+[12:11:47.896] Performance at epoch iter 20: 0.9126954078674316 - 0.3466728467773975 - 0.8462626934051514
+[12:18:11.216] Engine run starting with max_epochs=1.
+[12:18:21.110] Epoch[1] Complete. Time taken: 00:00:09.893
+[12:18:21.110] Engine run complete. Time taken: 00:00:09.894
+[12:18:21.110] Performance at epoch iter 21: 0.9159179925918579 - 0.35147947853985556 - 0.8510842323303223
+[12:24:41.897] Engine run starting with max_epochs=1.
+[12:24:53.215] Epoch[1] Complete. Time taken: 00:00:11.317
+[12:24:53.215] Engine run complete. Time taken: 00:00:11.317
+[12:24:55.699] Performance at epoch iter 22: 0.9225116968154907 - 0.3612950390183671 - 0.8609253764152527
+[12:31:10.422] Engine run starting with max_epochs=1.
+[12:31:20.602] Epoch[1] Complete. Time taken: 00:00:10.179
+[12:31:20.602] Engine run complete. Time taken: 00:00:10.179
+[12:31:20.602] Performance at epoch iter 23: 0.9168345332145691 - 0.3529537260256438 - 0.8525682687759399
+[12:37:39.987] Engine run starting with max_epochs=1.
+[12:37:50.137] Epoch[1] Complete. Time taken: 00:00:10.150
+[12:37:50.138] Engine run complete. Time taken: 00:00:10.150
+[12:37:50.138] Performance at epoch iter 24: 0.912975013256073 - 0.34694852072828847 - 0.8465317487716675
+[12:44:04.606] Engine run starting with max_epochs=1.
+[12:44:14.768] Epoch[1] Complete. Time taken: 00:00:10.161
+[12:44:14.769] Engine run complete. Time taken: 00:00:10.162
+[12:44:14.769] Performance at epoch iter 25: 0.9208173751831055 - 0.35819965737424075 - 0.8578262329101562
+[12:50:31.055] Engine run starting with max_epochs=1.
+[12:50:41.159] Epoch[1] Complete. Time taken: 00:00:10.103
+[12:50:41.159] Engine run complete. Time taken: 00:00:10.104
+[12:50:41.159] Performance at epoch iter 26: 0.9173054695129395 - 0.35308561946668826 - 0.8526968955993652
+[12:56:54.971] Engine run starting with max_epochs=1.
+[12:57:04.984] Epoch[1] Complete. Time taken: 00:00:10.012
+[12:57:04.984] Engine run complete. Time taken: 00:00:10.012
+[12:57:04.984] Performance at epoch iter 27: 0.9222867488861084 - 0.36051450960583964 - 0.860143780708313
+[13:03:20.211] Engine run starting with max_epochs=1.
+[13:03:29.999] Epoch[1] Complete. Time taken: 00:00:09.788
+[13:03:30.000] Engine run complete. Time taken: 00:00:09.788
+[13:03:31.292] Performance at epoch iter 28: 0.9246993064880371 - 0.3648029380343802 - 0.8644524812698364
+[13:09:46.657] Engine run starting with max_epochs=1.
+[13:09:57.292] Epoch[1] Complete. Time taken: 00:00:10.634
+[13:09:57.292] Engine run complete. Time taken: 00:00:10.634
+[13:09:57.292] Performance at epoch iter 29: 0.9227344989776611 - 0.36182780151870536 - 0.8614670038223267
+[13:16:18.026] Engine run starting with max_epochs=1.
+[13:16:28.110] Epoch[1] Complete. Time taken: 00:00:10.083
+[13:16:28.110] Engine run complete. Time taken: 00:00:10.084
+[13:16:28.110] Performance at epoch iter 30: 0.9229843616485596 - 0.36153458507774067 - 0.8611682653427124
+[13:22:43.374] Engine run starting with max_epochs=1.
+[13:22:52.842] Epoch[1] Complete. Time taken: 00:00:09.467
+[13:22:52.842] Engine run complete. Time taken: 00:00:09.467
+[13:22:52.842] Performance at epoch iter 31: 0.9163566827774048 - 0.3518655916058048 - 0.8514728546142578
+[13:28:54.142] Engine run starting with max_epochs=1.
+[13:29:04.092] Epoch[1] Complete. Time taken: 00:00:09.950
+[13:29:04.093] Engine run complete. Time taken: 00:00:09.950
+[13:29:05.969] Performance at epoch iter 32: 0.9266793131828308 - 0.3675064927631626 - 0.8671612739562988
+[13:34:53.912] Engine run starting with max_epochs=1.
+[13:35:03.806] Epoch[1] Complete. Time taken: 00:00:09.894
+[13:35:03.807] Engine run complete. Time taken: 00:00:09.894
+[13:35:05.372] Performance at epoch iter 33: 0.9280539751052856 - 0.3700942924494607 - 0.8697552680969238
+[13:41:14.579] Engine run starting with max_epochs=1.
+[13:41:24.428] Epoch[1] Complete. Time taken: 00:00:09.848
+[13:41:24.428] Engine run complete. Time taken: 00:00:09.849
+[13:41:24.428] Performance at epoch iter 34: 0.9256355166435242 - 0.3661580017864253 - 0.8658101558685303
+[13:47:27.910] Engine run starting with max_epochs=1.
+[13:47:38.173] Epoch[1] Complete. Time taken: 00:00:10.262
+[13:47:38.173] Engine run complete. Time taken: 00:00:10.263
+[13:47:40.531] Performance at epoch iter 35: 0.9297544956207275 - 0.37281576594350585 - 0.872488260269165
+[13:53:48.321] Engine run starting with max_epochs=1.
+[13:53:58.344] Epoch[1] Complete. Time taken: 00:00:10.023
+[13:53:58.345] Engine run complete. Time taken: 00:00:10.023
+[13:53:58.345] Performance at epoch iter 36: 0.9274366497993469 - 0.3691580235132042 - 0.8688180446624756
+[13:59:56.962] Engine run starting with max_epochs=1.
+[14:00:06.998] Epoch[1] Complete. Time taken: 00:00:10.036
+[14:00:06.998] Engine run complete. Time taken: 00:00:10.036
+[14:00:06.998] Performance at epoch iter 37: 0.9295921325683594 - 0.37184288625490847 - 0.8715140223503113
+[14:06:20.259] Engine run starting with max_epochs=1.
+[14:06:30.473] Epoch[1] Complete. Time taken: 00:00:10.214
+[14:06:30.474] Engine run complete. Time taken: 00:00:10.214
+[14:06:32.963] Performance at epoch iter 38: 0.9316843152046204 - 0.37561151157990114 - 0.8752940893173218
+[14:12:32.002] Engine run starting with max_epochs=1.
+[14:12:41.874] Epoch[1] Complete. Time taken: 00:00:09.871
+[14:12:41.874] Engine run complete. Time taken: 00:00:09.872
+[14:12:41.874] Performance at epoch iter 39: 0.9266142845153809 - 0.3674864517892269 - 0.867142915725708
+[14:18:57.569] Engine run starting with max_epochs=1.
+[14:19:07.387] Epoch[1] Complete. Time taken: 00:00:09.817
+[14:19:07.387] Engine run complete. Time taken: 00:00:09.818
+[14:19:07.387] Performance at epoch iter 40: 0.928217351436615 - 0.36999579047351777 - 0.8696589469909668
+[14:24:53.947] Engine run starting with max_epochs=1.
+[14:25:03.841] Epoch[1] Complete. Time taken: 00:00:09.894
+[14:25:03.841] Engine run complete. Time taken: 00:00:09.894
+[14:25:03.842] Performance at epoch iter 41: 0.9306960105895996 - 0.3737947596038915 - 0.8734699487686157
+[14:31:16.167] Engine run starting with max_epochs=1.
+[14:31:26.133] Epoch[1] Complete. Time taken: 00:00:09.965
+[14:31:26.133] Engine run complete. Time taken: 00:00:09.966
+[14:31:26.134] Performance at epoch iter 42: 0.9273167848587036 - 0.3686940991367702 - 0.8683486580848694
+[14:37:47.311] Engine run starting with max_epochs=1.
+[14:37:57.112] Epoch[1] Complete. Time taken: 00:00:09.800
+[14:37:57.112] Engine run complete. Time taken: 00:00:09.800
+[14:37:57.112] Performance at epoch iter 43: 0.9237557649612427 - 0.3626034526890589 - 0.8622431755065918
+[14:44:13.686] Engine run starting with max_epochs=1.
+[14:44:23.562] Epoch[1] Complete. Time taken: 00:00:09.875
+[14:44:23.562] Engine run complete. Time taken: 00:00:09.876
+[14:44:23.562] Performance at epoch iter 44: 0.9295984506607056 - 0.3725580194497834 - 0.8722267150878906
+[14:50:44.232] Engine run starting with max_epochs=1.
+[14:50:54.196] Epoch[1] Complete. Time taken: 00:00:09.964
+[14:50:54.196] Engine run complete. Time taken: 00:00:09.964
+[14:50:54.196] Performance at epoch iter 45: 0.9304134249687195 - 0.3738980340855409 - 0.8735746145248413
+[14:57:12.148] Engine run starting with max_epochs=1.
+[14:57:23.223] Epoch[1] Complete. Time taken: 00:00:11.072
+[14:57:23.224] Engine run complete. Time taken: 00:00:11.072
+[14:57:23.224] Performance at epoch iter 46: 0.9272060394287109 - 0.36875783244580573 - 0.8684171438217163
+[15:03:50.648] Engine run starting with max_epochs=1.
+[15:04:01.164] Epoch[1] Complete. Time taken: 00:00:10.515
+[15:04:01.164] Engine run complete. Time taken: 00:00:10.515
+[15:04:01.164] Performance at epoch iter 47: 0.9270009994506836 - 0.3676515004422583 - 0.8673083782196045
+[15:10:22.390] Engine run starting with max_epochs=1.
+[15:10:32.578] Epoch[1] Complete. Time taken: 00:00:10.188
+[15:10:32.579] Engine run complete. Time taken: 00:00:10.189
+[15:10:34.842] Performance at epoch iter 48: 0.9358856678009033 - 0.38210230892154473 - 0.8818004131317139
+[15:16:49.470] Engine run starting with max_epochs=1.
+[15:16:59.755] Epoch[1] Complete. Time taken: 00:00:10.285
+[15:16:59.755] Engine run complete. Time taken: 00:00:10.285
+[15:16:59.755] Performance at epoch iter 49: 0.9355624914169312 - 0.38172676308269526 - 0.8814235329627991
+[15:23:22.972] Engine run starting with max_epochs=1.
+[15:23:33.387] Epoch[1] Complete. Time taken: 00:00:10.414
+[15:23:33.387] Engine run complete. Time taken: 00:00:10.414
+[15:23:33.387] Performance at epoch iter 50: 0.9295946359634399 - 0.37294284710323167 - 0.8726159334182739
+[15:29:35.408] Engine run starting with max_epochs=1.
+[15:29:45.222] Epoch[1] Complete. Time taken: 00:00:09.813
+[15:29:45.223] Engine run complete. Time taken: 00:00:09.814
+[15:29:45.223] Performance at epoch iter 51: 0.9331595301628113 - 0.37799164216516745 - 0.8776794672012329
+[15:36:02.760] Engine run starting with max_epochs=1.
+[15:36:12.375] Epoch[1] Complete. Time taken: 00:00:09.615
+[15:36:12.375] Engine run complete. Time taken: 00:00:09.615
+[15:36:12.376] Performance at epoch iter 52: 0.932889997959137 - 0.377143967387589 - 0.8768256902694702
+[15:42:21.329] Engine run starting with max_epochs=1.
+[15:42:31.417] Epoch[1] Complete. Time taken: 00:00:10.088
+[15:42:31.418] Engine run complete. Time taken: 00:00:10.088
+[15:42:31.418] Performance at epoch iter 53: 0.9331675171852112 - 0.3779975920456999 - 0.8776868581771851
+[15:48:45.169] Engine run starting with max_epochs=1.
+[15:48:55.218] Epoch[1] Complete. Time taken: 00:00:10.049
+[15:48:55.219] Engine run complete. Time taken: 00:00:10.049
+[15:48:55.219] Performance at epoch iter 54: 0.9340997934341431 - 0.3793684302637192 - 0.8790599703788757
+[15:55:03.163] Engine run starting with max_epochs=1.
+[15:55:13.556] Epoch[1] Complete. Time taken: 00:00:10.393
+[15:55:13.557] Engine run complete. Time taken: 00:00:10.393
+[15:55:13.557] Performance at epoch iter 55: 0.9326798319816589 - 0.3768400303808456 - 0.8765225410461426
+[16:01:26.430] Engine run starting with max_epochs=1.
+[16:01:36.605] Epoch[1] Complete. Time taken: 00:00:10.174
+[16:01:36.605] Engine run complete. Time taken: 00:00:10.175
+[16:01:36.605] Performance at epoch iter 56: 0.9349105358123779 - 0.38041329316512895 - 0.8801054358482361
+[16:07:45.179] Engine run starting with max_epochs=1.
+[16:07:55.073] Epoch[1] Complete. Time taken: 00:00:09.893
+[16:07:55.073] Engine run complete. Time taken: 00:00:09.894
+[16:07:55.073] Performance at epoch iter 57: 0.9328397512435913 - 0.37750347376308574 - 0.877189576625824
+[16:14:06.052] Engine run starting with max_epochs=1.
+[16:14:16.011] Epoch[1] Complete. Time taken: 00:00:09.959
+[16:14:16.011] Engine run complete. Time taken: 00:00:09.959
+[16:14:16.012] Performance at epoch iter 58: 0.9343723058700562 - 0.37960013863806347 - 0.8792924284934998
+[16:20:24.160] Engine run starting with max_epochs=1.
+[16:20:33.980] Epoch[1] Complete. Time taken: 00:00:09.819
+[16:20:33.980] Engine run complete. Time taken: 00:00:09.819
+[16:20:33.981] Performance at epoch iter 59: 0.9321873188018799 - 0.3763600700474597 - 0.8760421276092529
+[16:26:44.128] Engine run starting with max_epochs=1.
+[16:26:53.921] Epoch[1] Complete. Time taken: 00:00:09.792
+[16:26:53.921] Engine run complete. Time taken: 00:00:09.793
+[16:26:56.486] Performance at epoch iter 60: 0.9363982677459717 - 0.3832092560102423 - 0.8829107880592346
+[16:33:01.036] Engine run starting with max_epochs=1.
+[16:33:10.928] Epoch[1] Complete. Time taken: 00:00:09.892
+[16:33:10.929] Engine run complete. Time taken: 00:00:09.892
+[16:33:13.610] Performance at epoch iter 61: 0.9386359453201294 - 0.3867213886931343 - 0.8864321708679199
+[16:39:22.695] Engine run starting with max_epochs=1.
+[16:39:32.680] Epoch[1] Complete. Time taken: 00:00:09.985
+[16:39:32.681] Engine run complete. Time taken: 00:00:09.985
+[16:39:32.681] Performance at epoch iter 62: 0.935283362865448 - 0.38152605337410167 - 0.8812218904495239
+[16:45:38.889] Engine run starting with max_epochs=1.
+[16:45:48.929] Epoch[1] Complete. Time taken: 00:00:10.039
+[16:45:48.929] Engine run complete. Time taken: 00:00:10.040
+[16:45:48.929] Performance at epoch iter 63: 0.936531126499176 - 0.38307804575741017 - 0.8827808499336243
+[16:52:04.437] Engine run starting with max_epochs=1.
+[16:52:14.326] Epoch[1] Complete. Time taken: 00:00:09.888
+[16:52:14.326] Engine run complete. Time taken: 00:00:09.888
+[16:52:14.326] Performance at epoch iter 64: 0.9353663921356201 - 0.38163422206527176 - 0.8813341856002808
+[16:58:28.284] Engine run starting with max_epochs=1.
+[16:58:38.130] Epoch[1] Complete. Time taken: 00:00:09.846
+[16:58:38.131] Engine run complete. Time taken: 00:00:09.847
+[16:58:38.131] Performance at epoch iter 65: 0.9384798407554626 - 0.38634942931105487 - 0.8860613107681274
+[17:05:22.064] Engine run starting with max_epochs=1.
+[17:05:32.354] Epoch[1] Complete. Time taken: 00:00:10.290
+[17:05:32.354] Engine run complete. Time taken: 00:00:10.290
+[17:05:35.005] Performance at epoch iter 66: 0.9398134350776672 - 0.3881528526953837 - 0.8878685832023621
+[17:12:22.616] Engine run starting with max_epochs=1.
+[17:12:32.565] Epoch[1] Complete. Time taken: 00:00:09.948
+[17:12:32.565] Engine run complete. Time taken: 00:00:09.949
+[17:12:32.565] Performance at epoch iter 67: 0.9391159415245056 - 0.3874348167461705 - 0.8871514797210693
+[17:19:18.502] Engine run starting with max_epochs=1.
+[17:19:28.396] Epoch[1] Complete. Time taken: 00:00:09.893
+[17:19:28.396] Engine run complete. Time taken: 00:00:09.893
+[17:19:28.396] Performance at epoch iter 68: 0.935111939907074 - 0.38124835328903073 - 0.8809458017349243
+[17:26:14.177] Engine run starting with max_epochs=1.
+[17:26:24.065] Epoch[1] Complete. Time taken: 00:00:09.887
+[17:26:24.066] Engine run complete. Time taken: 00:00:09.888
+[17:26:24.066] Performance at epoch iter 69: 0.9366608262062073 - 0.3833763737473039 - 0.883080005645752
+[17:33:10.377] Engine run starting with max_epochs=1.
+[17:33:20.576] Epoch[1] Complete. Time taken: 00:00:10.198
+[17:33:20.576] Engine run complete. Time taken: 00:00:10.198
+[17:33:20.577] Performance at epoch iter 70: 0.9385364651679993 - 0.38680939073755927 - 0.8865231275558472
+[17:40:02.310] Engine run starting with max_epochs=1.
+[17:40:12.087] Epoch[1] Complete. Time taken: 00:00:09.775
+[17:40:12.087] Engine run complete. Time taken: 00:00:09.776
+[17:40:12.087] Performance at epoch iter 71: 0.9352112412452698 - 0.3809324612108305 - 0.8806259632110596
+[17:46:52.455] Engine run starting with max_epochs=1.
+[17:47:02.395] Epoch[1] Complete. Time taken: 00:00:09.940
+[17:47:02.396] Engine run complete. Time taken: 00:00:09.940
+[17:47:02.396] Performance at epoch iter 72: 0.9366063475608826 - 0.38348160002365367 - 0.8831876516342163
+[17:53:12.342] Engine run starting with max_epochs=1.
+[17:53:21.946] Epoch[1] Complete. Time taken: 00:00:09.603
+[17:53:21.946] Engine run complete. Time taken: 00:00:09.604
+[17:53:21.947] Performance at epoch iter 73: 0.9364160895347595 - 0.3832097115409466 - 0.8829148411750793
+[17:59:33.414] Engine run starting with max_epochs=1.
+[17:59:44.111] Epoch[1] Complete. Time taken: 00:00:10.696
+[17:59:44.111] Engine run complete. Time taken: 00:00:10.696
+[17:59:44.111] Performance at epoch iter 74: 0.9330166578292847 - 0.3778115079582525 - 0.8774996995925903
+[18:05:54.212] Engine run starting with max_epochs=1.
+[18:06:04.356] Epoch[1] Complete. Time taken: 00:00:10.144
+[18:06:04.357] Engine run complete. Time taken: 00:00:10.144
+[18:06:06.900] Performance at epoch iter 75: 0.9411202073097229 - 0.390914853863606 - 0.8906405568122864
+[18:12:14.666] Engine run starting with max_epochs=1.
+[18:12:25.130] Epoch[1] Complete. Time taken: 00:00:10.464
+[18:12:25.130] Engine run complete. Time taken: 00:00:10.464
+[18:12:25.131] Performance at epoch iter 76: 0.9375256896018982 - 0.3845883051153601 - 0.8842964172363281
+[18:18:34.410] Engine run starting with max_epochs=1.
+[18:18:44.120] Epoch[1] Complete. Time taken: 00:00:09.709
+[18:18:44.120] Engine run complete. Time taken: 00:00:09.709
+[18:18:44.120] Performance at epoch iter 77: 0.938556432723999 - 0.3870644493401808 - 0.886778712272644
+[18:24:50.148] Engine run starting with max_epochs=1.
+[18:25:00.859] Epoch[1] Complete. Time taken: 00:00:10.710
+[18:25:00.859] Engine run complete. Time taken: 00:00:10.711
+[18:25:00.859] Performance at epoch iter 78: 0.9390987753868103 - 0.38758116432140516 - 0.8872982263565063
+[18:31:09.461] Engine run starting with max_epochs=1.
+[18:31:19.325] Epoch[1] Complete. Time taken: 00:00:09.863
+[18:31:19.326] Engine run complete. Time taken: 00:00:09.864
+[18:31:19.326] Performance at epoch iter 79: 0.9372590780258179 - 0.3843566531709934 - 0.884063184261322
+[18:37:26.324] Engine run starting with max_epochs=1.
+[18:37:36.622] Epoch[1] Complete. Time taken: 00:00:10.297
+[18:37:36.622] Engine run complete. Time taken: 00:00:10.298
+[18:37:39.293] Performance at epoch iter 80: 0.9413573741912842 - 0.39141302015111484 - 0.8911395072937012
+[18:43:48.962] Engine run starting with max_epochs=1.
+[18:43:59.087] Epoch[1] Complete. Time taken: 00:00:10.125
+[18:43:59.087] Engine run complete. Time taken: 00:00:10.125
+[18:44:02.481] Performance at epoch iter 81: 0.9427767395973206 - 0.3936443410140298 - 0.8933767080307007
+[18:50:09.360] Engine run starting with max_epochs=1.
+[18:50:20.228] Epoch[1] Complete. Time taken: 00:00:10.867
+[18:50:20.228] Engine run complete. Time taken: 00:00:10.868
+[18:50:20.228] Performance at epoch iter 82: 0.9377593398094177 - 0.3856654975418875 - 0.885376513004303
+[18:56:28.001] Engine run starting with max_epochs=1.
+[18:56:36.333] Epoch[1] Complete. Time taken: 00:00:08.331
+[18:56:36.334] Engine run complete. Time taken: 00:00:08.332
+[18:56:36.334] Performance at epoch iter 83: 0.9415324926376343 - 0.3913064350549118 - 0.8910320401191711
+[19:02:47.823] Engine run starting with max_epochs=1.
+[19:02:57.418] Epoch[1] Complete. Time taken: 00:00:09.594
+[19:02:57.418] Engine run complete. Time taken: 00:00:09.594
+[19:02:57.418] Performance at epoch iter 84: 0.9399537444114685 - 0.3889848297628441 - 0.8887068033218384
+[19:09:03.305] Engine run starting with max_epochs=1.
+[19:09:13.307] Epoch[1] Complete. Time taken: 00:00:10.002
+[19:09:13.308] Engine run complete. Time taken: 00:00:10.002
+[19:09:16.187] Performance at epoch iter 85: 0.9432803988456726 - 0.3944626559880797 - 0.894198477268219
+[19:15:24.848] Engine run starting with max_epochs=1.
+[19:15:34.886] Epoch[1] Complete. Time taken: 00:00:10.038
+[19:15:34.886] Engine run complete. Time taken: 00:00:10.038
+[19:15:34.886] Performance at epoch iter 86: 0.94090336561203 - 0.39046477683599073 - 0.8901891708374023
+[19:21:41.711] Engine run starting with max_epochs=1.
+[19:21:51.892] Epoch[1] Complete. Time taken: 00:00:10.180
+[19:21:51.892] Engine run complete. Time taken: 00:00:10.181
+[19:21:51.893] Performance at epoch iter 87: 0.9409729242324829 - 0.3903261490809196 - 0.8900488615036011
+[19:28:00.657] Engine run starting with max_epochs=1.
+[19:28:10.868] Epoch[1] Complete. Time taken: 00:00:10.210
+[19:28:10.869] Engine run complete. Time taken: 00:00:10.211
+[19:28:10.869] Performance at epoch iter 88: 0.9426392912864685 - 0.3937806629731192 - 0.8935152292251587
+[19:34:14.940] Engine run starting with max_epochs=1.
+[19:34:25.370] Epoch[1] Complete. Time taken: 00:00:10.430
+[19:34:25.370] Engine run complete. Time taken: 00:00:10.430
+[19:34:28.241] Performance at epoch iter 89: 0.9433897733688354 - 0.3945586858487786 - 0.8942950963973999
+[19:40:38.962] Engine run starting with max_epochs=1.
+[19:40:48.659] Epoch[1] Complete. Time taken: 00:00:09.696
+[19:40:48.659] Engine run complete. Time taken: 00:00:09.696
+[19:40:48.660] Performance at epoch iter 90: 0.9426337480545044 - 0.39305705059203444 - 0.8927884101867676
+[19:46:54.563] Engine run starting with max_epochs=1.
+[19:47:04.338] Epoch[1] Complete. Time taken: 00:00:09.774
+[19:47:04.338] Engine run complete. Time taken: 00:00:09.775
+[19:47:04.338] Performance at epoch iter 91: 0.9390966892242432 - 0.38722927971689575 - 0.8869447112083435
+[19:53:14.667] Engine run starting with max_epochs=1.
+[19:53:24.403] Epoch[1] Complete. Time taken: 00:00:09.735
+[19:53:24.403] Engine run complete. Time taken: 00:00:09.735
+[19:53:24.403] Performance at epoch iter 92: 0.9433190226554871 - 0.39429354486508167 - 0.8940281867980957
+[19:59:30.462] Engine run starting with max_epochs=1.
+[19:59:40.979] Epoch[1] Complete. Time taken: 00:00:10.516
+[19:59:40.979] Engine run complete. Time taken: 00:00:10.517
+[19:59:40.979] Performance at epoch iter 93: 0.9424028992652893 - 0.3929946685219565 - 0.8927265405654907
+[20:05:51.860] Engine run starting with max_epochs=1.
+[20:06:01.561] Epoch[1] Complete. Time taken: 00:00:09.701
+[20:06:01.562] Engine run complete. Time taken: 00:00:09.701
+[20:06:03.793] Performance at epoch iter 94: 0.9434263706207275 - 0.39472454077664093 - 0.8944621086120605
+[20:12:09.945] Engine run starting with max_epochs=1.
+[20:12:20.939] Epoch[1] Complete. Time taken: 00:00:10.994
+[20:12:20.940] Engine run complete. Time taken: 00:00:10.994
+[20:12:20.940] Performance at epoch iter 95: 0.9428713321685791 - 0.3938553115261891 - 0.8935902118682861
+[20:18:28.042] Engine run starting with max_epochs=1.
+[20:18:38.645] Epoch[1] Complete. Time taken: 00:00:10.602
+[20:18:38.645] Engine run complete. Time taken: 00:00:10.603
+[20:18:40.407] Performance at epoch iter 96: 0.9456706047058105 - 0.39823690388957844 - 0.897983193397522
+[20:24:49.123] Engine run starting with max_epochs=1.
+[20:24:59.040] Epoch[1] Complete. Time taken: 00:00:09.917
+[20:24:59.040] Engine run complete. Time taken: 00:00:09.917
+[20:24:59.040] Performance at epoch iter 97: 0.9405021071434021 - 0.38942337958591167 - 0.8891449570655823
+[20:31:04.753] Engine run starting with max_epochs=1.
+[20:31:14.885] Epoch[1] Complete. Time taken: 00:00:10.131
+[20:31:14.885] Engine run complete. Time taken: 00:00:10.132
+[20:31:14.890] Performance at epoch iter 98: 0.9449878334999084 - 0.3972782666047097 - 0.8970227241516113
+[20:37:24.339] Engine run starting with max_epochs=1.
+[20:37:34.463] Epoch[1] Complete. Time taken: 00:00:10.123
+[20:37:34.463] Engine run complete. Time taken: 00:00:10.124
+[20:37:34.464] Performance at epoch iter 99: 0.9437965750694275 - 0.39508468342627023 - 0.8948214054107666
+[20:43:38.914] Engine run starting with max_epochs=1.
+[20:43:49.556] Epoch[1] Complete. Time taken: 00:00:10.642
+[20:43:49.557] Engine run complete. Time taken: 00:00:10.643
+[20:43:49.557] Performance at epoch iter 100: 0.9414587020874023 - 0.3912074621731878 - 0.8909332156181335
+[20:49:57.903] Engine run starting with max_epochs=1.
+[20:50:07.355] Epoch[1] Complete. Time taken: 00:00:09.451
+[20:50:07.355] Engine run complete. Time taken: 00:00:09.452
+[20:50:07.356] Performance at epoch iter 101: 0.9439769387245178 - 0.39568876311563267 - 0.8954266309738159
+[20:56:12.777] Engine run starting with max_epochs=1.
+[20:56:23.194] Epoch[1] Complete. Time taken: 00:00:10.416
+[20:56:23.194] Engine run complete. Time taken: 00:00:10.416
+[20:56:23.194] Performance at epoch iter 102: 0.9458652138710022 - 0.39822919810846164 - 0.8979746103286743
+[21:02:34.038] Engine run starting with max_epochs=1.
+[21:02:43.944] Epoch[1] Complete. Time taken: 00:00:09.905
+[21:02:43.944] Engine run complete. Time taken: 00:00:09.906
+[21:02:43.945] Performance at epoch iter 103: 0.9422057867050171 - 0.39226109645200585 - 0.8919881582260132
+[21:08:51.083] Engine run starting with max_epochs=1.
+[21:09:00.968] Epoch[1] Complete. Time taken: 00:00:09.885
+[21:09:00.969] Engine run complete. Time taken: 00:00:09.885
+[21:09:00.969] Performance at epoch iter 104: 0.942523717880249 - 0.39318895224651274 - 0.8929209113121033
+[21:15:10.069] Engine run starting with max_epochs=1.
+[21:15:19.279] Epoch[1] Complete. Time taken: 00:00:09.210
+[21:15:19.279] Engine run complete. Time taken: 00:00:09.210
+[21:15:19.280] Performance at epoch iter 105: 0.9453831315040588 - 0.39795876511628775 - 0.8977036476135254
+[21:21:24.794] Engine run starting with max_epochs=1.
+[21:21:34.660] Epoch[1] Complete. Time taken: 00:00:09.866
+[21:21:34.661] Engine run complete. Time taken: 00:00:09.866
+[21:21:36.013] Performance at epoch iter 106: 0.9461992979049683 - 0.39904371483152584 - 0.8987904787063599
+[21:27:44.638] Engine run starting with max_epochs=1.
+[21:27:54.654] Epoch[1] Complete. Time taken: 00:00:10.015
+[21:27:54.654] Engine run complete. Time taken: 00:00:10.016
+[21:27:54.654] Performance at epoch iter 107: 0.9448382258415222 - 0.3969267801164353 - 0.8966692686080933
+[21:34:02.440] Engine run starting with max_epochs=1.
+[21:34:13.095] Epoch[1] Complete. Time taken: 00:00:10.655
+[21:34:13.096] Engine run complete. Time taken: 00:00:10.656
+[21:34:13.096] Performance at epoch iter 108: 0.9412479400634766 - 0.3905735150057886 - 0.8902984857559204
+[21:40:21.922] Engine run starting with max_epochs=1.
+[21:40:31.661] Epoch[1] Complete. Time taken: 00:00:09.738
+[21:40:31.661] Engine run complete. Time taken: 00:00:09.739
+[21:40:31.661] Performance at epoch iter 109: 0.9457058310508728 - 0.3981199498752459 - 0.8978645205497742
+[21:46:38.095] Engine run starting with max_epochs=1.
+[21:46:47.963] Epoch[1] Complete. Time taken: 00:00:09.867
+[21:46:47.963] Engine run complete. Time taken: 00:00:09.867
+[21:46:47.963] Performance at epoch iter 110: 0.944216787815094 - 0.3962327564959557 - 0.8959737420082092
+[21:52:56.963] Engine run starting with max_epochs=1.
+[21:53:06.854] Epoch[1] Complete. Time taken: 00:00:09.891
+[21:53:06.855] Engine run complete. Time taken: 00:00:09.891
+[21:53:06.855] Performance at epoch iter 111: 0.9450845718383789 - 0.3972841082622997 - 0.8970276117324829
+[21:59:14.748] Engine run starting with max_epochs=1.
+[21:59:25.377] Epoch[1] Complete. Time taken: 00:00:10.629
+[21:59:25.378] Engine run complete. Time taken: 00:00:10.629
+[21:59:25.378] Performance at epoch iter 112: 0.9434774518013 - 0.3942382979992692 - 0.8939738273620605
+[22:05:32.611] Engine run starting with max_epochs=1.
+[22:05:42.535] Epoch[1] Complete. Time taken: 00:00:09.924
+[22:05:42.536] Engine run complete. Time taken: 00:00:09.924
+[22:05:44.724] Performance at epoch iter 113: 0.9473897814750671 - 0.4009208075635365 - 0.9006733298301697
+[22:11:54.209] Engine run starting with max_epochs=1.
+[22:12:04.260] Epoch[1] Complete. Time taken: 00:00:10.051
+[22:12:04.260] Engine run complete. Time taken: 00:00:10.051
+[22:12:06.234] Performance at epoch iter 114: 0.9478042721748352 - 0.401863749601963 - 0.9016194939613342
+[22:18:11.673] Engine run starting with max_epochs=1.
+[22:18:21.652] Epoch[1] Complete. Time taken: 00:00:09.978
+[22:18:21.652] Engine run complete. Time taken: 00:00:09.978
+[22:18:21.652] Performance at epoch iter 115: 0.9476919770240784 - 0.40144820907063866 - 0.901203453540802
+[22:24:30.868] Engine run starting with max_epochs=1.
+[22:24:40.700] Epoch[1] Complete. Time taken: 00:00:09.831
+[22:24:40.700] Engine run complete. Time taken: 00:00:09.832
+[22:24:40.701] Performance at epoch iter 116: 0.9464574456214905 - 0.39974606456252315 - 0.8994965553283691
+[22:30:46.737] Engine run starting with max_epochs=1.
+[22:30:56.988] Epoch[1] Complete. Time taken: 00:00:10.250
+[22:30:56.988] Engine run complete. Time taken: 00:00:10.250
+[22:30:56.988] Performance at epoch iter 117: 0.9458957314491272 - 0.3982487145930508 - 0.8979942798614502
+[22:37:08.094] Engine run starting with max_epochs=1.
+[22:37:18.062] Epoch[1] Complete. Time taken: 00:00:09.967
+[22:37:18.063] Engine run complete. Time taken: 00:00:09.968
+[22:37:18.063] Performance at epoch iter 118: 0.9471693634986877 - 0.4007374730856084 - 0.9004907608032227
+[22:43:24.351] Engine run starting with max_epochs=1.
+[22:43:34.290] Epoch[1] Complete. Time taken: 00:00:09.939
+[22:43:34.290] Engine run complete. Time taken: 00:00:09.939
+[22:43:34.290] Performance at epoch iter 119: 0.9453747868537903 - 0.39777046756330886 - 0.8975152373313904
+[22:43:34.797] save model to animal_new_lr/TU_Synapse256/TU_pretrain_R50-ViT-B_16_skip0_epo200_bs2_lr0.01_256_s40000_dfl-ViT/epoch_119.pth
+[22:49:43.455] Engine run starting with max_epochs=1.
+[22:49:53.414] Epoch[1] Complete. Time taken: 00:00:09.959
+[22:49:53.415] Engine run complete. Time taken: 00:00:09.960
+[22:49:53.415] Performance at epoch iter 120: 0.9466869235038757 - 0.40029028984209425 - 0.9000411033630371
+[22:56:00.800] Engine run starting with max_epochs=1.
+[22:56:10.984] Epoch[1] Complete. Time taken: 00:00:10.183
+[22:56:10.984] Engine run complete. Time taken: 00:00:10.184
+[22:56:10.984] Performance at epoch iter 121: 0.9397441744804382 - 0.38976643237930725 - 0.8894903659820557
+[23:02:20.988] Engine run starting with max_epochs=1.
+[23:02:30.715] Epoch[1] Complete. Time taken: 00:00:09.726
+[23:02:30.715] Engine run complete. Time taken: 00:00:09.727
+[23:02:30.715] Performance at epoch iter 122: 0.9466574788093567 - 0.4001467329460382 - 0.8998980522155762
+[23:08:36.240] Engine run starting with max_epochs=1.
+[23:08:46.375] Epoch[1] Complete. Time taken: 00:00:10.135
+[23:08:46.375] Engine run complete. Time taken: 00:00:10.135
+[23:08:46.376] Performance at epoch iter 123: 0.9437844157218933 - 0.39512119791317807 - 0.8948584794998169
+[23:14:56.918] Engine run starting with max_epochs=1.
+[23:15:06.911] Epoch[1] Complete. Time taken: 00:00:09.992
+[23:15:06.911] Engine run complete. Time taken: 00:00:09.992
+[23:15:06.911] Performance at epoch iter 124: 0.9461343884468079 - 0.39884892032679176 - 0.8985960483551025
+[23:21:12.821] Engine run starting with max_epochs=1.
+[23:21:23.174] Epoch[1] Complete. Time taken: 00:00:10.353
+[23:21:23.175] Engine run complete. Time taken: 00:00:10.353
+[23:21:23.175] Performance at epoch iter 125: 0.9467804431915283 - 0.3998566942899052 - 0.89960777759552
+[23:27:35.323] Engine run starting with max_epochs=1.
+[23:27:45.122] Epoch[1] Complete. Time taken: 00:00:09.798
+[23:27:45.122] Engine run complete. Time taken: 00:00:09.799
+[23:27:47.157] Performance at epoch iter 126: 0.9494901299476624 - 0.40481531188503267 - 0.9045799374580383
+[23:33:52.742] Engine run starting with max_epochs=1.
+[23:34:03.193] Epoch[1] Complete. Time taken: 00:00:10.450
+[23:34:03.193] Engine run complete. Time taken: 00:00:10.451
+[23:34:03.193] Performance at epoch iter 127: 0.9483779668807983 - 0.40280375938155016 - 0.9025625586509705
+[23:40:13.494] Engine run starting with max_epochs=1.
+[23:40:23.379] Epoch[1] Complete. Time taken: 00:00:09.884
+[23:40:23.379] Engine run complete. Time taken: 00:00:09.884
+[23:40:23.379] Performance at epoch iter 128: 0.9493312835693359 - 0.40467601467103376 - 0.9044405221939087
+[23:46:30.262] Engine run starting with max_epochs=1.
+[23:46:40.344] Epoch[1] Complete. Time taken: 00:00:10.082
+[23:46:40.345] Engine run complete. Time taken: 00:00:10.082
+[23:46:40.345] Performance at epoch iter 129: 0.9490771889686584 - 0.4039674893061861 - 0.903728723526001
+[23:52:49.730] Engine run starting with max_epochs=1.
+[23:52:59.554] Epoch[1] Complete. Time taken: 00:00:09.824
+[23:52:59.555] Engine run complete. Time taken: 00:00:09.825
+[23:52:59.555] Performance at epoch iter 130: 0.9445138573646545 - 0.3966175749379542 - 0.8963581323623657
+[23:59:05.716] Engine run starting with max_epochs=1.
+[23:59:15.622] Epoch[1] Complete. Time taken: 00:00:09.906
+[23:59:15.623] Engine run complete. Time taken: 00:00:09.906
+[23:59:15.623] Performance at epoch iter 131: 0.9467428922653198 - 0.4001247254179232 - 0.8998746871948242
+[00:05:26.810] Engine run starting with max_epochs=1.
+[00:05:36.875] Epoch[1] Complete. Time taken: 00:00:10.064
+[00:05:36.875] Engine run complete. Time taken: 00:00:10.065
+[00:05:36.875] Performance at epoch iter 132: 0.9477880001068115 - 0.40197676864819376 - 0.9017335176467896
+[00:11:45.512] Engine run starting with max_epochs=1.
+[00:11:56.824] Epoch[1] Complete. Time taken: 00:00:11.311
+[00:11:56.825] Engine run complete. Time taken: 00:00:11.312
+[00:11:56.825] Performance at epoch iter 133: 0.9475635886192322 - 0.4015576160134648 - 0.901313304901123
+[00:18:05.233] Engine run starting with max_epochs=1.
+[00:18:15.012] Epoch[1] Complete. Time taken: 00:00:09.779
+[00:18:15.013] Engine run complete. Time taken: 00:00:09.780
+[00:18:15.013] Performance at epoch iter 134: 0.9475270509719849 - 0.4016073142925717 - 0.9013626575469971
+[00:24:24.381] Engine run starting with max_epochs=1.
+[00:24:34.156] Epoch[1] Complete. Time taken: 00:00:09.775
+[00:24:34.157] Engine run complete. Time taken: 00:00:09.776
+[00:24:34.157] Performance at epoch iter 135: 0.9495208859443665 - 0.4046795194860878 - 0.9044432640075684
+[00:30:17.547] Engine run starting with max_epochs=1.
+[00:30:27.642] Epoch[1] Complete. Time taken: 00:00:10.095
+[00:30:27.642] Engine run complete. Time taken: 00:00:10.095
+[00:30:30.382] Performance at epoch iter 136: 0.9503108263015747 - 0.4060855406074207 - 0.9058538675308228
+[00:36:14.268] Engine run starting with max_epochs=1.
+[00:36:24.218] Epoch[1] Complete. Time taken: 00:00:09.950
+[00:36:24.218] Engine run complete. Time taken: 00:00:09.950
+[00:36:24.218] Performance at epoch iter 137: 0.9501963257789612 - 0.4060691189502065 - 0.9058368802070618
+[00:42:06.918] Engine run starting with max_epochs=1.
+[00:42:16.957] Epoch[1] Complete. Time taken: 00:00:10.039
+[00:42:16.957] Engine run complete. Time taken: 00:00:10.039
+[00:42:16.957] Performance at epoch iter 138: 0.9501606225967407 - 0.40563868681919263 - 0.9054052829742432
+[00:47:59.098] Engine run starting with max_epochs=1.
+[00:48:09.124] Epoch[1] Complete. Time taken: 00:00:10.026
+[00:48:09.124] Engine run complete. Time taken: 00:00:10.026
+[00:48:09.124] Performance at epoch iter 139: 0.948460578918457 - 0.4034813952785419 - 0.9032432436943054
+[00:48:09.650] save model to animal_new_lr/TU_Synapse256/TU_pretrain_R50-ViT-B_16_skip0_epo200_bs2_lr0.01_256_s40000_dfl-ViT/epoch_139.pth
+[00:53:52.291] Engine run starting with max_epochs=1.
+[00:54:02.233] Epoch[1] Complete. Time taken: 00:00:09.942
+[00:54:02.233] Engine run complete. Time taken: 00:00:09.942
+[00:54:02.233] Performance at epoch iter 140: 0.9499828219413757 - 0.40558488092143186 - 0.9053511619567871
+[00:59:45.863] Engine run starting with max_epochs=1.
+[00:59:55.830] Epoch[1] Complete. Time taken: 00:00:09.966
+[00:59:55.830] Engine run complete. Time taken: 00:00:09.967
+[00:59:58.407] Performance at epoch iter 141: 0.951232373714447 - 0.407948835946105 - 0.9077213406562805
+[01:05:37.803] Engine run starting with max_epochs=1.
+[01:05:47.872] Epoch[1] Complete. Time taken: 00:00:10.068
+[01:05:47.872] Engine run complete. Time taken: 00:00:10.069
+[01:05:47.872] Performance at epoch iter 142: 0.9505302906036377 - 0.4065537969781351 - 0.9063231945037842
+[01:11:28.450] Engine run starting with max_epochs=1.
+[01:11:38.375] Epoch[1] Complete. Time taken: 00:00:09.925
+[01:11:38.375] Engine run complete. Time taken: 00:00:09.925
+[01:11:38.375] Performance at epoch iter 143: 0.9502590298652649 - 0.4062340084378589 - 0.9060033559799194
+[01:17:21.346] Engine run starting with max_epochs=1.
+[01:17:31.318] Epoch[1] Complete. Time taken: 00:00:09.971
+[01:17:31.319] Engine run complete. Time taken: 00:00:09.972
+[01:17:31.319] Performance at epoch iter 144: 0.9504055380821228 - 0.40615522899884055 - 0.90592360496521
+[01:23:15.413] Engine run starting with max_epochs=1.
+[01:23:25.721] Epoch[1] Complete. Time taken: 00:00:10.308
+[01:23:25.721] Engine run complete. Time taken: 00:00:10.308
+[01:23:25.722] Performance at epoch iter 145: 0.9510459899902344 - 0.40727822368123845 - 0.9070486426353455
+[01:29:08.566] Engine run starting with max_epochs=1.
+[01:29:18.355] Epoch[1] Complete. Time taken: 00:00:09.789
+[01:29:18.356] Engine run complete. Time taken: 00:00:09.789
+[01:29:18.356] Performance at epoch iter 146: 0.9505783319473267 - 0.40647536114181726 - 0.9062434434890747
+[01:35:02.035] Engine run starting with max_epochs=1.
+[01:35:11.912] Epoch[1] Complete. Time taken: 00:00:09.877
+[01:35:11.913] Engine run complete. Time taken: 00:00:09.877
+[01:35:14.534] Performance at epoch iter 147: 0.9514632225036621 - 0.4082712817199914 - 0.9080449342727661
+[01:40:57.222] Engine run starting with max_epochs=1.
+[01:41:07.160] Epoch[1] Complete. Time taken: 00:00:09.938
+[01:41:07.161] Engine run complete. Time taken: 00:00:09.938
+[01:41:07.161] Performance at epoch iter 148: 0.9510572552680969 - 0.40743271557631106 - 0.9072041511535645
+[01:46:50.135] Engine run starting with max_epochs=1.
+[01:47:00.183] Epoch[1] Complete. Time taken: 00:00:10.048
+[01:47:00.183] Engine run complete. Time taken: 00:00:10.048
+[01:47:00.184] Performance at epoch iter 149: 0.9510990977287292 - 0.4074935000735841 - 0.9072649478912354
+[01:52:43.476] Engine run starting with max_epochs=1.
+[01:52:53.436] Epoch[1] Complete. Time taken: 00:00:09.959
+[01:52:53.436] Engine run complete. Time taken: 00:00:09.959
+[01:52:54.760] Performance at epoch iter 150: 0.9515398144721985 - 0.4082726808703707 - 0.9080464839935303
+[01:58:36.450] Engine run starting with max_epochs=1.
+[01:58:46.509] Epoch[1] Complete. Time taken: 00:00:10.059
+[01:58:46.509] Engine run complete. Time taken: 00:00:10.059
+[01:58:48.578] Performance at epoch iter 151: 0.9516260623931885 - 0.4084860210158947 - 0.9082611799240112
+[02:04:31.118] Engine run starting with max_epochs=1.
+[02:04:41.061] Epoch[1] Complete. Time taken: 00:00:09.943
+[02:04:41.062] Engine run complete. Time taken: 00:00:09.943
+[02:04:44.264] Performance at epoch iter 152: 0.9515183568000793 - 0.40850907604499415 - 0.9082837104797363
+[02:10:24.617] Engine run starting with max_epochs=1.
+[02:10:34.629] Epoch[1] Complete. Time taken: 00:00:10.012
+[02:10:34.630] Engine run complete. Time taken: 00:00:10.012
+[02:10:34.630] Performance at epoch iter 153: 0.9513447284698486 - 0.40779427219683817 - 0.9075661301612854
+[02:16:18.373] Engine run starting with max_epochs=1.
+[02:16:28.341] Epoch[1] Complete. Time taken: 00:00:09.967
+[02:16:28.341] Engine run complete. Time taken: 00:00:09.968
+[02:16:28.341] Performance at epoch iter 154: 0.9518053531646729 - 0.4083641183802735 - 0.9081372022628784
+[02:22:11.451] Engine run starting with max_epochs=1.
+[02:22:21.207] Epoch[1] Complete. Time taken: 00:00:09.756
+[02:22:21.208] Engine run complete. Time taken: 00:00:09.756
+[02:22:21.208] Performance at epoch iter 155: 0.9515703320503235 - 0.40832386148367056 - 0.9080983400344849
+[02:28:04.090] Engine run starting with max_epochs=1.
+[02:28:14.210] Epoch[1] Complete. Time taken: 00:00:10.120
+[02:28:14.210] Engine run complete. Time taken: 00:00:10.120
+[02:28:14.210] Performance at epoch iter 156: 0.951151430606842 - 0.4075953014688597 - 0.9073681235313416
+[02:33:57.187] Engine run starting with max_epochs=1.
+[02:34:07.096] Epoch[1] Complete. Time taken: 00:00:09.908
+[02:34:07.096] Engine run complete. Time taken: 00:00:09.909
+[02:34:09.749] Performance at epoch iter 157: 0.9523240923881531 - 0.4093943135011874 - 0.9091705679893494
+[02:39:51.641] Engine run starting with max_epochs=1.
+[02:40:01.706] Epoch[1] Complete. Time taken: 00:00:10.065
+[02:40:01.706] Engine run complete. Time taken: 00:00:10.065
+[02:40:01.706] Performance at epoch iter 158: 0.9500378370285034 - 0.405439892798127 - 0.9052057266235352
+[02:45:44.949] Engine run starting with max_epochs=1.
+[02:45:54.996] Epoch[1] Complete. Time taken: 00:00:10.047
+[02:45:54.997] Engine run complete. Time taken: 00:00:10.047
+[02:45:56.393] Performance at epoch iter 159: 0.9523970484733582 - 0.4095549296628898 - 0.9093324542045593
+[02:45:56.787] save model to animal_new_lr/TU_Synapse256/TU_pretrain_R50-ViT-B_16_skip0_epo200_bs2_lr0.01_256_s40000_dfl-ViT/epoch_159.pth
+[02:51:38.947] Engine run starting with max_epochs=1.
+[02:51:48.981] Epoch[1] Complete. Time taken: 00:00:10.034
+[02:51:48.981] Engine run complete. Time taken: 00:00:10.034
+[02:51:48.981] Performance at epoch iter 160: 0.9521634578704834 - 0.40919788564790815 - 0.9089741706848145
+[02:57:32.908] Engine run starting with max_epochs=1.
+[02:57:42.892] Epoch[1] Complete. Time taken: 00:00:09.983
+[02:57:42.892] Engine run complete. Time taken: 00:00:09.984
+[02:57:42.892] Performance at epoch iter 161: 0.9521066546440125 - 0.409170855696892 - 0.9089469909667969
+[03:03:26.564] Engine run starting with max_epochs=1.
+[03:03:36.690] Epoch[1] Complete. Time taken: 00:00:10.126
+[03:03:36.691] Engine run complete. Time taken: 00:00:10.126
+[03:03:39.687] Performance at epoch iter 162: 0.9528663158416748 - 0.410318304093346 - 0.9100973606109619
+[03:09:21.590] Engine run starting with max_epochs=1.
+[03:09:31.585] Epoch[1] Complete. Time taken: 00:00:09.995
+[03:09:31.586] Engine run complete. Time taken: 00:00:09.995
+[03:09:31.586] Performance at epoch iter 163: 0.9525849223136902 - 0.4098954859637422 - 0.909673810005188
+[03:15:12.641] Engine run starting with max_epochs=1.
+[03:15:22.534] Epoch[1] Complete. Time taken: 00:00:09.893
+[03:15:22.534] Engine run complete. Time taken: 00:00:09.893
+[03:15:24.897] Performance at epoch iter 164: 0.953085720539093 - 0.410838815914282 - 0.9106197357177734
+[03:21:07.940] Engine run starting with max_epochs=1.
+[03:21:17.871] Epoch[1] Complete. Time taken: 00:00:09.930
+[03:21:17.871] Engine run complete. Time taken: 00:00:09.930
+[03:21:17.871] Performance at epoch iter 165: 0.953040361404419 - 0.4107287741035343 - 0.9105092883110046
+[03:27:01.285] Engine run starting with max_epochs=1.
+[03:27:11.246] Epoch[1] Complete. Time taken: 00:00:09.960
+[03:27:11.246] Engine run complete. Time taken: 00:00:09.960
+[03:27:11.246] Performance at epoch iter 166: 0.9528089761734009 - 0.4102731631934186 - 0.9100522994995117
+[03:32:53.169] Engine run starting with max_epochs=1.
+[03:33:03.113] Epoch[1] Complete. Time taken: 00:00:09.943
+[03:33:03.113] Engine run complete. Time taken: 00:00:09.943
+[03:33:05.478] Performance at epoch iter 167: 0.9530507326126099 - 0.4108845761912729 - 0.9106660485267639
+[03:38:45.889] Engine run starting with max_epochs=1.
+[03:38:55.696] Epoch[1] Complete. Time taken: 00:00:09.807
+[03:38:55.696] Engine run complete. Time taken: 00:00:09.807
+[03:38:58.262] Performance at epoch iter 168: 0.953230619430542 - 0.4109736427636198 - 0.910754919052124
+[03:44:39.871] Engine run starting with max_epochs=1.
+[03:44:49.849] Epoch[1] Complete. Time taken: 00:00:09.978
+[03:44:49.850] Engine run complete. Time taken: 00:00:09.978
+[03:44:49.850] Performance at epoch iter 169: 0.9532241225242615 - 0.41094505128243974 - 0.9107258319854736
+[03:50:33.243] Engine run starting with max_epochs=1.
+[03:50:43.355] Epoch[1] Complete. Time taken: 00:00:10.111
+[03:50:43.356] Engine run complete. Time taken: 00:00:10.112
+[03:50:43.356] Performance at epoch iter 170: 0.953145444393158 - 0.41089629064867184 - 0.9106773138046265
+[03:56:25.638] Engine run starting with max_epochs=1.
+[03:56:35.572] Epoch[1] Complete. Time taken: 00:00:09.934
+[03:56:35.572] Engine run complete. Time taken: 00:00:09.934
+[03:56:37.292] Performance at epoch iter 171: 0.9536210894584656 - 0.41180550541001737 - 0.9115891456604004
+[04:02:19.541] Engine run starting with max_epochs=1.
+[04:02:29.536] Epoch[1] Complete. Time taken: 00:00:09.994
+[04:02:29.536] Engine run complete. Time taken: 00:00:09.994
+[04:02:29.536] Performance at epoch iter 172: 0.9530013203620911 - 0.41061312420923046 - 0.9103937745094299
+[04:08:11.830] Engine run starting with max_epochs=1.
+[04:08:21.910] Epoch[1] Complete. Time taken: 00:00:10.080
+[04:08:21.910] Engine run complete. Time taken: 00:00:10.080
+[04:08:23.184] Performance at epoch iter 173: 0.9538658261299133 - 0.41213802538572625 - 0.9119224548339844
+[04:14:04.652] Engine run starting with max_epochs=1.
+[04:14:14.568] Epoch[1] Complete. Time taken: 00:00:09.916
+[04:14:14.569] Engine run complete. Time taken: 00:00:09.916
+[04:14:14.569] Performance at epoch iter 174: 0.9535133838653564 - 0.4114666555335001 - 0.9112492799758911
+[04:19:56.911] Engine run starting with max_epochs=1.
+[04:20:06.801] Epoch[1] Complete. Time taken: 00:00:09.889
+[04:20:06.801] Engine run complete. Time taken: 00:00:09.890
+[04:20:06.801] Performance at epoch iter 175: 0.9538796544075012 - 0.4120946920798846 - 0.9118788242340088
+[04:25:48.467] Engine run starting with max_epochs=1.
+[04:25:58.481] Epoch[1] Complete. Time taken: 00:00:10.013
+[04:25:58.481] Engine run complete. Time taken: 00:00:10.013
+[04:26:01.003] Performance at epoch iter 176: 0.9541192054748535 - 0.4126407272174045 - 0.9124265909194946
+[04:31:44.341] Engine run starting with max_epochs=1.
+[04:31:54.281] Epoch[1] Complete. Time taken: 00:00:09.940
+[04:31:54.281] Engine run complete. Time taken: 00:00:09.940
+[04:31:57.070] Performance at epoch iter 177: 0.9543426632881165 - 0.4129524294111393 - 0.9127386808395386
+[04:37:39.083] Engine run starting with max_epochs=1.
+[04:37:48.955] Epoch[1] Complete. Time taken: 00:00:09.871
+[04:37:48.956] Engine run complete. Time taken: 00:00:09.872
+[04:37:51.684] Performance at epoch iter 178: 0.9544520974159241 - 0.41309666732519795 - 0.9128834009170532
+[04:43:33.525] Engine run starting with max_epochs=1.
+[04:43:43.432] Epoch[1] Complete. Time taken: 00:00:09.906
+[04:43:43.432] Engine run complete. Time taken: 00:00:09.907
+[04:43:43.432] Performance at epoch iter 179: 0.9543342590332031 - 0.41285160721144154 - 0.9126379489898682
+[04:43:43.950] save model to animal_new_lr/TU_Synapse256/TU_pretrain_R50-ViT-B_16_skip0_epo200_bs2_lr0.01_256_s40000_dfl-ViT/epoch_179.pth
+[04:49:27.222] Engine run starting with max_epochs=1.
+[04:49:37.203] Epoch[1] Complete. Time taken: 00:00:09.981
+[04:49:37.204] Engine run complete. Time taken: 00:00:09.981
+[04:49:37.204] Performance at epoch iter 180: 0.9543728232383728 - 0.4130114348668465 - 0.9127979278564453
+[04:55:18.752] Engine run starting with max_epochs=1.
+[04:55:28.726] Epoch[1] Complete. Time taken: 00:00:09.974
+[04:55:28.727] Engine run complete. Time taken: 00:00:09.974
+[04:55:31.334] Performance at epoch iter 181: 0.9546768665313721 - 0.4134327450712147 - 0.9132203459739685
+[05:01:14.389] Engine run starting with max_epochs=1.
+[05:01:24.406] Epoch[1] Complete. Time taken: 00:00:10.017
+[05:01:24.406] Engine run complete. Time taken: 00:00:10.017
+[05:01:24.407] Performance at epoch iter 182: 0.9545969367027283 - 0.4133592623178533 - 0.91314697265625
+[05:07:05.814] Engine run starting with max_epochs=1.
+[05:07:15.694] Epoch[1] Complete. Time taken: 00:00:09.880
+[05:07:15.694] Engine run complete. Time taken: 00:00:09.880
+[05:07:15.694] Performance at epoch iter 183: 0.9546113610267639 - 0.413379801817372 - 0.9131677150726318
+[05:12:57.817] Engine run starting with max_epochs=1.
+[05:13:08.119] Epoch[1] Complete. Time taken: 00:00:10.302
+[05:13:08.119] Engine run complete. Time taken: 00:00:10.302
+[05:13:10.589] Performance at epoch iter 184: 0.9548410773277283 - 0.4137162000296599 - 0.9135046005249023
+[05:18:54.728] Engine run starting with max_epochs=1.
+[05:19:04.618] Epoch[1] Complete. Time taken: 00:00:09.890
+[05:19:04.618] Engine run complete. Time taken: 00:00:09.890
+[05:19:06.485] Performance at epoch iter 185: 0.9547475576400757 - 0.41373056797205143 - 0.9135196208953857
+[05:24:48.502] Engine run starting with max_epochs=1.
+[05:24:58.748] Epoch[1] Complete. Time taken: 00:00:10.245
+[05:24:58.748] Engine run complete. Time taken: 00:00:10.245
+[05:25:01.216] Performance at epoch iter 186: 0.9549954533576965 - 0.41404835101282966 - 0.913837730884552
+[05:30:43.792] Engine run starting with max_epochs=1.
+[05:30:53.624] Epoch[1] Complete. Time taken: 00:00:09.831
+[05:30:53.625] Engine run complete. Time taken: 00:00:09.832
+[05:30:53.625] Performance at epoch iter 187: 0.9548453092575073 - 0.41379454512284114 - 0.9135830402374268
+[05:36:36.253] Engine run starting with max_epochs=1.
+[05:36:46.169] Epoch[1] Complete. Time taken: 00:00:09.915
+[05:36:46.169] Engine run complete. Time taken: 00:00:09.915
+[05:36:46.169] Performance at epoch iter 188: 0.9549276232719421 - 0.4139317117734384 - 0.913720965385437
+[05:42:27.497] Engine run starting with max_epochs=1.
+[05:42:37.379] Epoch[1] Complete. Time taken: 00:00:09.881
+[05:42:37.379] Engine run complete. Time taken: 00:00:09.882
+[05:42:37.379] Performance at epoch iter 189: 0.9548853635787964 - 0.4138710119129125 - 0.913659930229187
+[05:48:18.887] Engine run starting with max_epochs=1.
+[05:48:28.834] Epoch[1] Complete. Time taken: 00:00:09.947
+[05:48:28.835] Engine run complete. Time taken: 00:00:09.947
+[05:48:30.891] Performance at epoch iter 190: 0.9550283551216125 - 0.4141646585886733 - 0.913954496383667
+[05:54:11.281] Engine run starting with max_epochs=1.
+[05:54:21.154] Epoch[1] Complete. Time taken: 00:00:09.873
+[05:54:21.154] Engine run complete. Time taken: 00:00:09.873
+[05:54:21.154] Performance at epoch iter 191: 0.9550310969352722 - 0.4140980812181582 - 0.9138875007629395
+[06:00:03.188] Engine run starting with max_epochs=1.
+[06:00:13.026] Epoch[1] Complete. Time taken: 00:00:09.838
+[06:00:13.027] Engine run complete. Time taken: 00:00:09.838
+[06:00:15.772] Performance at epoch iter 192: 0.955137312412262 - 0.4142721254090252 - 0.9140621423721313
+[06:05:59.249] Engine run starting with max_epochs=1.
+[06:06:09.199] Epoch[1] Complete. Time taken: 00:00:09.950
+[06:06:09.200] Engine run complete. Time taken: 00:00:09.950
+[06:06:09.200] Performance at epoch iter 193: 0.9550539255142212 - 0.4141450286075381 - 0.9139347672462463
+[06:11:51.431] Engine run starting with max_epochs=1.
+[06:12:01.343] Epoch[1] Complete. Time taken: 00:00:09.912
+[06:12:01.344] Engine run complete. Time taken: 00:00:09.913
+[06:12:01.344] Performance at epoch iter 194: 0.9550713300704956 - 0.4141849425361742 - 0.9139747619628906
+[06:17:43.546] Engine run starting with max_epochs=1.
+[06:17:53.502] Epoch[1] Complete. Time taken: 00:00:09.955
+[06:17:53.502] Engine run complete. Time taken: 00:00:09.955
+[06:17:53.502] Performance at epoch iter 195: 0.9549877047538757 - 0.4140680658790541 - 0.9138577580451965
+[06:23:37.160] Engine run starting with max_epochs=1.
+[06:23:47.115] Epoch[1] Complete. Time taken: 00:00:09.955
+[06:23:47.116] Engine run complete. Time taken: 00:00:09.956
+[06:23:47.116] Performance at epoch iter 196: 0.9550256729125977 - 0.41409532225442885 - 0.9138850569725037
+[06:29:28.965] Engine run starting with max_epochs=1.
+[06:29:39.183] Epoch[1] Complete. Time taken: 00:00:10.217
+[06:29:39.183] Engine run complete. Time taken: 00:00:10.218
+[06:29:39.184] Performance at epoch iter 197: 0.9551206231117249 - 0.4142405966400944 - 0.9140304923057556
+[06:35:20.005] Engine run starting with max_epochs=1.
+[06:35:29.963] Epoch[1] Complete. Time taken: 00:00:09.958
+[06:35:29.964] Engine run complete. Time taken: 00:00:09.958
+[06:35:29.964] Performance at epoch iter 198: 0.9551028609275818 - 0.41421296225811854 - 0.9140027761459351
+[06:41:13.601] Engine run starting with max_epochs=1.
+[06:41:23.519] Epoch[1] Complete. Time taken: 00:00:09.917
+[06:41:23.519] Engine run complete. Time taken: 00:00:09.918
+[06:41:23.519] Performance at epoch iter 199: 0.9550839066505432 - 0.4141959559803511 - 0.9139859676361084
+[06:41:24.041] save model to animal_new_lr/TU_Synapse256/TU_pretrain_R50-ViT-B_16_skip0_epo200_bs2_lr0.01_256_s40000_dfl-ViT/epoch_199.pth
diff --git a/checkpoints/Downstream_TransUNet/Phantom/best_miou.pth b/checkpoints/Downstream_TransUNet/Phantom/best_miou.pth
new file mode 100644
index 0000000000000000000000000000000000000000..14b215cd619ad779ee2fdea53f7ad150014dc8b6
--- /dev/null
+++ b/checkpoints/Downstream_TransUNet/Phantom/best_miou.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be78f5886487018f754537ef0fd9b9436ffed2d464b8547424a317f88ae70908
+size 201258831
diff --git a/checkpoints/Downstream_TransUNet/Phantom/log.txt b/checkpoints/Downstream_TransUNet/Phantom/log.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d6f54117dc154e202a6333970fe1eb876d74451f
--- /dev/null
+++ b/checkpoints/Downstream_TransUNet/Phantom/log.txt
@@ -0,0 +1,810 @@
+[15:41:41.120] Namespace(dataset='Synapse', num_classes=3, max_epochs=200, batch_size=8, n_gpu=1, deterministic=1, base_lr=0.02, img_size=256, seed=40000, n_skip=0, vit_name='R50-ViT-L_16', vit_patches_size=16, is_pretrain=True, exp='TU_Synapse256')
+[15:41:41.130] Creating dataset with 14737 examples
+[15:41:41.133] Creating dataset with 3685 examples
+[15:41:41.138] 1843 iterations per epoch. 368600 max iterations 
+[15:50:25.610] Engine run starting with max_epochs=1.
+[15:50:52.971] Epoch[1] Complete. Time taken: 00:00:27.361
+[15:50:52.971] Engine run complete. Time taken: 00:00:27.361
+[15:50:53.290] Performance at epoch iter 0: 0.44796591997146606 - 0.22556598457270638 - 0.48172658681869507
+[15:59:39.854] Engine run starting with max_epochs=1.
+[16:00:03.352] Epoch[1] Complete. Time taken: 00:00:23.497
+[16:00:03.352] Engine run complete. Time taken: 00:00:23.497
+[16:00:05.173] Performance at epoch iter 1: 0.4705424904823303 - 0.23612398177857452 - 0.48877689242362976
+[16:08:41.316] Engine run starting with max_epochs=1.
+[16:09:03.305] Epoch[1] Complete. Time taken: 00:00:21.988
+[16:09:03.306] Engine run complete. Time taken: 00:00:21.989
+[16:09:05.092] Performance at epoch iter 2: 0.4969255030155182 - 0.2672331932148629 - 0.5096713304519653
+[16:17:35.597] Engine run starting with max_epochs=1.
+[16:17:57.693] Epoch[1] Complete. Time taken: 00:00:22.095
+[16:17:57.694] Engine run complete. Time taken: 00:00:22.096
+[16:17:59.034] Performance at epoch iter 3: 0.5224395394325256 - 0.28115777317412155 - 0.5188507437705994
+[16:26:30.870] Engine run starting with max_epochs=1.
+[16:26:53.252] Epoch[1] Complete. Time taken: 00:00:22.382
+[16:26:53.252] Engine run complete. Time taken: 00:00:22.382
+[16:26:53.252] Performance at epoch iter 4: 0.5084075927734375 - 0.27651388641218566 - 0.515887439250946
+[16:35:25.577] Engine run starting with max_epochs=1.
+[16:35:49.612] Epoch[1] Complete. Time taken: 00:00:24.034
+[16:35:49.612] Engine run complete. Time taken: 00:00:24.034
+[16:35:51.988] Performance at epoch iter 5: 0.5341203212738037 - 0.30021529806356845 - 0.531700611114502
+[16:44:24.108] Engine run starting with max_epochs=1.
+[16:44:46.052] Epoch[1] Complete. Time taken: 00:00:21.943
+[16:44:46.053] Engine run complete. Time taken: 00:00:21.944
+[16:44:46.053] Performance at epoch iter 6: 0.5196499228477478 - 0.2907284594849253 - 0.5252658724784851
+[16:53:19.646] Engine run starting with max_epochs=1.
+[16:53:42.564] Epoch[1] Complete. Time taken: 00:00:22.917
+[16:53:42.565] Engine run complete. Time taken: 00:00:22.918
+[16:53:43.857] Performance at epoch iter 7: 0.5460614562034607 - 0.31417778318561757 - 0.54102623462677
+[17:02:18.155] Engine run starting with max_epochs=1.
+[17:02:41.463] Epoch[1] Complete. Time taken: 00:00:23.307
+[17:02:41.463] Engine run complete. Time taken: 00:00:23.307
+[17:02:41.463] Performance at epoch iter 8: 0.5310008525848389 - 0.3061178120762891 - 0.5357436537742615
+[17:11:12.800] Engine run starting with max_epochs=1.
+[17:11:35.166] Epoch[1] Complete. Time taken: 00:00:22.366
+[17:11:35.167] Engine run complete. Time taken: 00:00:22.367
+[17:11:35.167] Performance at epoch iter 9: 0.5402052402496338 - 0.3116617344686235 - 0.5394229292869568
+[17:20:07.409] Engine run starting with max_epochs=1.
+[17:20:31.779] Epoch[1] Complete. Time taken: 00:00:24.369
+[17:20:31.780] Engine run complete. Time taken: 00:00:24.370
+[17:20:33.563] Performance at epoch iter 10: 0.5601642727851868 - 0.3170744583448511 - 0.5430106520652771
+[17:29:06.971] Engine run starting with max_epochs=1.
+[17:29:31.971] Epoch[1] Complete. Time taken: 00:00:24.999
+[17:29:31.972] Engine run complete. Time taken: 00:00:25.000
+[17:29:33.557] Performance at epoch iter 11: 0.5630517601966858 - 0.32402014280276153 - 0.5477142930030823
+[17:38:05.962] Engine run starting with max_epochs=1.
+[17:38:32.398] Epoch[1] Complete. Time taken: 00:00:26.435
+[17:38:32.398] Engine run complete. Time taken: 00:00:26.435
+[17:38:32.399] Performance at epoch iter 12: 0.5585473775863647 - 0.3198852997009203 - 0.544815182685852
+[17:47:16.800] Engine run starting with max_epochs=1.
+[17:47:38.910] Epoch[1] Complete. Time taken: 00:00:22.110
+[17:47:38.911] Engine run complete. Time taken: 00:00:22.110
+[17:47:38.911] Performance at epoch iter 13: 0.5509828925132751 - 0.3108948113001734 - 0.5388555526733398
+[17:56:13.289] Engine run starting with max_epochs=1.
+[17:56:35.769] Epoch[1] Complete. Time taken: 00:00:22.475
+[17:56:35.770] Engine run complete. Time taken: 00:00:22.475
+[17:56:35.770] Performance at epoch iter 14: 0.5624561905860901 - 0.3188383582605145 - 0.5440453290939331
+[18:05:08.690] Engine run starting with max_epochs=1.
+[18:05:32.190] Epoch[1] Complete. Time taken: 00:00:23.499
+[18:05:32.190] Engine run complete. Time taken: 00:00:23.499
+[18:05:32.190] Performance at epoch iter 15: 0.5522809624671936 - 0.3226488813494677 - 0.5467022657394409
+[18:14:05.447] Engine run starting with max_epochs=1.
+[18:14:27.906] Epoch[1] Complete. Time taken: 00:00:22.458
+[18:14:27.907] Engine run complete. Time taken: 00:00:22.459
+[18:14:30.174] Performance at epoch iter 16: 0.5651222467422485 - 0.3308730796036031 - 0.5522592067718506
+[18:23:03.193] Engine run starting with max_epochs=1.
+[18:23:25.519] Epoch[1] Complete. Time taken: 00:00:22.325
+[18:23:25.519] Engine run complete. Time taken: 00:00:22.326
+[18:23:25.519] Performance at epoch iter 17: 0.5650808811187744 - 0.3247707053023354 - 0.5481982827186584
+[18:31:59.580] Engine run starting with max_epochs=1.
+[18:32:22.004] Epoch[1] Complete. Time taken: 00:00:22.424
+[18:32:22.005] Engine run complete. Time taken: 00:00:22.424
+[18:32:22.005] Performance at epoch iter 18: 0.5624480843544006 - 0.32887889928088454 - 0.5507980585098267
+[18:40:55.887] Engine run starting with max_epochs=1.
+[18:41:19.417] Epoch[1] Complete. Time taken: 00:00:23.529
+[18:41:19.417] Engine run complete. Time taken: 00:00:23.529
+[18:41:19.417] Performance at epoch iter 19: 0.557274580001831 - 0.3254771291889562 - 0.5486679673194885
+[18:49:53.563] Engine run starting with max_epochs=1.
+[18:50:15.494] Epoch[1] Complete. Time taken: 00:00:21.931
+[18:50:15.494] Engine run complete. Time taken: 00:00:21.931
+[18:50:15.494] Performance at epoch iter 20: 0.5654327273368835 - 0.3206732687046123 - 0.5453705787658691
+[18:58:49.624] Engine run starting with max_epochs=1.
+[18:59:12.176] Epoch[1] Complete. Time taken: 00:00:22.551
+[18:59:12.177] Engine run complete. Time taken: 00:00:22.552
+[18:59:12.177] Performance at epoch iter 21: 0.5728783011436462 - 0.32988762739764876 - 0.5515957474708557
+[19:07:46.691] Engine run starting with max_epochs=1.
+[19:08:09.579] Epoch[1] Complete. Time taken: 00:00:22.888
+[19:08:09.579] Engine run complete. Time taken: 00:00:22.888
+[19:08:11.686] Performance at epoch iter 22: 0.5726259350776672 - 0.3313968560483235 - 0.5525109171867371
+[19:16:46.701] Engine run starting with max_epochs=1.
+[19:17:11.301] Epoch[1] Complete. Time taken: 00:00:24.600
+[19:17:11.302] Engine run complete. Time taken: 00:00:24.601
+[19:17:13.823] Performance at epoch iter 23: 0.5739799737930298 - 0.3324853304462016 - 0.5531758666038513
+[19:25:47.445] Engine run starting with max_epochs=1.
+[19:26:13.324] Epoch[1] Complete. Time taken: 00:00:25.879
+[19:26:13.325] Engine run complete. Time taken: 00:00:25.879
+[19:26:13.325] Performance at epoch iter 24: 0.5748312473297119 - 0.32546560893591603 - 0.5485949516296387
+[19:34:55.595] Engine run starting with max_epochs=1.
+[19:35:19.212] Epoch[1] Complete. Time taken: 00:00:23.616
+[19:35:19.212] Engine run complete. Time taken: 00:00:23.617
+[19:35:19.212] Performance at epoch iter 25: 0.5695048570632935 - 0.32947449303744053 - 0.5512332916259766
+[19:43:55.056] Engine run starting with max_epochs=1.
+[19:44:16.966] Epoch[1] Complete. Time taken: 00:00:21.910
+[19:44:16.967] Engine run complete. Time taken: 00:00:21.910
+[19:44:16.967] Performance at epoch iter 26: 0.5761409401893616 - 0.3287345783736856 - 0.5508720278739929
+[19:52:52.245] Engine run starting with max_epochs=1.
+[19:53:14.384] Epoch[1] Complete. Time taken: 00:00:22.139
+[19:53:14.385] Engine run complete. Time taken: 00:00:22.139
+[19:53:15.633] Performance at epoch iter 27: 0.5798466205596924 - 0.3383557977728652 - 0.5572707653045654
+[20:01:50.288] Engine run starting with max_epochs=1.
+[20:02:12.571] Epoch[1] Complete. Time taken: 00:00:22.283
+[20:02:12.572] Engine run complete. Time taken: 00:00:22.283
+[20:02:12.572] Performance at epoch iter 28: 0.5771156549453735 - 0.33038270506685774 - 0.552021861076355
+[20:10:48.073] Engine run starting with max_epochs=1.
+[20:11:10.086] Epoch[1] Complete. Time taken: 00:00:22.012
+[20:11:10.086] Engine run complete. Time taken: 00:00:22.013
+[20:11:10.087] Performance at epoch iter 29: 0.5832121968269348 - 0.33525874714221304 - 0.5551525950431824
+[20:19:43.422] Engine run starting with max_epochs=1.
+[20:20:05.348] Epoch[1] Complete. Time taken: 00:00:21.925
+[20:20:05.348] Engine run complete. Time taken: 00:00:21.925
+[20:20:05.348] Performance at epoch iter 30: 0.5731945633888245 - 0.33033973345281037 - 0.5519106388092041
+[20:28:40.116] Engine run starting with max_epochs=1.
+[20:29:04.402] Epoch[1] Complete. Time taken: 00:00:24.285
+[20:29:04.402] Engine run complete. Time taken: 00:00:24.285
+[20:29:04.403] Performance at epoch iter 31: 0.5650922656059265 - 0.3356302897314083 - 0.5554096698760986
+[20:37:38.467] Engine run starting with max_epochs=1.
+[20:38:00.661] Epoch[1] Complete. Time taken: 00:00:22.193
+[20:38:00.661] Engine run complete. Time taken: 00:00:22.194
+[20:38:00.662] Performance at epoch iter 32: 0.5666021108627319 - 0.32856420280122733 - 0.5506641268730164
+[20:46:35.400] Engine run starting with max_epochs=1.
+[20:46:58.044] Epoch[1] Complete. Time taken: 00:00:22.643
+[20:46:58.044] Engine run complete. Time taken: 00:00:22.644
+[20:46:58.044] Performance at epoch iter 33: 0.570625901222229 - 0.3360313345349185 - 0.5556623935699463
+[20:55:34.168] Engine run starting with max_epochs=1.
+[20:55:56.807] Epoch[1] Complete. Time taken: 00:00:22.637
+[20:55:56.808] Engine run complete. Time taken: 00:00:22.637
+[20:55:56.808] Performance at epoch iter 34: 0.575062096118927 - 0.335321928691242 - 0.5551949739456177
+[21:04:32.962] Engine run starting with max_epochs=1.
+[21:04:55.469] Epoch[1] Complete. Time taken: 00:00:22.506
+[21:04:55.469] Engine run complete. Time taken: 00:00:22.507
+[21:04:55.469] Performance at epoch iter 35: 0.5765114426612854 - 0.3324425845566461 - 0.5531683564186096
+[21:13:30.940] Engine run starting with max_epochs=1.
+[21:13:52.852] Epoch[1] Complete. Time taken: 00:00:21.911
+[21:13:52.853] Engine run complete. Time taken: 00:00:21.912
+[21:13:52.853] Performance at epoch iter 36: 0.5736645460128784 - 0.3304627481378456 - 0.5519810318946838
+[21:22:28.802] Engine run starting with max_epochs=1.
+[21:22:52.689] Epoch[1] Complete. Time taken: 00:00:23.886
+[21:22:52.690] Engine run complete. Time taken: 00:00:23.887
+[21:22:52.690] Performance at epoch iter 37: 0.5814122557640076 - 0.3374195813808036 - 0.5566595792770386
+[21:31:28.437] Engine run starting with max_epochs=1.
+[21:31:53.075] Epoch[1] Complete. Time taken: 00:00:24.638
+[21:31:53.076] Engine run complete. Time taken: 00:00:24.639
+[21:31:53.076] Performance at epoch iter 38: 0.5822940468788147 - 0.3319390914751468 - 0.5529795289039612
+[21:40:29.524] Engine run starting with max_epochs=1.
+[21:40:54.156] Epoch[1] Complete. Time taken: 00:00:24.631
+[21:40:54.156] Engine run complete. Time taken: 00:00:24.632
+[21:40:54.157] Performance at epoch iter 39: 0.5614334940910339 - 0.3200648631439854 - 0.544982373714447
+[21:49:30.121] Engine run starting with max_epochs=1.
+[21:49:56.459] Epoch[1] Complete. Time taken: 00:00:26.337
+[21:49:56.462] Engine run complete. Time taken: 00:00:26.340
+[21:49:56.462] Performance at epoch iter 40: 0.5845255851745605 - 0.3366114111684729 - 0.556063175201416
+[21:58:43.004] Engine run starting with max_epochs=1.
+[21:59:06.251] Epoch[1] Complete. Time taken: 00:00:23.247
+[21:59:06.252] Engine run complete. Time taken: 00:00:23.247
+[21:59:06.252] Performance at epoch iter 41: 0.5823953151702881 - 0.3363930351912561 - 0.5559677481651306
+[22:07:43.142] Engine run starting with max_epochs=1.
+[22:08:05.655] Epoch[1] Complete. Time taken: 00:00:22.510
+[22:08:05.656] Engine run complete. Time taken: 00:00:22.510
+[22:08:05.656] Performance at epoch iter 42: 0.5803229212760925 - 0.3330036624677753 - 0.5537236928939819
+[22:16:40.585] Engine run starting with max_epochs=1.
+[22:17:04.384] Epoch[1] Complete. Time taken: 00:00:23.799
+[22:17:04.385] Engine run complete. Time taken: 00:00:23.799
+[22:17:04.385] Performance at epoch iter 43: 0.5697397589683533 - 0.3352667883456898 - 0.555224597454071
+[22:25:39.484] Engine run starting with max_epochs=1.
+[22:26:03.085] Epoch[1] Complete. Time taken: 00:00:23.600
+[22:26:03.085] Engine run complete. Time taken: 00:00:23.600
+[22:26:04.240] Performance at epoch iter 44: 0.5849844813346863 - 0.33895543445501797 - 0.5576664209365845
+[22:34:39.770] Engine run starting with max_epochs=1.
+[22:35:03.869] Epoch[1] Complete. Time taken: 00:00:24.099
+[22:35:03.870] Engine run complete. Time taken: 00:00:24.100
+[22:35:05.905] Performance at epoch iter 45: 0.5882050395011902 - 0.3399010337059256 - 0.5583552122116089
+[22:43:40.938] Engine run starting with max_epochs=1.
+[22:44:04.349] Epoch[1] Complete. Time taken: 00:00:23.411
+[22:44:04.350] Engine run complete. Time taken: 00:00:23.411
+[22:44:04.350] Performance at epoch iter 46: 0.5848255753517151 - 0.338331966671478 - 0.557225227355957
+[22:52:39.903] Engine run starting with max_epochs=1.
+[22:53:03.353] Epoch[1] Complete. Time taken: 00:00:23.450
+[22:53:03.353] Engine run complete. Time taken: 00:00:23.450
+[22:53:03.354] Performance at epoch iter 47: 0.5835999250411987 - 0.3348129432291088 - 0.5548417568206787
+[23:01:39.930] Engine run starting with max_epochs=1.
+[23:02:02.012] Epoch[1] Complete. Time taken: 00:00:22.081
+[23:02:02.012] Engine run complete. Time taken: 00:00:22.081
+[23:02:02.012] Performance at epoch iter 48: 0.5800707936286926 - 0.3335641545120398 - 0.5540285110473633
+[23:10:37.206] Engine run starting with max_epochs=1.
+[23:11:01.095] Epoch[1] Complete. Time taken: 00:00:23.889
+[23:11:01.095] Engine run complete. Time taken: 00:00:23.889
+[23:11:01.096] Performance at epoch iter 49: 0.5770866870880127 - 0.3355480093463924 - 0.5553743243217468
+[23:19:37.632] Engine run starting with max_epochs=1.
+[23:20:00.210] Epoch[1] Complete. Time taken: 00:00:22.576
+[23:20:00.211] Engine run complete. Time taken: 00:00:22.576
+[23:20:00.211] Performance at epoch iter 50: 0.5844097137451172 - 0.3382411717842545 - 0.5571922063827515
+[23:28:35.702] Engine run starting with max_epochs=1.
+[23:28:58.030] Epoch[1] Complete. Time taken: 00:00:22.327
+[23:28:58.031] Engine run complete. Time taken: 00:00:22.328
+[23:28:58.031] Performance at epoch iter 51: 0.5745814442634583 - 0.3295079693330989 - 0.5512912273406982
+[23:37:33.051] Engine run starting with max_epochs=1.
+[23:37:56.479] Epoch[1] Complete. Time taken: 00:00:23.427
+[23:37:56.479] Engine run complete. Time taken: 00:00:23.427
+[23:37:56.479] Performance at epoch iter 52: 0.5878998637199402 - 0.33987089083676125 - 0.5582770109176636
+[23:46:33.738] Engine run starting with max_epochs=1.
+[23:46:55.778] Epoch[1] Complete. Time taken: 00:00:22.040
+[23:46:55.779] Engine run complete. Time taken: 00:00:22.040
+[23:46:55.779] Performance at epoch iter 53: 0.5725402235984802 - 0.3250475441265295 - 0.5484383702278137
+[23:55:32.452] Engine run starting with max_epochs=1.
+[23:55:57.533] Epoch[1] Complete. Time taken: 00:00:25.080
+[23:55:57.534] Engine run complete. Time taken: 00:00:25.081
+[23:55:59.014] Performance at epoch iter 54: 0.5833414793014526 - 0.34199784505725656 - 0.5597190856933594
+[00:04:34.830] Engine run starting with max_epochs=1.
+[00:05:00.683] Epoch[1] Complete. Time taken: 00:00:25.850
+[00:05:00.684] Engine run complete. Time taken: 00:00:25.850
+[00:05:00.684] Performance at epoch iter 55: 0.5725752711296082 - 0.32214792197731557 - 0.5463020205497742
+[00:13:51.612] Engine run starting with max_epochs=1.
+[00:14:14.901] Epoch[1] Complete. Time taken: 00:00:23.283
+[00:14:14.901] Engine run complete. Time taken: 00:00:23.283
+[00:14:17.211] Performance at epoch iter 56: 0.593993604183197 - 0.3463470355977637 - 0.5626024007797241
+[00:22:54.012] Engine run starting with max_epochs=1.
+[00:23:16.056] Epoch[1] Complete. Time taken: 00:00:22.041
+[00:23:16.057] Engine run complete. Time taken: 00:00:22.042
+[00:23:16.057] Performance at epoch iter 57: 0.591198742389679 - 0.34086231782203635 - 0.5589424967765808
+[00:31:52.108] Engine run starting with max_epochs=1.
+[00:32:14.156] Epoch[1] Complete. Time taken: 00:00:22.045
+[00:32:14.156] Engine run complete. Time taken: 00:00:22.045
+[00:32:14.156] Performance at epoch iter 58: 0.5860774517059326 - 0.3346822110244977 - 0.5547844767570496
+[00:40:52.279] Engine run starting with max_epochs=1.
+[00:41:14.240] Epoch[1] Complete. Time taken: 00:00:21.960
+[00:41:14.241] Engine run complete. Time taken: 00:00:21.961
+[00:41:14.241] Performance at epoch iter 59: 0.5880661010742188 - 0.3400359132739755 - 0.5583952069282532
+[00:49:50.813] Engine run starting with max_epochs=1.
+[00:50:14.237] Epoch[1] Complete. Time taken: 00:00:23.421
+[00:50:14.238] Engine run complete. Time taken: 00:00:23.421
+[00:50:14.238] Performance at epoch iter 60: 0.5748002529144287 - 0.33464702459311585 - 0.5548197031021118
+[00:58:50.260] Engine run starting with max_epochs=1.
+[00:59:13.721] Epoch[1] Complete. Time taken: 00:00:23.460
+[00:59:13.721] Engine run complete. Time taken: 00:00:23.461
+[00:59:13.721] Performance at epoch iter 61: 0.5868659019470215 - 0.3421590210627356 - 0.5598167181015015
+[01:07:48.969] Engine run starting with max_epochs=1.
+[01:08:11.246] Epoch[1] Complete. Time taken: 00:00:22.277
+[01:08:11.247] Engine run complete. Time taken: 00:00:22.277
+[01:08:11.247] Performance at epoch iter 62: 0.5815370082855225 - 0.3356838837893934 - 0.5555139780044556
+[01:16:46.799] Engine run starting with max_epochs=1.
+[01:17:08.799] Epoch[1] Complete. Time taken: 00:00:22.000
+[01:17:08.799] Engine run complete. Time taken: 00:00:22.000
+[01:17:08.800] Performance at epoch iter 63: 0.5848245024681091 - 0.3418059587048899 - 0.5595632195472717
+[01:25:43.463] Engine run starting with max_epochs=1.
+[01:26:06.761] Epoch[1] Complete. Time taken: 00:00:23.297
+[01:26:06.761] Engine run complete. Time taken: 00:00:23.298
+[01:26:06.761] Performance at epoch iter 64: 0.5837891101837158 - 0.33600835480128705 - 0.5557151436805725
+[01:34:41.827] Engine run starting with max_epochs=1.
+[01:35:03.732] Epoch[1] Complete. Time taken: 00:00:21.904
+[01:35:03.733] Engine run complete. Time taken: 00:00:21.905
+[01:35:03.733] Performance at epoch iter 65: 0.5598170161247253 - 0.334532909407558 - 0.5548011064529419
+[01:43:39.161] Engine run starting with max_epochs=1.
+[01:44:02.684] Epoch[1] Complete. Time taken: 00:00:23.522
+[01:44:02.684] Engine run complete. Time taken: 00:00:23.522
+[01:44:02.684] Performance at epoch iter 66: 0.5844237804412842 - 0.34191023752885535 - 0.5596537590026855
+[01:52:39.081] Engine run starting with max_epochs=1.
+[01:53:01.376] Epoch[1] Complete. Time taken: 00:00:22.294
+[01:53:01.376] Engine run complete. Time taken: 00:00:22.295
+[01:53:01.377] Performance at epoch iter 67: 0.5904175639152527 - 0.3384111713769258 - 0.5573617219924927
+[02:01:37.918] Engine run starting with max_epochs=1.
+[02:02:00.641] Epoch[1] Complete. Time taken: 00:00:22.722
+[02:02:00.641] Engine run complete. Time taken: 00:00:22.723
+[02:02:00.641] Performance at epoch iter 68: 0.5870608687400818 - 0.3415851485486233 - 0.5594449043273926
+[02:10:36.967] Engine run starting with max_epochs=1.
+[02:11:00.823] Epoch[1] Complete. Time taken: 00:00:23.856
+[02:11:00.824] Engine run complete. Time taken: 00:00:23.856
+[02:11:00.824] Performance at epoch iter 69: 0.5593595504760742 - 0.32511107657039584 - 0.5483604073524475
+[02:19:35.428] Engine run starting with max_epochs=1.
+[02:19:58.297] Epoch[1] Complete. Time taken: 00:00:22.869
+[02:19:58.298] Engine run complete. Time taken: 00:00:22.869
+[02:19:58.298] Performance at epoch iter 70: 0.5874301791191101 - 0.34113122612139046 - 0.5590689182281494
+[02:28:34.258] Engine run starting with max_epochs=1.
+[02:28:58.693] Epoch[1] Complete. Time taken: 00:00:24.434
+[02:28:58.693] Engine run complete. Time taken: 00:00:24.434
+[02:28:58.694] Performance at epoch iter 71: 0.5867820382118225 - 0.3407866765833355 - 0.5588750839233398
+[02:37:35.441] Engine run starting with max_epochs=1.
+[02:37:59.844] Epoch[1] Complete. Time taken: 00:00:24.402
+[02:37:59.844] Engine run complete. Time taken: 00:00:24.403
+[02:37:59.845] Performance at epoch iter 72: 0.5828233361244202 - 0.34357982429686174 - 0.5607684254646301
+[02:46:36.090] Engine run starting with max_epochs=1.
+[02:46:58.778] Epoch[1] Complete. Time taken: 00:00:22.687
+[02:46:58.779] Engine run complete. Time taken: 00:00:22.688
+[02:46:58.779] Performance at epoch iter 73: 0.5816851854324341 - 0.3397063372114121 - 0.5582021474838257
+[02:55:34.004] Engine run starting with max_epochs=1.
+[02:55:57.891] Epoch[1] Complete. Time taken: 00:00:23.886
+[02:55:57.892] Engine run complete. Time taken: 00:00:23.887
+[02:55:57.892] Performance at epoch iter 74: 0.5896002650260925 - 0.3427991532089605 - 0.5602690577507019
+[03:04:33.465] Engine run starting with max_epochs=1.
+[03:04:57.931] Epoch[1] Complete. Time taken: 00:00:24.465
+[03:04:57.931] Engine run complete. Time taken: 00:00:24.465
+[03:04:57.931] Performance at epoch iter 75: 0.5855075716972351 - 0.3394534537591842 - 0.5579935312271118
+[03:13:34.584] Engine run starting with max_epochs=1.
+[03:13:57.533] Epoch[1] Complete. Time taken: 00:00:22.949
+[03:13:57.534] Engine run complete. Time taken: 00:00:22.949
+[03:13:57.539] Performance at epoch iter 76: 0.5803788900375366 - 0.33426215102208096 - 0.5546143054962158
+[03:22:33.518] Engine run starting with max_epochs=1.
+[03:22:56.091] Epoch[1] Complete. Time taken: 00:00:22.572
+[03:22:56.092] Engine run complete. Time taken: 00:00:22.573
+[03:22:56.092] Performance at epoch iter 77: 0.5815709829330444 - 0.34244507006398894 - 0.5600382685661316
+[03:31:33.263] Engine run starting with max_epochs=1.
+[03:31:58.765] Epoch[1] Complete. Time taken: 00:00:25.502
+[03:31:58.766] Engine run complete. Time taken: 00:00:25.503
+[03:31:58.766] Performance at epoch iter 78: 0.5831348299980164 - 0.33648199308958304 - 0.5560507774353027
+[03:40:33.943] Engine run starting with max_epochs=1.
+[03:40:59.319] Epoch[1] Complete. Time taken: 00:00:25.376
+[03:40:59.325] Engine run complete. Time taken: 00:00:25.381
+[03:40:59.325] Performance at epoch iter 79: 0.5874392986297607 - 0.3364456509088144 - 0.5560351610183716
+[03:49:47.973] Engine run starting with max_epochs=1.
+[03:50:11.339] Epoch[1] Complete. Time taken: 00:00:23.366
+[03:50:11.340] Engine run complete. Time taken: 00:00:23.367
+[03:50:11.340] Performance at epoch iter 80: 0.5899871587753296 - 0.34314523047433354 - 0.5604614019393921
+[03:58:49.138] Engine run starting with max_epochs=1.
+[03:59:12.711] Epoch[1] Complete. Time taken: 00:00:23.572
+[03:59:12.712] Engine run complete. Time taken: 00:00:23.573
+[03:59:12.712] Performance at epoch iter 81: 0.588860809803009 - 0.34491881245591627 - 0.5615160465240479
+[04:07:47.298] Engine run starting with max_epochs=1.
+[04:08:10.089] Epoch[1] Complete. Time taken: 00:00:22.790
+[04:08:10.089] Engine run complete. Time taken: 00:00:22.791
+[04:08:10.090] Performance at epoch iter 82: 0.5524372458457947 - 0.33131992378869307 - 0.5525716543197632
+[04:16:45.719] Engine run starting with max_epochs=1.
+[04:17:09.608] Epoch[1] Complete. Time taken: 00:00:23.888
+[04:17:09.608] Engine run complete. Time taken: 00:00:23.888
+[04:17:09.608] Performance at epoch iter 83: 0.5787224173545837 - 0.33850603903438586 - 0.5573623180389404
+[04:25:45.332] Engine run starting with max_epochs=1.
+[04:26:09.376] Epoch[1] Complete. Time taken: 00:00:24.038
+[04:26:09.377] Engine run complete. Time taken: 00:00:24.039
+[04:26:09.377] Performance at epoch iter 84: 0.5872910618782043 - 0.3417628223301967 - 0.5595904588699341
+[04:34:45.248] Engine run starting with max_epochs=1.
+[04:35:09.574] Epoch[1] Complete. Time taken: 00:00:24.323
+[04:35:09.575] Engine run complete. Time taken: 00:00:24.324
+[04:35:09.575] Performance at epoch iter 85: 0.5864226818084717 - 0.34047742636831724 - 0.558719277381897
+[04:43:45.904] Engine run starting with max_epochs=1.
+[04:44:08.131] Epoch[1] Complete. Time taken: 00:00:22.226
+[04:44:08.132] Engine run complete. Time taken: 00:00:22.227
+[04:44:08.132] Performance at epoch iter 86: 0.5874532461166382 - 0.3431915153941566 - 0.5605299472808838
+[04:52:44.299] Engine run starting with max_epochs=1.
+[04:53:07.437] Epoch[1] Complete. Time taken: 00:00:23.137
+[04:53:07.437] Engine run complete. Time taken: 00:00:23.137
+[04:53:08.623] Performance at epoch iter 87: 0.5900133848190308 - 0.346997247937555 - 0.5630232095718384
+[05:01:44.474] Engine run starting with max_epochs=1.
+[05:02:08.106] Epoch[1] Complete. Time taken: 00:00:23.632
+[05:02:08.107] Engine run complete. Time taken: 00:00:23.633
+[05:02:08.107] Performance at epoch iter 88: 0.5929461121559143 - 0.3445244626198337 - 0.5614107847213745
+[05:10:42.794] Engine run starting with max_epochs=1.
+[05:11:06.052] Epoch[1] Complete. Time taken: 00:00:23.258
+[05:11:06.053] Engine run complete. Time taken: 00:00:23.258
+[05:11:06.053] Performance at epoch iter 89: 0.5839923620223999 - 0.3369090471623999 - 0.5564063787460327
+[05:19:43.430] Engine run starting with max_epochs=1.
+[05:20:07.004] Epoch[1] Complete. Time taken: 00:00:23.571
+[05:20:07.005] Engine run complete. Time taken: 00:00:23.572
+[05:20:07.005] Performance at epoch iter 90: 0.5973039269447327 - 0.3461847576336424 - 0.5624971389770508
+[05:28:42.351] Engine run starting with max_epochs=1.
+[05:29:04.607] Epoch[1] Complete. Time taken: 00:00:22.255
+[05:29:04.607] Engine run complete. Time taken: 00:00:22.256
+[05:29:04.608] Performance at epoch iter 91: 0.5856428742408752 - 0.3387727869918534 - 0.5575792789459229
+[05:37:40.037] Engine run starting with max_epochs=1.
+[05:38:02.473] Epoch[1] Complete. Time taken: 00:00:22.433
+[05:38:02.474] Engine run complete. Time taken: 00:00:22.434
+[05:38:02.474] Performance at epoch iter 92: 0.5886939764022827 - 0.3431017784526123 - 0.5605049133300781
+[05:46:37.857] Engine run starting with max_epochs=1.
+[05:47:01.793] Epoch[1] Complete. Time taken: 00:00:23.933
+[05:47:01.793] Engine run complete. Time taken: 00:00:23.934
+[05:47:01.793] Performance at epoch iter 93: 0.5882121920585632 - 0.34113324074816576 - 0.5590404868125916
+[05:55:36.649] Engine run starting with max_epochs=1.
+[05:56:00.379] Epoch[1] Complete. Time taken: 00:00:23.730
+[05:56:00.380] Engine run complete. Time taken: 00:00:23.730
+[05:56:00.380] Performance at epoch iter 94: 0.5772094130516052 - 0.340897578591297 - 0.5590835809707642
+[06:04:36.054] Engine run starting with max_epochs=1.
+[06:04:59.912] Epoch[1] Complete. Time taken: 00:00:23.858
+[06:04:59.913] Engine run complete. Time taken: 00:00:23.859
+[06:04:59.913] Performance at epoch iter 95: 0.5914062261581421 - 0.34310847890069207 - 0.5604605674743652
+[06:13:35.725] Engine run starting with max_epochs=1.
+[06:13:58.259] Epoch[1] Complete. Time taken: 00:00:22.533
+[06:13:58.260] Engine run complete. Time taken: 00:00:22.534
+[06:13:59.804] Performance at epoch iter 96: 0.5956394672393799 - 0.3473204283765847 - 0.563194751739502
+[06:22:35.278] Engine run starting with max_epochs=1.
+[06:22:58.709] Epoch[1] Complete. Time taken: 00:00:23.431
+[06:22:58.710] Engine run complete. Time taken: 00:00:23.431
+[06:22:58.710] Performance at epoch iter 97: 0.5846001505851746 - 0.33841691761647785 - 0.5573511719703674
+[06:31:33.590] Engine run starting with max_epochs=1.
+[06:31:57.586] Epoch[1] Complete. Time taken: 00:00:23.995
+[06:31:57.586] Engine run complete. Time taken: 00:00:23.996
+[06:31:57.586] Performance at epoch iter 98: 0.5928567051887512 - 0.3456875136695721 - 0.5621910691261292
+[06:40:33.719] Engine run starting with max_epochs=1.
+[06:40:57.364] Epoch[1] Complete. Time taken: 00:00:23.645
+[06:40:57.364] Engine run complete. Time taken: 00:00:23.645
+[06:40:57.365] Performance at epoch iter 99: 0.585930585861206 - 0.34025927568716985 - 0.558575451374054
+[06:49:34.197] Engine run starting with max_epochs=1.
+[06:49:56.440] Epoch[1] Complete. Time taken: 00:00:22.242
+[06:49:56.440] Engine run complete. Time taken: 00:00:22.242
+[06:49:56.440] Performance at epoch iter 100: 0.585286557674408 - 0.34490930786714424 - 0.5617090463638306
+[06:58:31.464] Engine run starting with max_epochs=1.
+[06:58:56.071] Epoch[1] Complete. Time taken: 00:00:24.606
+[06:58:56.071] Engine run complete. Time taken: 00:00:24.606
+[06:58:56.071] Performance at epoch iter 101: 0.5903165936470032 - 0.3423256631167863 - 0.5598739981651306
+[07:07:30.544] Engine run starting with max_epochs=1.
+[07:07:52.999] Epoch[1] Complete. Time taken: 00:00:22.454
+[07:07:52.999] Engine run complete. Time taken: 00:00:22.455
+[07:07:52.999] Performance at epoch iter 102: 0.5877535939216614 - 0.33577036252114684 - 0.5555400848388672
+[07:16:27.387] Engine run starting with max_epochs=1.
+[07:16:52.005] Epoch[1] Complete. Time taken: 00:00:24.618
+[07:16:52.006] Engine run complete. Time taken: 00:00:24.619
+[07:16:52.006] Performance at epoch iter 103: 0.5826036930084229 - 0.33304085864934396 - 0.553821861743927
+[07:25:29.253] Engine run starting with max_epochs=1.
+[07:25:51.212] Epoch[1] Complete. Time taken: 00:00:21.958
+[07:25:51.212] Engine run complete. Time taken: 00:00:21.959
+[07:25:51.213] Performance at epoch iter 104: 0.5882976651191711 - 0.3375300373082972 - 0.5567534565925598
+[07:34:27.663] Engine run starting with max_epochs=1.
+[07:34:51.685] Epoch[1] Complete. Time taken: 00:00:24.022
+[07:34:51.685] Engine run complete. Time taken: 00:00:24.022
+[07:34:51.690] Performance at epoch iter 105: 0.589367687702179 - 0.34294291123940224 - 0.5603288412094116
+[07:43:27.914] Engine run starting with max_epochs=1.
+[07:43:49.944] Epoch[1] Complete. Time taken: 00:00:22.029
+[07:43:49.944] Engine run complete. Time taken: 00:00:22.029
+[07:43:49.944] Performance at epoch iter 106: 0.5844371318817139 - 0.3363723640816777 - 0.5560502409934998
+[07:52:26.235] Engine run starting with max_epochs=1.
+[07:52:49.343] Epoch[1] Complete. Time taken: 00:00:23.108
+[07:52:49.343] Engine run complete. Time taken: 00:00:23.108
+[07:52:49.343] Performance at epoch iter 107: 0.5930811166763306 - 0.3417890215412995 - 0.5596396923065186
+[08:01:25.960] Engine run starting with max_epochs=1.
+[08:01:48.909] Epoch[1] Complete. Time taken: 00:00:22.948
+[08:01:48.909] Engine run complete. Time taken: 00:00:22.948
+[08:01:48.909] Performance at epoch iter 108: 0.5826905369758606 - 0.34331596621424226 - 0.5605410933494568
+[08:10:26.161] Engine run starting with max_epochs=1.
+[08:10:51.352] Epoch[1] Complete. Time taken: 00:00:25.191
+[08:10:51.352] Engine run complete. Time taken: 00:00:25.191
+[08:10:51.352] Performance at epoch iter 109: 0.5828457474708557 - 0.33941301346868047 - 0.5579071640968323
+[08:19:39.900] Engine run starting with max_epochs=1.
+[08:20:02.500] Epoch[1] Complete. Time taken: 00:00:22.599
+[08:20:02.501] Engine run complete. Time taken: 00:00:22.600
+[08:20:02.501] Performance at epoch iter 110: 0.5729095935821533 - 0.33803585508658585 - 0.5571388006210327
+[08:28:39.523] Engine run starting with max_epochs=1.
+[08:29:01.498] Epoch[1] Complete. Time taken: 00:00:21.975
+[08:29:01.499] Engine run complete. Time taken: 00:00:21.975
+[08:29:01.499] Performance at epoch iter 111: 0.5938441157341003 - 0.3431873854781028 - 0.5605154037475586
+[08:37:38.122] Engine run starting with max_epochs=1.
+[08:38:01.535] Epoch[1] Complete. Time taken: 00:00:23.413
+[08:38:01.536] Engine run complete. Time taken: 00:00:23.413
+[08:38:01.536] Performance at epoch iter 112: 0.581014096736908 - 0.3363675673967934 - 0.5560284852981567
+[08:46:07.137] Engine run starting with max_epochs=1.
+[08:46:29.323] Epoch[1] Complete. Time taken: 00:00:22.181
+[08:46:29.324] Engine run complete. Time taken: 00:00:22.182
+[08:46:29.324] Performance at epoch iter 113: 0.5955564975738525 - 0.3460084940511282 - 0.5623732209205627
+[08:54:28.783] Engine run starting with max_epochs=1.
+[08:54:50.884] Epoch[1] Complete. Time taken: 00:00:22.100
+[08:54:50.884] Engine run complete. Time taken: 00:00:22.100
+[08:54:50.884] Performance at epoch iter 114: 0.5965192914009094 - 0.3471646979522346 - 0.5631763339042664
+[09:02:50.225] Engine run starting with max_epochs=1.
+[09:03:12.434] Epoch[1] Complete. Time taken: 00:00:22.209
+[09:03:12.434] Engine run complete. Time taken: 00:00:22.209
+[09:03:12.435] Performance at epoch iter 115: 0.59469074010849 - 0.34477708019435926 - 0.5616002678871155
+[09:11:11.980] Engine run starting with max_epochs=1.
+[09:11:34.137] Epoch[1] Complete. Time taken: 00:00:22.157
+[09:11:34.138] Engine run complete. Time taken: 00:00:22.158
+[09:11:34.138] Performance at epoch iter 116: 0.5804166793823242 - 0.334216532592311 - 0.5544747710227966
+[09:19:33.786] Engine run starting with max_epochs=1.
+[09:19:56.368] Epoch[1] Complete. Time taken: 00:00:22.581
+[09:19:56.368] Engine run complete. Time taken: 00:00:22.581
+[09:19:58.136] Performance at epoch iter 117: 0.5986078381538391 - 0.34902623421845347 - 0.5643970966339111
+[09:27:57.193] Engine run starting with max_epochs=1.
+[09:28:20.080] Epoch[1] Complete. Time taken: 00:00:22.886
+[09:28:20.081] Engine run complete. Time taken: 00:00:22.887
+[09:28:20.081] Performance at epoch iter 118: 0.5950063467025757 - 0.34672156231993373 - 0.5628808736801147
+[09:36:20.007] Engine run starting with max_epochs=1.
+[09:36:42.168] Epoch[1] Complete. Time taken: 00:00:22.160
+[09:36:42.168] Engine run complete. Time taken: 00:00:22.161
+[09:36:42.168] Performance at epoch iter 119: 0.5853702425956726 - 0.33603561407683435 - 0.5557403564453125
+[09:36:42.728] save model to phantom_lr/TU_Synapse256/TU_pretrain_R50-ViT-L_16_skip0_epo200_bs8_lr0.02_256_s40000_dfl-ViT/epoch_119.pth
+[09:44:41.603] Engine run starting with max_epochs=1.
+[09:45:03.838] Epoch[1] Complete. Time taken: 00:00:22.235
+[09:45:03.839] Engine run complete. Time taken: 00:00:22.236
+[09:45:03.839] Performance at epoch iter 120: 0.5897800922393799 - 0.3425625179559312 - 0.5600924491882324
+[09:53:03.584] Engine run starting with max_epochs=1.
+[09:53:26.248] Epoch[1] Complete. Time taken: 00:00:22.663
+[09:53:26.248] Engine run complete. Time taken: 00:00:22.664
+[09:53:26.248] Performance at epoch iter 121: 0.5883297920227051 - 0.3413975519470383 - 0.5593781471252441
+[10:01:25.905] Engine run starting with max_epochs=1.
+[10:01:48.221] Epoch[1] Complete. Time taken: 00:00:22.316
+[10:01:48.221] Engine run complete. Time taken: 00:00:22.316
+[10:01:48.222] Performance at epoch iter 122: 0.5920067429542542 - 0.3426869707101505 - 0.5601865649223328
+[10:09:47.407] Engine run starting with max_epochs=1.
+[10:10:09.575] Epoch[1] Complete. Time taken: 00:00:22.167
+[10:10:09.575] Engine run complete. Time taken: 00:00:22.167
+[10:10:09.575] Performance at epoch iter 123: 0.5940715074539185 - 0.34847902604547665 - 0.5640495419502258
+[10:18:09.193] Engine run starting with max_epochs=1.
+[10:18:32.073] Epoch[1] Complete. Time taken: 00:00:22.879
+[10:18:32.073] Engine run complete. Time taken: 00:00:22.880
+[10:18:33.319] Performance at epoch iter 124: 0.5924426317214966 - 0.35044479115222404 - 0.5653412938117981
+[10:26:32.071] Engine run starting with max_epochs=1.
+[10:26:55.133] Epoch[1] Complete. Time taken: 00:00:23.061
+[10:26:55.133] Engine run complete. Time taken: 00:00:23.061
+[10:26:55.133] Performance at epoch iter 125: 0.5889456868171692 - 0.34182587596953956 - 0.5596467852592468
+[10:34:54.805] Engine run starting with max_epochs=1.
+[10:35:17.550] Epoch[1] Complete. Time taken: 00:00:22.744
+[10:35:17.550] Engine run complete. Time taken: 00:00:22.745
+[10:35:17.551] Performance at epoch iter 126: 0.593295156955719 - 0.34511529328479795 - 0.5617653727531433
+[10:43:16.273] Engine run starting with max_epochs=1.
+[10:43:38.873] Epoch[1] Complete. Time taken: 00:00:22.599
+[10:43:38.873] Engine run complete. Time taken: 00:00:22.599
+[10:43:38.873] Performance at epoch iter 127: 0.5868061780929565 - 0.3405403031666811 - 0.5587310194969177
+[10:51:38.512] Engine run starting with max_epochs=1.
+[10:52:00.714] Epoch[1] Complete. Time taken: 00:00:22.201
+[10:52:00.715] Engine run complete. Time taken: 00:00:22.202
+[10:52:00.715] Performance at epoch iter 128: 0.588762104511261 - 0.3386200354718944 - 0.5575011968612671
+[10:59:59.959] Engine run starting with max_epochs=1.
+[11:00:22.246] Epoch[1] Complete. Time taken: 00:00:22.286
+[11:00:22.247] Engine run complete. Time taken: 00:00:22.287
+[11:00:22.247] Performance at epoch iter 129: 0.5755153298377991 - 0.338457482640937 - 0.5573421716690063
+[11:08:21.352] Engine run starting with max_epochs=1.
+[11:08:43.981] Epoch[1] Complete. Time taken: 00:00:22.629
+[11:08:43.982] Engine run complete. Time taken: 00:00:22.630
+[11:08:43.982] Performance at epoch iter 130: 0.586379885673523 - 0.3407155973085732 - 0.558927059173584
+[11:16:43.388] Engine run starting with max_epochs=1.
+[11:17:05.641] Epoch[1] Complete. Time taken: 00:00:22.253
+[11:17:05.642] Engine run complete. Time taken: 00:00:22.253
+[11:17:05.642] Performance at epoch iter 131: 0.5966435670852661 - 0.3476644416519131 - 0.5634121894836426
+[11:25:04.794] Engine run starting with max_epochs=1.
+[11:25:26.910] Epoch[1] Complete. Time taken: 00:00:22.116
+[11:25:26.910] Engine run complete. Time taken: 00:00:22.116
+[11:25:26.910] Performance at epoch iter 132: 0.5924747586250305 - 0.33941872698197784 - 0.5580313205718994
+[11:33:26.683] Engine run starting with max_epochs=1.
+[11:33:48.642] Epoch[1] Complete. Time taken: 00:00:21.958
+[11:33:48.642] Engine run complete. Time taken: 00:00:21.959
+[11:33:48.643] Performance at epoch iter 133: 0.5849135518074036 - 0.34088082904298855 - 0.5590123534202576
+[11:41:48.232] Engine run starting with max_epochs=1.
+[11:42:10.532] Epoch[1] Complete. Time taken: 00:00:22.300
+[11:42:10.532] Engine run complete. Time taken: 00:00:22.300
+[11:42:10.533] Performance at epoch iter 134: 0.5971740484237671 - 0.3435589472104499 - 0.5607750415802002
+[11:50:09.677] Engine run starting with max_epochs=1.
+[11:50:31.698] Epoch[1] Complete. Time taken: 00:00:22.020
+[11:50:31.698] Engine run complete. Time taken: 00:00:22.021
+[11:50:31.699] Performance at epoch iter 135: 0.5954994559288025 - 0.3485355112677823 - 0.5640801787376404
+[11:58:30.879] Engine run starting with max_epochs=1.
+[11:58:52.942] Epoch[1] Complete. Time taken: 00:00:22.063
+[11:58:52.942] Engine run complete. Time taken: 00:00:22.063
+[11:58:52.943] Performance at epoch iter 136: 0.5914857983589172 - 0.3449347431214149 - 0.5617374777793884
+[12:06:52.249] Engine run starting with max_epochs=1.
+[12:07:15.449] Epoch[1] Complete. Time taken: 00:00:23.199
+[12:07:15.449] Engine run complete. Time taken: 00:00:23.199
+[12:07:15.449] Performance at epoch iter 137: 0.5789060592651367 - 0.34112328917278867 - 0.5591938495635986
+[12:15:14.250] Engine run starting with max_epochs=1.
+[12:15:36.550] Epoch[1] Complete. Time taken: 00:00:22.299
+[12:15:36.550] Engine run complete. Time taken: 00:00:22.300
+[12:15:36.551] Performance at epoch iter 138: 0.5933107733726501 - 0.34908226997608705 - 0.5644024610519409
+[12:23:35.780] Engine run starting with max_epochs=1.
+[12:23:57.919] Epoch[1] Complete. Time taken: 00:00:22.139
+[12:23:57.919] Engine run complete. Time taken: 00:00:22.139
+[12:23:57.920] Performance at epoch iter 139: 0.5810008645057678 - 0.3434157638517653 - 0.5607137680053711
+[12:23:58.482] save model to phantom_lr/TU_Synapse256/TU_pretrain_R50-ViT-L_16_skip0_epo200_bs8_lr0.02_256_s40000_dfl-ViT/epoch_139.pth
+[12:31:57.638] Engine run starting with max_epochs=1.
+[12:32:20.697] Epoch[1] Complete. Time taken: 00:00:23.058
+[12:32:20.697] Engine run complete. Time taken: 00:00:23.058
+[12:32:20.697] Performance at epoch iter 140: 0.5925112962722778 - 0.3443965181448347 - 0.561346173286438
+[12:40:20.020] Engine run starting with max_epochs=1.
+[12:40:42.253] Epoch[1] Complete. Time taken: 00:00:22.232
+[12:40:42.253] Engine run complete. Time taken: 00:00:22.233
+[12:40:42.253] Performance at epoch iter 141: 0.5938500165939331 - 0.34931909275666767 - 0.5645824670791626
+[12:48:42.320] Engine run starting with max_epochs=1.
+[12:49:04.451] Epoch[1] Complete. Time taken: 00:00:22.131
+[12:49:04.452] Engine run complete. Time taken: 00:00:22.131
+[12:49:04.452] Performance at epoch iter 142: 0.5974981784820557 - 0.34625070966273863 - 0.5626016855239868
+[12:57:03.583] Engine run starting with max_epochs=1.
+[12:57:25.658] Epoch[1] Complete. Time taken: 00:00:22.074
+[12:57:25.658] Engine run complete. Time taken: 00:00:22.075
+[12:57:25.659] Performance at epoch iter 143: 0.5920063853263855 - 0.34209852880872965 - 0.5598915815353394
+[13:05:24.366] Engine run starting with max_epochs=1.
+[13:05:46.926] Epoch[1] Complete. Time taken: 00:00:22.560
+[13:05:46.927] Engine run complete. Time taken: 00:00:22.560
+[13:05:46.927] Performance at epoch iter 144: 0.5948042273521423 - 0.3468819391417054 - 0.5630007982254028
+[13:13:46.530] Engine run starting with max_epochs=1.
+[13:14:08.760] Epoch[1] Complete. Time taken: 00:00:22.230
+[13:14:08.761] Engine run complete. Time taken: 00:00:22.230
+[13:14:08.761] Performance at epoch iter 145: 0.5970234870910645 - 0.3490012105957462 - 0.5643449425697327
+[13:22:07.918] Engine run starting with max_epochs=1.
+[13:22:30.010] Epoch[1] Complete. Time taken: 00:00:22.091
+[13:22:30.010] Engine run complete. Time taken: 00:00:22.091
+[13:22:30.010] Performance at epoch iter 146: 0.5924153327941895 - 0.34479354766034387 - 0.5616786479949951
+[13:30:30.581] Engine run starting with max_epochs=1.
+[13:30:52.661] Epoch[1] Complete. Time taken: 00:00:22.079
+[13:30:52.661] Engine run complete. Time taken: 00:00:22.080
+[13:30:52.661] Performance at epoch iter 147: 0.5985507965087891 - 0.35011748657207625 - 0.5651495456695557
+[13:38:52.361] Engine run starting with max_epochs=1.
+[13:39:15.015] Epoch[1] Complete. Time taken: 00:00:22.654
+[13:39:15.015] Engine run complete. Time taken: 00:00:22.654
+[13:39:15.015] Performance at epoch iter 148: 0.5984509587287903 - 0.34847638244106166 - 0.564081072807312
+[13:47:14.109] Engine run starting with max_epochs=1.
+[13:47:36.197] Epoch[1] Complete. Time taken: 00:00:22.087
+[13:47:36.197] Engine run complete. Time taken: 00:00:22.088
+[13:47:36.197] Performance at epoch iter 149: 0.5901951789855957 - 0.34125182764658507 - 0.5592350959777832
+[13:55:35.597] Engine run starting with max_epochs=1.
+[13:55:57.753] Epoch[1] Complete. Time taken: 00:00:22.156
+[13:55:57.754] Engine run complete. Time taken: 00:00:22.156
+[13:55:57.754] Performance at epoch iter 150: 0.593227744102478 - 0.34652192236044543 - 0.5627890825271606
+[14:03:56.456] Engine run starting with max_epochs=1.
+[14:04:19.217] Epoch[1] Complete. Time taken: 00:00:22.761
+[14:04:19.218] Engine run complete. Time taken: 00:00:22.761
+[14:04:19.218] Performance at epoch iter 151: 0.5993639230728149 - 0.3490871979795066 - 0.5644210577011108
+[14:12:18.831] Engine run starting with max_epochs=1.
+[14:12:41.388] Epoch[1] Complete. Time taken: 00:00:22.557
+[14:12:41.389] Engine run complete. Time taken: 00:00:22.557
+[14:12:42.755] Performance at epoch iter 152: 0.5992122292518616 - 0.3511114084608008 - 0.5658622980117798
+[14:20:41.122] Engine run starting with max_epochs=1.
+[14:21:03.169] Epoch[1] Complete. Time taken: 00:00:22.047
+[14:21:03.170] Engine run complete. Time taken: 00:00:22.047
+[14:21:03.170] Performance at epoch iter 153: 0.6006473302841187 - 0.34990245121659225 - 0.5650269985198975
+[14:29:01.593] Engine run starting with max_epochs=1.
+[14:29:24.254] Epoch[1] Complete. Time taken: 00:00:22.661
+[14:29:24.254] Engine run complete. Time taken: 00:00:22.661
+[14:29:24.254] Performance at epoch iter 154: 0.5968779921531677 - 0.3493938619908217 - 0.564670205116272
+[14:37:22.269] Engine run starting with max_epochs=1.
+[14:37:44.914] Epoch[1] Complete. Time taken: 00:00:22.645
+[14:37:44.915] Engine run complete. Time taken: 00:00:22.646
+[14:37:44.915] Performance at epoch iter 155: 0.5981269478797913 - 0.3457412787052811 - 0.56229567527771
+[14:45:43.509] Engine run starting with max_epochs=1.
+[14:46:05.657] Epoch[1] Complete. Time taken: 00:00:22.147
+[14:46:05.657] Engine run complete. Time taken: 00:00:22.147
+[14:46:07.136] Performance at epoch iter 156: 0.5990504026412964 - 0.35159315537705893 - 0.5661662220954895
+[14:54:05.598] Engine run starting with max_epochs=1.
+[14:54:27.833] Epoch[1] Complete. Time taken: 00:00:22.235
+[14:54:27.833] Engine run complete. Time taken: 00:00:22.235
+[14:54:27.833] Performance at epoch iter 157: 0.5940741300582886 - 0.3490206939732675 - 0.5644137263298035
+[15:02:26.201] Engine run starting with max_epochs=1.
+[15:02:48.852] Epoch[1] Complete. Time taken: 00:00:22.650
+[15:02:48.852] Engine run complete. Time taken: 00:00:22.651
+[15:02:48.852] Performance at epoch iter 158: 0.5947300791740417 - 0.34365512065379517 - 0.5607805252075195
+[15:10:47.278] Engine run starting with max_epochs=1.
+[15:11:09.260] Epoch[1] Complete. Time taken: 00:00:21.982
+[15:11:09.261] Engine run complete. Time taken: 00:00:21.983
+[15:11:09.261] Performance at epoch iter 159: 0.6009849905967712 - 0.3502543379872186 - 0.5652569532394409
+[15:11:09.807] save model to phantom_lr/TU_Synapse256/TU_pretrain_R50-ViT-L_16_skip0_epo200_bs8_lr0.02_256_s40000_dfl-ViT/epoch_159.pth
+[15:19:08.211] Engine run starting with max_epochs=1.
+[15:19:30.833] Epoch[1] Complete. Time taken: 00:00:22.622
+[15:19:30.834] Engine run complete. Time taken: 00:00:22.622
+[15:19:30.834] Performance at epoch iter 160: 0.5953711867332458 - 0.3495395549532172 - 0.5647872090339661
+[15:27:29.806] Engine run starting with max_epochs=1.
+[15:27:52.055] Epoch[1] Complete. Time taken: 00:00:22.249
+[15:27:52.056] Engine run complete. Time taken: 00:00:22.249
+[15:27:52.056] Performance at epoch iter 161: 0.6009472012519836 - 0.34775673793605494 - 0.5636368989944458
+[15:35:50.275] Engine run starting with max_epochs=1.
+[15:36:12.398] Epoch[1] Complete. Time taken: 00:00:22.123
+[15:36:12.399] Engine run complete. Time taken: 00:00:22.123
+[15:36:12.399] Performance at epoch iter 162: 0.5976372361183167 - 0.348388736924147 - 0.5640531182289124
+[15:44:10.723] Engine run starting with max_epochs=1.
+[15:44:32.693] Epoch[1] Complete. Time taken: 00:00:21.969
+[15:44:32.693] Engine run complete. Time taken: 00:00:21.970
+[15:44:32.694] Performance at epoch iter 163: 0.601655900478363 - 0.34694068328469696 - 0.5630627274513245
+[15:52:31.081] Engine run starting with max_epochs=1.
+[15:52:53.302] Epoch[1] Complete. Time taken: 00:00:22.221
+[15:52:53.303] Engine run complete. Time taken: 00:00:22.222
+[15:52:53.303] Performance at epoch iter 164: 0.5978649258613586 - 0.3445037336987015 - 0.561458945274353
+[16:00:51.488] Engine run starting with max_epochs=1.
+[16:01:14.450] Epoch[1] Complete. Time taken: 00:00:22.962
+[16:01:14.451] Engine run complete. Time taken: 00:00:22.962
+[16:01:14.451] Performance at epoch iter 165: 0.5850053429603577 - 0.3483197228840611 - 0.5639760494232178
+[16:09:11.870] Engine run starting with max_epochs=1.
+[16:09:34.260] Epoch[1] Complete. Time taken: 00:00:22.390
+[16:09:34.260] Engine run complete. Time taken: 00:00:22.390
+[16:09:34.260] Performance at epoch iter 166: 0.6011664271354675 - 0.34428930879052 - 0.5613497495651245
+[16:17:31.300] Engine run starting with max_epochs=1.
+[16:17:53.511] Epoch[1] Complete. Time taken: 00:00:22.210
+[16:17:53.511] Engine run complete. Time taken: 00:00:22.211
+[16:17:53.511] Performance at epoch iter 167: 0.6000679135322571 - 0.3504308292686154 - 0.5653842091560364
+[16:25:50.729] Engine run starting with max_epochs=1.
+[16:26:12.926] Epoch[1] Complete. Time taken: 00:00:22.196
+[16:26:12.926] Engine run complete. Time taken: 00:00:22.197
+[16:26:12.926] Performance at epoch iter 168: 0.6021752953529358 - 0.34822937495950085 - 0.5639051795005798
+[16:34:10.645] Engine run starting with max_epochs=1.
+[16:34:32.725] Epoch[1] Complete. Time taken: 00:00:22.079
+[16:34:32.725] Engine run complete. Time taken: 00:00:22.079
+[16:34:32.725] Performance at epoch iter 169: 0.6010468602180481 - 0.3487407941957479 - 0.5642828941345215
+[16:42:30.701] Engine run starting with max_epochs=1.
+[16:42:52.959] Epoch[1] Complete. Time taken: 00:00:22.258
+[16:42:52.959] Engine run complete. Time taken: 00:00:22.258
+[16:42:52.959] Performance at epoch iter 170: 0.598766565322876 - 0.34806464631324896 - 0.5638165473937988
+[16:50:50.519] Engine run starting with max_epochs=1.
+[16:51:12.622] Epoch[1] Complete. Time taken: 00:00:22.102
+[16:51:12.622] Engine run complete. Time taken: 00:00:22.103
+[16:51:13.790] Performance at epoch iter 171: 0.6044160723686218 - 0.35219784264673903 - 0.5665323138237
+[16:59:10.620] Engine run starting with max_epochs=1.
+[16:59:32.725] Epoch[1] Complete. Time taken: 00:00:22.105
+[16:59:32.726] Engine run complete. Time taken: 00:00:22.105
+[16:59:32.726] Performance at epoch iter 172: 0.5945929288864136 - 0.3508001941227761 - 0.565639078617096
+[17:07:30.083] Engine run starting with max_epochs=1.
+[17:07:52.184] Epoch[1] Complete. Time taken: 00:00:22.101
+[17:07:52.185] Engine run complete. Time taken: 00:00:22.101
+[17:07:52.185] Performance at epoch iter 173: 0.594050943851471 - 0.34276917968002724 - 0.5603058338165283
+[17:15:49.752] Engine run starting with max_epochs=1.
+[17:16:11.631] Epoch[1] Complete. Time taken: 00:00:21.878
+[17:16:11.631] Engine run complete. Time taken: 00:00:21.878
+[17:16:11.631] Performance at epoch iter 174: 0.5988793969154358 - 0.3473206767211049 - 0.5633158683776855
+[17:24:09.034] Engine run starting with max_epochs=1.
+[17:24:31.170] Epoch[1] Complete. Time taken: 00:00:22.136
+[17:24:31.171] Engine run complete. Time taken: 00:00:22.136
+[17:24:31.171] Performance at epoch iter 175: 0.6008034944534302 - 0.3480948234297127 - 0.5638455152511597
+[17:32:28.358] Engine run starting with max_epochs=1.
+[17:32:50.619] Epoch[1] Complete. Time taken: 00:00:22.260
+[17:32:50.619] Engine run complete. Time taken: 00:00:22.260
+[17:32:52.242] Performance at epoch iter 176: 0.6070810556411743 - 0.3522983881016616 - 0.566614031791687
+[17:40:49.563] Engine run starting with max_epochs=1.
+[17:41:12.204] Epoch[1] Complete. Time taken: 00:00:22.640
+[17:41:12.204] Engine run complete. Time taken: 00:00:22.641
+[17:41:12.204] Performance at epoch iter 177: 0.5986624360084534 - 0.34727557886017424 - 0.5633121132850647
+[17:49:09.318] Engine run starting with max_epochs=1.
+[17:49:31.517] Epoch[1] Complete. Time taken: 00:00:22.199
+[17:49:31.518] Engine run complete. Time taken: 00:00:22.199
+[17:49:31.518] Performance at epoch iter 178: 0.6006803512573242 - 0.3477736078018714 - 0.5636582970619202
+[17:57:29.865] Engine run starting with max_epochs=1.
+[17:57:52.527] Epoch[1] Complete. Time taken: 00:00:22.662
+[17:57:52.527] Engine run complete. Time taken: 00:00:22.662
+[17:57:52.527] Performance at epoch iter 179: 0.5998291969299316 - 0.3476114923624537 - 0.5635440349578857
+[17:57:53.094] save model to phantom_lr/TU_Synapse256/TU_pretrain_R50-ViT-L_16_skip0_epo200_bs8_lr0.02_256_s40000_dfl-ViT/epoch_179.pth
+[18:05:51.602] Engine run starting with max_epochs=1.
+[18:06:14.396] Epoch[1] Complete. Time taken: 00:00:22.793
+[18:06:14.396] Engine run complete. Time taken: 00:00:22.794
+[18:06:14.396] Performance at epoch iter 180: 0.6015225052833557 - 0.3472113932978037 - 0.5632445812225342
+[18:14:12.055] Engine run starting with max_epochs=1.
+[18:14:34.465] Epoch[1] Complete. Time taken: 00:00:22.409
+[18:14:34.465] Engine run complete. Time taken: 00:00:22.409
+[18:14:34.465] Performance at epoch iter 181: 0.5985318422317505 - 0.34955491887452217 - 0.5648213028907776
+[18:22:32.454] Engine run starting with max_epochs=1.
+[18:22:54.567] Epoch[1] Complete. Time taken: 00:00:22.112
+[18:22:54.568] Engine run complete. Time taken: 00:00:22.113
+[18:22:54.568] Performance at epoch iter 182: 0.5996582508087158 - 0.34588270180129044 - 0.5624095797538757
+[18:30:53.205] Engine run starting with max_epochs=1.
+[18:31:15.228] Epoch[1] Complete. Time taken: 00:00:22.023
+[18:31:15.229] Engine run complete. Time taken: 00:00:22.024
+[18:31:15.229] Performance at epoch iter 183: 0.6029002666473389 - 0.34649289021107976 - 0.5627833008766174
+[18:39:14.542] Engine run starting with max_epochs=1.
+[18:39:37.108] Epoch[1] Complete. Time taken: 00:00:22.565
+[18:39:37.109] Engine run complete. Time taken: 00:00:22.566
+[18:39:37.109] Performance at epoch iter 184: 0.5994958281517029 - 0.34907705241682474 - 0.5645032525062561
+[18:47:37.053] Engine run starting with max_epochs=1.
+[18:47:59.416] Epoch[1] Complete. Time taken: 00:00:22.362
+[18:47:59.416] Engine run complete. Time taken: 00:00:22.363
+[18:47:59.417] Performance at epoch iter 185: 0.6029220223426819 - 0.3485922824337728 - 0.5641892552375793
+[18:56:27.073] Engine run starting with max_epochs=1.
+[18:56:50.414] Epoch[1] Complete. Time taken: 00:00:23.341
+[18:56:50.414] Engine run complete. Time taken: 00:00:23.341
+[18:56:50.415] Performance at epoch iter 186: 0.5969570279121399 - 0.34717957778961905 - 0.5632655620574951
+[19:12:49.278] Engine run starting with max_epochs=1.
+[19:13:11.763] Epoch[1] Complete. Time taken: 00:00:22.485
+[19:13:11.763] Engine run complete. Time taken: 00:00:22.485
+[19:13:11.763] Performance at epoch iter 187: 0.6045467853546143 - 0.3492371266832428 - 0.5646203756332397
+[19:28:56.277] Engine run starting with max_epochs=1.
+[19:29:18.715] Epoch[1] Complete. Time taken: 00:00:22.438
+[19:29:18.715] Engine run complete. Time taken: 00:00:22.438
+[19:29:18.715] Performance at epoch iter 188: 0.6026064157485962 - 0.3493548444513275 - 0.564709484577179
+[19:45:04.552] Engine run starting with max_epochs=1.
+[19:45:26.406] Epoch[1] Complete. Time taken: 00:00:21.854
+[19:45:26.406] Engine run complete. Time taken: 00:00:21.854
+[19:45:26.407] Performance at epoch iter 189: 0.6017516255378723 - 0.3495719625546956 - 0.5648403167724609
+[20:01:05.035] Engine run starting with max_epochs=1.
+[20:01:27.930] Epoch[1] Complete. Time taken: 00:00:22.895
+[20:01:27.930] Engine run complete. Time taken: 00:00:22.895
+[20:01:27.930] Performance at epoch iter 190: 0.6021482348442078 - 0.3470057565372726 - 0.5631529092788696
+[20:16:49.237] Engine run starting with max_epochs=1.
+[20:17:12.142] Epoch[1] Complete. Time taken: 00:00:22.904
+[20:17:12.142] Engine run complete. Time taken: 00:00:22.905
+[20:17:12.143] Performance at epoch iter 191: 0.601738452911377 - 0.3487969566372099 - 0.5643185377120972
+[20:32:29.231] Engine run starting with max_epochs=1.
+[20:32:51.509] Epoch[1] Complete. Time taken: 00:00:22.278
+[20:32:51.509] Engine run complete. Time taken: 00:00:22.278
+[20:32:51.510] Performance at epoch iter 192: 0.5986249446868896 - 0.34606106810179427 - 0.5625296235084534
+[20:48:11.124] Engine run starting with max_epochs=1.
+[20:48:33.627] Epoch[1] Complete. Time taken: 00:00:22.503
+[20:48:33.627] Engine run complete. Time taken: 00:00:22.503
+[20:48:33.627] Performance at epoch iter 193: 0.6021867394447327 - 0.34703954798511527 - 0.5631639957427979
+[21:03:46.262] Engine run starting with max_epochs=1.
+[21:04:08.749] Epoch[1] Complete. Time taken: 00:00:22.487
+[21:04:08.750] Engine run complete. Time taken: 00:00:22.488
+[21:04:08.750] Performance at epoch iter 194: 0.6006864309310913 - 0.3451073198878525 - 0.5618916749954224
+[21:19:22.380] Engine run starting with max_epochs=1.
+[21:19:45.007] Epoch[1] Complete. Time taken: 00:00:22.626
+[21:19:45.007] Engine run complete. Time taken: 00:00:22.627
+[21:19:45.008] Performance at epoch iter 195: 0.600768506526947 - 0.34536290323361685 - 0.5620598793029785
+[21:35:31.564] Engine run starting with max_epochs=1.
+[21:35:53.988] Epoch[1] Complete. Time taken: 00:00:22.424
+[21:35:53.989] Engine run complete. Time taken: 00:00:22.424
+[21:35:53.989] Performance at epoch iter 196: 0.6021250486373901 - 0.34678494388486114 - 0.5629882216453552
+[21:51:15.438] Engine run starting with max_epochs=1.
+[21:51:38.087] Epoch[1] Complete. Time taken: 00:00:22.649
+[21:51:38.088] Engine run complete. Time taken: 00:00:22.649
+[21:51:38.088] Performance at epoch iter 197: 0.6034796237945557 - 0.3467722568954342 - 0.5629897713661194
+[22:06:51.334] Engine run starting with max_epochs=1.
+[22:07:13.301] Epoch[1] Complete. Time taken: 00:00:21.967
+[22:07:13.301] Engine run complete. Time taken: 00:00:21.967
+[22:07:13.302] Performance at epoch iter 198: 0.6010083556175232 - 0.3456990950815381 - 0.562288761138916
+[22:22:29.261] Engine run starting with max_epochs=1.
+[22:22:51.757] Epoch[1] Complete. Time taken: 00:00:22.496
+[22:22:51.757] Engine run complete. Time taken: 00:00:22.496
+[22:22:51.757] Performance at epoch iter 199: 0.6018238067626953 - 0.3460060348945033 - 0.5624867081642151
+[22:22:52.264] save model to phantom_lr/TU_Synapse256/TU_pretrain_R50-ViT-L_16_skip0_epo200_bs8_lr0.02_256_s40000_dfl-ViT/epoch_199.pth
+[22:22:53.633] save model to phantom_lr/TU_Synapse256/TU_pretrain_R50-ViT-L_16_skip0_epo200_bs8_lr0.02_256_s40000_dfl-ViT/epoch_199.pth
diff --git a/checkpoints/foundation_ckpts/model_global.pth b/checkpoints/foundation_ckpts/model_global.pth
new file mode 100644
index 0000000000000000000000000000000000000000..eaa5e2e6c1e51ea7b60b7c780cd02f9908423168
--- /dev/null
+++ b/checkpoints/foundation_ckpts/model_global.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5ac8be95a3025fbb7ed403f7f49bd1e60312a1edac6a1ce9b234508ac1091b1
+size 177734715
diff --git a/data/med/dataset.py b/data/med/dataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..b0d8d4951f9b622c6beba09df931281c2fcd9bc5
--- /dev/null
+++ b/data/med/dataset.py
@@ -0,0 +1,26 @@
+import pickle 
+import os 
+import random
+import numpy as np
+d = {'1': 1, '2': 2, '3': 3, '4':4, '5': 0, '6': 1, '7': 2, '8': 3, '9':4, '10': 0, '11': 5}
+
+test_pkl = os.listdir("test") 
+test = [os.path.join(".", "test", i) for i in test_pkl]
+t = [] 
+for i in test: 
+	if "ani" in i: 
+		label = 2
+	elif "pt" in i: 
+		label = 1
+	elif 'hepatic' in i: 
+		label = 0
+	elif 'VESSEL' in i: 
+		label = 3
+	elif 'kidney' in i: 
+		label = 4
+	else: label = 5
+	t.append((i,label))
+with open('gaia/test/test.pkl'.format(i), 'wb') as f:
+        pickle.dump(t, f, pickle.HIGHEST_PROTOCOL)
+
+
diff --git a/data/med/gaia/test/test.pkl b/data/med/gaia/test/test.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..901633e9af666efcdf26bf278df6f1f1bdec07c3
--- /dev/null
+++ b/data/med/gaia/test/test.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6e5bfdcc8fd5fb01c44b1065acac1293b52baa6876febf6daad69336a5ed3cb4
+size 4381
diff --git a/data/med/gaia/train/0.pkl b/data/med/gaia/train/0.pkl
new file mode 100644
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--- /dev/null
+++ b/data/med/gaia/train/0.pkl
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+version https://git-lfs.github.com/spec/v1
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+size 27016
diff --git a/data/med/gaia/train/1.pkl b/data/med/gaia/train/1.pkl
new file mode 100644
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--- /dev/null
+++ b/data/med/gaia/train/1.pkl
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diff --git a/data/med/gaia/train/10.pkl b/data/med/gaia/train/10.pkl
new file mode 100644
index 0000000000000000000000000000000000000000..fdcdb5db36c4eb5ebf69924142d8c9618b7d6e68
--- /dev/null
+++ b/data/med/gaia/train/10.pkl
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/data/med/gaia/train/2.pkl b/data/med/gaia/train/2.pkl
new file mode 100644
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--- /dev/null
+++ b/data/med/gaia/train/2.pkl
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+size 33647
diff --git a/data/med/gaia/train/3.pkl b/data/med/gaia/train/3.pkl
new file mode 100644
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--- /dev/null
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diff --git a/data/med/gaia/train/4.pkl b/data/med/gaia/train/4.pkl
new file mode 100644
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--- /dev/null
+++ b/data/med/gaia/train/4.pkl
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+version https://git-lfs.github.com/spec/v1
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diff --git a/data/med/gaia/train/5.pkl b/data/med/gaia/train/5.pkl
new file mode 100644
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--- /dev/null
+++ b/data/med/gaia/train/5.pkl
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+version https://git-lfs.github.com/spec/v1
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diff --git a/data/med/gaia/train/6.pkl b/data/med/gaia/train/6.pkl
new file mode 100644
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diff --git a/data/med/gaia/train/7.pkl b/data/med/gaia/train/7.pkl
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diff --git a/data/med/gaia/train/8.pkl b/data/med/gaia/train/8.pkl
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diff --git a/data/med/silo1/pt_00005.png b/data/med/silo1/pt_00005.png
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diff --git a/data/med/silo1/pt_00018.png b/data/med/silo1/pt_00018.png
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diff --git a/data/med/silo1/pt_00035.png b/data/med/silo1/pt_00035.png
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