33 lines
2.4 MiB
33 lines
2.4 MiB
GPU: AMD Radeon 8060S Graphics
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Memory: 133.1 GB
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ROCm version: 7.2.53211
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============================================================
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Preparing data...
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============================================================
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[train] 1291202 images, 531 species
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[val] 234551 images, 531 species
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Train: 1291202 images, 2521 batches
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Val: 234551 images, 230 batches
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============================================================
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Building model...
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============================================================
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Model: Swin-Tiny backbone (768-dim features)
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Species head: 531 classes
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Disease heads: 521 species-specific heads
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============================================================
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Stage A — Species Classifier Training
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============================================================
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── Sub-stage A1: Head warmup (backbone frozen) ──
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species_warmup: 0%| | 0/2521 [00:00<?, ?it/s]
species_warmup: 0%| | 0/2521 [01:24<?, ?it/s, loss=6.3330]
species_warmup: 0%| | 1/2521 [01:24<59:23:44, 84.85s/it, loss=6.3330]
species_warmup: 0%| | 1/2521 [01:25<59:23:44, 84.85s/it, loss=6.2716]
species_warmup: 0%| | 2/2521 [01:25<24:53:28, 35.57s/it, loss=6.2716]
species_warmup: 0%| | 2/2521 [01:26<24:53:28, 35.57s/it, loss=6.2374]
species_warmup: 0%| | 3/2521 [01:26<13:51:29, 19.81s/it, loss=6.2374]
species_warmup: 0%| | 3/2521 [01:28<13:51:29, 19.81s/it, loss=6.2499]
species_warmup: 0%| | 4/2521 [01:28<8:40:36, 12.41s/it, loss=6.2499]
species_warmup: 0%| | 4/2521 [01:29<8:40:36, 12.41s/it, loss=6.1756]
species_warmup: 0%| | 5/2521 [01:29<5:48:47, 8.32s/it, loss=6.1756]
species_warmup: 0%| | 5/2521 [01:30<5:48:47, 8.32s/it, loss=6.1449]
species_warmup: 0%| | 6/2521 [01:30<4:05:13, 5.85s/it, loss=6.1449]
species_warmup: 0%| | 6/2521 [01:31<4:05:13, 5.85s/it, loss=6.0960]
species_warmup: 0%| | 7/2521 [01:31<2:59:30, 4.28s/it, loss=6.0960]
species_warmup: 0%| | 7/2521 [01:32<2:59:30, 4.28s/it, loss=6.0596]
species_warmup: 0%| | 8/2521 [01:32<2:16:26, 3.26s/it, loss=6.0596]
species_warmup: 0%| | 8/2521 [01:33<2:16:26, 3.26s/it, loss=6.0344]
species_warmup: 0%| | 9/2521 [01:33<1:47:38, 2.57s/it, loss=6.0344]
species_warmup: 0%| | 9/2521 [01:34<1:47:38, 2.57s/it, loss=6.0684]
species_warmup: 0%| | 10/2521 [01:34<1:28:05, 2.10s/it, loss=6.0684]
species_warmup: 0%| | 10/2521 [01:35<1:28:05, 2.10s/it, loss=6.0241]
species_warmup: 0%| | 11/2521 [01:35<1:14:40, 1.79s/it, loss=6.0241]
species_warmup: 0%| | 11/2521 [01:36<1:14:40, 1.79s/it, loss=5.9632]
species_warmup: 0%| | 12/2521 [01:36<1:05:26, 1.56s/it, loss=5.9632]
species_warmup: 0%| | 12/2521 [01:37<1:05:26, 1.56s/it, loss=5.9502]
species_warmup: 1%| | 13/2521 [01:37<59:01, 1.41s/it, loss=5.9502]
species_warmup: 1%| | 13/2521 [01:38<59:01, 1.41s/it, loss=5.9723]
species_warmup: 1%| | 14/2521 [01:38<54:34, 1.31s/it, loss=5.9723]
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species_warmup: 1%| | 15/2521 [01:39<51:27, 1.23s/it, loss=5.9780]
species_warmup: 1%| | 15/2521 [01:40<51:27, 1.23s/it, loss=5.9414]
species_warmup: 1%| | 16/2521 [01:40<49:16, 1.18s/it, loss=5.9414]
species_warmup: 1%| | 16/2521 [01:41<49:16, 1.18s/it, loss=5.8905]
species_warmup: 1%| | 17/2521 [01:41<47:42, 1.14s/it, loss=5.8905]
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species_warmup: 1%| | 18/2521 [01:42<46:34, 1.12s/it, loss=5.9014]
species_warmup: 1%| | 18/2521 [01:43<46:34, 1.12s/it, loss=5.8694]
species_warmup: 1%| | 19/2521 [01:43<45:47, 1.10s/it, loss=5.8694]
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species_warmup: 1%| | 20/2521 [01:44<45:12, 1.08s/it, loss=5.8553]
species_warmup: 1%| | 20/2521 [01:46<45:12, 1.08s/it, loss=5.8834]
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species_warmup: 1%| | 22/2521 [01:47<44:35, 1.07s/it, loss=5.8473]
species_warmup: 1%| | 22/2521 [01:48<44:35, 1.07s/it, loss=5.7777]
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species_warmup: 1%| | 24/2521 [01:49<44:14, 1.06s/it, loss=5.8076]
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species_warmup: 1%| | 25/2521 [01:50<44:07, 1.06s/it, loss=5.8059]
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species_warmup: 1%| | 31/2521 [01:57<43:51, 1.06s/it, loss=5.7473]
species_warmup: 1%|▏ | 32/2521 [01:57<43:48, 1.06s/it, loss=5.7473]
species_warmup: 1%|▏ | 32/2521 [01:58<43:48, 1.06s/it, loss=5.7662]
species_warmup: 1%|▏ | 33/2521 [01:58<43:49, 1.06s/it, loss=5.7662]
species_warmup: 1%|▏ | 33/2521 [01:59<43:49, 1.06s/it, loss=5.7527]
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species_warmup: 1%|▏ | 35/2521 [02:00<43:46, 1.06s/it, loss=5.7174]
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species_warmup: 1%|▏ | 37/2521 [02:04<43:42, 1.06s/it, loss=5.6685]
species_warmup: 2%|▏ | 38/2521 [02:04<43:40, 1.06s/it, loss=5.6685]
species_warmup: 2%|▏ | 38/2521 [02:05<43:40, 1.06s/it, loss=5.7086]
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species_warmup: 2%|▏ | 39/2521 [02:06<43:39, 1.06s/it, loss=5.6348]
species_warmup: 2%|▏ | 40/2521 [02:06<43:38, 1.06s/it, loss=5.6348]
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species_warmup: 2%|▏ | 41/2521 [02:07<43:37, 1.06s/it, loss=5.6388]
species_warmup: 2%|▏ | 41/2521 [02:08<43:37, 1.06s/it, loss=5.7241]
species_warmup: 2%|▏ | 42/2521 [02:08<43:35, 1.06s/it, loss=5.7241]
species_warmup: 2%|▏ | 42/2521 [02:09<43:35, 1.06s/it, loss=5.7603]
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species_warmup: 2%|▏ | 44/2521 [02:11<43:34, 1.06s/it, loss=5.6728]
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species_warmup: 2%|▏ | 45/2521 [02:12<43:33, 1.06s/it, loss=5.6495]
species_warmup: 2%|▏ | 46/2521 [02:12<43:32, 1.06s/it, loss=5.6495]
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species_warmup: 2%|▏ | 47/2521 [02:13<43:30, 1.06s/it, loss=5.6958]
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species_warmup: 2%|▏ | 52/2521 [02:19<43:27, 1.06s/it, loss=5.6953]
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val: 100%|██████████| 230/230 [6:24:44<00:00, 80.21s/it]
[species_warmup] Epoch 0: loss=5.1720, val_loss=4.9168, species_acc=20.16%
|
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val: 90%|████████▉ | 206/230 [23:49<02:46, 6.95s/it]
val: 90%|█████████ | 207/230 [23:55<02:39, 6.94s/it]
val: 90%|█████████ | 208/230 [24:02<02:32, 6.94s/it]
val: 91%|█████████ | 209/230 [24:09<02:25, 6.93s/it]
val: 91%|█████████▏| 210/230 [24:16<02:18, 6.93s/it]
val: 92%|█████████▏| 211/230 [24:23<02:11, 6.93s/it]
val: 92%|█████████▏| 212/230 [24:30<02:04, 6.93s/it]
val: 93%|█████████▎| 213/230 [24:37<01:57, 6.93s/it]
val: 93%|█████████▎| 214/230 [24:44<01:50, 6.93s/it]
val: 93%|█████████▎| 215/230 [24:51<01:43, 6.93s/it]
val: 94%|█████████▍| 216/230 [24:58<01:37, 6.94s/it]
val: 94%|█████████▍| 217/230 [25:05<01:30, 6.93s/it]
val: 95%|█████████▍| 218/230 [25:12<01:23, 6.93s/it]
val: 95%|█████████▌| 219/230 [25:19<01:16, 6.93s/it]
val: 96%|█████████▌| 220/230 [25:25<01:09, 6.93s/it]
val: 96%|█████████▌| 221/230 [25:32<01:02, 6.92s/it]
val: 97%|█████████▋| 222/230 [25:39<00:55, 6.92s/it]
val: 97%|█████████▋| 223/230 [25:46<00:48, 6.92s/it]
val: 97%|█████████▋| 224/230 [25:53<00:41, 6.92s/it]
val: 98%|█████████▊| 225/230 [26:00<00:34, 6.92s/it]
val: 98%|█████████▊| 226/230 [26:07<00:27, 6.93s/it]
val: 99%|█████████▊| 227/230 [26:14<00:20, 6.93s/it]
val: 99%|█████████▉| 228/230 [26:21<00:13, 6.93s/it]
val: 100%|█████████▉| 229/230 [26:28<00:06, 6.93s/it]
val: 100%|██████████| 230/230 [26:28<00:00, 4.95s/it]
[species_warmup] Epoch 1: loss=5.0544, val_loss=4.8800, species_acc=20.87%
|
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val: 95%|█████████▍| 218/230 [25:21<01:23, 6.93s/it]
val: 95%|█████████▌| 219/230 [25:28<01:16, 6.94s/it]
val: 96%|█████████▌| 220/230 [25:35<01:09, 6.94s/it]
val: 96%|█████████▌| 221/230 [25:42<01:02, 6.94s/it]
val: 97%|█████████▋| 222/230 [25:49<00:55, 6.94s/it]
val: 97%|█████████▋| 223/230 [25:56<00:48, 6.94s/it]
val: 97%|█████████▋| 224/230 [26:03<00:41, 6.93s/it]
val: 98%|█████████▊| 225/230 [26:10<00:34, 6.94s/it]
val: 98%|█████████▊| 226/230 [26:16<00:27, 6.94s/it]
val: 99%|█████████▊| 227/230 [26:23<00:20, 6.94s/it]
val: 99%|█████████▉| 228/230 [26:30<00:13, 6.94s/it]
val: 100%|█████████▉| 229/230 [26:37<00:06, 6.94s/it]
val: 100%|██████████| 230/230 [26:38<00:00, 4.97s/it]
[species_warmup] Epoch 2: loss=5.0392, val_loss=4.8629, species_acc=21.09%
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val: 93%|█████████▎| 214/230 [21:59<01:38, 6.14s/it]
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val: 94%|█████████▍| 216/230 [22:12<01:26, 6.15s/it]
val: 94%|█████████▍| 217/230 [22:18<01:19, 6.15s/it]
val: 95%|█████████▍| 218/230 [22:24<01:13, 6.15s/it]
val: 95%|█████████▌| 219/230 [22:30<01:07, 6.14s/it]
val: 96%|█████████▌| 220/230 [22:36<01:01, 6.14s/it]
val: 96%|█████████▌| 221/230 [22:42<00:55, 6.14s/it]
val: 97%|█████████▋| 222/230 [22:49<00:49, 6.15s/it]
val: 97%|█████████▋| 223/230 [22:55<00:43, 6.14s/it]
val: 97%|█████████▋| 224/230 [23:01<00:36, 6.15s/it]
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val: 98%|█████████▊| 226/230 [23:13<00:24, 6.14s/it]
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val: 100%|█████████▉| 229/230 [23:32<00:06, 6.14s/it]
val: 100%|██████████| 230/230 [23:32<00:00, 4.39s/it]
[species_warmup] Epoch 3: loss=5.0337, val_loss=4.8603, species_acc=20.98%
|
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val: 63%|██████▎ | 146/230 [15:05<08:38, 6.17s/it]
val: 64%|██████▍ | 147/230 [15:11<08:31, 6.17s/it]
val: 64%|██████▍ | 148/230 [15:17<08:25, 6.16s/it]
val: 65%|██████▍ | 149/230 [15:23<08:19, 6.16s/it]
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val: 66%|██████▌ | 152/230 [15:42<08:00, 6.16s/it]
val: 67%|██████▋ | 153/230 [15:48<07:54, 6.16s/it]
val: 67%|██████▋ | 154/230 [15:54<07:48, 6.16s/it]
val: 67%|██████▋ | 155/230 [16:00<07:42, 6.17s/it]
val: 68%|██████▊ | 156/230 [16:06<07:36, 6.16s/it]
val: 68%|██████▊ | 157/230 [16:13<07:30, 6.17s/it]
val: 69%|██████▊ | 158/230 [16:19<07:24, 6.17s/it]
val: 69%|██████▉ | 159/230 [16:25<07:18, 6.17s/it]
val: 70%|██████▉ | 160/230 [16:31<07:11, 6.17s/it]
val: 70%|███████ | 161/230 [16:37<07:07, 6.19s/it]
val: 70%|███████ | 162/230 [16:44<07:00, 6.18s/it]
val: 71%|███████ | 163/230 [16:50<06:54, 6.18s/it]
val: 71%|███████▏ | 164/230 [16:56<06:47, 6.18s/it]
val: 72%|███████▏ | 165/230 [17:02<06:41, 6.18s/it]
val: 72%|███████▏ | 166/230 [17:08<06:35, 6.18s/it]
val: 73%|███████▎ | 167/230 [17:14<06:29, 6.18s/it]
val: 73%|███████▎ | 168/230 [17:21<06:23, 6.19s/it]
val: 73%|███████▎ | 169/230 [17:27<06:18, 6.20s/it]
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val: 74%|███████▍ | 171/230 [17:39<06:05, 6.19s/it]
val: 75%|███████▍ | 172/230 [17:45<05:58, 6.18s/it]
val: 75%|███████▌ | 173/230 [17:52<05:52, 6.18s/it]
val: 76%|███████▌ | 174/230 [17:58<05:45, 6.17s/it]
val: 76%|███████▌ | 175/230 [18:04<05:40, 6.20s/it]
val: 77%|███████▋ | 176/230 [18:10<05:34, 6.19s/it]
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val: 79%|███████▊ | 181/230 [18:41<05:05, 6.23s/it]
val: 79%|███████▉ | 182/230 [18:48<05:01, 6.28s/it]
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val: 80%|████████ | 184/230 [19:00<04:46, 6.22s/it]
val: 80%|████████ | 185/230 [19:06<04:39, 6.21s/it]
val: 81%|████████ | 186/230 [19:12<04:32, 6.20s/it]
val: 81%|████████▏ | 187/230 [19:18<04:26, 6.20s/it]
val: 82%|████████▏ | 188/230 [19:25<04:19, 6.18s/it]
val: 82%|████████▏ | 189/230 [19:31<04:13, 6.18s/it]
val: 83%|████████▎ | 190/230 [19:37<04:07, 6.18s/it]
val: 83%|████████▎ | 191/230 [19:43<04:00, 6.18s/it]
val: 83%|████████▎ | 192/230 [19:49<03:54, 6.17s/it]
val: 84%|████████▍ | 193/230 [19:56<03:48, 6.17s/it]
val: 84%|████████▍ | 194/230 [20:02<03:42, 6.17s/it]
val: 85%|████████▍ | 195/230 [20:08<03:35, 6.17s/it]
val: 85%|████████▌ | 196/230 [20:14<03:29, 6.17s/it]
val: 86%|████████▌ | 197/230 [20:20<03:23, 6.17s/it]
val: 86%|████████▌ | 198/230 [20:26<03:17, 6.17s/it]
val: 87%|████████▋ | 199/230 [20:33<03:11, 6.17s/it]
val: 87%|████████▋ | 200/230 [20:39<03:05, 6.17s/it]
val: 87%|████████▋ | 201/230 [20:45<02:59, 6.18s/it]
val: 88%|████████▊ | 202/230 [20:51<02:52, 6.17s/it]
val: 88%|████████▊ | 203/230 [20:57<02:46, 6.18s/it]
val: 89%|████████▊ | 204/230 [21:03<02:40, 6.17s/it]
val: 89%|████████▉ | 205/230 [21:10<02:34, 6.18s/it]
val: 90%|████████▉ | 206/230 [21:16<02:28, 6.17s/it]
val: 90%|█████████ | 207/230 [21:22<02:22, 6.18s/it]
val: 90%|█████████ | 208/230 [21:28<02:15, 6.17s/it]
val: 91%|█████████ | 209/230 [21:34<02:09, 6.18s/it]
val: 91%|█████████▏| 210/230 [21:41<02:04, 6.22s/it]
val: 92%|█████████▏| 211/230 [21:47<01:57, 6.20s/it]
val: 92%|█████████▏| 212/230 [21:53<01:51, 6.19s/it]
val: 93%|█████████▎| 213/230 [21:59<01:45, 6.18s/it]
val: 93%|█████████▎| 214/230 [22:05<01:38, 6.17s/it]
val: 93%|█████████▎| 215/230 [22:11<01:32, 6.18s/it]
val: 94%|█████████▍| 216/230 [22:18<01:26, 6.17s/it]
val: 94%|█████████▍| 217/230 [22:24<01:20, 6.17s/it]
val: 95%|█████████▍| 218/230 [22:30<01:14, 6.17s/it]
val: 95%|█████████▌| 219/230 [22:36<01:07, 6.17s/it]
val: 96%|█████████▌| 220/230 [22:42<01:01, 6.17s/it]
val: 96%|█████████▌| 221/230 [22:49<00:55, 6.19s/it]
val: 97%|█████████▋| 222/230 [22:55<00:49, 6.18s/it]
val: 97%|█████████▋| 223/230 [23:01<00:43, 6.17s/it]
val: 97%|█████████▋| 224/230 [23:07<00:37, 6.17s/it]
val: 98%|█████████▊| 225/230 [23:13<00:30, 6.17s/it]
val: 98%|█████████▊| 226/230 [23:19<00:24, 6.17s/it]
val: 99%|█████████▊| 227/230 [23:25<00:18, 6.17s/it]
val: 99%|█████████▉| 228/230 [23:32<00:12, 6.16s/it]
val: 100%|█████████▉| 229/230 [23:38<00:06, 6.16s/it]
val: 100%|██████████| 230/230 [23:38<00:00, 4.41s/it]
[species_warmup] Epoch 4: loss=5.0313, val_loss=4.8557, species_acc=21.22%
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✓ Checkpoint saved: /home/mike/Plant-Health-ID/checkpoints/species_warmup/species_warmup_epoch=04.pt
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|
|
── Sub-stage A2: Full fine-tune (cosine LR) ──
|
|
species_finetune: 0%| | 0/2521 [00:00<?, ?it/s]
species_finetune: 0%| | 0/2521 [00:14<?, ?it/s, loss=5.0424]
species_finetune: 0%| | 1/2521 [00:14<10:08:41, 14.49s/it, loss=5.0424]
species_finetune: 0%| | 1/2521 [00:28<10:08:41, 14.49s/it, loss=4.9084]
species_finetune: 0%| | 2/2521 [00:28<9:53:36, 14.14s/it, loss=4.9084]
species_finetune: 0%| | 2/2521 [00:31<9:53:36, 14.14s/it, loss=4.9921]
species_finetune: 0%| | 3/2521 [00:31<6:27:52, 9.24s/it, loss=4.9921]
species_finetune: 0%| | 3/2521 [00:35<6:27:52, 9.24s/it, loss=5.0274]
species_finetune: 0%| | 4/2521 [00:35<4:51:28, 6.95s/it, loss=5.0274]
species_finetune: 0%| | 4/2521 [00:38<4:51:28, 6.95s/it, loss=5.0195]
species_finetune: 0%| | 5/2521 [00:38<3:58:08, 5.68s/it, loss=5.0195]
species_finetune: 0%| | 5/2521 [00:42<3:58:08, 5.68s/it, loss=5.0378]
species_finetune: 0%| | 6/2521 [00:42<3:26:05, 4.92s/it, loss=5.0378]
species_finetune: 0%| | 6/2521 [00:45<3:26:05, 4.92s/it, loss=5.0409]
species_finetune: 0%| | 7/2521 [00:45<3:05:34, 4.43s/it, loss=5.0409]
species_finetune: 0%| | 7/2521 [00:48<3:05:34, 4.43s/it, loss=4.9757]
species_finetune: 0%| | 8/2521 [00:48<2:52:11, 4.11s/it, loss=4.9757]
species_finetune: 0%| | 8/2521 [00:52<2:52:11, 4.11s/it, loss=4.9518]
species_finetune: 0%| | 9/2521 [00:52<2:43:03, 3.89s/it, loss=4.9518]
species_finetune: 0%| | 9/2521 [00:55<2:43:03, 3.89s/it, loss=5.0242]
species_finetune: 0%| | 10/2521 [00:55<2:37:10, 3.76s/it, loss=5.0242]
species_finetune: 0%| | 10/2521 [00:59<2:37:10, 3.76s/it, loss=4.9391]
species_finetune: 0%| | 11/2521 [00:59<2:32:52, 3.65s/it, loss=4.9391]
species_finetune: 0%| | 11/2521 [01:02<2:32:52, 3.65s/it, loss=4.9664]
species_finetune: 0%| | 12/2521 [01:02<2:30:09, 3.59s/it, loss=4.9664]
species_finetune: 0%| | 12/2521 [01:06<2:30:09, 3.59s/it, loss=4.8511]
species_finetune: 1%| | 13/2521 [01:06<2:27:57, 3.54s/it, loss=4.8511]
species_finetune: 1%| | 13/2521 [01:09<2:27:57, 3.54s/it, loss=5.0910]
species_finetune: 1%| | 14/2521 [01:09<2:26:35, 3.51s/it, loss=5.0910]
species_finetune: 1%| | 14/2521 [01:12<2:26:35, 3.51s/it, loss=5.1035]
species_finetune: 1%| | 15/2521 [01:12<2:25:32, 3.48s/it, loss=5.1035]
species_finetune: 1%| | 15/2521 [01:16<2:25:32, 3.48s/it, loss=4.9773]
species_finetune: 1%| | 16/2521 [01:16<2:24:47, 3.47s/it, loss=4.9773]
species_finetune: 1%| | 16/2521 [01:19<2:24:47, 3.47s/it, loss=5.1079]
species_finetune: 1%| | 17/2521 [01:19<2:24:10, 3.45s/it, loss=5.1079]
species_finetune: 1%| | 17/2521 [01:23<2:24:10, 3.45s/it, loss=4.8705]
species_finetune: 1%| | 18/2521 [01:23<2:23:57, 3.45s/it, loss=4.8705]
species_finetune: 1%| | 18/2521 [01:26<2:23:57, 3.45s/it, loss=5.1130]
species_finetune: 1%| | 19/2521 [01:26<2:23:36, 3.44s/it, loss=5.1130]
species_finetune: 1%| | 19/2521 [01:30<2:23:36, 3.44s/it, loss=4.9836]
species_finetune: 1%| | 20/2521 [01:30<2:23:30, 3.44s/it, loss=4.9836]
species_finetune: 1%| | 20/2521 [01:33<2:23:30, 3.44s/it, loss=5.0013]
species_finetune: 1%| | 21/2521 [01:33<2:23:25, 3.44s/it, loss=5.0013]
species_finetune: 1%| | 21/2521 [01:36<2:23:25, 3.44s/it, loss=4.9763]
species_finetune: 1%| | 22/2521 [01:36<2:23:02, 3.43s/it, loss=4.9763]
species_finetune: 1%| | 22/2521 [01:40<2:23:02, 3.43s/it, loss=4.9634]
species_finetune: 1%| | 23/2521 [01:40<2:23:01, 3.44s/it, loss=4.9634]
species_finetune: 1%| | 23/2521 [01:43<2:23:01, 3.44s/it, loss=5.0593]
species_finetune: 1%| | 24/2521 [01:43<2:22:49, 3.43s/it, loss=5.0593]
species_finetune: 1%| | 24/2521 [01:47<2:22:49, 3.43s/it, loss=4.9658]
species_finetune: 1%| | 25/2521 [01:47<2:22:38, 3.43s/it, loss=4.9658]
species_finetune: 1%| | 25/2521 [01:50<2:22:38, 3.43s/it, loss=5.1398]
species_finetune: 1%| | 26/2521 [01:50<2:22:45, 3.43s/it, loss=5.1398]
species_finetune: 1%| | 26/2521 [01:54<2:22:45, 3.43s/it, loss=4.9608]
species_finetune: 1%| | 27/2521 [01:54<2:22:37, 3.43s/it, loss=4.9608]
species_finetune: 1%| | 27/2521 [01:57<2:22:37, 3.43s/it, loss=5.0310]
species_finetune: 1%| | 28/2521 [01:57<2:22:31, 3.43s/it, loss=5.0310]
species_finetune: 1%| | 28/2521 [02:01<2:22:31, 3.43s/it, loss=5.0782]
species_finetune: 1%| | 29/2521 [02:01<2:22:34, 3.43s/it, loss=5.0782]
species_finetune: 1%| | 29/2521 [02:04<2:22:34, 3.43s/it, loss=4.8980]
species_finetune: 1%| | 30/2521 [02:04<2:22:22, 3.43s/it, loss=4.8980]
species_finetune: 1%| | 30/2521 [02:07<2:22:22, 3.43s/it, loss=4.9975]
species_finetune: 1%| | 31/2521 [02:07<2:22:15, 3.43s/it, loss=4.9975]
species_finetune: 1%| | 31/2521 [02:11<2:22:15, 3.43s/it, loss=4.9086]
species_finetune: 1%|▏ | 32/2521 [02:11<2:22:23, 3.43s/it, loss=4.9086]
species_finetune: 1%|▏ | 32/2521 [02:14<2:22:23, 3.43s/it, loss=4.9244]
species_finetune: 1%|▏ | 33/2521 [02:14<2:22:14, 3.43s/it, loss=4.9244]
species_finetune: 1%|▏ | 33/2521 [02:18<2:22:14, 3.43s/it, loss=4.9643]
species_finetune: 1%|▏ | 34/2521 [02:18<2:22:09, 3.43s/it, loss=4.9643]
species_finetune: 1%|▏ | 34/2521 [02:21<2:22:09, 3.43s/it, loss=4.9927]
species_finetune: 1%|▏ | 35/2521 [02:21<2:22:11, 3.43s/it, loss=4.9927]
species_finetune: 1%|▏ | 35/2521 [02:25<2:22:11, 3.43s/it, loss=5.0728]
species_finetune: 1%|▏ | 36/2521 [02:25<2:22:06, 3.43s/it, loss=5.0728]
species_finetune: 1%|▏ | 36/2521 [02:28<2:22:06, 3.43s/it, loss=5.0986]
species_finetune: 1%|▏ | 37/2521 [02:28<2:21:53, 3.43s/it, loss=5.0986]
species_finetune: 1%|▏ | 37/2521 [02:31<2:21:53, 3.43s/it, loss=4.9701]
species_finetune: 2%|▏ | 38/2521 [02:31<2:21:54, 3.43s/it, loss=4.9701]
species_finetune: 2%|▏ | 38/2521 [02:35<2:21:54, 3.43s/it, loss=4.9721]
species_finetune: 2%|▏ | 39/2521 [02:35<2:21:45, 3.43s/it, loss=4.9721]
species_finetune: 2%|▏ | 39/2521 [02:38<2:21:45, 3.43s/it, loss=5.1200]
species_finetune: 2%|▏ | 40/2521 [02:38<2:21:38, 3.43s/it, loss=5.1200]
species_finetune: 2%|▏ | 40/2521 [02:42<2:21:38, 3.43s/it, loss=4.9012]
species_finetune: 2%|▏ | 41/2521 [02:42<2:21:35, 3.43s/it, loss=4.9012]
species_finetune: 2%|▏ | 41/2521 [02:45<2:21:35, 3.43s/it, loss=4.9185]
species_finetune: 2%|▏ | 42/2521 [02:45<2:21:32, 3.43s/it, loss=4.9185]
species_finetune: 2%|▏ | 42/2521 [02:49<2:21:32, 3.43s/it, loss=4.9465]
species_finetune: 2%|▏ | 43/2521 [02:49<2:21:35, 3.43s/it, loss=4.9465]
species_finetune: 2%|▏ | 43/2521 [02:52<2:21:35, 3.43s/it, loss=5.0471]
species_finetune: 2%|▏ | 44/2521 [02:52<2:21:31, 3.43s/it, loss=5.0471]
species_finetune: 2%|▏ | 44/2521 [02:55<2:21:31, 3.43s/it, loss=4.9388]
species_finetune: 2%|▏ | 45/2521 [02:55<2:21:14, 3.42s/it, loss=4.9388]
species_finetune: 2%|▏ | 45/2521 [02:59<2:21:14, 3.42s/it, loss=4.9362]
species_finetune: 2%|▏ | 46/2521 [02:59<2:21:01, 3.42s/it, loss=4.9362]
species_finetune: 2%|▏ | 46/2521 [03:02<2:21:01, 3.42s/it, loss=5.0839]
species_finetune: 2%|▏ | 47/2521 [03:02<2:20:57, 3.42s/it, loss=5.0839]
species_finetune: 2%|▏ | 47/2521 [03:06<2:20:57, 3.42s/it, loss=5.0071]
species_finetune: 2%|▏ | 48/2521 [03:06<2:21:09, 3.42s/it, loss=5.0071]
species_finetune: 2%|▏ | 48/2521 [03:09<2:21:09, 3.42s/it, loss=5.0697]
species_finetune: 2%|▏ | 49/2521 [03:09<2:21:00, 3.42s/it, loss=5.0697]
species_finetune: 2%|▏ | 49/2521 [03:12<2:21:00, 3.42s/it, loss=4.9548]
species_finetune: 2%|▏ | 50/2521 [03:12<2:21:00, 3.42s/it, loss=4.9548]
species_finetune: 2%|▏ | 50/2521 [03:16<2:21:00, 3.42s/it, loss=5.0639]
species_finetune: 2%|▏ | 51/2521 [03:16<2:21:01, 3.43s/it, loss=5.0639]
species_finetune: 2%|▏ | 51/2521 [03:19<2:21:01, 3.43s/it, loss=4.9887]
species_finetune: 2%|▏ | 52/2521 [03:19<2:20:49, 3.42s/it, loss=4.9887]
species_finetune: 2%|▏ | 52/2521 [03:23<2:20:49, 3.42s/it, loss=5.0451]
species_finetune: 2%|▏ | 53/2521 [03:23<2:20:56, 3.43s/it, loss=5.0451]
species_finetune: 2%|▏ | 53/2521 [03:26<2:20:56, 3.43s/it, loss=4.9027]
species_finetune: 2%|▏ | 54/2521 [03:26<2:20:48, 3.42s/it, loss=4.9027]
species_finetune: 2%|▏ | 54/2521 [03:30<2:20:48, 3.42s/it, loss=5.0885]
species_finetune: 2%|▏ | 55/2521 [03:30<2:20:36, 3.42s/it, loss=5.0885]
species_finetune: 2%|▏ | 55/2521 [03:33<2:20:36, 3.42s/it, loss=4.9401]
species_finetune: 2%|▏ | 56/2521 [03:33<2:20:38, 3.42s/it, loss=4.9401]
species_finetune: 2%|▏ | 56/2521 [03:36<2:20:38, 3.42s/it, loss=4.8723]
species_finetune: 2%|▏ | 57/2521 [03:36<2:20:38, 3.42s/it, loss=4.8723]
species_finetune: 2%|▏ | 57/2521 [03:40<2:20:38, 3.42s/it, loss=4.9248]
species_finetune: 2%|▏ | 58/2521 [03:40<2:20:27, 3.42s/it, loss=4.9248]
species_finetune: 2%|▏ | 58/2521 [03:43<2:20:27, 3.42s/it, loss=5.0852]
species_finetune: 2%|▏ | 59/2521 [03:43<2:20:29, 3.42s/it, loss=5.0852]
species_finetune: 2%|▏ | 59/2521 [03:47<2:20:29, 3.42s/it, loss=5.0628]
species_finetune: 2%|▏ | 60/2521 [03:47<2:20:25, 3.42s/it, loss=5.0628]
species_finetune: 2%|▏ | 60/2521 [03:50<2:20:25, 3.42s/it, loss=5.0038]
species_finetune: 2%|▏ | 61/2521 [03:50<2:20:22, 3.42s/it, loss=5.0038]
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