diff --git a/test_results/comparison_results/baseline_20260105_100740.txt b/test_results/comparison_results/baseline_20260105_100740.txt
new file mode 100644
index 0000000..94a6059
--- /dev/null
+++ b/test_results/comparison_results/baseline_20260105_100740.txt
@@ -0,0 +1,87 @@
+10:07:45 - INFO - Initializing logo detector with embedding model: openai/clip-vit-large-patch14
+10:07:45 - INFO - Initializing DetectLogosDETR on device: cuda:0
+10:07:45 - INFO - DETR model: No local model found, will download from HuggingFace: Pravallika6/detr-finetuned-logo-detection_v2
+10:07:45 - INFO - Loading DETR model: Pravallika6/detr-finetuned-logo-detection_v2
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+Device set to use cuda:0
+10:07:47 - INFO - Embedding model: No local model found, will download from HuggingFace: openai/clip-vit-large-patch14
+10:07:47 - INFO - Loading clip embedding model: openai/clip-vit-large-patch14
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+10:07:49 - INFO - DetectLogosDETR initialization complete
+10:07:49 - INFO - Loading ground truth from database...
+10:07:50 - INFO - Loaded ground truth for 158654 test images
+10:07:50 - INFO - Sampling 50 reference logos with 3 refs each...
+10:07:50 - INFO - Selected 50 reference logos
+10:07:50 - INFO - Computing reference logo embeddings...
+
Reference logos:   0%|          | 0/50 [00:00<?, ?it/s]
Reference logos:   2%|▏         | 1/50 [00:00<00:31,  1.56it/s]
Reference logos:   4%|▍         | 2/50 [00:00<00:19,  2.49it/s]
Reference logos:   6%|▌         | 3/50 [00:01<00:15,  3.12it/s]
Reference logos:   8%|▊         | 4/50 [00:01<00:13,  3.53it/s]
Reference logos:  10%|█         | 5/50 [00:01<00:11,  3.83it/s]
Reference logos:  12%|█▏        | 6/50 [00:01<00:10,  4.04it/s]
Reference logos:  14%|█▍        | 7/50 [00:01<00:10,  4.18it/s]
Reference logos:  16%|█▌        | 8/50 [00:02<00:09,  4.28it/s]
Reference logos:  18%|█▊        | 9/50 [00:02<00:09,  4.35it/s]
Reference logos:  20%|██        | 10/50 [00:02<00:09,  4.41it/s]
Reference logos:  22%|██▏       | 11/50 [00:02<00:08,  4.44it/s]
Reference logos:  24%|██▍       | 12/50 [00:03<00:08,  4.46it/s]
Reference logos:  26%|██▌       | 13/50 [00:03<00:08,  4.48it/s]
Reference logos:  28%|██▊       | 14/50 [00:03<00:08,  4.47it/s]
Reference logos:  30%|███       | 15/50 [00:03<00:07,  4.49it/s]
Reference logos:  32%|███▏      | 16/50 [00:03<00:07,  4.50it/s]
Reference logos:  34%|███▍      | 17/50 [00:04<00:07,  4.50it/s]
Reference logos:  36%|███▌      | 18/50 [00:04<00:07,  4.51it/s]
Reference logos:  38%|███▊      | 19/50 [00:04<00:06,  4.51it/s]
Reference logos:  40%|████      | 20/50 [00:04<00:06,  4.51it/s]
Reference logos:  42%|████▏     | 21/50 [00:05<00:06,  4.52it/s]
Reference logos:  44%|████▍     | 22/50 [00:05<00:06,  4.51it/s]
Reference logos:  46%|████▌     | 23/50 [00:05<00:05,  4.50it/s]
Reference logos:  48%|████▊     | 24/50 [00:05<00:05,  4.50it/s]
Reference logos:  50%|█████     | 25/50 [00:05<00:05,  4.51it/s]
Reference logos:  52%|█████▏    | 26/50 [00:06<00:05,  4.51it/s]
Reference logos:  54%|█████▍    | 27/50 [00:06<00:05,  4.51it/s]
Reference logos:  56%|█████▌    | 28/50 [00:06<00:04,  4.50it/s]
Reference logos:  58%|█████▊    | 29/50 [00:06<00:04,  4.51it/s]
Reference logos:  60%|██████    | 30/50 [00:07<00:04,  4.51it/s]
Reference logos:  62%|██████▏   | 31/50 [00:07<00:04,  4.51it/s]
Reference logos:  64%|██████▍   | 32/50 [00:07<00:04,  4.49it/s]
Reference logos:  66%|██████▌   | 33/50 [00:07<00:03,  4.47it/s]
Reference logos:  68%|██████▊   | 34/50 [00:07<00:03,  4.49it/s]
Reference logos:  70%|███████   | 35/50 [00:08<00:03,  4.52it/s]
Reference logos:  72%|███████▏  | 36/50 [00:08<00:03,  4.51it/s]
Reference logos:  74%|███████▍  | 37/50 [00:08<00:02,  4.50it/s]
Reference logos:  76%|███████▌  | 38/50 [00:08<00:02,  4.51it/s]
Reference logos:  78%|███████▊  | 39/50 [00:09<00:02,  4.50it/s]
Reference logos:  80%|████████  | 40/50 [00:09<00:02,  4.51it/s]
Reference logos:  82%|████████▏ | 41/50 [00:09<00:01,  4.50it/s]
Reference logos:  84%|████████▍ | 42/50 [00:09<00:01,  4.51it/s]
Reference logos:  86%|████████▌ | 43/50 [00:09<00:01,  4.51it/s]
Reference logos:  88%|████████▊ | 44/50 [00:10<00:01,  4.50it/s]
Reference logos:  90%|█████████ | 45/50 [00:10<00:01,  4.51it/s]
Reference logos:  92%|█████████▏| 46/50 [00:10<00:00,  4.52it/s]
Reference logos:  94%|█████████▍| 47/50 [00:10<00:00,  4.51it/s]
Reference logos:  96%|█████████▌| 48/50 [00:11<00:00,  4.51it/s]
Reference logos:  98%|█████████▊| 49/50 [00:11<00:00,  4.50it/s]
Reference logos: 100%|██████████| 50/50 [00:11<00:00,  4.52it/s]
Reference logos: 100%|██████████| 50/50 [00:11<00:00,  4.34it/s]
+10:08:01 - INFO - Computed 150 embeddings for 50 logos
+10:08:01 - INFO - Sampling test images: 5 positive, 20 negative per logo...
+10:08:03 - INFO - Selected 1243 unique test images
+
Testing:   0%|          | 0/1243 [00:00<?, ?it/s]
Testing:   0%|          | 1/1243 [00:00<16:51,  1.23it/s]
Testing:   0%|          | 2/1243 [00:01<11:50,  1.75it/s]
Testing:   0%|          | 3/1243 [00:02<20:26,  1.01it/s]
Testing:   0%|          | 4/1243 [00:03<15:48,  1.31it/s]
Testing:   0%|          | 5/1243 [00:03<13:53,  1.49it/s]
Testing:   0%|          | 6/1243 [00:03<11:42,  1.76it/s]
Testing:   1%|          | 7/1243 [00:04<11:38,  1.77it/s]
Testing:   1%|          | 8/1243 [00:04<10:16,  2.00it/s]
Testing:   1%|          | 9/1243 [00:05<10:39,  1.93it/s]
Testing:   1%|          | 10/1243 [00:06<11:30,  1.79it/s]You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset
+
Testing:   1%|          | 11/1243 [00:06<11:39,  1.76it/s]
Testing:   1%|          | 12/1243 [00:07<11:10,  1.84it/s]
Testing:   1%|          | 13/1243 [00:07<10:30,  1.95it/s]
Testing:   1%|          | 14/1243 [00:07<08:50,  2.32it/s]
Testing:   1%|          | 15/1243 [00:08<09:29,  2.16it/s]
Testing:   1%|▏         | 16/1243 [00:08<08:59,  2.27it/s]
Testing:   1%|▏         | 17/1243 [00:09<09:23,  2.18it/s]
Testing:   1%|▏         | 18/1243 [00:09<09:12,  2.22it/s]
Testing:   2%|▏         | 19/1243 [00:10<08:38,  2.36it/s]
Testing:   2%|▏         | 20/1243 [00:10<08:23,  2.43it/s]
Testing:   2%|▏         | 21/1243 [00:10<08:33,  2.38it/s]
Testing:   2%|▏         | 22/1243 [00:11<09:20,  2.18it/s]
Testing:   2%|▏         | 23/1243 [00:11<08:02,  2.53it/s]
Testing:   2%|▏         | 24/1243 [00:11<07:08,  2.84it/s]
Testing:   2%|▏         | 25/1243 [00:12<06:42,  3.02it/s]
Testing:   2%|▏         | 26/1243 [00:12<07:02,  2.88it/s]
Testing:   2%|▏         | 27/1243 [00:13<07:59,  2.53it/s]
Testing:   2%|▏         | 28/1243 [00:13<07:05,  2.85it/s]
Testing:   2%|▏         | 29/1243 [00:13<06:27,  3.14it/s]
Testing:   2%|▏         | 30/1243 [00:14<08:17,  2.44it/s]
Testing:   2%|▏         | 31/1243 [00:14<09:32,  2.12it/s]
Testing:   3%|▎         | 32/1243 [00:15<08:10,  2.47it/s]
Testing:   3%|▎         | 33/1243 [00:16<11:12,  1.80it/s]
Testing:   3%|▎         | 34/1243 [00:16<11:16,  1.79it/s]
Testing:   3%|▎         | 35/1243 [00:17<13:05,  1.54it/s]
Testing:   3%|▎         | 36/1243 [00:18<12:47,  1.57it/s]
Testing:   3%|▎         | 37/1243 [00:18<12:19,  1.63it/s]
Testing:   3%|▎         | 38/1243 [00:19<11:16,  1.78it/s]
Testing:   3%|▎         | 39/1243 [00:19<09:21,  2.15it/s]
Testing:   3%|▎         | 40/1243 [00:20<11:00,  1.82it/s]
Testing:   3%|▎         | 41/1243 [00:20<10:30,  1.91it/s]
Testing:   3%|▎         | 42/1243 [00:20<09:42,  2.06it/s]
Testing:   3%|▎         | 43/1243 [00:21<08:18,  2.41it/s]
Testing:   4%|▎         | 44/1243 [00:21<09:11,  2.18it/s]
Testing:   4%|▎         | 45/1243 [00:22<08:34,  2.33it/s]
Testing:   4%|▎         | 46/1243 [00:22<08:38,  2.31it/s]
Testing:   4%|▍         | 47/1243 [00:23<09:33,  2.09it/s]
Testing:   4%|▍         | 48/1243 [00:23<08:09,  2.44it/s]
Testing:   4%|▍         | 49/1243 [00:23<07:12,  2.76it/s]
Testing:   4%|▍         | 50/1243 [00:24<07:20,  2.71it/s]
Testing:   4%|▍         | 51/1243 [00:24<07:17,  2.72it/s]
Testing:   4%|▍         | 52/1243 [00:24<07:00,  2.83it/s]
Testing:   4%|▍         | 53/1243 [00:25<07:04,  2.80it/s]
Testing:   4%|▍         | 54/1243 [00:25<07:45,  2.55it/s]
Testing:   4%|▍         | 55/1243 [00:25<07:35,  2.61it/s]
Testing:   5%|▍         | 56/1243 [00:26<08:53,  2.22it/s]
Testing:   5%|▍         | 57/1243 [00:26<09:07,  2.17it/s]
Testing:   5%|▍         | 58/1243 [00:27<08:23,  2.35it/s]
Testing:   5%|▍         | 59/1243 [00:27<09:17,  2.13it/s]
Testing:   5%|▍         | 60/1243 [00:28<09:16,  2.12it/s]
Testing:   5%|▍         | 61/1243 [00:28<07:57,  2.48it/s]
Testing:   5%|▍         | 62/1243 [00:28<07:01,  2.80it/s]
Testing:   5%|▌         | 63/1243 [00:29<06:48,  2.89it/s]
Testing:   5%|▌         | 64/1243 [00:29<07:36,  2.58it/s]
Testing:   5%|▌         | 65/1243 [00:29<07:14,  2.71it/s]
Testing:   5%|▌         | 66/1243 [00:30<08:20,  2.35it/s]
Testing:   5%|▌         | 67/1243 [00:30<08:22,  2.34it/s]
Testing:   5%|▌         | 68/1243 [00:31<07:57,  2.46it/s]
Testing:   6%|▌         | 69/1243 [00:32<09:27,  2.07it/s]
Testing:   6%|▌         | 70/1243 [00:32<09:08,  2.14it/s]
Testing:   6%|▌         | 71/1243 [00:32<09:07,  2.14it/s]
Testing:   6%|▌         | 72/1243 [00:33<07:48,  2.50it/s]
Testing:   6%|▌         | 73/1243 [00:33<06:54,  2.82it/s]
Testing:   6%|▌         | 74/1243 [00:33<06:41,  2.91it/s]
Testing:   6%|▌         | 75/1243 [00:33<06:07,  3.18it/s]
Testing:   6%|▌         | 76/1243 [00:34<07:04,  2.75it/s]
Testing:   6%|▌         | 77/1243 [00:34<07:35,  2.56it/s]
Testing:   6%|▋         | 78/1243 [00:35<06:41,  2.90it/s]
Testing:   6%|▋         | 79/1243 [00:35<08:35,  2.26it/s]
Testing:   6%|▋         | 80/1243 [00:36<08:42,  2.23it/s]
Testing:   7%|▋         | 81/1243 [00:36<07:30,  2.58it/s]
Testing:   7%|▋         | 82/1243 [00:36<07:10,  2.70it/s]
Testing:   7%|▋         | 83/1243 [00:37<06:20,  3.05it/s]
Testing:   7%|▋         | 84/1243 [00:38<11:50,  1.63it/s]
Testing:   7%|▋         | 85/1243 [00:38<10:58,  1.76it/s]
Testing:   7%|▋         | 86/1243 [00:39<09:04,  2.13it/s]
Testing:   7%|▋         | 87/1243 [00:39<09:11,  2.10it/s]
Testing:   7%|▋         | 88/1243 [00:39<07:09,  2.69it/s]
Testing:   7%|▋         | 89/1243 [00:39<06:53,  2.79it/s]
Testing:   7%|▋         | 90/1243 [00:40<08:01,  2.40it/s]
Testing:   7%|▋         | 91/1243 [00:41<09:01,  2.13it/s]
Testing:   7%|▋         | 92/1243 [00:41<07:44,  2.48it/s]
Testing:   7%|▋         | 93/1243 [00:41<06:48,  2.81it/s]
Testing:   8%|▊         | 94/1243 [00:42<07:54,  2.42it/s]
Testing:   8%|▊         | 95/1243 [00:42<07:35,  2.52it/s]
Testing:   8%|▊         | 96/1243 [00:42<07:22,  2.59it/s]
Testing:   8%|▊         | 97/1243 [00:43<06:35,  2.90it/s]
Testing:   8%|▊         | 98/1243 [00:43<06:35,  2.90it/s]
Testing:   8%|▊         | 99/1243 [00:43<06:28,  2.95it/s]
Testing:   8%|▊         | 100/1243 [00:44<06:33,  2.90it/s]
Testing:   8%|▊         | 101/1243 [00:44<07:57,  2.39it/s]
Testing:   8%|▊         | 102/1243 [00:45<07:01,  2.71it/s]
Testing:   8%|▊         | 103/1243 [00:45<07:30,  2.53it/s]
Testing:   8%|▊         | 104/1243 [00:45<07:43,  2.46it/s]
Testing:   8%|▊         | 105/1243 [00:46<06:45,  2.81it/s]
Testing:   9%|▊         | 106/1243 [00:46<06:03,  3.13it/s]
Testing:   9%|▊         | 107/1243 [00:46<05:35,  3.39it/s]
Testing:   9%|▊         | 108/1243 [00:47<06:20,  2.98it/s]
Testing:   9%|▉         | 109/1243 [00:47<06:37,  2.85it/s]
Testing:   9%|▉         | 110/1243 [00:47<06:01,  3.13it/s]
Testing:   9%|▉         | 111/1243 [00:48<07:17,  2.59it/s]
Testing:   9%|▉         | 112/1243 [00:48<06:52,  2.74it/s]
Testing:   9%|▉         | 113/1243 [00:48<06:08,  3.07it/s]
Testing:   9%|▉         | 114/1243 [00:49<06:05,  3.09it/s]
Testing:   9%|▉         | 115/1243 [00:49<06:06,  3.07it/s]
Testing:   9%|▉         | 116/1243 [00:49<05:29,  3.42it/s]
Testing:   9%|▉         | 117/1243 [00:49<05:11,  3.62it/s]
Testing:   9%|▉         | 118/1243 [00:50<05:38,  3.33it/s]
Testing:  10%|▉         | 119/1243 [00:50<06:36,  2.84it/s]
Testing:  10%|▉         | 120/1243 [00:51<06:37,  2.83it/s]
Testing:  10%|▉         | 121/1243 [00:51<07:40,  2.43it/s]
Testing:  10%|▉         | 122/1243 [00:52<08:01,  2.33it/s]
Testing:  10%|▉         | 123/1243 [00:52<06:54,  2.70it/s]
Testing:  10%|▉         | 124/1243 [00:52<06:33,  2.84it/s]
Testing:  10%|█         | 125/1243 [00:53<07:42,  2.42it/s]
Testing:  10%|█         | 126/1243 [00:53<07:09,  2.60it/s]
Testing:  10%|█         | 127/1243 [00:53<07:37,  2.44it/s]
Testing:  10%|█         | 128/1243 [00:54<07:51,  2.36it/s]
Testing:  10%|█         | 129/1243 [00:54<08:07,  2.28it/s]
Testing:  10%|█         | 130/1243 [00:55<08:01,  2.31it/s]
Testing:  11%|█         | 131/1243 [00:55<08:05,  2.29it/s]
Testing:  11%|█         | 132/1243 [00:56<07:40,  2.41it/s]
Testing:  11%|█         | 133/1243 [00:56<09:19,  1.98it/s]
Testing:  11%|█         | 134/1243 [00:57<08:33,  2.16it/s]
Testing:  11%|█         | 135/1243 [00:57<09:52,  1.87it/s]
Testing:  11%|█         | 136/1243 [00:58<08:51,  2.08it/s]
Testing:  11%|█         | 137/1243 [00:58<08:47,  2.10it/s]
Testing:  11%|█         | 138/1243 [00:59<08:06,  2.27it/s]
Testing:  11%|█         | 139/1243 [00:59<07:40,  2.40it/s]
Testing:  11%|█▏        | 140/1243 [01:00<08:37,  2.13it/s]
Testing:  11%|█▏        | 141/1243 [01:00<07:42,  2.38it/s]
Testing:  11%|█▏        | 142/1243 [01:00<07:22,  2.49it/s]
Testing:  12%|█▏        | 143/1243 [01:01<07:31,  2.43it/s]
Testing:  12%|█▏        | 144/1243 [01:01<07:50,  2.33it/s]
Testing:  12%|█▏        | 145/1243 [01:02<08:40,  2.11it/s]
Testing:  12%|█▏        | 146/1243 [01:02<07:49,  2.33it/s]
Testing:  12%|█▏        | 147/1243 [01:02<06:51,  2.67it/s]
Testing:  12%|█▏        | 148/1243 [01:03<06:48,  2.68it/s]
Testing:  12%|█▏        | 149/1243 [01:03<06:42,  2.72it/s]
Testing:  12%|█▏        | 150/1243 [01:03<07:19,  2.49it/s]
Testing:  12%|█▏        | 151/1243 [01:04<07:49,  2.33it/s]
Testing:  12%|█▏        | 152/1243 [01:04<06:47,  2.68it/s]
Testing:  12%|█▏        | 153/1243 [01:04<06:06,  2.98it/s]
Testing:  12%|█▏        | 154/1243 [01:05<06:35,  2.75it/s]
Testing:  12%|█▏        | 155/1243 [01:05<05:53,  3.08it/s]
Testing:  13%|█▎        | 156/1243 [01:05<05:24,  3.35it/s]
Testing:  13%|█▎        | 157/1243 [01:06<08:37,  2.10it/s]
Testing:  13%|█▎        | 158/1243 [01:07<08:25,  2.15it/s]
Testing:  13%|█▎        | 159/1243 [01:07<09:27,  1.91it/s]
Testing:  13%|█▎        | 160/1243 [01:08<09:36,  1.88it/s]
Testing:  13%|█▎        | 161/1243 [01:08<09:03,  1.99it/s]
Testing:  13%|█▎        | 162/1243 [01:09<08:23,  2.15it/s]
Testing:  13%|█▎        | 163/1243 [01:09<07:47,  2.31it/s]
Testing:  13%|█▎        | 164/1243 [01:10<07:50,  2.29it/s]
Testing:  13%|█▎        | 165/1243 [01:10<08:04,  2.23it/s]
Testing:  13%|█▎        | 166/1243 [01:10<08:10,  2.20it/s]
Testing:  13%|█▎        | 167/1243 [01:11<07:25,  2.42it/s]
Testing:  14%|█▎        | 168/1243 [01:11<07:08,  2.51it/s]
Testing:  14%|█▎        | 169/1243 [01:12<08:07,  2.20it/s]
Testing:  14%|█▎        | 170/1243 [01:12<07:31,  2.38it/s]
Testing:  14%|█▍        | 171/1243 [01:12<07:34,  2.36it/s]
Testing:  14%|█▍        | 172/1243 [01:13<06:38,  2.68it/s]
Testing:  14%|█▍        | 173/1243 [01:13<07:10,  2.48it/s]
Testing:  14%|█▍        | 174/1243 [01:14<06:52,  2.59it/s]
Testing:  14%|█▍        | 175/1243 [01:14<07:43,  2.31it/s]
Testing:  14%|█▍        | 176/1243 [01:15<09:00,  1.97it/s]
Testing:  14%|█▍        | 177/1243 [01:15<07:38,  2.32it/s]
Testing:  14%|█▍        | 178/1243 [01:16<08:55,  1.99it/s]
Testing:  14%|█▍        | 179/1243 [01:16<08:07,  2.18it/s]
Testing:  14%|█▍        | 180/1243 [01:17<10:29,  1.69it/s]
Testing:  15%|█▍        | 181/1243 [01:17<09:26,  1.88it/s]
Testing:  15%|█▍        | 182/1243 [01:18<08:51,  2.00it/s]
Testing:  15%|█▍        | 183/1243 [01:18<08:04,  2.19it/s]
Testing:  15%|█▍        | 184/1243 [01:19<07:31,  2.35it/s]
Testing:  15%|█▍        | 185/1243 [01:19<07:45,  2.27it/s]
Testing:  15%|█▍        | 186/1243 [01:19<07:21,  2.40it/s]
Testing:  15%|█▌        | 187/1243 [01:20<07:21,  2.39it/s]
Testing:  15%|█▌        | 188/1243 [01:20<06:27,  2.72it/s]
Testing:  15%|█▌        | 189/1243 [01:21<07:39,  2.30it/s]
Testing:  15%|█▌        | 190/1243 [01:21<08:03,  2.18it/s]
Testing:  15%|█▌        | 191/1243 [01:21<07:32,  2.33it/s]
Testing:  15%|█▌        | 192/1243 [01:22<07:08,  2.45it/s]
Testing:  16%|█▌        | 193/1243 [01:22<06:17,  2.78it/s]
Testing:  16%|█▌        | 194/1243 [01:23<06:43,  2.60it/s]
Testing:  16%|█▌        | 195/1243 [01:23<06:32,  2.67it/s]
Testing:  16%|█▌        | 196/1243 [01:23<06:14,  2.80it/s]
Testing:  16%|█▌        | 197/1243 [01:23<05:40,  3.07it/s]
Testing:  16%|█▌        | 198/1243 [01:24<04:38,  3.75it/s]
Testing:  16%|█▌        | 199/1243 [01:24<04:29,  3.88it/s]
Testing:  16%|█▌        | 200/1243 [01:25<07:45,  2.24it/s]
Testing:  16%|█▌        | 201/1243 [01:25<07:38,  2.27it/s]
Testing:  16%|█▋        | 202/1243 [01:25<07:12,  2.41it/s]
Testing:  16%|█▋        | 203/1243 [01:26<06:18,  2.75it/s]
Testing:  16%|█▋        | 204/1243 [01:26<06:04,  2.85it/s]
Testing:  16%|█▋        | 205/1243 [01:27<06:39,  2.60it/s]
Testing:  17%|█▋        | 206/1243 [01:27<05:56,  2.91it/s]
Testing:  17%|█▋        | 207/1243 [01:27<05:26,  3.17it/s]
Testing:  17%|█▋        | 208/1243 [01:27<05:28,  3.15it/s]
Testing:  17%|█▋        | 209/1243 [01:28<05:41,  3.03it/s]
Testing:  17%|█▋        | 210/1243 [01:28<06:11,  2.78it/s]
Testing:  17%|█▋        | 211/1243 [01:29<07:12,  2.39it/s]
Testing:  17%|█▋        | 212/1243 [01:29<06:52,  2.50it/s]
Testing:  17%|█▋        | 213/1243 [01:30<07:18,  2.35it/s]
Testing:  17%|█▋        | 214/1243 [01:30<09:09,  1.87it/s]
Testing:  17%|█▋        | 215/1243 [01:31<08:19,  2.06it/s]
Testing:  17%|█▋        | 216/1243 [01:31<07:41,  2.22it/s]
Testing:  17%|█▋        | 217/1243 [01:32<08:15,  2.07it/s]
Testing:  18%|█▊        | 218/1243 [01:32<08:32,  2.00it/s]
Testing:  18%|█▊        | 219/1243 [01:33<07:52,  2.17it/s]
Testing:  18%|█▊        | 220/1243 [01:33<06:42,  2.54it/s]
Testing:  18%|█▊        | 221/1243 [01:33<08:07,  2.10it/s]
Testing:  18%|█▊        | 222/1243 [01:34<07:53,  2.16it/s]
Testing:  18%|█▊        | 223/1243 [01:34<06:43,  2.53it/s]
Testing:  18%|█▊        | 224/1243 [01:35<07:07,  2.38it/s]
Testing:  18%|█▊        | 225/1243 [01:35<07:21,  2.31it/s]
Testing:  18%|█▊        | 226/1243 [01:35<06:23,  2.65it/s]
Testing:  18%|█▊        | 227/1243 [01:36<05:43,  2.96it/s]
Testing:  18%|█▊        | 228/1243 [01:36<05:12,  3.25it/s]
Testing:  18%|█▊        | 229/1243 [01:36<04:51,  3.48it/s]
Testing:  19%|█▊        | 230/1243 [01:36<05:35,  3.02it/s]
Testing:  19%|█▊        | 231/1243 [01:37<06:10,  2.73it/s]
Testing:  19%|█▊        | 232/1243 [01:37<06:55,  2.43it/s]
Testing:  19%|█▊        | 233/1243 [01:38<07:49,  2.15it/s]
Testing:  19%|█▉        | 234/1243 [01:38<07:53,  2.13it/s]
Testing:  19%|█▉        | 235/1243 [01:39<09:03,  1.85it/s]
Testing:  19%|█▉        | 236/1243 [01:40<08:07,  2.06it/s]
Testing:  19%|█▉        | 237/1243 [01:40<07:19,  2.29it/s]
Testing:  19%|█▉        | 238/1243 [01:40<08:06,  2.06it/s]
Testing:  19%|█▉        | 239/1243 [01:41<07:28,  2.24it/s]
Testing:  19%|█▉        | 240/1243 [01:41<06:24,  2.61it/s]
Testing:  19%|█▉        | 241/1243 [01:41<06:39,  2.51it/s]
Testing:  19%|█▉        | 242/1243 [01:42<06:34,  2.54it/s]
Testing:  20%|█▉        | 243/1243 [01:43<08:46,  1.90it/s]
Testing:  20%|█▉        | 244/1243 [01:43<06:45,  2.46it/s]
Testing:  20%|█▉        | 245/1243 [01:43<06:17,  2.65it/s]
Testing:  20%|█▉        | 246/1243 [01:44<06:47,  2.45it/s]
Testing:  20%|█▉        | 247/1243 [01:44<05:58,  2.78it/s]
Testing:  20%|█▉        | 248/1243 [01:44<05:58,  2.77it/s]
Testing:  20%|██        | 249/1243 [01:45<07:52,  2.10it/s]
Testing:  20%|██        | 250/1243 [01:45<06:42,  2.47it/s]
Testing:  20%|██        | 251/1243 [01:46<07:46,  2.13it/s]
Testing:  20%|██        | 252/1243 [01:46<07:12,  2.29it/s]
Testing:  20%|██        | 253/1243 [01:47<07:10,  2.30it/s]
Testing:  20%|██        | 254/1243 [01:47<06:13,  2.65it/s]
Testing:  21%|██        | 255/1243 [01:47<05:32,  2.97it/s]
Testing:  21%|██        | 256/1243 [01:47<05:38,  2.92it/s]
Testing:  21%|██        | 257/1243 [01:48<06:27,  2.54it/s]
Testing:  21%|██        | 258/1243 [01:48<05:46,  2.84it/s]
Testing:  21%|██        | 259/1243 [01:49<05:50,  2.81it/s]
Testing:  21%|██        | 260/1243 [01:49<05:50,  2.81it/s]
Testing:  21%|██        | 261/1243 [01:49<05:13,  3.13it/s]
Testing:  21%|██        | 262/1243 [01:49<04:46,  3.42it/s]
Testing:  21%|██        | 263/1243 [01:50<04:54,  3.33it/s]
Testing:  21%|██        | 264/1243 [01:50<04:39,  3.50it/s]
Testing:  21%|██▏       | 265/1243 [01:50<05:36,  2.91it/s]
Testing:  21%|██▏       | 266/1243 [01:51<06:48,  2.39it/s]
Testing:  21%|██▏       | 267/1243 [01:51<05:57,  2.73it/s]
Testing:  22%|██▏       | 268/1243 [01:52<05:49,  2.79it/s]
Testing:  22%|██▏       | 269/1243 [01:52<07:52,  2.06it/s]
Testing:  22%|██▏       | 270/1243 [01:53<07:04,  2.29it/s]
Testing:  22%|██▏       | 271/1243 [01:53<07:24,  2.19it/s]
Testing:  22%|██▏       | 272/1243 [01:54<07:18,  2.21it/s]
Testing:  22%|██▏       | 273/1243 [01:54<06:16,  2.58it/s]
Testing:  22%|██▏       | 274/1243 [01:54<05:33,  2.91it/s]
Testing:  22%|██▏       | 275/1243 [01:54<05:02,  3.20it/s]
Testing:  22%|██▏       | 276/1243 [01:55<04:42,  3.43it/s]
Testing:  22%|██▏       | 277/1243 [01:55<05:04,  3.17it/s]
Testing:  22%|██▏       | 278/1243 [01:55<04:42,  3.42it/s]
Testing:  22%|██▏       | 279/1243 [01:56<05:05,  3.16it/s]
Testing:  23%|██▎       | 280/1243 [01:56<06:29,  2.47it/s]
Testing:  23%|██▎       | 281/1243 [01:57<07:47,  2.06it/s]
Testing:  23%|██▎       | 282/1243 [01:57<06:40,  2.40it/s]
Testing:  23%|██▎       | 283/1243 [01:58<06:23,  2.50it/s]
Testing:  23%|██▎       | 284/1243 [01:58<06:03,  2.64it/s]
Testing:  23%|██▎       | 285/1243 [01:58<07:02,  2.27it/s]
Testing:  23%|██▎       | 286/1243 [01:59<08:08,  1.96it/s]
Testing:  23%|██▎       | 287/1243 [01:59<07:25,  2.14it/s]
Testing:  23%|██▎       | 288/1243 [02:00<06:42,  2.37it/s]
Testing:  23%|██▎       | 289/1243 [02:00<07:33,  2.11it/s]
Testing:  23%|██▎       | 290/1243 [02:01<07:00,  2.27it/s]
Testing:  23%|██▎       | 291/1243 [02:02<11:47,  1.35it/s]
Testing:  23%|██▎       | 292/1243 [02:03<12:12,  1.30it/s]
Testing:  24%|██▎       | 293/1243 [02:03<09:34,  1.65it/s]
Testing:  24%|██▎       | 294/1243 [02:04<08:25,  1.88it/s]
Testing:  24%|██▎       | 295/1243 [02:05<10:18,  1.53it/s]
Testing:  24%|██▍       | 296/1243 [02:05<09:51,  1.60it/s]
Testing:  24%|██▍       | 297/1243 [02:05<08:01,  1.97it/s]
Testing:  24%|██▍       | 298/1243 [02:06<08:10,  1.93it/s]
Testing:  24%|██▍       | 299/1243 [02:06<07:27,  2.11it/s]
Testing:  24%|██▍       | 300/1243 [02:07<07:40,  2.05it/s]
Testing:  24%|██▍       | 301/1243 [02:07<07:59,  1.97it/s]
Testing:  24%|██▍       | 302/1243 [02:08<06:46,  2.31it/s]
Testing:  24%|██▍       | 303/1243 [02:08<05:19,  2.95it/s]
Testing:  24%|██▍       | 304/1243 [02:08<05:57,  2.63it/s]
Testing:  25%|██▍       | 305/1243 [02:09<05:51,  2.67it/s]
Testing:  25%|██▍       | 306/1243 [02:09<05:13,  2.99it/s]
Testing:  25%|██▍       | 307/1243 [02:09<06:47,  2.30it/s]
Testing:  25%|██▍       | 308/1243 [02:10<07:31,  2.07it/s]
Testing:  25%|██▍       | 309/1243 [02:10<06:23,  2.43it/s]
Testing:  25%|██▍       | 310/1243 [02:11<06:40,  2.33it/s]
Testing:  25%|██▌       | 311/1243 [02:12<09:12,  1.69it/s]
Testing:  25%|██▌       | 312/1243 [02:12<08:06,  1.91it/s]
Testing:  25%|██▌       | 313/1243 [02:13<07:59,  1.94it/s]
Testing:  25%|██▌       | 314/1243 [02:13<06:44,  2.29it/s]
Testing:  25%|██▌       | 315/1243 [02:13<06:11,  2.50it/s]
Testing:  25%|██▌       | 316/1243 [02:13<05:27,  2.83it/s]
Testing:  26%|██▌       | 317/1243 [02:14<05:27,  2.83it/s]
Testing:  26%|██▌       | 318/1243 [02:14<05:28,  2.82it/s]
Testing:  26%|██▌       | 319/1243 [02:14<04:59,  3.09it/s]
Testing:  26%|██▌       | 320/1243 [02:15<04:37,  3.33it/s]
Testing:  26%|██▌       | 321/1243 [02:15<04:54,  3.13it/s]
Testing:  26%|██▌       | 322/1243 [02:15<05:07,  3.00it/s]
Testing:  26%|██▌       | 323/1243 [02:16<06:05,  2.52it/s]
Testing:  26%|██▌       | 324/1243 [02:16<05:23,  2.84it/s]
Testing:  26%|██▌       | 325/1243 [02:17<05:54,  2.59it/s]
Testing:  26%|██▌       | 326/1243 [02:17<06:19,  2.42it/s]
Testing:  26%|██▋       | 327/1243 [02:17<05:33,  2.75it/s]
Testing:  26%|██▋       | 328/1243 [02:18<04:59,  3.05it/s]
Testing:  26%|██▋       | 329/1243 [02:18<05:07,  2.97it/s]
Testing:  27%|██▋       | 330/1243 [02:18<05:12,  2.92it/s]
Testing:  27%|██▋       | 331/1243 [02:19<05:50,  2.60it/s]
Testing:  27%|██▋       | 332/1243 [02:20<07:19,  2.07it/s]
Testing:  27%|██▋       | 333/1243 [02:20<06:46,  2.24it/s]
Testing:  27%|██▋       | 334/1243 [02:21<08:20,  1.82it/s]
Testing:  27%|██▋       | 335/1243 [02:21<06:56,  2.18it/s]
Testing:  27%|██▋       | 336/1243 [02:21<06:41,  2.26it/s]
Testing:  27%|██▋       | 337/1243 [02:22<06:12,  2.43it/s]
Testing:  27%|██▋       | 338/1243 [02:22<05:58,  2.52it/s]
Testing:  27%|██▋       | 339/1243 [02:23<06:41,  2.25it/s]
Testing:  27%|██▋       | 340/1243 [02:23<06:37,  2.27it/s]
Testing:  27%|██▋       | 341/1243 [02:23<06:26,  2.34it/s]
Testing:  28%|██▊       | 342/1243 [02:24<06:58,  2.15it/s]
Testing:  28%|██▊       | 343/1243 [02:25<09:06,  1.65it/s]
Testing:  28%|██▊       | 344/1243 [02:26<09:29,  1.58it/s]
Testing:  28%|██▊       | 345/1243 [02:26<09:17,  1.61it/s]
Testing:  28%|██▊       | 346/1243 [02:27<09:40,  1.55it/s]
Testing:  28%|██▊       | 347/1243 [02:27<08:22,  1.78it/s]
Testing:  28%|██▊       | 348/1243 [02:27<06:56,  2.15it/s]
Testing:  28%|██▊       | 349/1243 [02:28<05:54,  2.52it/s]
Testing:  28%|██▊       | 350/1243 [02:28<05:12,  2.86it/s]
Testing:  28%|██▊       | 351/1243 [02:28<04:14,  3.50it/s]
Testing:  28%|██▊       | 352/1243 [02:28<04:37,  3.21it/s]
Testing:  28%|██▊       | 353/1243 [02:29<04:38,  3.20it/s]
Testing:  28%|██▊       | 354/1243 [02:29<05:10,  2.86it/s]
Testing:  29%|██▊       | 355/1243 [02:30<05:45,  2.57it/s]
Testing:  29%|██▊       | 356/1243 [02:30<06:39,  2.22it/s]
Testing:  29%|██▊       | 357/1243 [02:31<06:37,  2.23it/s]
Testing:  29%|██▉       | 358/1243 [02:31<06:15,  2.36it/s]
Testing:  29%|██▉       | 359/1243 [02:31<05:47,  2.54it/s]
Testing:  29%|██▉       | 360/1243 [02:33<08:54,  1.65it/s]
Testing:  29%|██▉       | 361/1243 [02:33<07:23,  1.99it/s]
Testing:  29%|██▉       | 362/1243 [02:33<08:06,  1.81it/s]
Testing:  29%|██▉       | 363/1243 [02:34<07:05,  2.07it/s]
Testing:  29%|██▉       | 364/1243 [02:34<06:31,  2.24it/s]
Testing:  29%|██▉       | 365/1243 [02:34<05:57,  2.45it/s]
Testing:  29%|██▉       | 366/1243 [02:35<06:17,  2.32it/s]
Testing:  30%|██▉       | 367/1243 [02:35<05:18,  2.75it/s]
Testing:  30%|██▉       | 368/1243 [02:36<05:16,  2.76it/s]
Testing:  30%|██▉       | 369/1243 [02:36<04:42,  3.09it/s]
Testing:  30%|██▉       | 370/1243 [02:36<06:22,  2.28it/s]
Testing:  30%|██▉       | 371/1243 [02:37<06:34,  2.21it/s]
Testing:  30%|██▉       | 372/1243 [02:37<06:29,  2.23it/s]
Testing:  30%|███       | 373/1243 [02:38<06:26,  2.25it/s]
Testing:  30%|███       | 374/1243 [02:38<06:24,  2.26it/s]
Testing:  30%|███       | 375/1243 [02:39<06:01,  2.40it/s]
Testing:  30%|███       | 376/1243 [02:39<05:15,  2.74it/s]
Testing:  30%|███       | 377/1243 [02:39<04:44,  3.05it/s]
Testing:  30%|███       | 378/1243 [02:39<04:52,  2.96it/s]
Testing:  30%|███       | 379/1243 [02:40<06:16,  2.30it/s]
Testing:  31%|███       | 380/1243 [02:41<06:25,  2.24it/s]
Testing:  31%|███       | 381/1243 [02:41<06:30,  2.21it/s]
Testing:  31%|███       | 382/1243 [02:41<06:05,  2.36it/s]
Testing:  31%|███       | 383/1243 [02:42<05:16,  2.71it/s]
Testing:  31%|███       | 384/1243 [02:42<05:45,  2.49it/s]
Testing:  31%|███       | 385/1243 [02:42<05:31,  2.59it/s]
Testing:  31%|███       | 386/1243 [02:43<05:23,  2.65it/s]
Testing:  31%|███       | 387/1243 [02:44<08:47,  1.62it/s]
Testing:  31%|███       | 388/1243 [02:45<08:39,  1.65it/s]
Testing:  31%|███▏      | 389/1243 [02:46<10:46,  1.32it/s]
Testing:  31%|███▏      | 390/1243 [02:46<08:59,  1.58it/s]
Testing:  31%|███▏      | 391/1243 [02:46<07:17,  1.95it/s]
Testing:  32%|███▏      | 392/1243 [02:47<06:57,  2.04it/s]
Testing:  32%|███▏      | 393/1243 [02:47<06:42,  2.11it/s]
Testing:  32%|███▏      | 394/1243 [02:48<06:21,  2.22it/s]
Testing:  32%|███▏      | 395/1243 [02:48<06:00,  2.35it/s]
Testing:  32%|███▏      | 396/1243 [02:48<06:34,  2.15it/s]
Testing:  32%|███▏      | 397/1243 [02:49<06:28,  2.17it/s]
Testing:  32%|███▏      | 398/1243 [02:49<06:03,  2.32it/s]
Testing:  32%|███▏      | 399/1243 [02:50<06:13,  2.26it/s]
Testing:  32%|███▏      | 400/1243 [02:50<06:09,  2.28it/s]
Testing:  32%|███▏      | 401/1243 [02:51<05:46,  2.43it/s]
Testing:  32%|███▏      | 402/1243 [02:51<06:01,  2.33it/s]
Testing:  32%|███▏      | 403/1243 [02:51<05:35,  2.50it/s]
Testing:  33%|███▎      | 404/1243 [02:52<05:14,  2.67it/s]
Testing:  33%|███▎      | 405/1243 [02:52<05:22,  2.60it/s]
Testing:  33%|███▎      | 406/1243 [02:53<05:46,  2.42it/s]
Testing:  33%|███▎      | 407/1243 [02:53<05:03,  2.76it/s]
Testing:  33%|███▎      | 408/1243 [02:53<04:34,  3.05it/s]
Testing:  33%|███▎      | 409/1243 [02:53<04:41,  2.96it/s]
Testing:  33%|███▎      | 410/1243 [02:54<04:18,  3.22it/s]
Testing:  33%|███▎      | 411/1243 [02:54<04:36,  3.01it/s]
Testing:  33%|███▎      | 412/1243 [02:54<04:44,  2.92it/s]
Testing:  33%|███▎      | 413/1243 [02:55<06:25,  2.15it/s]
Testing:  33%|███▎      | 414/1243 [02:56<06:45,  2.04it/s]
Testing:  33%|███▎      | 415/1243 [02:56<06:12,  2.23it/s]
Testing:  33%|███▎      | 416/1243 [02:57<08:03,  1.71it/s]
Testing:  34%|███▎      | 417/1243 [02:57<07:38,  1.80it/s]
Testing:  34%|███▎      | 418/1243 [02:58<06:20,  2.17it/s]
Testing:  34%|███▎      | 419/1243 [02:58<06:25,  2.14it/s]
Testing:  34%|███▍      | 420/1243 [02:58<05:28,  2.51it/s]
Testing:  34%|███▍      | 421/1243 [02:59<05:20,  2.56it/s]
Testing:  34%|███▍      | 422/1243 [02:59<05:30,  2.48it/s]
Testing:  34%|███▍      | 423/1243 [03:00<05:39,  2.42it/s]
Testing:  34%|███▍      | 424/1243 [03:00<04:28,  3.05it/s]
Testing:  34%|███▍      | 425/1243 [03:00<04:39,  2.93it/s]
Testing:  34%|███▍      | 426/1243 [03:00<04:41,  2.90it/s]
Testing:  34%|███▍      | 427/1243 [03:01<05:19,  2.55it/s]
Testing:  34%|███▍      | 428/1243 [03:01<05:11,  2.62it/s]
Testing:  35%|███▍      | 429/1243 [03:02<06:02,  2.24it/s]
Testing:  35%|███▍      | 430/1243 [03:02<05:14,  2.59it/s]
Testing:  35%|███▍      | 431/1243 [03:03<05:36,  2.41it/s]
Testing:  35%|███▍      | 432/1243 [03:03<04:25,  3.06it/s]
Testing:  35%|███▍      | 433/1243 [03:03<05:43,  2.36it/s]
Testing:  35%|███▍      | 434/1243 [03:04<06:59,  1.93it/s]
Testing:  35%|███▍      | 435/1243 [03:04<06:07,  2.20it/s]
Testing:  35%|███▌      | 436/1243 [03:05<05:43,  2.35it/s]
Testing:  35%|███▌      | 437/1243 [03:05<05:43,  2.35it/s]
Testing:  35%|███▌      | 438/1243 [03:06<05:29,  2.45it/s]
Testing:  35%|███▌      | 439/1243 [03:06<04:49,  2.78it/s]
Testing:  35%|███▌      | 440/1243 [03:06<04:48,  2.78it/s]
Testing:  35%|███▌      | 441/1243 [03:07<04:48,  2.78it/s]
Testing:  36%|███▌      | 442/1243 [03:07<04:39,  2.87it/s]
Testing:  36%|███▌      | 443/1243 [03:07<04:41,  2.84it/s]
Testing:  36%|███▌      | 444/1243 [03:08<05:28,  2.43it/s]
Testing:  36%|███▌      | 445/1243 [03:08<05:08,  2.59it/s]
Testing:  36%|███▌      | 446/1243 [03:09<06:05,  2.18it/s]
Testing:  36%|███▌      | 447/1243 [03:09<05:42,  2.32it/s]
Testing:  36%|███▌      | 448/1243 [03:09<05:23,  2.46it/s]
Testing:  36%|███▌      | 449/1243 [03:10<04:43,  2.80it/s]
Testing:  36%|███▌      | 450/1243 [03:10<04:15,  3.11it/s]
Testing:  36%|███▋      | 451/1243 [03:10<04:24,  2.99it/s]
Testing:  36%|███▋      | 452/1243 [03:11<06:29,  2.03it/s]
Testing:  36%|███▋      | 453/1243 [03:11<05:31,  2.38it/s]
Testing:  37%|███▋      | 454/1243 [03:12<05:44,  2.29it/s]
Testing:  37%|███▋      | 455/1243 [03:12<05:15,  2.50it/s]
Testing:  37%|███▋      | 456/1243 [03:12<04:38,  2.83it/s]
Testing:  37%|███▋      | 457/1243 [03:13<04:57,  2.64it/s]
Testing:  37%|███▋      | 458/1243 [03:14<07:48,  1.67it/s]
Testing:  37%|███▋      | 459/1243 [03:14<06:32,  2.00it/s]
Testing:  37%|███▋      | 460/1243 [03:15<05:37,  2.32it/s]
Testing:  37%|███▋      | 461/1243 [03:15<05:48,  2.24it/s]
Testing:  37%|███▋      | 462/1243 [03:16<06:40,  1.95it/s]
Testing:  37%|███▋      | 463/1243 [03:16<07:18,  1.78it/s]
Testing:  37%|███▋      | 464/1243 [03:17<07:25,  1.75it/s]
Testing:  37%|███▋      | 465/1243 [03:17<06:50,  1.89it/s]
Testing:  37%|███▋      | 466/1243 [03:18<07:04,  1.83it/s]
Testing:  38%|███▊      | 467/1243 [03:18<06:13,  2.08it/s]
Testing:  38%|███▊      | 468/1243 [03:19<06:30,  1.98it/s]
Testing:  38%|███▊      | 469/1243 [03:19<05:29,  2.35it/s]
Testing:  38%|███▊      | 470/1243 [03:19<05:03,  2.55it/s]
Testing:  38%|███▊      | 471/1243 [03:20<06:16,  2.05it/s]
Testing:  38%|███▊      | 472/1243 [03:20<05:19,  2.41it/s]
Testing:  38%|███▊      | 473/1243 [03:21<05:35,  2.29it/s]
Testing:  38%|███▊      | 474/1243 [03:21<05:54,  2.17it/s]
Testing:  38%|███▊      | 475/1243 [03:22<06:44,  1.90it/s]
Testing:  38%|███▊      | 476/1243 [03:22<06:05,  2.10it/s]
Testing:  38%|███▊      | 477/1243 [03:23<06:22,  2.01it/s]
Testing:  38%|███▊      | 478/1243 [03:23<06:15,  2.04it/s]
Testing:  39%|███▊      | 479/1243 [03:24<05:44,  2.21it/s]
Testing:  39%|███▊      | 480/1243 [03:24<06:09,  2.07it/s]
Testing:  39%|███▊      | 481/1243 [03:25<04:46,  2.66it/s]
Testing:  39%|███▉      | 482/1243 [03:25<05:23,  2.35it/s]
Testing:  39%|███▉      | 483/1243 [03:25<04:59,  2.54it/s]
Testing:  39%|███▉      | 484/1243 [03:26<06:44,  1.87it/s]
Testing:  39%|███▉      | 485/1243 [03:27<06:05,  2.07it/s]
Testing:  39%|███▉      | 486/1243 [03:27<05:12,  2.42it/s]
Testing:  39%|███▉      | 487/1243 [03:27<04:33,  2.77it/s]
Testing:  39%|███▉      | 488/1243 [03:27<04:07,  3.05it/s]
Testing:  39%|███▉      | 489/1243 [03:28<04:41,  2.68it/s]
Testing:  39%|███▉      | 490/1243 [03:28<04:55,  2.55it/s]
Testing:  40%|███▉      | 491/1243 [03:28<04:21,  2.88it/s]
Testing:  40%|███▉      | 492/1243 [03:29<03:57,  3.17it/s]
Testing:  40%|███▉      | 493/1243 [03:29<03:56,  3.17it/s]
Testing:  40%|███▉      | 494/1243 [03:29<04:05,  3.05it/s]
Testing:  40%|███▉      | 495/1243 [03:30<05:23,  2.31it/s]
Testing:  40%|███▉      | 496/1243 [03:31<05:24,  2.30it/s]
Testing:  40%|███▉      | 497/1243 [03:31<05:32,  2.24it/s]
Testing:  40%|████      | 498/1243 [03:31<04:46,  2.60it/s]
Testing:  40%|████      | 499/1243 [03:32<05:15,  2.36it/s]
Testing:  40%|████      | 500/1243 [03:32<04:59,  2.48it/s]
Testing:  40%|████      | 501/1243 [03:33<05:16,  2.35it/s]
Testing:  40%|████      | 502/1243 [03:33<05:25,  2.28it/s]
Testing:  40%|████      | 503/1243 [03:33<05:06,  2.42it/s]
Testing:  41%|████      | 504/1243 [03:34<04:26,  2.77it/s]
Testing:  41%|████      | 505/1243 [03:34<05:10,  2.38it/s]
Testing:  41%|████      | 506/1243 [03:35<06:04,  2.02it/s]
Testing:  41%|████      | 507/1243 [03:35<05:23,  2.27it/s]
Testing:  41%|████      | 508/1243 [03:35<04:38,  2.64it/s]
Testing:  41%|████      | 509/1243 [03:36<04:10,  2.93it/s]
Testing:  41%|████      | 510/1243 [03:36<04:55,  2.48it/s]
Testing:  41%|████      | 511/1243 [03:36<04:20,  2.81it/s]
Testing:  41%|████      | 512/1243 [03:37<03:55,  3.10it/s]
Testing:  41%|████▏     | 513/1243 [03:37<04:19,  2.81it/s]
Testing:  41%|████▏     | 514/1243 [03:38<05:02,  2.41it/s]
Testing:  41%|████▏     | 515/1243 [03:38<04:50,  2.51it/s]
Testing:  42%|████▏     | 516/1243 [03:39<05:30,  2.20it/s]
Testing:  42%|████▏     | 517/1243 [03:39<04:44,  2.55it/s]
Testing:  42%|████▏     | 518/1243 [03:39<04:36,  2.62it/s]
Testing:  42%|████▏     | 519/1243 [03:40<04:31,  2.66it/s]
Testing:  42%|████▏     | 520/1243 [03:40<04:53,  2.47it/s]
Testing:  42%|████▏     | 521/1243 [03:40<04:18,  2.79it/s]
Testing:  42%|████▏     | 522/1243 [03:40<03:26,  3.49it/s]
Testing:  42%|████▏     | 523/1243 [03:41<04:06,  2.92it/s]
Testing:  42%|████▏     | 524/1243 [03:42<08:04,  1.48it/s]
Testing:  42%|████▏     | 525/1243 [03:43<07:56,  1.51it/s]
Testing:  42%|████▏     | 526/1243 [03:43<06:22,  1.87it/s]
Testing:  42%|████▏     | 527/1243 [03:44<06:10,  1.93it/s]
Testing:  42%|████▏     | 528/1243 [03:44<06:01,  1.98it/s]
Testing:  43%|████▎     | 529/1243 [03:44<05:04,  2.34it/s]
Testing:  43%|████▎     | 530/1243 [03:45<05:05,  2.34it/s]
Testing:  43%|████▎     | 531/1243 [03:47<09:19,  1.27it/s]
Testing:  43%|████▎     | 532/1243 [03:47<08:37,  1.37it/s]
Testing:  43%|████▎     | 533/1243 [03:47<06:54,  1.71it/s]
Testing:  43%|████▎     | 534/1243 [03:49<09:31,  1.24it/s]
Testing:  43%|████▎     | 535/1243 [03:49<07:56,  1.49it/s]
Testing:  43%|████▎     | 536/1243 [03:49<06:27,  1.83it/s]
Testing:  43%|████▎     | 537/1243 [03:50<05:24,  2.18it/s]
Testing:  43%|████▎     | 538/1243 [03:50<05:25,  2.17it/s]
Testing:  43%|████▎     | 539/1243 [03:51<05:41,  2.06it/s]
Testing:  43%|████▎     | 540/1243 [03:51<05:15,  2.23it/s]
Testing:  44%|████▎     | 541/1243 [03:52<06:25,  1.82it/s]
Testing:  44%|████▎     | 542/1243 [03:52<05:44,  2.04it/s]
Testing:  44%|████▎     | 543/1243 [03:53<06:06,  1.91it/s]
Testing:  44%|████▍     | 544/1243 [03:53<05:49,  2.00it/s]
Testing:  44%|████▍     | 545/1243 [03:53<04:55,  2.37it/s]
Testing:  44%|████▍     | 546/1243 [03:54<04:17,  2.71it/s]
Testing:  44%|████▍     | 547/1243 [03:54<04:37,  2.50it/s]
Testing:  44%|████▍     | 548/1243 [03:54<04:44,  2.45it/s]
Testing:  44%|████▍     | 549/1243 [03:55<04:57,  2.33it/s]
Testing:  44%|████▍     | 550/1243 [03:55<04:58,  2.32it/s]
Testing:  44%|████▍     | 551/1243 [03:56<05:05,  2.26it/s]
Testing:  44%|████▍     | 552/1243 [03:56<04:21,  2.64it/s]
Testing:  44%|████▍     | 553/1243 [03:57<04:40,  2.46it/s]
Testing:  45%|████▍     | 554/1243 [03:57<04:53,  2.35it/s]
Testing:  45%|████▍     | 555/1243 [03:57<04:14,  2.70it/s]
Testing:  45%|████▍     | 556/1243 [03:58<04:35,  2.49it/s]
Testing:  45%|████▍     | 557/1243 [03:58<05:38,  2.02it/s]
Testing:  45%|████▍     | 558/1243 [03:59<06:37,  1.72it/s]
Testing:  45%|████▍     | 559/1243 [04:00<05:43,  1.99it/s]
Testing:  45%|████▌     | 560/1243 [04:00<05:04,  2.24it/s]
Testing:  45%|████▌     | 561/1243 [04:00<05:26,  2.09it/s]
Testing:  45%|████▌     | 562/1243 [04:01<05:03,  2.24it/s]
Testing:  45%|████▌     | 563/1243 [04:01<04:45,  2.38it/s]
Testing:  45%|████▌     | 564/1243 [04:02<04:54,  2.30it/s]
Testing:  45%|████▌     | 565/1243 [04:02<05:03,  2.23it/s]
Testing:  46%|████▌     | 566/1243 [04:02<04:21,  2.59it/s]
Testing:  46%|████▌     | 567/1243 [04:03<04:14,  2.66it/s]
Testing:  46%|████▌     | 568/1243 [04:03<04:50,  2.32it/s]
Testing:  46%|████▌     | 569/1243 [04:04<05:37,  1.99it/s]
Testing:  46%|████▌     | 570/1243 [04:04<04:59,  2.25it/s]
Testing:  46%|████▌     | 571/1243 [04:05<04:49,  2.32it/s]
Testing:  46%|████▌     | 572/1243 [04:05<04:58,  2.25it/s]
Testing:  46%|████▌     | 573/1243 [04:06<05:33,  2.01it/s]
Testing:  46%|████▌     | 574/1243 [04:06<05:04,  2.19it/s]
Testing:  46%|████▋     | 575/1243 [04:07<05:07,  2.17it/s]
Testing:  46%|████▋     | 576/1243 [04:07<05:10,  2.15it/s]
Testing:  46%|████▋     | 577/1243 [04:08<05:58,  1.86it/s]
Testing:  47%|████▋     | 578/1243 [04:08<05:24,  2.05it/s]
Testing:  47%|████▋     | 579/1243 [04:08<04:59,  2.22it/s]
Testing:  47%|████▋     | 580/1243 [04:09<04:18,  2.57it/s]
Testing:  47%|████▋     | 581/1243 [04:09<03:48,  2.89it/s]
Testing:  47%|████▋     | 582/1243 [04:09<03:26,  3.20it/s]
Testing:  47%|████▋     | 583/1243 [04:10<03:41,  2.98it/s]
Testing:  47%|████▋     | 584/1243 [04:10<05:15,  2.09it/s]
Testing:  47%|████▋     | 585/1243 [04:11<04:52,  2.25it/s]
Testing:  47%|████▋     | 586/1243 [04:11<04:13,  2.59it/s]
Testing:  47%|████▋     | 587/1243 [04:11<03:43,  2.94it/s]
Testing:  47%|████▋     | 588/1243 [04:12<03:46,  2.89it/s]
Testing:  47%|████▋     | 589/1243 [04:12<03:25,  3.18it/s]
Testing:  47%|████▋     | 590/1243 [04:12<03:32,  3.08it/s]
Testing:  48%|████▊     | 591/1243 [04:13<03:53,  2.80it/s]
Testing:  48%|████▊     | 592/1243 [04:13<03:53,  2.79it/s]
Testing:  48%|████▊     | 593/1243 [04:14<05:00,  2.16it/s]
Testing:  48%|████▊     | 594/1243 [04:14<04:18,  2.51it/s]
Testing:  48%|████▊     | 595/1243 [04:14<03:47,  2.85it/s]
Testing:  48%|████▊     | 596/1243 [04:14<03:27,  3.12it/s]
Testing:  48%|████▊     | 597/1243 [04:15<03:34,  3.02it/s]
Testing:  48%|████▊     | 598/1243 [04:16<04:48,  2.23it/s]
Testing:  48%|████▊     | 599/1243 [04:16<05:08,  2.09it/s]
Testing:  48%|████▊     | 600/1243 [04:16<04:44,  2.26it/s]
Testing:  48%|████▊     | 601/1243 [04:17<04:28,  2.39it/s]
Testing:  48%|████▊     | 602/1243 [04:17<04:17,  2.49it/s]
Testing:  49%|████▊     | 603/1243 [04:18<04:09,  2.56it/s]
Testing:  49%|████▊     | 604/1243 [04:18<04:48,  2.22it/s]
Testing:  49%|████▊     | 605/1243 [04:18<03:46,  2.81it/s]
Testing:  49%|████▉     | 606/1243 [04:19<04:10,  2.54it/s]
Testing:  49%|████▉     | 607/1243 [04:19<04:04,  2.60it/s]
Testing:  49%|████▉     | 608/1243 [04:20<04:21,  2.43it/s]
Testing:  49%|████▉     | 609/1243 [04:20<04:11,  2.53it/s]
Testing:  49%|████▉     | 610/1243 [04:21<05:09,  2.04it/s]
Testing:  49%|████▉     | 611/1243 [04:21<05:13,  2.02it/s]
Testing:  49%|████▉     | 612/1243 [04:22<04:48,  2.19it/s]
Testing:  49%|████▉     | 613/1243 [04:22<04:07,  2.55it/s]
Testing:  49%|████▉     | 614/1243 [04:22<04:58,  2.10it/s]
Testing:  49%|████▉     | 615/1243 [04:23<04:14,  2.47it/s]
Testing:  50%|████▉     | 616/1243 [04:23<05:02,  2.08it/s]
Testing:  50%|████▉     | 617/1243 [04:23<03:55,  2.65it/s]
Testing:  50%|████▉     | 618/1243 [04:24<04:14,  2.46it/s]
Testing:  50%|████▉     | 619/1243 [04:24<04:25,  2.35it/s]
Testing:  50%|████▉     | 620/1243 [04:25<05:25,  1.91it/s]
Testing:  50%|████▉     | 621/1243 [04:26<04:54,  2.11it/s]
Testing:  50%|█████     | 622/1243 [04:26<06:05,  1.70it/s]
Testing:  50%|█████     | 623/1243 [04:26<04:36,  2.24it/s]
Testing:  50%|█████     | 624/1243 [04:27<03:58,  2.59it/s]
Testing:  50%|█████     | 625/1243 [04:27<03:32,  2.91it/s]
Testing:  50%|█████     | 626/1243 [04:27<03:34,  2.88it/s]
Testing:  50%|█████     | 627/1243 [04:28<03:14,  3.17it/s]
Testing:  51%|█████     | 628/1243 [04:28<03:44,  2.74it/s]
Testing:  51%|█████     | 629/1243 [04:28<03:43,  2.74it/s]
Testing:  51%|█████     | 630/1243 [04:29<03:21,  3.05it/s]
Testing:  51%|█████     | 631/1243 [04:29<03:47,  2.69it/s]
Testing:  51%|█████     | 632/1243 [04:29<03:23,  3.01it/s]
Testing:  51%|█████     | 633/1243 [04:30<03:27,  2.93it/s]
Testing:  51%|█████     | 634/1243 [04:30<03:08,  3.23it/s]
Testing:  51%|█████     | 635/1243 [04:31<04:12,  2.41it/s]
Testing:  51%|█████     | 636/1243 [04:31<04:43,  2.14it/s]
Testing:  51%|█████     | 637/1243 [04:32<04:59,  2.02it/s]
Testing:  51%|█████▏    | 638/1243 [04:32<04:47,  2.10it/s]
Testing:  51%|█████▏    | 639/1243 [04:33<04:18,  2.34it/s]
Testing:  51%|█████▏    | 640/1243 [04:33<03:43,  2.70it/s]
Testing:  52%|█████▏    | 641/1243 [04:33<04:02,  2.48it/s]
Testing:  52%|█████▏    | 642/1243 [04:34<04:49,  2.08it/s]
Testing:  52%|█████▏    | 643/1243 [04:35<05:29,  1.82it/s]
Testing:  52%|█████▏    | 644/1243 [04:35<04:54,  2.03it/s]
Testing:  52%|█████▏    | 645/1243 [04:35<04:22,  2.28it/s]
Testing:  52%|█████▏    | 646/1243 [04:36<04:00,  2.49it/s]
Testing:  52%|█████▏    | 647/1243 [04:36<03:30,  2.83it/s]
Testing:  52%|█████▏    | 648/1243 [04:36<03:10,  3.13it/s]
Testing:  52%|█████▏    | 649/1243 [04:37<06:21,  1.56it/s]
Testing:  52%|█████▏    | 650/1243 [04:38<05:49,  1.70it/s]
Testing:  52%|█████▏    | 651/1243 [04:38<05:07,  1.93it/s]
Testing:  52%|█████▏    | 652/1243 [04:39<04:31,  2.17it/s]
Testing:  53%|█████▎    | 653/1243 [04:39<04:11,  2.34it/s]
Testing:  53%|█████▎    | 654/1243 [04:39<04:20,  2.26it/s]
Testing:  53%|█████▎    | 655/1243 [04:40<04:06,  2.38it/s]
Testing:  53%|█████▎    | 656/1243 [04:40<03:34,  2.73it/s]
Testing:  53%|█████▎    | 657/1243 [04:40<03:25,  2.85it/s]
Testing:  53%|█████▎    | 658/1243 [04:41<03:07,  3.12it/s]
Testing:  53%|█████▎    | 659/1243 [04:41<03:13,  3.02it/s]
Testing:  53%|█████▎    | 660/1243 [04:41<02:58,  3.27it/s]
Testing:  53%|█████▎    | 661/1243 [04:41<02:46,  3.49it/s]
Testing:  53%|█████▎    | 662/1243 [04:42<03:59,  2.42it/s]
Testing:  53%|█████▎    | 663/1243 [04:42<03:30,  2.76it/s]
Testing:  53%|█████▎    | 664/1243 [04:43<03:28,  2.78it/s]
Testing:  53%|█████▎    | 665/1243 [04:43<03:48,  2.53it/s]
Testing:  54%|█████▎    | 666/1243 [04:44<03:39,  2.62it/s]
Testing:  54%|█████▎    | 667/1243 [04:44<03:35,  2.67it/s]
Testing:  54%|█████▎    | 668/1243 [04:44<03:45,  2.55it/s]
Testing:  54%|█████▍    | 669/1243 [04:45<03:33,  2.69it/s]
Testing:  54%|█████▍    | 670/1243 [04:45<04:18,  2.22it/s]
Testing:  54%|█████▍    | 671/1243 [04:46<04:02,  2.36it/s]
Testing:  54%|█████▍    | 672/1243 [04:46<03:51,  2.46it/s]
Testing:  54%|█████▍    | 673/1243 [04:46<03:54,  2.43it/s]
Testing:  54%|█████▍    | 674/1243 [04:47<05:04,  1.87it/s]
Testing:  54%|█████▍    | 675/1243 [04:48<04:13,  2.24it/s]
Testing:  54%|█████▍    | 676/1243 [04:48<04:57,  1.90it/s]
Testing:  54%|█████▍    | 677/1243 [04:49<04:09,  2.27it/s]
Testing:  55%|█████▍    | 678/1243 [04:49<04:29,  2.10it/s]
Testing:  55%|█████▍    | 679/1243 [04:50<04:42,  2.00it/s]
Testing:  55%|█████▍    | 680/1243 [04:50<03:55,  2.39it/s]
Testing:  55%|█████▍    | 681/1243 [04:50<03:27,  2.71it/s]
Testing:  55%|█████▍    | 682/1243 [04:50<03:24,  2.75it/s]
Testing:  55%|█████▍    | 683/1243 [04:51<03:16,  2.85it/s]
Testing:  55%|█████▌    | 684/1243 [04:51<03:16,  2.85it/s]
Testing:  55%|█████▌    | 685/1243 [04:51<03:16,  2.83it/s]
Testing:  55%|█████▌    | 686/1243 [04:52<03:30,  2.65it/s]
Testing:  55%|█████▌    | 687/1243 [04:52<03:19,  2.79it/s]
Testing:  55%|█████▌    | 688/1243 [04:53<03:18,  2.79it/s]
Testing:  55%|█████▌    | 689/1243 [04:53<03:18,  2.79it/s]
Testing:  56%|█████▌    | 690/1243 [04:53<03:16,  2.81it/s]
Testing:  56%|█████▌    | 691/1243 [04:54<03:21,  2.75it/s]
Testing:  56%|█████▌    | 692/1243 [04:54<03:40,  2.50it/s]
Testing:  56%|█████▌    | 693/1243 [04:55<03:32,  2.59it/s]
Testing:  56%|█████▌    | 694/1243 [04:55<03:08,  2.91it/s]
Testing:  56%|█████▌    | 695/1243 [04:55<03:21,  2.72it/s]
Testing:  56%|█████▌    | 696/1243 [04:56<03:19,  2.74it/s]
Testing:  56%|█████▌    | 697/1243 [04:56<03:38,  2.50it/s]
Testing:  56%|█████▌    | 698/1243 [04:56<03:11,  2.84it/s]
Testing:  56%|█████▌    | 699/1243 [04:57<03:11,  2.85it/s]
Testing:  56%|█████▋    | 700/1243 [04:57<02:54,  3.12it/s]
Testing:  56%|█████▋    | 701/1243 [04:57<02:55,  3.09it/s]
Testing:  56%|█████▋    | 702/1243 [04:57<02:41,  3.34it/s]
Testing:  57%|█████▋    | 703/1243 [04:58<03:29,  2.58it/s]
Testing:  57%|█████▋    | 704/1243 [04:58<03:34,  2.51it/s]
Testing:  57%|█████▋    | 705/1243 [04:59<03:09,  2.84it/s]
Testing:  57%|█████▋    | 706/1243 [04:59<02:52,  3.12it/s]
Testing:  57%|█████▋    | 707/1243 [04:59<02:20,  3.83it/s]
Testing:  57%|█████▋    | 708/1243 [05:00<02:53,  3.07it/s]
Testing:  57%|█████▋    | 709/1243 [05:00<02:57,  3.00it/s]
Testing:  57%|█████▋    | 710/1243 [05:00<03:00,  2.96it/s]
Testing:  57%|█████▋    | 711/1243 [05:00<02:43,  3.26it/s]
Testing:  57%|█████▋    | 712/1243 [05:01<03:09,  2.80it/s]
Testing:  57%|█████▋    | 713/1243 [05:02<04:24,  2.00it/s]
Testing:  57%|█████▋    | 714/1243 [05:02<04:30,  1.96it/s]
Testing:  58%|█████▊    | 715/1243 [05:03<04:59,  1.76it/s]
Testing:  58%|█████▊    | 716/1243 [05:03<04:26,  1.98it/s]
Testing:  58%|█████▊    | 717/1243 [05:04<03:43,  2.35it/s]
Testing:  58%|█████▊    | 718/1243 [05:04<03:28,  2.52it/s]
Testing:  58%|█████▊    | 719/1243 [05:04<03:03,  2.86it/s]
Testing:  58%|█████▊    | 720/1243 [05:05<03:03,  2.85it/s]
Testing:  58%|█████▊    | 721/1243 [05:05<03:05,  2.82it/s]
Testing:  58%|█████▊    | 722/1243 [05:06<03:59,  2.17it/s]
Testing:  58%|█████▊    | 723/1243 [05:06<04:29,  1.93it/s]
Testing:  58%|█████▊    | 724/1243 [05:07<04:21,  1.98it/s]
Testing:  58%|█████▊    | 725/1243 [05:07<03:41,  2.34it/s]
Testing:  58%|█████▊    | 726/1243 [05:08<03:54,  2.21it/s]
Testing:  58%|█████▊    | 727/1243 [05:08<03:39,  2.35it/s]
Testing:  59%|█████▊    | 728/1243 [05:08<03:29,  2.46it/s]
Testing:  59%|█████▊    | 729/1243 [05:09<04:55,  1.74it/s]
Testing:  59%|█████▊    | 730/1243 [05:09<04:03,  2.10it/s]
Testing:  59%|█████▉    | 731/1243 [05:10<04:04,  2.10it/s]
Testing:  59%|█████▉    | 732/1243 [05:10<03:57,  2.16it/s]
Testing:  59%|█████▉    | 733/1243 [05:11<03:57,  2.15it/s]
Testing:  59%|█████▉    | 734/1243 [05:11<03:22,  2.52it/s]
Testing:  59%|█████▉    | 735/1243 [05:11<02:58,  2.85it/s]
Testing:  59%|█████▉    | 736/1243 [05:12<04:10,  2.02it/s]
Testing:  59%|█████▉    | 737/1243 [05:12<03:30,  2.41it/s]
Testing:  59%|█████▉    | 738/1243 [05:13<04:14,  1.98it/s]
Testing:  59%|█████▉    | 739/1243 [05:14<04:05,  2.06it/s]
Testing:  60%|█████▉    | 740/1243 [05:14<03:44,  2.24it/s]
Testing:  60%|█████▉    | 741/1243 [05:15<04:18,  1.94it/s]
Testing:  60%|█████▉    | 742/1243 [05:15<03:35,  2.33it/s]
Testing:  60%|█████▉    | 743/1243 [05:15<02:49,  2.95it/s]
Testing:  60%|█████▉    | 744/1243 [05:15<03:03,  2.71it/s]
Testing:  60%|█████▉    | 745/1243 [05:16<03:00,  2.76it/s]
Testing:  60%|██████    | 746/1243 [05:16<03:16,  2.53it/s]
Testing:  60%|██████    | 747/1243 [05:16<02:54,  2.84it/s]
Testing:  60%|██████    | 748/1243 [05:17<03:28,  2.37it/s]
Testing:  60%|██████    | 749/1243 [05:17<03:27,  2.38it/s]
Testing:  60%|██████    | 750/1243 [05:18<03:11,  2.57it/s]
Testing:  60%|██████    | 751/1243 [05:18<03:17,  2.48it/s]
Testing:  60%|██████    | 752/1243 [05:18<02:54,  2.81it/s]
Testing:  61%|██████    | 753/1243 [05:19<02:38,  3.09it/s]
Testing:  61%|██████    | 754/1243 [05:19<03:17,  2.47it/s]
Testing:  61%|██████    | 755/1243 [05:20<02:55,  2.79it/s]
Testing:  61%|██████    | 756/1243 [05:20<02:37,  3.09it/s]
Testing:  61%|██████    | 757/1243 [05:20<03:17,  2.46it/s]
Testing:  61%|██████    | 758/1243 [05:21<03:10,  2.54it/s]
Testing:  61%|██████    | 759/1243 [05:21<02:48,  2.88it/s]
Testing:  61%|██████    | 760/1243 [05:21<03:00,  2.68it/s]
Testing:  61%|██████    | 761/1243 [05:22<03:24,  2.35it/s]
Testing:  61%|██████▏   | 762/1243 [05:22<02:58,  2.70it/s]
Testing:  61%|██████▏   | 763/1243 [05:22<02:22,  3.38it/s]
Testing:  61%|██████▏   | 764/1243 [05:23<02:15,  3.54it/s]
Testing:  62%|██████▏   | 765/1243 [05:23<02:57,  2.69it/s]
Testing:  62%|██████▏   | 766/1243 [05:24<03:29,  2.28it/s]
Testing:  62%|██████▏   | 767/1243 [05:24<03:00,  2.64it/s]
Testing:  62%|██████▏   | 768/1243 [05:24<03:09,  2.51it/s]
Testing:  62%|██████▏   | 769/1243 [05:25<02:47,  2.84it/s]
Testing:  62%|██████▏   | 770/1243 [05:25<02:48,  2.80it/s]
Testing:  62%|██████▏   | 771/1243 [05:25<02:32,  3.10it/s]
Testing:  62%|██████▏   | 772/1243 [05:26<02:53,  2.72it/s]
Testing:  62%|██████▏   | 773/1243 [05:26<02:50,  2.76it/s]
Testing:  62%|██████▏   | 774/1243 [05:26<02:48,  2.78it/s]
Testing:  62%|██████▏   | 775/1243 [05:27<02:31,  3.09it/s]
Testing:  62%|██████▏   | 776/1243 [05:27<02:30,  3.10it/s]
Testing:  63%|██████▎   | 777/1243 [05:27<02:36,  2.99it/s]
Testing:  63%|██████▎   | 778/1243 [05:28<02:43,  2.85it/s]
Testing:  63%|██████▎   | 779/1243 [05:28<02:39,  2.92it/s]
Testing:  63%|██████▎   | 780/1243 [05:28<02:25,  3.18it/s]
Testing:  63%|██████▎   | 781/1243 [05:29<02:40,  2.88it/s]
Testing:  63%|██████▎   | 782/1243 [05:29<02:41,  2.85it/s]
Testing:  63%|██████▎   | 783/1243 [05:29<02:27,  3.12it/s]
Testing:  63%|██████▎   | 784/1243 [05:30<02:43,  2.80it/s]
Testing:  63%|██████▎   | 785/1243 [05:30<02:44,  2.78it/s]
Testing:  63%|██████▎   | 786/1243 [05:30<02:28,  3.09it/s]
Testing:  63%|██████▎   | 787/1243 [05:31<02:33,  2.97it/s]
Testing:  63%|██████▎   | 788/1243 [05:31<02:46,  2.73it/s]
Testing:  63%|██████▎   | 789/1243 [05:32<03:01,  2.51it/s]
Testing:  64%|██████▎   | 790/1243 [05:32<03:20,  2.26it/s]
Testing:  64%|██████▎   | 791/1243 [05:33<03:04,  2.45it/s]
Testing:  64%|██████▎   | 792/1243 [05:33<02:51,  2.63it/s]
Testing:  64%|██████▍   | 793/1243 [05:33<02:58,  2.52it/s]
Testing:  64%|██████▍   | 794/1243 [05:34<02:46,  2.70it/s]
Testing:  64%|██████▍   | 795/1243 [05:34<02:39,  2.82it/s]
Testing:  64%|██████▍   | 796/1243 [05:34<02:48,  2.65it/s]
Testing:  64%|██████▍   | 797/1243 [05:35<02:45,  2.69it/s]
Testing:  64%|██████▍   | 798/1243 [05:35<02:27,  3.02it/s]
Testing:  64%|██████▍   | 799/1243 [05:36<03:02,  2.43it/s]
Testing:  64%|██████▍   | 800/1243 [05:36<03:27,  2.14it/s]
Testing:  64%|██████▍   | 801/1243 [05:37<03:13,  2.28it/s]
Testing:  65%|██████▍   | 802/1243 [05:37<03:17,  2.23it/s]
Testing:  65%|██████▍   | 803/1243 [05:37<03:20,  2.19it/s]
Testing:  65%|██████▍   | 804/1243 [05:38<02:53,  2.53it/s]
Testing:  65%|██████▍   | 805/1243 [05:38<02:32,  2.87it/s]
Testing:  65%|██████▍   | 806/1243 [05:38<02:18,  3.15it/s]
Testing:  65%|██████▍   | 807/1243 [05:39<02:22,  3.05it/s]
Testing:  65%|██████▌   | 808/1243 [05:39<02:21,  3.07it/s]
Testing:  65%|██████▌   | 809/1243 [05:39<02:20,  3.10it/s]
Testing:  65%|██████▌   | 810/1243 [05:39<02:09,  3.34it/s]
Testing:  65%|██████▌   | 811/1243 [05:40<02:30,  2.87it/s]
Testing:  65%|██████▌   | 812/1243 [05:40<02:18,  3.11it/s]
Testing:  65%|██████▌   | 813/1243 [05:42<04:54,  1.46it/s]
Testing:  65%|██████▌   | 814/1243 [05:43<05:11,  1.38it/s]
Testing:  66%|██████▌   | 815/1243 [05:43<04:35,  1.56it/s]
Testing:  66%|██████▌   | 816/1243 [05:44<04:27,  1.60it/s]
Testing:  66%|██████▌   | 817/1243 [05:44<03:37,  1.96it/s]
Testing:  66%|██████▌   | 818/1243 [05:44<03:45,  1.89it/s]
Testing:  66%|██████▌   | 819/1243 [05:45<03:37,  1.95it/s]
Testing:  66%|██████▌   | 820/1243 [05:45<03:02,  2.31it/s]
Testing:  66%|██████▌   | 821/1243 [05:45<02:52,  2.45it/s]
Testing:  66%|██████▌   | 822/1243 [05:46<02:45,  2.55it/s]
Testing:  66%|██████▌   | 823/1243 [05:46<02:11,  3.21it/s]
Testing:  66%|██████▋   | 824/1243 [05:46<02:02,  3.42it/s]
Testing:  66%|██████▋   | 825/1243 [05:47<02:20,  2.97it/s]
Testing:  66%|██████▋   | 826/1243 [05:47<02:08,  3.25it/s]
Testing:  67%|██████▋   | 827/1243 [05:47<01:59,  3.47it/s]
Testing:  67%|██████▋   | 828/1243 [05:47<01:54,  3.62it/s]
Testing:  67%|██████▋   | 829/1243 [05:48<01:50,  3.75it/s]
Testing:  67%|██████▋   | 830/1243 [05:48<01:45,  3.90it/s]
Testing:  67%|██████▋   | 831/1243 [05:48<02:26,  2.80it/s]
Testing:  67%|██████▋   | 832/1243 [05:49<02:28,  2.77it/s]
Testing:  67%|██████▋   | 833/1243 [05:49<02:14,  3.05it/s]
Testing:  67%|██████▋   | 834/1243 [05:49<02:31,  2.70it/s]
Testing:  67%|██████▋   | 835/1243 [05:50<02:57,  2.30it/s]
Testing:  67%|██████▋   | 836/1243 [05:50<02:46,  2.44it/s]
Testing:  67%|██████▋   | 837/1243 [05:51<02:53,  2.34it/s]
Testing:  67%|██████▋   | 838/1243 [05:51<02:49,  2.39it/s]
Testing:  67%|██████▋   | 839/1243 [05:52<02:55,  2.30it/s]
Testing:  68%|██████▊   | 840/1243 [05:52<02:45,  2.43it/s]
Testing:  68%|██████▊   | 841/1243 [05:53<02:48,  2.38it/s]
Testing:  68%|██████▊   | 842/1243 [05:53<02:44,  2.43it/s]
Testing:  68%|██████▊   | 843/1243 [05:53<02:52,  2.32it/s]
Testing:  68%|██████▊   | 844/1243 [05:54<02:42,  2.45it/s]
Testing:  68%|██████▊   | 845/1243 [05:54<02:50,  2.34it/s]
Testing:  68%|██████▊   | 846/1243 [05:55<03:32,  1.87it/s]
Testing:  68%|██████▊   | 847/1243 [05:55<03:11,  2.06it/s]
Testing:  68%|██████▊   | 848/1243 [05:56<02:43,  2.42it/s]
Testing:  68%|██████▊   | 849/1243 [05:56<02:59,  2.20it/s]
Testing:  68%|██████▊   | 850/1243 [05:56<02:33,  2.56it/s]
Testing:  68%|██████▊   | 851/1243 [05:57<02:38,  2.47it/s]
Testing:  69%|██████▊   | 852/1243 [05:57<03:01,  2.15it/s]
Testing:  69%|██████▊   | 853/1243 [05:58<02:35,  2.51it/s]
Testing:  69%|██████▊   | 854/1243 [05:58<02:57,  2.19it/s]
Testing:  69%|██████▉   | 855/1243 [05:59<02:45,  2.34it/s]
Testing:  69%|██████▉   | 856/1243 [05:59<02:50,  2.26it/s]
Testing:  69%|██████▉   | 857/1243 [06:00<03:25,  1.88it/s]
Testing:  69%|██████▉   | 858/1243 [06:00<02:51,  2.24it/s]
Testing:  69%|██████▉   | 859/1243 [06:01<02:49,  2.26it/s]
Testing:  69%|██████▉   | 860/1243 [06:02<03:45,  1.70it/s]
Testing:  69%|██████▉   | 861/1243 [06:02<03:31,  1.81it/s]
Testing:  69%|██████▉   | 862/1243 [06:02<02:40,  2.37it/s]
Testing:  69%|██████▉   | 863/1243 [06:02<02:33,  2.48it/s]
Testing:  70%|██████▉   | 864/1243 [06:03<02:40,  2.37it/s]
Testing:  70%|██████▉   | 865/1243 [06:04<03:38,  1.73it/s]
Testing:  70%|██████▉   | 866/1243 [06:04<03:15,  1.93it/s]
Testing:  70%|██████▉   | 867/1243 [06:05<03:01,  2.07it/s]
Testing:  70%|██████▉   | 868/1243 [06:05<02:58,  2.10it/s]
Testing:  70%|██████▉   | 869/1243 [06:06<03:05,  2.01it/s]
Testing:  70%|██████▉   | 870/1243 [06:06<02:58,  2.09it/s]
Testing:  70%|███████   | 871/1243 [06:06<02:28,  2.50it/s]
Testing:  70%|███████   | 872/1243 [06:07<02:23,  2.58it/s]
Testing:  70%|███████   | 873/1243 [06:07<02:19,  2.64it/s]
Testing:  70%|███████   | 874/1243 [06:07<02:04,  2.96it/s]
Testing:  70%|███████   | 875/1243 [06:08<01:53,  3.23it/s]
Testing:  70%|███████   | 876/1243 [06:08<01:46,  3.44it/s]
Testing:  71%|███████   | 877/1243 [06:08<02:32,  2.40it/s]
Testing:  71%|███████   | 878/1243 [06:09<02:14,  2.72it/s]
Testing:  71%|███████   | 879/1243 [06:09<02:33,  2.37it/s]
Testing:  71%|███████   | 880/1243 [06:10<02:13,  2.72it/s]
Testing:  71%|███████   | 881/1243 [06:10<01:59,  3.04it/s]
Testing:  71%|███████   | 882/1243 [06:10<02:22,  2.53it/s]
Testing:  71%|███████   | 883/1243 [06:11<02:31,  2.38it/s]
Testing:  71%|███████   | 884/1243 [06:11<02:11,  2.72it/s]
Testing:  71%|███████   | 885/1243 [06:12<02:36,  2.29it/s]
Testing:  71%|███████▏  | 886/1243 [06:12<02:28,  2.41it/s]
Testing:  71%|███████▏  | 887/1243 [06:13<03:52,  1.53it/s]
Testing:  71%|███████▏  | 888/1243 [06:14<03:23,  1.74it/s]
Testing:  72%|███████▏  | 889/1243 [06:14<03:01,  1.95it/s]
Testing:  72%|███████▏  | 890/1243 [06:14<02:44,  2.15it/s]
Testing:  72%|███████▏  | 891/1243 [06:15<02:57,  1.99it/s]
Testing:  72%|███████▏  | 892/1243 [06:15<02:29,  2.35it/s]
Testing:  72%|███████▏  | 893/1243 [06:15<02:17,  2.55it/s]
Testing:  72%|███████▏  | 894/1243 [06:16<02:12,  2.63it/s]
Testing:  72%|███████▏  | 895/1243 [06:16<02:30,  2.32it/s]
Testing:  72%|███████▏  | 896/1243 [06:17<02:22,  2.43it/s]
Testing:  72%|███████▏  | 897/1243 [06:17<02:23,  2.41it/s]
Testing:  72%|███████▏  | 898/1243 [06:18<02:41,  2.14it/s]
Testing:  72%|███████▏  | 899/1243 [06:18<02:29,  2.30it/s]
Testing:  72%|███████▏  | 900/1243 [06:19<02:32,  2.25it/s]
Testing:  72%|███████▏  | 901/1243 [06:19<02:35,  2.20it/s]
Testing:  73%|███████▎  | 902/1243 [06:19<02:24,  2.36it/s]
Testing:  73%|███████▎  | 903/1243 [06:20<02:04,  2.73it/s]
Testing:  73%|███████▎  | 904/1243 [06:20<02:11,  2.58it/s]
Testing:  73%|███████▎  | 905/1243 [06:20<02:08,  2.62it/s]
Testing:  73%|███████▎  | 906/1243 [06:21<01:42,  3.27it/s]
Testing:  73%|███████▎  | 907/1243 [06:21<01:36,  3.48it/s]
Testing:  73%|███████▎  | 908/1243 [06:21<02:02,  2.73it/s]
Testing:  73%|███████▎  | 909/1243 [06:22<02:19,  2.39it/s]
Testing:  73%|███████▎  | 910/1243 [06:22<02:08,  2.58it/s]
Testing:  73%|███████▎  | 911/1243 [06:23<02:00,  2.76it/s]
Testing:  73%|███████▎  | 912/1243 [06:23<01:47,  3.08it/s]
Testing:  73%|███████▎  | 913/1243 [06:23<02:02,  2.70it/s]
Testing:  74%|███████▎  | 914/1243 [06:24<02:33,  2.14it/s]
Testing:  74%|███████▎  | 915/1243 [06:24<02:18,  2.36it/s]
Testing:  74%|███████▎  | 916/1243 [06:24<02:00,  2.72it/s]
Testing:  74%|███████▍  | 917/1243 [06:25<02:07,  2.56it/s]
Testing:  74%|███████▍  | 918/1243 [06:25<01:52,  2.88it/s]
Testing:  74%|███████▍  | 919/1243 [06:26<02:11,  2.45it/s]
Testing:  74%|███████▍  | 920/1243 [06:26<02:30,  2.15it/s]
Testing:  74%|███████▍  | 921/1243 [06:27<02:25,  2.21it/s]
Testing:  74%|███████▍  | 922/1243 [06:27<02:46,  1.93it/s]
Testing:  74%|███████▍  | 923/1243 [06:28<02:19,  2.29it/s]
Testing:  74%|███████▍  | 924/1243 [06:28<02:21,  2.25it/s]
Testing:  74%|███████▍  | 925/1243 [06:28<02:07,  2.48it/s]
Testing:  74%|███████▍  | 926/1243 [06:29<02:03,  2.57it/s]
Testing:  75%|███████▍  | 927/1243 [06:29<01:57,  2.69it/s]
Testing:  75%|███████▍  | 928/1243 [06:30<02:02,  2.57it/s]
Testing:  75%|███████▍  | 929/1243 [06:30<01:47,  2.91it/s]
Testing:  75%|███████▍  | 930/1243 [06:30<01:49,  2.87it/s]
Testing:  75%|███████▍  | 931/1243 [06:31<01:57,  2.66it/s]
Testing:  75%|███████▍  | 932/1243 [06:31<02:06,  2.46it/s]
Testing:  75%|███████▌  | 933/1243 [06:31<01:50,  2.81it/s]
Testing:  75%|███████▌  | 934/1243 [06:32<01:40,  3.09it/s]
Testing:  75%|███████▌  | 935/1243 [06:32<02:00,  2.56it/s]
Testing:  75%|███████▌  | 936/1243 [06:32<01:45,  2.91it/s]
Testing:  75%|███████▌  | 937/1243 [06:33<01:53,  2.70it/s]
Testing:  75%|███████▌  | 938/1243 [06:33<01:41,  3.01it/s]
Testing:  76%|███████▌  | 939/1243 [06:34<02:00,  2.53it/s]
Testing:  76%|███████▌  | 940/1243 [06:34<01:55,  2.61it/s]
Testing:  76%|███████▌  | 941/1243 [06:34<01:42,  2.94it/s]
Testing:  76%|███████▌  | 942/1243 [06:35<01:44,  2.89it/s]
Testing:  76%|███████▌  | 943/1243 [06:35<02:01,  2.47it/s]
Testing:  76%|███████▌  | 944/1243 [06:36<02:25,  2.06it/s]
Testing:  76%|███████▌  | 945/1243 [06:36<02:02,  2.43it/s]
Testing:  76%|███████▌  | 946/1243 [06:36<01:57,  2.52it/s]
Testing:  76%|███████▌  | 947/1243 [06:37<02:14,  2.20it/s]
Testing:  76%|███████▋  | 948/1243 [06:37<02:06,  2.33it/s]
Testing:  76%|███████▋  | 949/1243 [06:38<02:06,  2.33it/s]
Testing:  76%|███████▋  | 950/1243 [06:38<01:59,  2.45it/s]
Testing:  77%|███████▋  | 951/1243 [06:38<01:55,  2.54it/s]
Testing:  77%|███████▋  | 952/1243 [06:39<02:04,  2.34it/s]
Testing:  77%|███████▋  | 953/1243 [06:39<01:48,  2.67it/s]
Testing:  77%|███████▋  | 954/1243 [06:40<02:20,  2.06it/s]
Testing:  77%|███████▋  | 955/1243 [06:40<01:58,  2.43it/s]
Testing:  77%|███████▋  | 956/1243 [06:41<02:02,  2.34it/s]
Testing:  77%|███████▋  | 957/1243 [06:41<02:09,  2.21it/s]
Testing:  77%|███████▋  | 958/1243 [06:41<01:50,  2.57it/s]
Testing:  77%|███████▋  | 959/1243 [06:42<01:48,  2.62it/s]
Testing:  77%|███████▋  | 960/1243 [06:42<01:42,  2.76it/s]
Testing:  77%|███████▋  | 961/1243 [06:43<01:47,  2.61it/s]
Testing:  77%|███████▋  | 962/1243 [06:43<01:44,  2.68it/s]
Testing:  77%|███████▋  | 963/1243 [06:44<02:08,  2.17it/s]
Testing:  78%|███████▊  | 964/1243 [06:44<02:06,  2.21it/s]
Testing:  78%|███████▊  | 965/1243 [06:44<01:38,  2.83it/s]
Testing:  78%|███████▊  | 966/1243 [06:44<01:28,  3.13it/s]
Testing:  78%|███████▊  | 967/1243 [06:45<01:36,  2.85it/s]
Testing:  78%|███████▊  | 968/1243 [06:45<01:37,  2.81it/s]
Testing:  78%|███████▊  | 969/1243 [06:46<01:43,  2.64it/s]
Testing:  78%|███████▊  | 970/1243 [06:46<01:32,  2.94it/s]
Testing:  78%|███████▊  | 971/1243 [06:46<01:24,  3.21it/s]
Testing:  78%|███████▊  | 972/1243 [06:46<01:34,  2.86it/s]
Testing:  78%|███████▊  | 973/1243 [06:47<01:35,  2.83it/s]
Testing:  78%|███████▊  | 974/1243 [06:47<01:47,  2.50it/s]
Testing:  78%|███████▊  | 975/1243 [06:48<01:43,  2.58it/s]
Testing:  79%|███████▊  | 976/1243 [06:48<01:56,  2.29it/s]
Testing:  79%|███████▊  | 977/1243 [06:49<01:59,  2.23it/s]
Testing:  79%|███████▊  | 978/1243 [06:49<01:42,  2.59it/s]
Testing:  79%|███████▉  | 979/1243 [06:49<01:38,  2.67it/s]
Testing:  79%|███████▉  | 980/1243 [06:50<01:37,  2.70it/s]
Testing:  79%|███████▉  | 981/1243 [06:50<01:32,  2.83it/s]
Testing:  79%|███████▉  | 982/1243 [06:50<01:29,  2.92it/s]
Testing:  79%|███████▉  | 983/1243 [06:51<01:21,  3.18it/s]
Testing:  79%|███████▉  | 984/1243 [06:51<01:34,  2.74it/s]
Testing:  79%|███████▉  | 985/1243 [06:51<01:36,  2.68it/s]
Testing:  79%|███████▉  | 986/1243 [06:52<02:07,  2.02it/s]
Testing:  79%|███████▉  | 987/1243 [06:53<01:56,  2.20it/s]
Testing:  79%|███████▉  | 988/1243 [06:54<02:34,  1.65it/s]
Testing:  80%|███████▉  | 989/1243 [06:54<02:15,  1.88it/s]
Testing:  80%|███████▉  | 990/1243 [06:54<02:16,  1.86it/s]
Testing:  80%|███████▉  | 991/1243 [06:55<01:58,  2.12it/s]
Testing:  80%|███████▉  | 992/1243 [06:55<02:04,  2.02it/s]
Testing:  80%|███████▉  | 993/1243 [06:56<01:44,  2.39it/s]
Testing:  80%|███████▉  | 994/1243 [06:56<01:40,  2.48it/s]
Testing:  80%|████████  | 995/1243 [06:56<01:44,  2.37it/s]
Testing:  80%|████████  | 996/1243 [06:57<01:39,  2.48it/s]
Testing:  80%|████████  | 997/1243 [06:57<01:27,  2.83it/s]
Testing:  80%|████████  | 998/1243 [06:57<01:18,  3.12it/s]
Testing:  80%|████████  | 999/1243 [06:58<01:20,  3.03it/s]
Testing:  80%|████████  | 1000/1243 [06:58<01:13,  3.29it/s]
Testing:  81%|████████  | 1001/1243 [06:58<01:09,  3.46it/s]
Testing:  81%|████████  | 1002/1243 [06:59<02:17,  1.75it/s]
Testing:  81%|████████  | 1003/1243 [07:00<02:01,  1.97it/s]
Testing:  81%|████████  | 1004/1243 [07:00<01:42,  2.33it/s]
Testing:  81%|████████  | 1005/1243 [07:00<01:42,  2.32it/s]
Testing:  81%|████████  | 1006/1243 [07:01<01:41,  2.33it/s]
Testing:  81%|████████  | 1007/1243 [07:02<02:03,  1.91it/s]
Testing:  81%|████████  | 1008/1243 [07:02<01:59,  1.96it/s]
Testing:  81%|████████  | 1009/1243 [07:02<01:40,  2.32it/s]
Testing:  81%|████████▏ | 1010/1243 [07:03<01:43,  2.24it/s]
Testing:  81%|████████▏ | 1011/1243 [07:03<01:46,  2.18it/s]
Testing:  81%|████████▏ | 1012/1243 [07:03<01:30,  2.55it/s]
Testing:  81%|████████▏ | 1013/1243 [07:04<01:41,  2.25it/s]
Testing:  82%|████████▏ | 1014/1243 [07:05<01:45,  2.17it/s]
Testing:  82%|████████▏ | 1015/1243 [07:05<02:00,  1.90it/s]
Testing:  82%|████████▏ | 1016/1243 [07:06<02:20,  1.62it/s]
Testing:  82%|████████▏ | 1017/1243 [07:06<01:47,  2.10it/s]
Testing:  82%|████████▏ | 1018/1243 [07:07<01:47,  2.09it/s]
Testing:  82%|████████▏ | 1019/1243 [07:07<02:07,  1.75it/s]
Testing:  82%|████████▏ | 1020/1243 [07:08<01:45,  2.11it/s]
Testing:  82%|████████▏ | 1021/1243 [07:08<01:36,  2.30it/s]
Testing:  82%|████████▏ | 1022/1243 [07:08<01:36,  2.30it/s]
Testing:  82%|████████▏ | 1023/1243 [07:09<01:31,  2.41it/s]
Testing:  82%|████████▏ | 1024/1243 [07:09<01:18,  2.78it/s]
Testing:  82%|████████▏ | 1025/1243 [07:09<01:10,  3.08it/s]
Testing:  83%|████████▎ | 1026/1243 [07:10<01:17,  2.80it/s]
Testing:  83%|████████▎ | 1027/1243 [07:10<01:37,  2.22it/s]
Testing:  83%|████████▎ | 1028/1243 [07:11<01:30,  2.38it/s]
Testing:  83%|████████▎ | 1029/1243 [07:11<01:18,  2.74it/s]
Testing:  83%|████████▎ | 1030/1243 [07:12<01:32,  2.30it/s]
Testing:  83%|████████▎ | 1031/1243 [07:12<01:20,  2.64it/s]
Testing:  83%|████████▎ | 1032/1243 [07:12<01:17,  2.71it/s]
Testing:  83%|████████▎ | 1033/1243 [07:13<01:16,  2.73it/s]
Testing:  83%|████████▎ | 1034/1243 [07:13<01:30,  2.32it/s]
Testing:  83%|████████▎ | 1035/1243 [07:13<01:17,  2.68it/s]
Testing:  83%|████████▎ | 1036/1243 [07:14<01:18,  2.64it/s]
Testing:  83%|████████▎ | 1037/1243 [07:14<01:17,  2.67it/s]
Testing:  84%|████████▎ | 1038/1243 [07:15<01:22,  2.47it/s]
Testing:  84%|████████▎ | 1039/1243 [07:15<01:16,  2.65it/s]
Testing:  84%|████████▎ | 1040/1243 [07:16<02:06,  1.61it/s]
Testing:  84%|████████▎ | 1041/1243 [07:16<01:51,  1.81it/s]
Testing:  84%|████████▍ | 1042/1243 [07:17<01:53,  1.77it/s]
Testing:  84%|████████▍ | 1043/1243 [07:17<01:33,  2.14it/s]
Testing:  84%|████████▍ | 1044/1243 [07:18<01:24,  2.34it/s]
Testing:  84%|████████▍ | 1045/1243 [07:18<01:22,  2.40it/s]
Testing:  84%|████████▍ | 1046/1243 [07:18<01:23,  2.37it/s]
Testing:  84%|████████▍ | 1047/1243 [07:19<01:12,  2.70it/s]
Testing:  84%|████████▍ | 1048/1243 [07:19<01:16,  2.56it/s]
Testing:  84%|████████▍ | 1049/1243 [07:19<01:07,  2.88it/s]
Testing:  84%|████████▍ | 1050/1243 [07:20<01:02,  3.11it/s]
Testing:  85%|████████▍ | 1051/1243 [07:20<00:56,  3.37it/s]
Testing:  85%|████████▍ | 1052/1243 [07:20<00:57,  3.30it/s]
Testing:  85%|████████▍ | 1053/1243 [07:21<01:13,  2.59it/s]
Testing:  85%|████████▍ | 1054/1243 [07:21<01:05,  2.91it/s]
Testing:  85%|████████▍ | 1055/1243 [07:22<01:21,  2.32it/s]
Testing:  85%|████████▍ | 1056/1243 [07:22<01:30,  2.07it/s]
Testing:  85%|████████▌ | 1057/1243 [07:23<01:24,  2.21it/s]
Testing:  85%|████████▌ | 1058/1243 [07:23<01:25,  2.17it/s]
Testing:  85%|████████▌ | 1059/1243 [07:24<01:23,  2.21it/s]
Testing:  85%|████████▌ | 1060/1243 [07:24<01:45,  1.74it/s]
Testing:  85%|████████▌ | 1061/1243 [07:25<01:39,  1.83it/s]
Testing:  85%|████████▌ | 1062/1243 [07:25<01:28,  2.04it/s]
Testing:  86%|████████▌ | 1063/1243 [07:26<01:31,  1.98it/s]
Testing:  86%|████████▌ | 1064/1243 [07:26<01:38,  1.81it/s]
Testing:  86%|████████▌ | 1065/1243 [07:27<01:21,  2.18it/s]
Testing:  86%|████████▌ | 1066/1243 [07:27<01:13,  2.42it/s]
Testing:  86%|████████▌ | 1067/1243 [07:27<01:09,  2.52it/s]
Testing:  86%|████████▌ | 1068/1243 [07:28<01:07,  2.60it/s]
Testing:  86%|████████▌ | 1069/1243 [07:28<01:17,  2.23it/s]
Testing:  86%|████████▌ | 1070/1243 [07:29<01:10,  2.45it/s]
Testing:  86%|████████▌ | 1071/1243 [07:29<01:07,  2.55it/s]
Testing:  86%|████████▌ | 1072/1243 [07:29<01:05,  2.62it/s]
Testing:  86%|████████▋ | 1073/1243 [07:30<01:21,  2.08it/s]
Testing:  86%|████████▋ | 1074/1243 [07:31<01:20,  2.09it/s]
Testing:  86%|████████▋ | 1075/1243 [07:31<01:08,  2.44it/s]
Testing:  87%|████████▋ | 1076/1243 [07:31<01:05,  2.55it/s]
Testing:  87%|████████▋ | 1077/1243 [07:32<01:18,  2.11it/s]
Testing:  87%|████████▋ | 1078/1243 [07:32<01:06,  2.48it/s]
Testing:  87%|████████▋ | 1079/1243 [07:32<00:58,  2.82it/s]
Testing:  87%|████████▋ | 1080/1243 [07:33<00:58,  2.81it/s]
Testing:  87%|████████▋ | 1081/1243 [07:33<01:00,  2.66it/s]
Testing:  87%|████████▋ | 1082/1243 [07:33<00:53,  2.98it/s]
Testing:  87%|████████▋ | 1083/1243 [07:34<00:54,  2.93it/s]
Testing:  87%|████████▋ | 1084/1243 [07:34<01:07,  2.34it/s]
Testing:  87%|████████▋ | 1085/1243 [07:35<01:07,  2.34it/s]
Testing:  87%|████████▋ | 1086/1243 [07:35<01:13,  2.15it/s]
Testing:  87%|████████▋ | 1087/1243 [07:36<01:07,  2.32it/s]
Testing:  88%|████████▊ | 1088/1243 [07:36<01:03,  2.44it/s]
Testing:  88%|████████▊ | 1089/1243 [07:36<01:06,  2.32it/s]
Testing:  88%|████████▊ | 1090/1243 [07:37<01:11,  2.13it/s]
Testing:  88%|████████▊ | 1091/1243 [07:37<01:05,  2.31it/s]
Testing:  88%|████████▊ | 1092/1243 [07:38<00:57,  2.64it/s]
Testing:  88%|████████▊ | 1093/1243 [07:38<00:58,  2.55it/s]
Testing:  88%|████████▊ | 1094/1243 [07:39<01:00,  2.48it/s]
Testing:  88%|████████▊ | 1095/1243 [07:39<00:52,  2.81it/s]
Testing:  88%|████████▊ | 1096/1243 [07:39<01:04,  2.29it/s]
Testing:  88%|████████▊ | 1097/1243 [07:40<01:05,  2.24it/s]
Testing:  88%|████████▊ | 1098/1243 [07:40<00:59,  2.45it/s]
Testing:  88%|████████▊ | 1099/1243 [07:40<00:54,  2.63it/s]
Testing:  88%|████████▊ | 1100/1243 [07:41<01:06,  2.14it/s]
Testing:  89%|████████▊ | 1101/1243 [07:42<01:01,  2.31it/s]
Testing:  89%|████████▊ | 1102/1243 [07:42<01:05,  2.14it/s]
Testing:  89%|████████▊ | 1103/1243 [07:42<01:01,  2.29it/s]
Testing:  89%|████████▉ | 1104/1243 [07:43<00:52,  2.66it/s]
Testing:  89%|████████▉ | 1105/1243 [07:43<01:07,  2.05it/s]
Testing:  89%|████████▉ | 1106/1243 [07:44<01:01,  2.22it/s]
Testing:  89%|████████▉ | 1107/1243 [07:44<00:52,  2.57it/s]
Testing:  89%|████████▉ | 1108/1243 [07:44<00:49,  2.72it/s]
Testing:  89%|████████▉ | 1109/1243 [07:45<00:43,  3.05it/s]
Testing:  89%|████████▉ | 1110/1243 [07:45<00:39,  3.35it/s]
Testing:  89%|████████▉ | 1111/1243 [07:45<00:41,  3.17it/s]
Testing:  89%|████████▉ | 1112/1243 [07:46<00:58,  2.23it/s]
Testing:  90%|████████▉ | 1113/1243 [07:47<01:22,  1.58it/s]
Testing:  90%|████████▉ | 1114/1243 [07:48<01:19,  1.63it/s]
Testing:  90%|████████▉ | 1115/1243 [07:48<01:04,  1.99it/s]
Testing:  90%|████████▉ | 1116/1243 [07:49<01:28,  1.43it/s]
Testing:  90%|████████▉ | 1117/1243 [07:49<01:19,  1.59it/s]
Testing:  90%|████████▉ | 1118/1243 [07:50<01:06,  1.88it/s]
Testing:  90%|█████████ | 1119/1243 [07:50<00:55,  2.23it/s]
Testing:  90%|█████████ | 1120/1243 [07:50<00:51,  2.40it/s]
Testing:  90%|█████████ | 1121/1243 [07:51<00:48,  2.50it/s]
Testing:  90%|█████████ | 1122/1243 [07:51<00:42,  2.84it/s]
Testing:  90%|█████████ | 1123/1243 [07:51<00:42,  2.85it/s]
Testing:  90%|█████████ | 1124/1243 [07:52<00:42,  2.82it/s]
Testing:  91%|█████████ | 1125/1243 [07:52<00:49,  2.40it/s]
Testing:  91%|█████████ | 1126/1243 [07:53<00:46,  2.52it/s]
Testing:  91%|█████████ | 1127/1243 [07:53<00:55,  2.08it/s]
Testing:  91%|█████████ | 1128/1243 [07:54<00:56,  2.04it/s]
Testing:  91%|█████████ | 1129/1243 [07:54<00:49,  2.29it/s]
Testing:  91%|█████████ | 1130/1243 [07:55<01:10,  1.60it/s]
Testing:  91%|█████████ | 1131/1243 [07:55<00:58,  1.92it/s]
Testing:  91%|█████████ | 1132/1243 [07:56<00:53,  2.08it/s]
Testing:  91%|█████████ | 1133/1243 [07:56<00:49,  2.24it/s]
Testing:  91%|█████████ | 1134/1243 [07:57<00:49,  2.20it/s]
Testing:  91%|█████████▏| 1135/1243 [07:57<00:44,  2.42it/s]
Testing:  91%|█████████▏| 1136/1243 [07:57<00:42,  2.52it/s]
Testing:  91%|█████████▏| 1137/1243 [07:58<00:37,  2.86it/s]
Testing:  92%|█████████▏| 1138/1243 [07:58<00:39,  2.69it/s]
Testing:  92%|█████████▏| 1139/1243 [07:59<00:48,  2.16it/s]
Testing:  92%|█████████▏| 1140/1243 [07:59<00:55,  1.86it/s]
Testing:  92%|█████████▏| 1141/1243 [08:00<00:52,  1.93it/s]
Testing:  92%|█████████▏| 1142/1243 [08:00<00:52,  1.93it/s]
Testing:  92%|█████████▏| 1143/1243 [08:01<00:46,  2.13it/s]
Testing:  92%|█████████▏| 1144/1243 [08:01<00:42,  2.31it/s]
Testing:  92%|█████████▏| 1145/1243 [08:01<00:36,  2.66it/s]
Testing:  92%|█████████▏| 1146/1243 [08:02<00:38,  2.55it/s]
Testing:  92%|█████████▏| 1147/1243 [08:02<00:43,  2.21it/s]
Testing:  92%|█████████▏| 1148/1243 [08:03<00:37,  2.56it/s]
Testing:  92%|█████████▏| 1149/1243 [08:03<00:39,  2.40it/s]
Testing:  93%|█████████▎| 1150/1243 [08:03<00:37,  2.50it/s]
Testing:  93%|█████████▎| 1151/1243 [08:04<00:35,  2.59it/s]
Testing:  93%|█████████▎| 1152/1243 [08:04<00:44,  2.06it/s]
Testing:  93%|█████████▎| 1153/1243 [08:05<00:37,  2.39it/s]
Testing:  93%|█████████▎| 1154/1243 [08:05<00:34,  2.57it/s]
Testing:  93%|█████████▎| 1155/1243 [08:06<00:38,  2.27it/s]
Testing:  93%|█████████▎| 1156/1243 [08:06<00:43,  2.02it/s]
Testing:  93%|█████████▎| 1157/1243 [08:07<00:42,  2.04it/s]
Testing:  93%|█████████▎| 1158/1243 [08:07<00:35,  2.40it/s]
Testing:  93%|█████████▎| 1159/1243 [08:07<00:30,  2.74it/s]
Testing:  93%|█████████▎| 1160/1243 [08:08<00:40,  2.04it/s]
Testing:  93%|█████████▎| 1161/1243 [08:08<00:34,  2.39it/s]
Testing:  93%|█████████▎| 1162/1243 [08:08<00:29,  2.77it/s]
Testing:  94%|█████████▎| 1163/1243 [08:09<00:28,  2.77it/s]
Testing:  94%|█████████▎| 1164/1243 [08:09<00:28,  2.78it/s]
Testing:  94%|█████████▎| 1165/1243 [08:10<00:30,  2.53it/s]
Testing:  94%|█████████▍| 1166/1243 [08:10<00:29,  2.61it/s]
Testing:  94%|█████████▍| 1167/1243 [08:11<00:33,  2.30it/s]
Testing:  94%|█████████▍| 1168/1243 [08:11<00:34,  2.20it/s]
Testing:  94%|█████████▍| 1169/1243 [08:13<01:09,  1.07it/s]
Testing:  94%|█████████▍| 1170/1243 [08:14<00:56,  1.29it/s]
Testing:  94%|█████████▍| 1171/1243 [08:14<00:51,  1.40it/s]
Testing:  94%|█████████▍| 1172/1243 [08:14<00:40,  1.74it/s]
Testing:  94%|█████████▍| 1173/1243 [08:15<00:39,  1.76it/s]
Testing:  94%|█████████▍| 1174/1243 [08:15<00:34,  1.97it/s]
Testing:  95%|█████████▍| 1175/1243 [08:15<00:29,  2.33it/s]
Testing:  95%|█████████▍| 1176/1243 [08:16<00:27,  2.45it/s]
Testing:  95%|█████████▍| 1177/1243 [08:16<00:25,  2.62it/s]
Testing:  95%|█████████▍| 1178/1243 [08:16<00:23,  2.74it/s]
Testing:  95%|█████████▍| 1179/1243 [08:17<00:26,  2.38it/s]
Testing:  95%|█████████▍| 1180/1243 [08:17<00:23,  2.72it/s]
Testing:  95%|█████████▌| 1181/1243 [08:18<00:22,  2.76it/s]
Testing:  95%|█████████▌| 1182/1243 [08:18<00:25,  2.37it/s]
Testing:  95%|█████████▌| 1183/1243 [08:19<00:28,  2.11it/s]
Testing:  95%|█████████▌| 1184/1243 [08:19<00:25,  2.34it/s]
Testing:  95%|█████████▌| 1185/1243 [08:19<00:23,  2.44it/s]
Testing:  95%|█████████▌| 1186/1243 [08:20<00:22,  2.55it/s]
Testing:  95%|█████████▌| 1187/1243 [08:20<00:26,  2.11it/s]
Testing:  96%|█████████▌| 1188/1243 [08:21<00:20,  2.70it/s]
Testing:  96%|█████████▌| 1189/1243 [08:22<00:28,  1.89it/s]
Testing:  96%|█████████▌| 1190/1243 [08:22<00:30,  1.71it/s]
Testing:  96%|█████████▌| 1191/1243 [08:23<00:33,  1.54it/s]
Testing:  96%|█████████▌| 1192/1243 [08:23<00:28,  1.78it/s]
Testing:  96%|█████████▌| 1193/1243 [08:24<00:28,  1.75it/s]
Testing:  96%|█████████▌| 1194/1243 [08:25<00:27,  1.76it/s]
Testing:  96%|█████████▌| 1195/1243 [08:25<00:25,  1.89it/s]
Testing:  96%|█████████▌| 1196/1243 [08:25<00:20,  2.25it/s]
Testing:  96%|█████████▋| 1197/1243 [08:26<00:19,  2.39it/s]
Testing:  96%|█████████▋| 1198/1243 [08:26<00:16,  2.72it/s]
Testing:  96%|█████████▋| 1199/1243 [08:26<00:13,  3.37it/s]
Testing:  97%|█████████▋| 1200/1243 [08:26<00:14,  2.95it/s]
Testing:  97%|█████████▋| 1201/1243 [08:27<00:14,  2.91it/s]
Testing:  97%|█████████▋| 1202/1243 [08:27<00:12,  3.19it/s]
Testing:  97%|█████████▋| 1203/1243 [08:27<00:14,  2.78it/s]
Testing:  97%|█████████▋| 1204/1243 [08:28<00:14,  2.62it/s]
Testing:  97%|█████████▋| 1205/1243 [08:28<00:15,  2.43it/s]
Testing:  97%|█████████▋| 1206/1243 [08:29<00:13,  2.76it/s]
Testing:  97%|█████████▋| 1207/1243 [08:29<00:14,  2.52it/s]
Testing:  97%|█████████▋| 1208/1243 [08:29<00:13,  2.58it/s]
Testing:  97%|█████████▋| 1209/1243 [08:30<00:13,  2.49it/s]
Testing:  97%|█████████▋| 1210/1243 [08:30<00:11,  2.86it/s]
Testing:  97%|█████████▋| 1211/1243 [08:31<00:12,  2.57it/s]
Testing:  98%|█████████▊| 1212/1243 [08:31<00:11,  2.70it/s]
Testing:  98%|█████████▊| 1213/1243 [08:31<00:11,  2.54it/s]
Testing:  98%|█████████▊| 1214/1243 [08:32<00:11,  2.61it/s]
Testing:  98%|█████████▊| 1215/1243 [08:32<00:11,  2.41it/s]
Testing:  98%|█████████▊| 1216/1243 [08:33<00:13,  2.00it/s]
Testing:  98%|█████████▊| 1217/1243 [08:33<00:13,  1.95it/s]
Testing:  98%|█████████▊| 1218/1243 [08:34<00:10,  2.36it/s]
Testing:  98%|█████████▊| 1219/1243 [08:34<00:08,  2.73it/s]
Testing:  98%|█████████▊| 1220/1243 [08:34<00:08,  2.84it/s]
Testing:  98%|█████████▊| 1221/1243 [08:35<00:07,  2.93it/s]
Testing:  98%|█████████▊| 1222/1243 [08:35<00:07,  2.88it/s]
Testing:  98%|█████████▊| 1223/1243 [08:35<00:06,  2.95it/s]
Testing:  98%|█████████▊| 1224/1243 [08:36<00:08,  2.21it/s]
Testing:  99%|█████████▊| 1225/1243 [08:36<00:08,  2.24it/s]
Testing:  99%|█████████▊| 1226/1243 [08:37<00:07,  2.39it/s]
Testing:  99%|█████████▊| 1227/1243 [08:37<00:06,  2.36it/s]
Testing:  99%|█████████▉| 1228/1243 [08:38<00:06,  2.16it/s]
Testing:  99%|█████████▉| 1229/1243 [08:38<00:07,  1.98it/s]
Testing:  99%|█████████▉| 1230/1243 [08:39<00:06,  1.88it/s]
Testing:  99%|█████████▉| 1231/1243 [08:39<00:06,  1.94it/s]
Testing:  99%|█████████▉| 1232/1243 [08:40<00:06,  1.61it/s]
Testing:  99%|█████████▉| 1233/1243 [08:41<00:05,  1.88it/s]
Testing:  99%|█████████▉| 1234/1243 [08:41<00:05,  1.62it/s]
Testing:  99%|█████████▉| 1235/1243 [08:42<00:04,  1.74it/s]
Testing:  99%|█████████▉| 1236/1243 [08:43<00:04,  1.67it/s]
Testing: 100%|█████████▉| 1237/1243 [08:43<00:03,  1.77it/s]
Testing: 100%|█████████▉| 1238/1243 [08:43<00:02,  1.90it/s]
Testing: 100%|█████████▉| 1239/1243 [08:44<00:01,  2.26it/s]
Testing: 100%|█████████▉| 1240/1243 [08:44<00:01,  2.38it/s]
Testing: 100%|█████████▉| 1241/1243 [08:44<00:00,  2.49it/s]
Testing: 100%|█████████▉| 1242/1243 [08:45<00:00,  2.65it/s]
Testing: 100%|██████████| 1243/1243 [08:46<00:00,  1.36it/s]
Testing: 100%|██████████| 1243/1243 [08:46<00:00,  2.36it/s]
+
+============================================================
+LOGO DETECTION TEST RESULTS
+============================================================
+
+Configuration:
+  Reference logos sampled:   50
+  Refs per logo:             3
+  Total reference embeddings:150
+  Positive samples per logo: 5
+  Negative samples per logo: 20
+  Test images processed:     1243
+  CLIP similarity threshold: 0.7
+  DETR confidence threshold: 0.5
+  Matching method:           multi-ref
+  Matching margin:           0.05
+  Min matching refs:         1
+  Similarity aggregation:    mean
+  Random seed:               42
+
+Metrics:
+  True Positives (correct matches):  101
+  False Positives (wrong matches):   104
+  False Negatives (missed logos):    156
+  Total expected matches:            249
+
+Scores:
+  Precision: 0.4927 (49.3%)
+  Recall:    0.4056 (40.6%)
+  F1 Score:  0.4449 (44.5%)
+
+Example False Positives (first 5):
+  - Image: Food/I_Can't_Believe_It's_Not_Butter/34.jpg
+    Matched: baby bullet (similarity: 0.806)
+  - Image: Necessities/nongfu_spring-1/30.jpg
+    Matched: EskinoL (similarity: 0.899)
+  - Image: Necessities/pigeon/76.jpg
+    Matched: baby bullet (similarity: 0.710)
+  - Image: Necessities/HengYuXiang/79.jpg
+    Matched: yutong-1 (similarity: 0.904)
+  - Image: Necessities/Ammonite/42.jpg
+    Matched: timbuk2-1 (similarity: 0.744)
+
+Reference logos used (50):
+  - A. Marinelli
+  - AKOO
+  - AOKANG
+  - Avlon
+  - Braddington Young
+  - Bubba Gump Shrimp Company
+  - Caffe Pascucci
+  - Caribou Coffee
+  - Carlos Torano
+  - Carola
+  - Carolina Herrera
+  - Colman's
+  - E-CLOTH
+  - EskinoL
+  - Fruit Selection Yogurt
+  - Georgia Boot
+  - Gulf Oil
+  - Hooters
+  - Hovis
+  - I Can't Believe It's Not Butter
+  ... and 30 more
+============================================================
diff --git a/test_results/comparison_results/comparison_summary_20260105_100740.txt b/test_results/comparison_results/comparison_summary_20260105_100740.txt
new file mode 100644
index 0000000..b027e0f
--- /dev/null
+++ b/test_results/comparison_results/comparison_summary_20260105_100740.txt
@@ -0,0 +1,29 @@
+============================================================
+
+Test Parameters:
+  Logos: 50, Seed: 42, Threshold: 0.7
+  Method: multi-ref, Refs/logo: 3, Margin: 0.05
+
+BASELINE (openai/clip-vit-large-patch14):
+  True Positives (correct matches):  101
+  False Positives (wrong matches):   104
+  False Negatives (missed logos):    156
+  Precision: 0.4927 (49.3%)
+  Recall:    0.4056 (40.6%)
+  F1 Score:  0.4449 (44.5%)
+
+FINE-TUNED (models/logo_detection/clip_finetuned):
+  True Positives (correct matches):  164
+  False Positives (wrong matches):   414
+  False Negatives (missed logos):    115
+  Precision: 0.2837 (28.4%)
+  Recall:    0.6586 (65.9%)
+  F1 Score:  0.3966 (39.7%)
+
+------------------------------------------------------------
+F1 SCORE COMPARISON:
+  Baseline:    44.5%
+  Fine-tuned:  39.7%
+------------------------------------------------------------
+
+Full results saved to: comparison_results/
diff --git a/test_results/comparison_results/finetuned_20260105_100740.txt b/test_results/comparison_results/finetuned_20260105_100740.txt
new file mode 100644
index 0000000..48427ca
--- /dev/null
+++ b/test_results/comparison_results/finetuned_20260105_100740.txt
@@ -0,0 +1,89 @@
+10:16:56 - INFO - Initializing logo detector with embedding model: models/logo_detection/clip_finetuned
+10:16:56 - INFO - Initializing DetectLogosDETR on device: cuda:0
+10:16:56 - INFO - DETR model: No local model found, will download from HuggingFace: Pravallika6/detr-finetuned-logo-detection_v2
+10:16:56 - INFO - Loading DETR model: Pravallika6/detr-finetuned-logo-detection_v2
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+Device set to use cuda:0
+10:16:58 - INFO - Embedding model: No local model found, will download from HuggingFace: models/logo_detection/clip_finetuned
+10:16:58 - INFO - Loading fine-tuned CLIP model from: models/logo_detection/clip_finetuned
+10:16:58 - INFO -   Base model: openai/clip-vit-large-patch14
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+10:17:00 - INFO - Fine-tuned CLIP model loaded successfully
+10:17:00 - INFO - DetectLogosDETR initialization complete
+10:17:00 - INFO - Loading ground truth from database...
+10:17:01 - INFO - Loaded ground truth for 158654 test images
+10:17:01 - INFO - Sampling 50 reference logos with 3 refs each...
+10:17:01 - INFO - Selected 50 reference logos
+10:17:01 - INFO - Computing reference logo embeddings...
+
Reference logos:   0%|          | 0/50 [00:00<?, ?it/s]
Reference logos:   2%|▏         | 1/50 [00:00<00:26,  1.82it/s]
Reference logos:   4%|▍         | 2/50 [00:00<00:17,  2.74it/s]
Reference logos:   6%|▌         | 3/50 [00:01<00:14,  3.27it/s]
Reference logos:   8%|▊         | 4/50 [00:01<00:12,  3.60it/s]
Reference logos:  10%|█         | 5/50 [00:01<00:11,  3.83it/s]
Reference logos:  12%|█▏        | 6/50 [00:01<00:11,  3.98it/s]
Reference logos:  14%|█▍        | 7/50 [00:01<00:10,  4.08it/s]
Reference logos:  16%|█▌        | 8/50 [00:02<00:10,  4.15it/s]
Reference logos:  18%|█▊        | 9/50 [00:02<00:09,  4.20it/s]
Reference logos:  20%|██        | 10/50 [00:02<00:09,  4.23it/s]
Reference logos:  22%|██▏       | 11/50 [00:02<00:09,  4.25it/s]
Reference logos:  24%|██▍       | 12/50 [00:03<00:08,  4.26it/s]
Reference logos:  26%|██▌       | 13/50 [00:03<00:08,  4.27it/s]
Reference logos:  28%|██▊       | 14/50 [00:03<00:08,  4.28it/s]
Reference logos:  30%|███       | 15/50 [00:03<00:08,  4.29it/s]
Reference logos:  32%|███▏      | 16/50 [00:04<00:07,  4.29it/s]
Reference logos:  34%|███▍      | 17/50 [00:04<00:07,  4.30it/s]
Reference logos:  36%|███▌      | 18/50 [00:04<00:07,  4.30it/s]
Reference logos:  38%|███▊      | 19/50 [00:04<00:07,  4.30it/s]
Reference logos:  40%|████      | 20/50 [00:04<00:06,  4.30it/s]
Reference logos:  42%|████▏     | 21/50 [00:05<00:06,  4.30it/s]
Reference logos:  44%|████▍     | 22/50 [00:05<00:06,  4.30it/s]
Reference logos:  46%|████▌     | 23/50 [00:05<00:06,  4.30it/s]
Reference logos:  48%|████▊     | 24/50 [00:05<00:06,  4.30it/s]
Reference logos:  50%|█████     | 25/50 [00:06<00:05,  4.30it/s]
Reference logos:  52%|█████▏    | 26/50 [00:06<00:05,  4.30it/s]
Reference logos:  54%|█████▍    | 27/50 [00:06<00:05,  4.30it/s]
Reference logos:  56%|█████▌    | 28/50 [00:06<00:05,  4.30it/s]
Reference logos:  58%|█████▊    | 29/50 [00:07<00:04,  4.30it/s]
Reference logos:  60%|██████    | 30/50 [00:07<00:04,  4.30it/s]
Reference logos:  62%|██████▏   | 31/50 [00:07<00:04,  4.30it/s]
Reference logos:  64%|██████▍   | 32/50 [00:07<00:04,  4.31it/s]
Reference logos:  66%|██████▌   | 33/50 [00:07<00:03,  4.30it/s]
Reference logos:  68%|██████▊   | 34/50 [00:08<00:03,  4.30it/s]
Reference logos:  70%|███████   | 35/50 [00:08<00:03,  4.31it/s]
Reference logos:  72%|███████▏  | 36/50 [00:08<00:03,  4.31it/s]
Reference logos:  74%|███████▍  | 37/50 [00:08<00:03,  4.31it/s]
Reference logos:  76%|███████▌  | 38/50 [00:09<00:02,  4.31it/s]
Reference logos:  78%|███████▊  | 39/50 [00:09<00:02,  4.30it/s]
Reference logos:  80%|████████  | 40/50 [00:09<00:02,  4.31it/s]
Reference logos:  82%|████████▏ | 41/50 [00:09<00:02,  4.30it/s]
Reference logos:  84%|████████▍ | 42/50 [00:10<00:01,  4.31it/s]
Reference logos:  86%|████████▌ | 43/50 [00:10<00:01,  4.30it/s]
Reference logos:  88%|████████▊ | 44/50 [00:10<00:01,  4.30it/s]
Reference logos:  90%|█████████ | 45/50 [00:10<00:01,  4.30it/s]
Reference logos:  92%|█████████▏| 46/50 [00:11<00:00,  4.29it/s]
Reference logos:  94%|█████████▍| 47/50 [00:11<00:00,  4.30it/s]
Reference logos:  96%|█████████▌| 48/50 [00:11<00:00,  4.30it/s]
Reference logos:  98%|█████████▊| 49/50 [00:11<00:00,  4.30it/s]
Reference logos: 100%|██████████| 50/50 [00:11<00:00,  4.30it/s]
Reference logos: 100%|██████████| 50/50 [00:11<00:00,  4.19it/s]
+10:17:13 - INFO - Computed 150 embeddings for 50 logos
+10:17:13 - INFO - Sampling test images: 5 positive, 20 negative per logo...
+10:17:14 - INFO - Selected 1248 unique test images
+
Testing:   0%|          | 0/1248 [00:00<?, ?it/s]
Testing:   0%|          | 1/1248 [00:00<11:27,  1.81it/s]
Testing:   0%|          | 2/1248 [00:01<18:06,  1.15it/s]
Testing:   0%|          | 3/1248 [00:02<13:40,  1.52it/s]
Testing:   0%|          | 4/1248 [00:02<12:27,  1.66it/s]
Testing:   0%|          | 5/1248 [00:03<11:47,  1.76it/s]
Testing:   0%|          | 6/1248 [00:03<09:33,  2.16it/s]
Testing:   1%|          | 7/1248 [00:04<12:05,  1.71it/s]
Testing:   1%|          | 8/1248 [00:04<11:34,  1.79it/s]
Testing:   1%|          | 9/1248 [00:05<10:34,  1.95it/s]
Testing:   1%|          | 10/1248 [00:05<09:23,  2.20it/s]You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset
+
Testing:   1%|          | 11/1248 [00:05<08:10,  2.52it/s]
Testing:   1%|          | 12/1248 [00:05<07:24,  2.78it/s]
Testing:   1%|          | 13/1248 [00:06<08:49,  2.33it/s]
Testing:   1%|          | 14/1248 [00:06<08:28,  2.43it/s]
Testing:   1%|          | 15/1248 [00:07<08:39,  2.37it/s]
Testing:   1%|▏         | 16/1248 [00:07<08:49,  2.33it/s]
Testing:   1%|▏         | 17/1248 [00:08<08:53,  2.31it/s]
Testing:   1%|▏         | 18/1248 [00:08<09:10,  2.24it/s]
Testing:   2%|▏         | 19/1248 [00:09<10:35,  1.93it/s]
Testing:   2%|▏         | 20/1248 [00:09<08:56,  2.29it/s]
Testing:   2%|▏         | 21/1248 [00:09<07:47,  2.63it/s]
Testing:   2%|▏         | 22/1248 [00:10<06:57,  2.94it/s]
Testing:   2%|▏         | 23/1248 [00:10<07:04,  2.89it/s]
Testing:   2%|▏         | 24/1248 [00:11<07:59,  2.55it/s]
Testing:   2%|▏         | 25/1248 [00:11<09:28,  2.15it/s]
Testing:   2%|▏         | 26/1248 [00:11<08:37,  2.36it/s]
Testing:   2%|▏         | 27/1248 [00:12<08:44,  2.33it/s]
Testing:   2%|▏         | 28/1248 [00:12<09:11,  2.21it/s]
Testing:   2%|▏         | 29/1248 [00:13<08:37,  2.36it/s]
Testing:   2%|▏         | 30/1248 [00:13<09:34,  2.12it/s]
Testing:   2%|▏         | 31/1248 [00:14<08:10,  2.48it/s]
Testing:   3%|▎         | 32/1248 [00:14<08:37,  2.35it/s]
Testing:   3%|▎         | 33/1248 [00:15<08:58,  2.26it/s]
Testing:   3%|▎         | 34/1248 [00:15<08:28,  2.39it/s]
Testing:   3%|▎         | 35/1248 [00:15<08:07,  2.49it/s]
Testing:   3%|▎         | 36/1248 [00:16<09:24,  2.15it/s]
Testing:   3%|▎         | 37/1248 [00:16<08:45,  2.31it/s]
Testing:   3%|▎         | 38/1248 [00:17<09:27,  2.13it/s]
Testing:   3%|▎         | 39/1248 [00:17<09:11,  2.19it/s]
Testing:   3%|▎         | 40/1248 [00:18<08:39,  2.33it/s]
Testing:   3%|▎         | 41/1248 [00:18<09:09,  2.20it/s]
Testing:   3%|▎         | 42/1248 [00:18<08:39,  2.32it/s]
Testing:   3%|▎         | 43/1248 [00:19<07:28,  2.69it/s]
Testing:   4%|▎         | 44/1248 [00:19<07:51,  2.55it/s]
Testing:   4%|▎         | 45/1248 [00:19<07:26,  2.70it/s]
Testing:   4%|▎         | 46/1248 [00:20<06:40,  3.00it/s]
Testing:   4%|▍         | 47/1248 [00:20<08:00,  2.50it/s]
Testing:   4%|▍         | 48/1248 [00:21<09:10,  2.18it/s]
Testing:   4%|▍         | 49/1248 [00:22<10:41,  1.87it/s]
Testing:   4%|▍         | 50/1248 [00:22<10:04,  1.98it/s]
Testing:   4%|▍         | 51/1248 [00:22<09:44,  2.05it/s]
Testing:   4%|▍         | 52/1248 [00:23<11:05,  1.80it/s]
Testing:   4%|▍         | 53/1248 [00:24<09:45,  2.04it/s]
Testing:   4%|▍         | 54/1248 [00:24<07:34,  2.63it/s]
Testing:   4%|▍         | 55/1248 [00:24<09:17,  2.14it/s]
Testing:   4%|▍         | 56/1248 [00:25<09:19,  2.13it/s]
Testing:   5%|▍         | 57/1248 [00:25<08:26,  2.35it/s]
Testing:   5%|▍         | 58/1248 [00:26<09:07,  2.17it/s]
Testing:   5%|▍         | 59/1248 [00:26<09:05,  2.18it/s]
Testing:   5%|▍         | 60/1248 [00:26<07:56,  2.49it/s]
Testing:   5%|▍         | 61/1248 [00:27<08:09,  2.43it/s]
Testing:   5%|▍         | 62/1248 [00:27<07:12,  2.74it/s]
Testing:   5%|▌         | 63/1248 [00:28<07:49,  2.52it/s]
Testing:   5%|▌         | 64/1248 [00:28<06:53,  2.86it/s]
Testing:   5%|▌         | 65/1248 [00:28<06:16,  3.14it/s]
Testing:   5%|▌         | 66/1248 [00:28<06:29,  3.03it/s]
Testing:   5%|▌         | 67/1248 [00:29<08:56,  2.20it/s]
Testing:   5%|▌         | 68/1248 [00:30<08:26,  2.33it/s]
Testing:   6%|▌         | 69/1248 [00:30<07:31,  2.61it/s]
Testing:   6%|▌         | 70/1248 [00:33<24:14,  1.23s/it]
Testing:   6%|▌         | 71/1248 [00:34<21:42,  1.11s/it]
Testing:   6%|▌         | 72/1248 [00:34<15:56,  1.23it/s]
Testing:   6%|▌         | 73/1248 [00:35<14:41,  1.33it/s]
Testing:   6%|▌         | 74/1248 [00:35<12:24,  1.58it/s]
Testing:   6%|▌         | 75/1248 [00:35<12:03,  1.62it/s]
Testing:   6%|▌         | 76/1248 [00:36<11:13,  1.74it/s]
Testing:   6%|▌         | 77/1248 [00:36<09:57,  1.96it/s]
Testing:   6%|▋         | 78/1248 [00:37<10:11,  1.91it/s]
Testing:   6%|▋         | 79/1248 [00:37<09:12,  2.12it/s]
Testing:   6%|▋         | 80/1248 [00:37<07:51,  2.48it/s]
Testing:   6%|▋         | 81/1248 [00:38<08:22,  2.32it/s]
Testing:   7%|▋         | 82/1248 [00:38<07:17,  2.66it/s]
Testing:   7%|▋         | 83/1248 [00:39<07:50,  2.47it/s]
Testing:   7%|▋         | 84/1248 [00:39<07:18,  2.66it/s]
Testing:   7%|▋         | 85/1248 [00:39<07:11,  2.70it/s]
Testing:   7%|▋         | 86/1248 [00:40<10:15,  1.89it/s]
Testing:   7%|▋         | 87/1248 [00:41<09:11,  2.10it/s]
Testing:   7%|▋         | 88/1248 [00:41<08:32,  2.27it/s]
Testing:   7%|▋         | 89/1248 [00:42<09:23,  2.06it/s]
Testing:   7%|▋         | 90/1248 [00:42<09:19,  2.07it/s]
Testing:   7%|▋         | 91/1248 [00:44<15:46,  1.22it/s]
Testing:   7%|▋         | 92/1248 [00:44<12:36,  1.53it/s]
Testing:   7%|▋         | 93/1248 [00:44<10:44,  1.79it/s]
Testing:   8%|▊         | 94/1248 [00:47<25:17,  1.32s/it]
Testing:   8%|▊         | 95/1248 [00:48<20:48,  1.08s/it]
Testing:   8%|▊         | 96/1248 [00:48<16:59,  1.13it/s]
Testing:   8%|▊         | 97/1248 [00:49<13:16,  1.44it/s]
Testing:   8%|▊         | 98/1248 [00:49<11:23,  1.68it/s]
Testing:   8%|▊         | 99/1248 [00:50<13:59,  1.37it/s]
Testing:   8%|▊         | 100/1248 [00:51<13:16,  1.44it/s]
Testing:   8%|▊         | 101/1248 [00:51<11:20,  1.69it/s]
Testing:   8%|▊         | 102/1248 [00:51<09:19,  2.05it/s]
Testing:   8%|▊         | 103/1248 [00:51<07:53,  2.42it/s]
Testing:   8%|▊         | 104/1248 [00:52<08:15,  2.31it/s]
Testing:   8%|▊         | 105/1248 [00:53<09:25,  2.02it/s]
Testing:   8%|▊         | 106/1248 [00:53<09:44,  1.95it/s]
Testing:   9%|▊         | 107/1248 [00:53<08:52,  2.14it/s]
Testing:   9%|▊         | 108/1248 [00:54<07:36,  2.50it/s]
Testing:   9%|▊         | 109/1248 [00:54<07:55,  2.39it/s]
Testing:   9%|▉         | 110/1248 [00:55<07:48,  2.43it/s]
Testing:   9%|▉         | 111/1248 [00:55<07:19,  2.58it/s]
Testing:   9%|▉         | 112/1248 [00:55<06:58,  2.72it/s]
Testing:   9%|▉         | 113/1248 [00:55<06:11,  3.05it/s]
Testing:   9%|▉         | 114/1248 [00:56<09:26,  2.00it/s]
Testing:   9%|▉         | 115/1248 [00:57<08:41,  2.17it/s]
Testing:   9%|▉         | 116/1248 [00:57<08:07,  2.32it/s]
Testing:   9%|▉         | 117/1248 [00:58<12:00,  1.57it/s]
Testing:   9%|▉         | 118/1248 [00:58<09:47,  1.92it/s]
Testing:  10%|▉         | 119/1248 [00:59<09:57,  1.89it/s]
Testing:  10%|▉         | 120/1248 [00:59<08:44,  2.15it/s]
Testing:  10%|▉         | 121/1248 [01:00<08:42,  2.16it/s]
Testing:  10%|▉         | 122/1248 [01:00<08:46,  2.14it/s]
Testing:  10%|▉         | 123/1248 [01:01<10:32,  1.78it/s]
Testing:  10%|▉         | 124/1248 [01:01<10:01,  1.87it/s]
Testing:  10%|█         | 125/1248 [01:02<09:09,  2.04it/s]
Testing:  10%|█         | 126/1248 [01:02<08:13,  2.28it/s]
Testing:  10%|█         | 127/1248 [01:03<08:27,  2.21it/s]
Testing:  10%|█         | 128/1248 [01:04<11:24,  1.64it/s]
Testing:  10%|█         | 129/1248 [01:04<09:46,  1.91it/s]
Testing:  10%|█         | 130/1248 [01:04<09:31,  1.96it/s]
Testing:  10%|█         | 131/1248 [01:05<09:17,  2.00it/s]
Testing:  11%|█         | 132/1248 [01:05<08:18,  2.24it/s]
Testing:  11%|█         | 133/1248 [01:06<08:27,  2.20it/s]
Testing:  11%|█         | 134/1248 [01:06<07:53,  2.35it/s]
Testing:  11%|█         | 135/1248 [01:07<07:59,  2.32it/s]
Testing:  11%|█         | 136/1248 [01:07<08:00,  2.31it/s]
Testing:  11%|█         | 137/1248 [01:07<07:00,  2.64it/s]
Testing:  11%|█         | 138/1248 [01:08<07:58,  2.32it/s]
Testing:  11%|█         | 139/1248 [01:08<08:15,  2.24it/s]
Testing:  11%|█         | 140/1248 [01:09<09:04,  2.04it/s]
Testing:  11%|█▏        | 141/1248 [01:09<08:55,  2.07it/s]
Testing:  11%|█▏        | 142/1248 [01:10<12:43,  1.45it/s]
Testing:  11%|█▏        | 143/1248 [01:11<12:12,  1.51it/s]
Testing:  12%|█▏        | 144/1248 [01:11<10:53,  1.69it/s]
Testing:  12%|█▏        | 145/1248 [01:12<11:20,  1.62it/s]
Testing:  12%|█▏        | 146/1248 [01:13<09:54,  1.86it/s]
Testing:  12%|█▏        | 147/1248 [01:13<10:12,  1.80it/s]
Testing:  12%|█▏        | 148/1248 [01:14<12:42,  1.44it/s]
Testing:  12%|█▏        | 149/1248 [01:15<11:56,  1.53it/s]
Testing:  12%|█▏        | 150/1248 [01:15<11:24,  1.60it/s]
Testing:  12%|█▏        | 151/1248 [01:15<09:17,  1.97it/s]
Testing:  12%|█▏        | 152/1248 [01:16<08:28,  2.16it/s]
Testing:  12%|█▏        | 153/1248 [01:16<07:13,  2.52it/s]
Testing:  12%|█▏        | 154/1248 [01:16<07:04,  2.58it/s]
Testing:  12%|█▏        | 155/1248 [01:17<06:54,  2.63it/s]
Testing:  12%|█▎        | 156/1248 [01:17<07:53,  2.31it/s]
Testing:  13%|█▎        | 157/1248 [01:18<07:30,  2.42it/s]
Testing:  13%|█▎        | 158/1248 [01:18<07:16,  2.50it/s]
Testing:  13%|█▎        | 159/1248 [01:19<08:17,  2.19it/s]
Testing:  13%|█▎        | 160/1248 [01:19<08:48,  2.06it/s]
Testing:  13%|█▎        | 161/1248 [01:20<07:54,  2.29it/s]
Testing:  13%|█▎        | 162/1248 [01:20<08:20,  2.17it/s]
Testing:  13%|█▎        | 163/1248 [01:20<07:34,  2.39it/s]
Testing:  13%|█▎        | 164/1248 [01:21<07:26,  2.43it/s]
Testing:  13%|█▎        | 165/1248 [01:21<06:32,  2.76it/s]
Testing:  13%|█▎        | 166/1248 [01:21<06:30,  2.77it/s]
Testing:  13%|█▎        | 167/1248 [01:22<06:19,  2.85it/s]
Testing:  13%|█▎        | 168/1248 [01:22<06:23,  2.81it/s]
Testing:  14%|█▎        | 169/1248 [01:22<05:46,  3.11it/s]
Testing:  14%|█▎        | 170/1248 [01:23<05:55,  3.04it/s]
Testing:  14%|█▎        | 171/1248 [01:23<05:28,  3.28it/s]
Testing:  14%|█▍        | 172/1248 [01:23<06:21,  2.82it/s]
Testing:  14%|█▍        | 173/1248 [01:24<06:23,  2.80it/s]
Testing:  14%|█▍        | 174/1248 [01:24<07:59,  2.24it/s]
Testing:  14%|█▍        | 175/1248 [01:25<07:37,  2.35it/s]
Testing:  14%|█▍        | 176/1248 [01:26<11:47,  1.52it/s]
Testing:  14%|█▍        | 177/1248 [01:26<10:41,  1.67it/s]
Testing:  14%|█▍        | 178/1248 [01:27<09:09,  1.95it/s]
Testing:  14%|█▍        | 179/1248 [01:27<08:47,  2.03it/s]
Testing:  14%|█▍        | 180/1248 [01:28<08:06,  2.20it/s]
Testing:  15%|█▍        | 181/1248 [01:28<08:02,  2.21it/s]
Testing:  15%|█▍        | 182/1248 [01:28<07:59,  2.22it/s]
Testing:  15%|█▍        | 183/1248 [01:29<08:09,  2.17it/s]
Testing:  15%|█▍        | 184/1248 [01:29<08:25,  2.11it/s]
Testing:  15%|█▍        | 185/1248 [01:30<07:45,  2.28it/s]
Testing:  15%|█▍        | 186/1248 [01:30<06:40,  2.65it/s]
Testing:  15%|█▍        | 187/1248 [01:30<06:36,  2.68it/s]
Testing:  15%|█▌        | 188/1248 [01:31<09:13,  1.92it/s]
Testing:  15%|█▌        | 189/1248 [01:32<08:59,  1.96it/s]
Testing:  15%|█▌        | 190/1248 [01:32<07:58,  2.21it/s]
Testing:  15%|█▌        | 191/1248 [01:32<07:27,  2.36it/s]
Testing:  15%|█▌        | 192/1248 [01:33<07:05,  2.48it/s]
Testing:  15%|█▌        | 193/1248 [01:33<07:16,  2.41it/s]
Testing:  16%|█▌        | 194/1248 [01:34<08:52,  1.98it/s]
Testing:  16%|█▌        | 195/1248 [01:35<09:39,  1.82it/s]
Testing:  16%|█▌        | 196/1248 [01:35<08:03,  2.18it/s]
Testing:  16%|█▌        | 197/1248 [01:35<06:55,  2.53it/s]
Testing:  16%|█▌        | 198/1248 [01:36<07:07,  2.46it/s]
Testing:  16%|█▌        | 199/1248 [01:36<06:14,  2.80it/s]
Testing:  16%|█▌        | 200/1248 [01:36<05:37,  3.10it/s]
Testing:  16%|█▌        | 201/1248 [01:37<06:34,  2.65it/s]
Testing:  16%|█▌        | 202/1248 [01:37<05:53,  2.96it/s]
Testing:  16%|█▋        | 203/1248 [01:37<05:15,  3.32it/s]
Testing:  16%|█▋        | 204/1248 [01:37<04:56,  3.52it/s]
Testing:  16%|█▋        | 205/1248 [01:37<04:43,  3.68it/s]
Testing:  17%|█▋        | 206/1248 [01:38<04:34,  3.79it/s]
Testing:  17%|█▋        | 207/1248 [01:39<09:32,  1.82it/s]
Testing:  17%|█▋        | 208/1248 [01:39<09:01,  1.92it/s]
Testing:  17%|█▋        | 209/1248 [01:40<09:58,  1.73it/s]
Testing:  17%|█▋        | 210/1248 [01:41<09:24,  1.84it/s]
Testing:  17%|█▋        | 211/1248 [01:41<07:53,  2.19it/s]
Testing:  17%|█▋        | 212/1248 [01:42<09:23,  1.84it/s]
Testing:  17%|█▋        | 213/1248 [01:42<09:02,  1.91it/s]
Testing:  17%|█▋        | 214/1248 [01:43<09:11,  1.88it/s]
Testing:  17%|█▋        | 215/1248 [01:43<08:18,  2.07it/s]
Testing:  17%|█▋        | 216/1248 [01:44<09:02,  1.90it/s]
Testing:  17%|█▋        | 217/1248 [01:44<07:35,  2.27it/s]
Testing:  17%|█▋        | 218/1248 [01:44<06:36,  2.60it/s]
Testing:  18%|█▊        | 219/1248 [01:44<06:32,  2.62it/s]
Testing:  18%|█▊        | 220/1248 [01:45<06:13,  2.75it/s]
Testing:  18%|█▊        | 221/1248 [01:45<05:34,  3.07it/s]
Testing:  18%|█▊        | 222/1248 [01:46<06:20,  2.69it/s]
Testing:  18%|█▊        | 223/1248 [01:46<06:22,  2.68it/s]
Testing:  18%|█▊        | 224/1248 [01:46<06:16,  2.72it/s]
Testing:  18%|█▊        | 225/1248 [01:47<06:02,  2.82it/s]
Testing:  18%|█▊        | 226/1248 [01:47<06:14,  2.73it/s]
Testing:  18%|█▊        | 227/1248 [01:47<06:36,  2.58it/s]
Testing:  18%|█▊        | 228/1248 [01:48<06:23,  2.66it/s]
Testing:  18%|█▊        | 229/1248 [01:48<06:16,  2.71it/s]
Testing:  18%|█▊        | 230/1248 [01:52<23:36,  1.39s/it]
Testing:  19%|█▊        | 231/1248 [01:53<20:09,  1.19s/it]
Testing:  19%|█▊        | 232/1248 [01:53<18:06,  1.07s/it]
Testing:  19%|█▊        | 233/1248 [01:54<15:07,  1.12it/s]
Testing:  19%|█▉        | 234/1248 [01:54<12:58,  1.30it/s]
Testing:  19%|█▉        | 235/1248 [01:55<10:54,  1.55it/s]
Testing:  19%|█▉        | 236/1248 [01:55<10:23,  1.62it/s]
Testing:  19%|█▉        | 237/1248 [01:56<09:04,  1.86it/s]
Testing:  19%|█▉        | 238/1248 [01:56<08:04,  2.08it/s]
Testing:  19%|█▉        | 239/1248 [01:56<06:52,  2.45it/s]
Testing:  19%|█▉        | 240/1248 [01:57<08:41,  1.93it/s]
Testing:  19%|█▉        | 241/1248 [01:57<07:53,  2.13it/s]
Testing:  19%|█▉        | 242/1248 [01:58<08:51,  1.89it/s]
Testing:  19%|█▉        | 243/1248 [01:59<09:44,  1.72it/s]
Testing:  20%|█▉        | 244/1248 [01:59<08:02,  2.08it/s]
Testing:  20%|█▉        | 245/1248 [01:59<07:25,  2.25it/s]
Testing:  20%|█▉        | 246/1248 [02:00<07:21,  2.27it/s]
Testing:  20%|█▉        | 247/1248 [02:00<07:53,  2.12it/s]
Testing:  20%|█▉        | 248/1248 [02:01<07:19,  2.27it/s]
Testing:  20%|█▉        | 249/1248 [02:01<07:28,  2.23it/s]
Testing:  20%|██        | 250/1248 [02:02<07:15,  2.29it/s]
Testing:  20%|██        | 251/1248 [02:02<06:47,  2.44it/s]
Testing:  20%|██        | 252/1248 [02:03<08:47,  1.89it/s]
Testing:  20%|██        | 253/1248 [02:03<07:25,  2.23it/s]
Testing:  20%|██        | 254/1248 [02:04<09:17,  1.78it/s]
Testing:  20%|██        | 255/1248 [02:04<08:38,  1.92it/s]
Testing:  21%|██        | 256/1248 [02:05<12:15,  1.35it/s]
Testing:  21%|██        | 257/1248 [02:06<10:12,  1.62it/s]
Testing:  21%|██        | 258/1248 [02:06<08:19,  1.98it/s]
Testing:  21%|██        | 259/1248 [02:06<08:10,  2.02it/s]
Testing:  21%|██        | 260/1248 [02:07<07:27,  2.21it/s]
Testing:  21%|██        | 261/1248 [02:07<07:33,  2.18it/s]
Testing:  21%|██        | 262/1248 [02:08<08:13,  2.00it/s]
Testing:  21%|██        | 263/1248 [02:08<08:05,  2.03it/s]
Testing:  21%|██        | 264/1248 [02:09<06:51,  2.39it/s]
Testing:  21%|██        | 265/1248 [02:09<07:08,  2.30it/s]
Testing:  21%|██▏       | 266/1248 [02:09<06:11,  2.65it/s]
Testing:  21%|██▏       | 267/1248 [02:11<10:03,  1.62it/s]
Testing:  21%|██▏       | 268/1248 [02:11<08:45,  1.86it/s]
Testing:  22%|██▏       | 269/1248 [02:11<08:02,  2.03it/s]
Testing:  22%|██▏       | 270/1248 [02:12<07:48,  2.09it/s]
Testing:  22%|██▏       | 271/1248 [02:12<07:12,  2.26it/s]
Testing:  22%|██▏       | 272/1248 [02:13<10:04,  1.61it/s]
Testing:  22%|██▏       | 273/1248 [02:14<09:10,  1.77it/s]
Testing:  22%|██▏       | 274/1248 [02:14<09:08,  1.78it/s]
Testing:  22%|██▏       | 275/1248 [02:14<07:34,  2.14it/s]
Testing:  22%|██▏       | 276/1248 [02:15<06:27,  2.51it/s]
Testing:  22%|██▏       | 277/1248 [02:15<07:22,  2.20it/s]
Testing:  22%|██▏       | 278/1248 [02:15<06:20,  2.55it/s]
Testing:  22%|██▏       | 279/1248 [02:16<06:54,  2.34it/s]
Testing:  22%|██▏       | 280/1248 [02:16<06:24,  2.52it/s]
Testing:  23%|██▎       | 281/1248 [02:17<06:11,  2.60it/s]
Testing:  23%|██▎       | 282/1248 [02:17<06:27,  2.49it/s]
Testing:  23%|██▎       | 283/1248 [02:17<05:41,  2.83it/s]
Testing:  23%|██▎       | 284/1248 [02:18<06:18,  2.55it/s]
Testing:  23%|██▎       | 285/1248 [02:18<05:35,  2.87it/s]
Testing:  23%|██▎       | 286/1248 [02:18<05:24,  2.96it/s]
Testing:  23%|██▎       | 287/1248 [02:19<05:55,  2.71it/s]
Testing:  23%|██▎       | 288/1248 [02:19<06:57,  2.30it/s]
Testing:  23%|██▎       | 289/1248 [02:20<07:29,  2.13it/s]
Testing:  23%|██▎       | 290/1248 [02:21<08:17,  1.92it/s]
Testing:  23%|██▎       | 291/1248 [02:21<08:25,  1.89it/s]
Testing:  23%|██▎       | 292/1248 [02:22<08:11,  1.95it/s]
Testing:  23%|██▎       | 293/1248 [02:22<07:25,  2.14it/s]
Testing:  24%|██▎       | 294/1248 [02:22<07:27,  2.13it/s]
Testing:  24%|██▎       | 295/1248 [02:23<06:23,  2.49it/s]
Testing:  24%|██▎       | 296/1248 [02:23<06:08,  2.58it/s]
Testing:  24%|██▍       | 297/1248 [02:23<05:59,  2.64it/s]
Testing:  24%|██▍       | 298/1248 [02:24<05:42,  2.77it/s]
Testing:  24%|██▍       | 299/1248 [02:24<05:42,  2.77it/s]
Testing:  24%|██▍       | 300/1248 [02:24<05:08,  3.07it/s]
Testing:  24%|██▍       | 301/1248 [02:25<05:17,  2.98it/s]
Testing:  24%|██▍       | 302/1248 [02:25<05:46,  2.73it/s]
Testing:  24%|██▍       | 303/1248 [02:26<06:13,  2.53it/s]
Testing:  24%|██▍       | 304/1248 [02:26<06:26,  2.44it/s]
Testing:  24%|██▍       | 305/1248 [02:27<07:17,  2.16it/s]
Testing:  25%|██▍       | 306/1248 [02:27<06:15,  2.51it/s]
Testing:  25%|██▍       | 307/1248 [02:27<06:49,  2.30it/s]
Testing:  25%|██▍       | 308/1248 [02:28<07:21,  2.13it/s]
Testing:  25%|██▍       | 309/1248 [02:28<07:47,  2.01it/s]
Testing:  25%|██▍       | 310/1248 [02:29<06:36,  2.37it/s]
Testing:  25%|██▍       | 311/1248 [02:29<06:53,  2.27it/s]
Testing:  25%|██▌       | 312/1248 [02:29<05:58,  2.61it/s]
Testing:  25%|██▌       | 313/1248 [02:30<05:14,  2.97it/s]
Testing:  25%|██▌       | 314/1248 [02:30<05:18,  2.94it/s]
Testing:  25%|██▌       | 315/1248 [02:30<04:51,  3.20it/s]
Testing:  25%|██▌       | 316/1248 [02:31<05:49,  2.67it/s]
Testing:  25%|██▌       | 317/1248 [02:31<05:44,  2.70it/s]
Testing:  25%|██▌       | 318/1248 [02:32<05:42,  2.71it/s]
Testing:  26%|██▌       | 319/1248 [02:32<05:06,  3.03it/s]
Testing:  26%|██▌       | 320/1248 [02:32<06:19,  2.45it/s]
Testing:  26%|██▌       | 321/1248 [02:33<06:57,  2.22it/s]
Testing:  26%|██▌       | 322/1248 [02:33<06:19,  2.44it/s]
Testing:  26%|██▌       | 323/1248 [02:34<06:05,  2.53it/s]
Testing:  26%|██▌       | 324/1248 [02:34<07:09,  2.15it/s]
Testing:  26%|██▌       | 325/1248 [02:34<06:10,  2.49it/s]
Testing:  26%|██▌       | 326/1248 [02:35<07:23,  2.08it/s]
Testing:  26%|██▌       | 327/1248 [02:36<07:11,  2.13it/s]
Testing:  26%|██▋       | 328/1248 [02:36<08:19,  1.84it/s]
Testing:  26%|██▋       | 329/1248 [02:37<07:40,  1.99it/s]
Testing:  26%|██▋       | 330/1248 [02:37<07:22,  2.08it/s]
Testing:  27%|██▋       | 331/1248 [02:37<06:18,  2.42it/s]
Testing:  27%|██▋       | 332/1248 [02:38<08:51,  1.72it/s]
Testing:  27%|██▋       | 333/1248 [02:39<07:53,  1.93it/s]
Testing:  27%|██▋       | 334/1248 [02:39<06:38,  2.29it/s]
Testing:  27%|██▋       | 335/1248 [02:39<06:06,  2.49it/s]
Testing:  27%|██▋       | 336/1248 [02:40<05:25,  2.80it/s]
Testing:  27%|██▋       | 337/1248 [02:40<04:54,  3.10it/s]
Testing:  27%|██▋       | 338/1248 [02:40<05:24,  2.80it/s]
Testing:  27%|██▋       | 339/1248 [02:41<05:46,  2.62it/s]
Testing:  27%|██▋       | 340/1248 [02:41<05:29,  2.76it/s]
Testing:  27%|██▋       | 341/1248 [02:41<05:59,  2.52it/s]
Testing:  27%|██▋       | 342/1248 [02:42<06:19,  2.39it/s]
Testing:  27%|██▋       | 343/1248 [02:42<04:58,  3.03it/s]
Testing:  28%|██▊       | 344/1248 [02:42<04:34,  3.29it/s]
Testing:  28%|██▊       | 345/1248 [02:43<05:11,  2.90it/s]
Testing:  28%|██▊       | 346/1248 [02:43<05:15,  2.85it/s]
Testing:  28%|██▊       | 347/1248 [02:43<04:40,  3.22it/s]
Testing:  28%|██▊       | 348/1248 [02:44<05:42,  2.62it/s]
Testing:  28%|██▊       | 349/1248 [02:44<05:25,  2.77it/s]
Testing:  28%|██▊       | 350/1248 [02:44<04:53,  3.06it/s]
Testing:  28%|██▊       | 351/1248 [02:45<04:31,  3.30it/s]
Testing:  28%|██▊       | 352/1248 [02:45<05:06,  2.92it/s]
Testing:  28%|██▊       | 353/1248 [02:46<05:40,  2.63it/s]
Testing:  28%|██▊       | 354/1248 [02:46<07:05,  2.10it/s]
Testing:  28%|██▊       | 355/1248 [02:46<06:04,  2.45it/s]
Testing:  29%|██▊       | 356/1248 [02:47<05:59,  2.48it/s]
Testing:  29%|██▊       | 357/1248 [02:47<05:47,  2.57it/s]
Testing:  29%|██▊       | 358/1248 [02:48<07:11,  2.06it/s]
Testing:  29%|██▉       | 359/1248 [02:48<06:38,  2.23it/s]
Testing:  29%|██▉       | 360/1248 [02:49<07:47,  1.90it/s]
Testing:  29%|██▉       | 361/1248 [02:50<07:33,  1.96it/s]
Testing:  29%|██▉       | 362/1248 [02:50<06:52,  2.15it/s]
Testing:  29%|██▉       | 363/1248 [02:50<05:21,  2.75it/s]
Testing:  29%|██▉       | 364/1248 [02:51<07:53,  1.87it/s]
Testing:  29%|██▉       | 365/1248 [02:51<06:52,  2.14it/s]
Testing:  29%|██▉       | 366/1248 [02:51<05:50,  2.51it/s]
Testing:  29%|██▉       | 367/1248 [02:52<05:40,  2.59it/s]
Testing:  29%|██▉       | 368/1248 [02:52<05:03,  2.90it/s]
Testing:  30%|██▉       | 369/1248 [02:52<05:05,  2.88it/s]
Testing:  30%|██▉       | 370/1248 [02:53<04:58,  2.94it/s]
Testing:  30%|██▉       | 371/1248 [02:53<05:36,  2.61it/s]
Testing:  30%|██▉       | 372/1248 [02:54<06:01,  2.43it/s]
Testing:  30%|██▉       | 373/1248 [02:54<05:15,  2.77it/s]
Testing:  30%|██▉       | 374/1248 [02:54<04:44,  3.07it/s]
Testing:  30%|███       | 375/1248 [02:54<04:21,  3.34it/s]
Testing:  30%|███       | 376/1248 [02:55<04:36,  3.15it/s]
Testing:  30%|███       | 377/1248 [02:55<04:18,  3.37it/s]
Testing:  30%|███       | 378/1248 [02:56<06:57,  2.08it/s]
Testing:  30%|███       | 379/1248 [02:56<06:15,  2.31it/s]
Testing:  30%|███       | 380/1248 [02:57<06:37,  2.18it/s]
Testing:  31%|███       | 381/1248 [02:57<06:42,  2.15it/s]
Testing:  31%|███       | 382/1248 [02:58<07:15,  1.99it/s]
Testing:  31%|███       | 383/1248 [02:58<06:39,  2.16it/s]
Testing:  31%|███       | 384/1248 [02:59<06:25,  2.24it/s]
Testing:  31%|███       | 385/1248 [02:59<06:02,  2.38it/s]
Testing:  31%|███       | 386/1248 [02:59<05:18,  2.70it/s]
Testing:  31%|███       | 387/1248 [03:00<06:16,  2.29it/s]
Testing:  31%|███       | 388/1248 [03:00<05:26,  2.63it/s]
Testing:  31%|███       | 389/1248 [03:01<05:48,  2.47it/s]
Testing:  31%|███▏      | 390/1248 [03:01<05:33,  2.57it/s]
Testing:  31%|███▏      | 391/1248 [03:02<06:27,  2.21it/s]
Testing:  31%|███▏      | 392/1248 [03:02<06:49,  2.09it/s]
Testing:  31%|███▏      | 393/1248 [03:02<06:16,  2.27it/s]
Testing:  32%|███▏      | 394/1248 [03:03<05:56,  2.40it/s]
Testing:  32%|███▏      | 395/1248 [03:03<06:37,  2.15it/s]
Testing:  32%|███▏      | 396/1248 [03:04<06:38,  2.14it/s]
Testing:  32%|███▏      | 397/1248 [03:04<06:51,  2.07it/s]
Testing:  32%|███▏      | 398/1248 [03:05<06:16,  2.26it/s]
Testing:  32%|███▏      | 399/1248 [03:05<05:51,  2.41it/s]
Testing:  32%|███▏      | 400/1248 [03:05<04:36,  3.06it/s]
Testing:  32%|███▏      | 401/1248 [03:06<05:43,  2.47it/s]
Testing:  32%|███▏      | 402/1248 [03:06<05:29,  2.57it/s]
Testing:  32%|███▏      | 403/1248 [03:06<04:50,  2.91it/s]
Testing:  32%|███▏      | 404/1248 [03:07<04:55,  2.86it/s]
Testing:  32%|███▏      | 405/1248 [03:07<04:55,  2.85it/s]
Testing:  33%|███▎      | 406/1248 [03:07<04:27,  3.15it/s]
Testing:  33%|███▎      | 407/1248 [03:08<04:26,  3.16it/s]
Testing:  33%|███▎      | 408/1248 [03:08<04:04,  3.44it/s]
Testing:  33%|███▎      | 409/1248 [03:08<04:12,  3.32it/s]
Testing:  33%|███▎      | 410/1248 [03:09<04:38,  3.01it/s]
Testing:  33%|███▎      | 411/1248 [03:09<04:15,  3.28it/s]
Testing:  33%|███▎      | 412/1248 [03:09<03:27,  4.02it/s]
Testing:  33%|███▎      | 413/1248 [03:10<04:55,  2.83it/s]
Testing:  33%|███▎      | 414/1248 [03:10<05:16,  2.64it/s]
Testing:  33%|███▎      | 415/1248 [03:10<05:30,  2.52it/s]
Testing:  33%|███▎      | 416/1248 [03:11<05:13,  2.66it/s]
Testing:  33%|███▎      | 417/1248 [03:11<04:38,  2.99it/s]
Testing:  33%|███▎      | 418/1248 [03:11<04:16,  3.24it/s]
Testing:  34%|███▎      | 419/1248 [03:12<05:23,  2.56it/s]
Testing:  34%|███▎      | 420/1248 [03:12<05:52,  2.35it/s]
Testing:  34%|███▎      | 421/1248 [03:13<06:03,  2.28it/s]
Testing:  34%|███▍      | 422/1248 [03:14<07:19,  1.88it/s]
Testing:  34%|███▍      | 423/1248 [03:14<07:25,  1.85it/s]
Testing:  34%|███▍      | 424/1248 [03:14<06:10,  2.23it/s]
Testing:  34%|███▍      | 425/1248 [03:15<05:18,  2.58it/s]
Testing:  34%|███▍      | 426/1248 [03:15<06:01,  2.28it/s]
Testing:  34%|███▍      | 427/1248 [03:15<05:41,  2.41it/s]
Testing:  34%|███▍      | 428/1248 [03:16<05:55,  2.31it/s]
Testing:  34%|███▍      | 429/1248 [03:16<05:07,  2.67it/s]
Testing:  34%|███▍      | 430/1248 [03:17<05:31,  2.46it/s]
Testing:  35%|███▍      | 431/1248 [03:17<05:41,  2.39it/s]
Testing:  35%|███▍      | 432/1248 [03:18<07:20,  1.85it/s]
Testing:  35%|███▍      | 433/1248 [03:18<06:08,  2.21it/s]
Testing:  35%|███▍      | 434/1248 [03:19<05:44,  2.36it/s]
Testing:  35%|███▍      | 435/1248 [03:19<05:49,  2.33it/s]
Testing:  35%|███▍      | 436/1248 [03:19<04:34,  2.96it/s]
Testing:  35%|███▌      | 437/1248 [03:20<05:32,  2.44it/s]
Testing:  35%|███▌      | 438/1248 [03:20<05:48,  2.32it/s]
Testing:  35%|███▌      | 439/1248 [03:20<05:02,  2.68it/s]
Testing:  35%|███▌      | 440/1248 [03:21<05:17,  2.55it/s]
Testing:  35%|███▌      | 441/1248 [03:21<04:40,  2.88it/s]
Testing:  35%|███▌      | 442/1248 [03:22<05:01,  2.67it/s]
Testing:  35%|███▌      | 443/1248 [03:24<15:19,  1.14s/it]
Testing:  36%|███▌      | 444/1248 [03:25<13:04,  1.03it/s]
Testing:  36%|███▌      | 445/1248 [03:25<10:08,  1.32it/s]
Testing:  36%|███▌      | 446/1248 [03:26<09:13,  1.45it/s]
Testing:  36%|███▌      | 447/1248 [03:26<07:25,  1.80it/s]
Testing:  36%|███▌      | 448/1248 [03:27<07:33,  1.76it/s]
Testing:  36%|███▌      | 449/1248 [03:27<07:58,  1.67it/s]
Testing:  36%|███▌      | 450/1248 [03:28<07:00,  1.90it/s]
Testing:  36%|███▌      | 451/1248 [03:28<07:09,  1.86it/s]
Testing:  36%|███▌      | 452/1248 [03:29<06:44,  1.97it/s]
Testing:  36%|███▋      | 453/1248 [03:29<06:45,  1.96it/s]
Testing:  36%|███▋      | 454/1248 [03:30<06:36,  2.00it/s]
Testing:  36%|███▋      | 455/1248 [03:30<06:03,  2.18it/s]
Testing:  37%|███▋      | 456/1248 [03:30<05:13,  2.53it/s]
Testing:  37%|███▋      | 457/1248 [03:31<04:37,  2.85it/s]
Testing:  37%|███▋      | 458/1248 [03:31<05:25,  2.43it/s]
Testing:  37%|███▋      | 459/1248 [03:32<05:22,  2.44it/s]
Testing:  37%|███▋      | 460/1248 [03:32<05:21,  2.45it/s]
Testing:  37%|███▋      | 461/1248 [03:32<05:27,  2.40it/s]
Testing:  37%|███▋      | 462/1248 [03:33<05:40,  2.31it/s]
Testing:  37%|███▋      | 463/1248 [03:34<07:29,  1.75it/s]
Testing:  37%|███▋      | 464/1248 [03:35<08:49,  1.48it/s]
Testing:  37%|███▋      | 465/1248 [03:35<07:35,  1.72it/s]
Testing:  37%|███▋      | 466/1248 [03:36<08:30,  1.53it/s]
Testing:  37%|███▋      | 467/1248 [03:36<08:16,  1.57it/s]
Testing:  38%|███▊      | 468/1248 [03:37<06:44,  1.93it/s]
Testing:  38%|███▊      | 469/1248 [03:37<06:06,  2.13it/s]
Testing:  38%|███▊      | 470/1248 [03:37<05:38,  2.30it/s]
Testing:  38%|███▊      | 471/1248 [03:38<06:08,  2.11it/s]
Testing:  38%|███▊      | 472/1248 [03:39<06:35,  1.96it/s]
Testing:  38%|███▊      | 473/1248 [03:39<05:32,  2.33it/s]
Testing:  38%|███▊      | 474/1248 [03:39<05:15,  2.45it/s]
Testing:  38%|███▊      | 475/1248 [03:39<04:38,  2.78it/s]
Testing:  38%|███▊      | 476/1248 [03:40<05:58,  2.15it/s]
Testing:  38%|███▊      | 477/1248 [03:40<05:07,  2.51it/s]
Testing:  38%|███▊      | 478/1248 [03:41<05:06,  2.51it/s]
Testing:  38%|███▊      | 479/1248 [03:42<06:33,  1.95it/s]
Testing:  38%|███▊      | 480/1248 [03:42<05:33,  2.30it/s]
Testing:  39%|███▊      | 481/1248 [03:42<05:43,  2.24it/s]
Testing:  39%|███▊      | 482/1248 [03:43<05:21,  2.39it/s]
Testing:  39%|███▊      | 483/1248 [03:43<04:46,  2.67it/s]
Testing:  39%|███▉      | 484/1248 [03:43<04:16,  2.98it/s]
Testing:  39%|███▉      | 485/1248 [03:44<05:50,  2.18it/s]
Testing:  39%|███▉      | 486/1248 [03:45<08:57,  1.42it/s]
Testing:  39%|███▉      | 487/1248 [03:46<07:44,  1.64it/s]
Testing:  39%|███▉      | 488/1248 [03:46<07:05,  1.79it/s]
Testing:  39%|███▉      | 489/1248 [03:46<06:11,  2.04it/s]
Testing:  39%|███▉      | 490/1248 [03:47<05:13,  2.42it/s]
Testing:  39%|███▉      | 491/1248 [03:47<05:01,  2.51it/s]
Testing:  39%|███▉      | 492/1248 [03:47<04:42,  2.67it/s]
Testing:  40%|███▉      | 493/1248 [03:48<05:14,  2.40it/s]
Testing:  40%|███▉      | 494/1248 [03:48<04:35,  2.73it/s]
Testing:  40%|███▉      | 495/1248 [03:48<04:09,  3.01it/s]
Testing:  40%|███▉      | 496/1248 [03:49<04:32,  2.76it/s]
Testing:  40%|███▉      | 497/1248 [03:49<04:30,  2.78it/s]
Testing:  40%|███▉      | 498/1248 [03:50<05:31,  2.26it/s]
Testing:  40%|███▉      | 499/1248 [03:50<05:54,  2.11it/s]
Testing:  40%|████      | 500/1248 [03:51<05:27,  2.28it/s]
Testing:  40%|████      | 501/1248 [03:51<05:02,  2.47it/s]
Testing:  40%|████      | 502/1248 [03:51<05:17,  2.35it/s]
Testing:  40%|████      | 503/1248 [03:52<04:54,  2.53it/s]
Testing:  40%|████      | 504/1248 [03:52<05:36,  2.21it/s]
Testing:  40%|████      | 505/1248 [03:53<05:06,  2.42it/s]
Testing:  41%|████      | 506/1248 [03:53<04:45,  2.60it/s]
Testing:  41%|████      | 507/1248 [03:53<04:11,  2.94it/s]
Testing:  41%|████      | 508/1248 [03:53<04:15,  2.89it/s]
Testing:  41%|████      | 509/1248 [03:54<05:26,  2.26it/s]
Testing:  41%|████      | 510/1248 [03:54<04:42,  2.61it/s]
Testing:  41%|████      | 511/1248 [03:55<04:38,  2.65it/s]
Testing:  41%|████      | 512/1248 [03:55<05:24,  2.27it/s]
Testing:  41%|████      | 513/1248 [03:56<05:31,  2.22it/s]
Testing:  41%|████      | 514/1248 [03:57<06:45,  1.81it/s]
Testing:  41%|████▏     | 515/1248 [03:57<05:36,  2.18it/s]
Testing:  41%|████▏     | 516/1248 [03:57<04:48,  2.54it/s]
Testing:  41%|████▏     | 517/1248 [03:57<04:15,  2.86it/s]
Testing:  42%|████▏     | 518/1248 [03:58<05:27,  2.23it/s]
Testing:  42%|████▏     | 519/1248 [03:58<04:58,  2.44it/s]
Testing:  42%|████▏     | 520/1248 [03:59<05:02,  2.40it/s]
Testing:  42%|████▏     | 521/1248 [03:59<05:07,  2.37it/s]
Testing:  42%|████▏     | 522/1248 [04:00<04:51,  2.49it/s]
Testing:  42%|████▏     | 523/1248 [04:00<05:23,  2.24it/s]
Testing:  42%|████▏     | 524/1248 [04:01<05:19,  2.27it/s]
Testing:  42%|████▏     | 525/1248 [04:01<04:35,  2.62it/s]
Testing:  42%|████▏     | 526/1248 [04:01<04:29,  2.68it/s]
Testing:  42%|████▏     | 527/1248 [04:01<03:35,  3.34it/s]
Testing:  42%|████▏     | 528/1248 [04:02<04:13,  2.84it/s]
Testing:  42%|████▏     | 529/1248 [04:02<04:11,  2.86it/s]
Testing:  42%|████▏     | 530/1248 [04:02<03:46,  3.17it/s]
Testing:  43%|████▎     | 531/1248 [04:03<03:52,  3.08it/s]
Testing:  43%|████▎     | 532/1248 [04:03<04:52,  2.45it/s]
Testing:  43%|████▎     | 533/1248 [04:04<04:44,  2.52it/s]
Testing:  43%|████▎     | 534/1248 [04:05<06:34,  1.81it/s]
Testing:  43%|████▎     | 535/1248 [04:05<05:43,  2.07it/s]
Testing:  43%|████▎     | 536/1248 [04:05<05:17,  2.25it/s]
Testing:  43%|████▎     | 537/1248 [04:06<04:58,  2.39it/s]
Testing:  43%|████▎     | 538/1248 [04:06<04:20,  2.72it/s]
Testing:  43%|████▎     | 539/1248 [04:06<03:52,  3.04it/s]
Testing:  43%|████▎     | 540/1248 [04:07<05:14,  2.25it/s]
Testing:  43%|████▎     | 541/1248 [04:07<04:48,  2.45it/s]
Testing:  43%|████▎     | 542/1248 [04:07<04:37,  2.54it/s]
Testing:  44%|████▎     | 543/1248 [04:08<04:31,  2.60it/s]
Testing:  44%|████▎     | 544/1248 [04:08<04:51,  2.42it/s]
Testing:  44%|████▎     | 545/1248 [04:09<04:14,  2.76it/s]
Testing:  44%|████▍     | 546/1248 [04:09<04:13,  2.77it/s]
Testing:  44%|████▍     | 547/1248 [04:09<04:54,  2.38it/s]
Testing:  44%|████▍     | 548/1248 [04:10<04:36,  2.54it/s]
Testing:  44%|████▍     | 549/1248 [04:10<04:59,  2.33it/s]
Testing:  44%|████▍     | 550/1248 [04:11<04:20,  2.68it/s]
Testing:  44%|████▍     | 551/1248 [04:11<03:53,  2.99it/s]
Testing:  44%|████▍     | 552/1248 [04:11<03:56,  2.94it/s]
Testing:  44%|████▍     | 553/1248 [04:11<03:52,  2.99it/s]
Testing:  44%|████▍     | 554/1248 [04:12<03:51,  3.00it/s]
Testing:  44%|████▍     | 555/1248 [04:12<04:01,  2.87it/s]
Testing:  45%|████▍     | 556/1248 [04:13<04:12,  2.74it/s]
Testing:  45%|████▍     | 557/1248 [04:13<04:51,  2.37it/s]
Testing:  45%|████▍     | 558/1248 [04:14<05:25,  2.12it/s]
Testing:  45%|████▍     | 559/1248 [04:14<06:05,  1.88it/s]
Testing:  45%|████▍     | 560/1248 [04:15<05:29,  2.09it/s]
Testing:  45%|████▍     | 561/1248 [04:15<05:04,  2.25it/s]
Testing:  45%|████▌     | 562/1248 [04:15<04:23,  2.61it/s]
Testing:  45%|████▌     | 563/1248 [04:16<03:53,  2.93it/s]
Testing:  45%|████▌     | 564/1248 [04:16<03:49,  2.98it/s]
Testing:  45%|████▌     | 565/1248 [04:16<03:30,  3.25it/s]
Testing:  45%|████▌     | 566/1248 [04:17<03:43,  3.06it/s]
Testing:  45%|████▌     | 567/1248 [04:17<03:25,  3.32it/s]
Testing:  46%|████▌     | 568/1248 [04:18<05:35,  2.03it/s]
Testing:  46%|████▌     | 569/1248 [04:18<06:10,  1.83it/s]
Testing:  46%|████▌     | 570/1248 [04:19<05:31,  2.05it/s]
Testing:  46%|████▌     | 571/1248 [04:19<05:03,  2.23it/s]
Testing:  46%|████▌     | 572/1248 [04:19<04:22,  2.57it/s]
Testing:  46%|████▌     | 573/1248 [04:20<04:16,  2.63it/s]
Testing:  46%|████▌     | 574/1248 [04:20<04:11,  2.68it/s]
Testing:  46%|████▌     | 575/1248 [04:20<03:46,  2.97it/s]
Testing:  46%|████▌     | 576/1248 [04:21<03:27,  3.24it/s]
Testing:  46%|████▌     | 577/1248 [04:21<04:00,  2.79it/s]
Testing:  46%|████▋     | 578/1248 [04:22<04:46,  2.34it/s]
Testing:  46%|████▋     | 579/1248 [04:22<04:33,  2.45it/s]
Testing:  46%|████▋     | 580/1248 [04:22<04:14,  2.63it/s]
Testing:  47%|████▋     | 581/1248 [04:23<05:34,  1.99it/s]
Testing:  47%|████▋     | 582/1248 [04:23<04:42,  2.36it/s]
Testing:  47%|████▋     | 583/1248 [04:24<04:07,  2.69it/s]
Testing:  47%|████▋     | 584/1248 [04:24<04:43,  2.34it/s]
Testing:  47%|████▋     | 585/1248 [04:25<04:33,  2.43it/s]
Testing:  47%|████▋     | 586/1248 [04:25<04:23,  2.51it/s]
Testing:  47%|████▋     | 587/1248 [04:25<04:31,  2.43it/s]
Testing:  47%|████▋     | 588/1248 [04:26<04:42,  2.33it/s]
Testing:  47%|████▋     | 589/1248 [04:26<04:28,  2.46it/s]
Testing:  47%|████▋     | 590/1248 [04:26<03:56,  2.78it/s]
Testing:  47%|████▋     | 591/1248 [04:27<03:34,  3.07it/s]
Testing:  47%|████▋     | 592/1248 [04:27<03:18,  3.31it/s]
Testing:  48%|████▊     | 593/1248 [04:27<03:51,  2.83it/s]
Testing:  48%|████▊     | 594/1248 [04:28<04:14,  2.57it/s]
Testing:  48%|████▊     | 595/1248 [04:28<04:30,  2.41it/s]
Testing:  48%|████▊     | 596/1248 [04:29<05:05,  2.13it/s]
Testing:  48%|████▊     | 597/1248 [04:30<05:35,  1.94it/s]
Testing:  48%|████▊     | 598/1248 [04:30<05:04,  2.13it/s]
Testing:  48%|████▊     | 599/1248 [04:31<06:12,  1.74it/s]
Testing:  48%|████▊     | 600/1248 [04:31<05:52,  1.84it/s]
Testing:  48%|████▊     | 601/1248 [04:32<05:16,  2.05it/s]
Testing:  48%|████▊     | 602/1248 [04:32<04:58,  2.17it/s]
Testing:  48%|████▊     | 603/1248 [04:32<04:14,  2.54it/s]
Testing:  48%|████▊     | 604/1248 [04:33<04:51,  2.21it/s]
Testing:  48%|████▊     | 605/1248 [04:34<05:48,  1.85it/s]
Testing:  49%|████▊     | 606/1248 [04:34<04:49,  2.22it/s]
Testing:  49%|████▊     | 607/1248 [04:34<04:07,  2.60it/s]
Testing:  49%|████▊     | 608/1248 [04:34<04:24,  2.42it/s]
Testing:  49%|████▉     | 609/1248 [04:35<04:13,  2.52it/s]
Testing:  49%|████▉     | 610/1248 [04:36<05:37,  1.89it/s]
Testing:  49%|████▉     | 611/1248 [04:37<06:47,  1.56it/s]
Testing:  49%|████▉     | 612/1248 [04:37<06:11,  1.71it/s]
Testing:  49%|████▉     | 613/1248 [04:37<05:40,  1.86it/s]
Testing:  49%|████▉     | 614/1248 [04:38<04:46,  2.22it/s]
Testing:  49%|████▉     | 615/1248 [04:38<04:28,  2.36it/s]
Testing:  49%|████▉     | 616/1248 [04:38<03:54,  2.70it/s]
Testing:  49%|████▉     | 617/1248 [04:39<03:31,  2.98it/s]
Testing:  50%|████▉     | 618/1248 [04:39<03:36,  2.92it/s]
Testing:  50%|████▉     | 619/1248 [04:39<03:38,  2.88it/s]
Testing:  50%|████▉     | 620/1248 [04:40<03:55,  2.67it/s]
Testing:  50%|████▉     | 621/1248 [04:40<03:29,  2.99it/s]
Testing:  50%|████▉     | 622/1248 [04:40<03:34,  2.92it/s]
Testing:  50%|████▉     | 623/1248 [04:41<04:36,  2.26it/s]
Testing:  50%|█████     | 624/1248 [04:41<04:14,  2.45it/s]
Testing:  50%|█████     | 625/1248 [04:42<04:04,  2.54it/s]
Testing:  50%|█████     | 626/1248 [04:42<03:36,  2.87it/s]
Testing:  50%|█████     | 627/1248 [04:42<03:50,  2.70it/s]
Testing:  50%|█████     | 628/1248 [04:43<03:23,  3.04it/s]
Testing:  50%|█████     | 629/1248 [04:43<04:14,  2.43it/s]
Testing:  50%|█████     | 630/1248 [04:45<08:15,  1.25it/s]
Testing:  51%|█████     | 631/1248 [04:45<06:36,  1.56it/s]
Testing:  51%|█████     | 632/1248 [04:46<05:45,  1.78it/s]
Testing:  51%|█████     | 633/1248 [04:46<06:00,  1.71it/s]
Testing:  51%|█████     | 634/1248 [04:46<04:57,  2.06it/s]
Testing:  51%|█████     | 635/1248 [04:47<04:25,  2.31it/s]
Testing:  51%|█████     | 636/1248 [04:47<03:27,  2.95it/s]
Testing:  51%|█████     | 637/1248 [04:47<03:31,  2.89it/s]
Testing:  51%|█████     | 638/1248 [04:48<03:34,  2.84it/s]
Testing:  51%|█████     | 639/1248 [04:48<04:31,  2.24it/s]
Testing:  51%|█████▏    | 640/1248 [04:49<04:16,  2.37it/s]
Testing:  51%|█████▏    | 641/1248 [04:49<04:25,  2.29it/s]
Testing:  51%|█████▏    | 642/1248 [04:50<04:22,  2.31it/s]
Testing:  52%|█████▏    | 643/1248 [04:50<04:28,  2.26it/s]
Testing:  52%|█████▏    | 644/1248 [04:50<03:29,  2.89it/s]
Testing:  52%|█████▏    | 645/1248 [04:50<03:10,  3.17it/s]
Testing:  52%|█████▏    | 646/1248 [04:51<03:38,  2.75it/s]
Testing:  52%|█████▏    | 647/1248 [04:51<03:52,  2.58it/s]
Testing:  52%|█████▏    | 648/1248 [04:52<03:27,  2.89it/s]
Testing:  52%|█████▏    | 649/1248 [04:52<03:51,  2.58it/s]
Testing:  52%|█████▏    | 650/1248 [04:52<03:46,  2.64it/s]
Testing:  52%|█████▏    | 651/1248 [04:53<03:43,  2.67it/s]
Testing:  52%|█████▏    | 652/1248 [04:53<03:39,  2.71it/s]
Testing:  52%|█████▏    | 653/1248 [04:54<03:52,  2.56it/s]
Testing:  52%|█████▏    | 654/1248 [04:54<03:25,  2.89it/s]
Testing:  52%|█████▏    | 655/1248 [04:54<03:06,  3.18it/s]
Testing:  53%|█████▎    | 656/1248 [04:54<02:53,  3.40it/s]
Testing:  53%|█████▎    | 657/1248 [04:55<03:05,  3.18it/s]
Testing:  53%|█████▎    | 658/1248 [04:55<02:51,  3.43it/s]
Testing:  53%|█████▎    | 659/1248 [04:55<02:43,  3.60it/s]
Testing:  53%|█████▎    | 660/1248 [04:55<02:58,  3.29it/s]
Testing:  53%|█████▎    | 661/1248 [04:56<03:39,  2.67it/s]
Testing:  53%|█████▎    | 662/1248 [04:56<03:48,  2.56it/s]
Testing:  53%|█████▎    | 663/1248 [04:57<04:04,  2.39it/s]
Testing:  53%|█████▎    | 664/1248 [04:57<03:35,  2.71it/s]
Testing:  53%|█████▎    | 665/1248 [04:58<04:27,  2.18it/s]
Testing:  53%|█████▎    | 666/1248 [04:58<03:49,  2.53it/s]
Testing:  53%|█████▎    | 667/1248 [04:58<03:41,  2.62it/s]
Testing:  54%|█████▎    | 668/1248 [04:59<03:49,  2.52it/s]
Testing:  54%|█████▎    | 669/1248 [04:59<04:22,  2.21it/s]
Testing:  54%|█████▎    | 670/1248 [05:00<04:20,  2.22it/s]
Testing:  54%|█████▍    | 671/1248 [05:00<04:25,  2.18it/s]
Testing:  54%|█████▍    | 672/1248 [05:01<05:15,  1.83it/s]
Testing:  54%|█████▍    | 673/1248 [05:01<04:23,  2.18it/s]
Testing:  54%|█████▍    | 674/1248 [05:02<03:57,  2.41it/s]
Testing:  54%|█████▍    | 675/1248 [05:02<03:47,  2.51it/s]
Testing:  54%|█████▍    | 676/1248 [05:02<03:21,  2.84it/s]
Testing:  54%|█████▍    | 677/1248 [05:03<03:03,  3.10it/s]
Testing:  54%|█████▍    | 678/1248 [05:03<02:50,  3.35it/s]
Testing:  54%|█████▍    | 679/1248 [05:03<02:40,  3.54it/s]
Testing:  54%|█████▍    | 680/1248 [05:03<02:52,  3.29it/s]
Testing:  55%|█████▍    | 681/1248 [05:04<03:15,  2.91it/s]
Testing:  55%|█████▍    | 682/1248 [05:04<02:57,  3.19it/s]
Testing:  55%|█████▍    | 683/1248 [05:04<03:05,  3.04it/s]
Testing:  55%|█████▍    | 684/1248 [05:05<03:29,  2.69it/s]
Testing:  55%|█████▍    | 685/1248 [05:05<02:46,  3.38it/s]
Testing:  55%|█████▍    | 686/1248 [05:06<03:34,  2.62it/s]
Testing:  55%|█████▌    | 687/1248 [05:06<04:02,  2.31it/s]
Testing:  55%|█████▌    | 688/1248 [05:07<04:10,  2.24it/s]
Testing:  55%|█████▌    | 689/1248 [05:07<04:06,  2.27it/s]
Testing:  55%|█████▌    | 690/1248 [05:08<04:25,  2.11it/s]
Testing:  55%|█████▌    | 691/1248 [05:08<04:17,  2.16it/s]
Testing:  55%|█████▌    | 692/1248 [05:09<04:18,  2.15it/s]
Testing:  56%|█████▌    | 693/1248 [05:09<04:51,  1.90it/s]
Testing:  56%|█████▌    | 694/1248 [05:09<04:03,  2.28it/s]
Testing:  56%|█████▌    | 695/1248 [05:10<04:02,  2.28it/s]
Testing:  56%|█████▌    | 696/1248 [05:10<03:29,  2.64it/s]
Testing:  56%|█████▌    | 697/1248 [05:10<03:08,  2.93it/s]
Testing:  56%|█████▌    | 698/1248 [05:11<03:09,  2.90it/s]
Testing:  56%|█████▌    | 699/1248 [05:11<03:11,  2.86it/s]
Testing:  56%|█████▌    | 700/1248 [05:11<03:12,  2.84it/s]
Testing:  56%|█████▌    | 701/1248 [05:12<04:00,  2.28it/s]
Testing:  56%|█████▋    | 702/1248 [05:12<03:57,  2.30it/s]
Testing:  56%|█████▋    | 703/1248 [05:13<04:05,  2.22it/s]
Testing:  56%|█████▋    | 704/1248 [05:13<04:08,  2.19it/s]
Testing:  56%|█████▋    | 705/1248 [05:14<03:46,  2.40it/s]
Testing:  57%|█████▋    | 706/1248 [05:14<03:50,  2.35it/s]
Testing:  57%|█████▋    | 707/1248 [05:15<03:37,  2.49it/s]
Testing:  57%|█████▋    | 708/1248 [05:16<05:46,  1.56it/s]
Testing:  57%|█████▋    | 709/1248 [05:16<05:22,  1.67it/s]
Testing:  57%|█████▋    | 710/1248 [05:17<05:51,  1.53it/s]
Testing:  57%|█████▋    | 711/1248 [05:18<05:28,  1.64it/s]
Testing:  57%|█████▋    | 712/1248 [05:18<05:05,  1.75it/s]
Testing:  57%|█████▋    | 713/1248 [05:19<05:20,  1.67it/s]
Testing:  57%|█████▋    | 714/1248 [05:19<05:12,  1.71it/s]
Testing:  57%|█████▋    | 715/1248 [05:20<05:06,  1.74it/s]
Testing:  57%|█████▋    | 716/1248 [05:20<04:11,  2.11it/s]
Testing:  57%|█████▋    | 717/1248 [05:20<03:54,  2.27it/s]
Testing:  58%|█████▊    | 718/1248 [05:21<03:22,  2.62it/s]
Testing:  58%|█████▊    | 719/1248 [05:21<03:17,  2.68it/s]
Testing:  58%|█████▊    | 720/1248 [05:21<02:56,  2.98it/s]
Testing:  58%|█████▊    | 721/1248 [05:22<03:18,  2.65it/s]
Testing:  58%|█████▊    | 722/1248 [05:22<02:57,  2.97it/s]
Testing:  58%|█████▊    | 723/1248 [05:22<03:05,  2.82it/s]
Testing:  58%|█████▊    | 724/1248 [05:23<03:00,  2.91it/s]
Testing:  58%|█████▊    | 725/1248 [05:23<02:42,  3.22it/s]
Testing:  58%|█████▊    | 726/1248 [05:23<03:07,  2.78it/s]
Testing:  58%|█████▊    | 727/1248 [05:24<02:49,  3.07it/s]
Testing:  58%|█████▊    | 728/1248 [05:24<02:54,  2.97it/s]
Testing:  58%|█████▊    | 729/1248 [05:25<03:28,  2.49it/s]
Testing:  58%|█████▊    | 730/1248 [05:25<03:51,  2.23it/s]
Testing:  59%|█████▊    | 731/1248 [05:26<04:08,  2.08it/s]
Testing:  59%|█████▊    | 732/1248 [05:26<04:06,  2.09it/s]
Testing:  59%|█████▊    | 733/1248 [05:27<04:29,  1.91it/s]
Testing:  59%|█████▉    | 734/1248 [05:27<03:46,  2.27it/s]
Testing:  59%|█████▉    | 735/1248 [05:27<03:41,  2.32it/s]
Testing:  59%|█████▉    | 736/1248 [05:28<03:28,  2.45it/s]
Testing:  59%|█████▉    | 737/1248 [05:28<03:25,  2.48it/s]
Testing:  59%|█████▉    | 738/1248 [05:29<03:36,  2.36it/s]
Testing:  59%|█████▉    | 739/1248 [05:29<03:07,  2.71it/s]
Testing:  59%|█████▉    | 740/1248 [05:29<03:35,  2.35it/s]
Testing:  59%|█████▉    | 741/1248 [05:30<03:48,  2.22it/s]
Testing:  59%|█████▉    | 742/1248 [05:30<03:51,  2.18it/s]
Testing:  60%|█████▉    | 743/1248 [05:31<03:48,  2.21it/s]
Testing:  60%|█████▉    | 744/1248 [05:31<03:44,  2.25it/s]
Testing:  60%|█████▉    | 745/1248 [05:32<03:30,  2.39it/s]
Testing:  60%|█████▉    | 746/1248 [05:32<03:21,  2.49it/s]
Testing:  60%|█████▉    | 747/1248 [05:32<03:08,  2.66it/s]
Testing:  60%|█████▉    | 748/1248 [05:33<02:48,  2.97it/s]
Testing:  60%|██████    | 749/1248 [05:33<02:31,  3.29it/s]
Testing:  60%|██████    | 750/1248 [05:33<02:33,  3.24it/s]
Testing:  60%|██████    | 751/1248 [05:34<02:52,  2.89it/s]
Testing:  60%|██████    | 752/1248 [05:34<02:55,  2.83it/s]
Testing:  60%|██████    | 753/1248 [05:35<03:42,  2.22it/s]
Testing:  60%|██████    | 754/1248 [05:35<03:12,  2.57it/s]
Testing:  60%|██████    | 755/1248 [05:35<03:35,  2.29it/s]
Testing:  61%|██████    | 756/1248 [05:36<03:52,  2.12it/s]
Testing:  61%|██████    | 757/1248 [05:36<03:17,  2.48it/s]
Testing:  61%|██████    | 758/1248 [05:37<03:27,  2.36it/s]
Testing:  61%|██████    | 759/1248 [05:37<03:00,  2.72it/s]
Testing:  61%|██████    | 760/1248 [05:37<02:57,  2.75it/s]
Testing:  61%|██████    | 761/1248 [05:38<03:29,  2.33it/s]
Testing:  61%|██████    | 762/1248 [05:39<04:30,  1.80it/s]
Testing:  61%|██████    | 763/1248 [05:39<04:18,  1.88it/s]
Testing:  61%|██████    | 764/1248 [05:40<05:27,  1.48it/s]
Testing:  61%|██████▏   | 765/1248 [05:41<04:58,  1.62it/s]
Testing:  61%|██████▏   | 766/1248 [05:41<04:04,  1.97it/s]
Testing:  61%|██████▏   | 767/1248 [05:41<03:43,  2.16it/s]
Testing:  62%|██████▏   | 768/1248 [05:42<03:53,  2.06it/s]
Testing:  62%|██████▏   | 769/1248 [05:42<03:34,  2.23it/s]
Testing:  62%|██████▏   | 770/1248 [05:43<03:32,  2.24it/s]
Testing:  62%|██████▏   | 771/1248 [05:43<04:09,  1.91it/s]
Testing:  62%|██████▏   | 772/1248 [05:44<03:28,  2.28it/s]
Testing:  62%|██████▏   | 773/1248 [05:45<06:24,  1.24it/s]
Testing:  62%|██████▏   | 774/1248 [05:46<05:33,  1.42it/s]
Testing:  62%|██████▏   | 775/1248 [05:46<05:45,  1.37it/s]
Testing:  62%|██████▏   | 776/1248 [05:47<05:13,  1.51it/s]
Testing:  62%|██████▏   | 777/1248 [05:48<05:00,  1.57it/s]
Testing:  62%|██████▏   | 778/1248 [05:48<04:41,  1.67it/s]
Testing:  62%|██████▏   | 779/1248 [05:49<04:23,  1.78it/s]
Testing:  62%|██████▎   | 780/1248 [05:51<07:47,  1.00it/s]
Testing:  63%|██████▎   | 781/1248 [05:51<06:36,  1.18it/s]
Testing:  63%|██████▎   | 782/1248 [05:51<05:12,  1.49it/s]
Testing:  63%|██████▎   | 783/1248 [05:52<04:22,  1.77it/s]
Testing:  63%|██████▎   | 784/1248 [05:52<03:54,  1.98it/s]
Testing:  63%|██████▎   | 785/1248 [05:53<03:56,  1.96it/s]
Testing:  63%|██████▎   | 786/1248 [05:53<03:36,  2.14it/s]
Testing:  63%|██████▎   | 787/1248 [05:53<03:15,  2.36it/s]
Testing:  63%|██████▎   | 788/1248 [05:53<02:50,  2.70it/s]
Testing:  63%|██████▎   | 789/1248 [05:54<02:31,  3.02it/s]
Testing:  63%|██████▎   | 790/1248 [05:54<02:36,  2.93it/s]
Testing:  63%|██████▎   | 791/1248 [05:54<02:22,  3.21it/s]
Testing:  63%|██████▎   | 792/1248 [05:55<02:42,  2.81it/s]
Testing:  64%|██████▎   | 793/1248 [05:55<03:09,  2.40it/s]
Testing:  64%|██████▎   | 794/1248 [05:56<03:00,  2.51it/s]
Testing:  64%|██████▎   | 795/1248 [05:56<02:55,  2.58it/s]
Testing:  64%|██████▍   | 796/1248 [05:57<03:07,  2.42it/s]
Testing:  64%|██████▍   | 797/1248 [05:57<02:44,  2.75it/s]
Testing:  64%|██████▍   | 798/1248 [05:57<03:08,  2.39it/s]
Testing:  64%|██████▍   | 799/1248 [05:58<02:59,  2.51it/s]
Testing:  64%|██████▍   | 800/1248 [05:58<02:37,  2.84it/s]
Testing:  64%|██████▍   | 801/1248 [05:58<03:04,  2.43it/s]
Testing:  64%|██████▍   | 802/1248 [05:59<03:27,  2.15it/s]
Testing:  64%|██████▍   | 803/1248 [05:59<03:11,  2.32it/s]
Testing:  64%|██████▍   | 804/1248 [06:00<03:22,  2.19it/s]
Testing:  65%|██████▍   | 805/1248 [06:01<03:44,  1.97it/s]
Testing:  65%|██████▍   | 806/1248 [06:01<03:25,  2.15it/s]
Testing:  65%|██████▍   | 807/1248 [06:02<03:46,  1.95it/s]
Testing:  65%|██████▍   | 808/1248 [06:02<03:36,  2.03it/s]
Testing:  65%|██████▍   | 809/1248 [06:02<02:47,  2.62it/s]
Testing:  65%|██████▍   | 810/1248 [06:03<02:59,  2.45it/s]
Testing:  65%|██████▍   | 811/1248 [06:03<02:52,  2.53it/s]
Testing:  65%|██████▌   | 812/1248 [06:04<03:38,  2.00it/s]
Testing:  65%|██████▌   | 813/1248 [06:04<03:18,  2.20it/s]
Testing:  65%|██████▌   | 814/1248 [06:04<02:50,  2.55it/s]
Testing:  65%|██████▌   | 815/1248 [06:05<03:16,  2.21it/s]
Testing:  65%|██████▌   | 816/1248 [06:05<02:49,  2.55it/s]
Testing:  65%|██████▌   | 817/1248 [06:05<02:30,  2.86it/s]
Testing:  66%|██████▌   | 818/1248 [06:06<02:41,  2.66it/s]
Testing:  66%|██████▌   | 819/1248 [06:06<02:24,  2.97it/s]
Testing:  66%|██████▌   | 820/1248 [06:07<03:52,  1.84it/s]
Testing:  66%|██████▌   | 821/1248 [06:07<03:13,  2.20it/s]
Testing:  66%|██████▌   | 822/1248 [06:08<02:46,  2.56it/s]
Testing:  66%|██████▌   | 823/1248 [06:08<02:56,  2.40it/s]
Testing:  66%|██████▌   | 824/1248 [06:08<02:52,  2.46it/s]
Testing:  66%|██████▌   | 825/1248 [06:09<03:00,  2.34it/s]
Testing:  66%|██████▌   | 826/1248 [06:09<02:36,  2.70it/s]
Testing:  66%|██████▋   | 827/1248 [06:09<02:31,  2.78it/s]
Testing:  66%|██████▋   | 828/1248 [06:10<02:31,  2.78it/s]
Testing:  66%|██████▋   | 829/1248 [06:10<02:01,  3.46it/s]
Testing:  67%|██████▋   | 830/1248 [06:10<01:55,  3.61it/s]
Testing:  67%|██████▋   | 831/1248 [06:10<01:50,  3.76it/s]
Testing:  67%|██████▋   | 832/1248 [06:11<02:16,  3.05it/s]
Testing:  67%|██████▋   | 833/1248 [06:11<02:20,  2.95it/s]
Testing:  67%|██████▋   | 834/1248 [06:12<02:38,  2.61it/s]
Testing:  67%|██████▋   | 835/1248 [06:12<02:44,  2.50it/s]
Testing:  67%|██████▋   | 836/1248 [06:12<02:24,  2.85it/s]
Testing:  67%|██████▋   | 837/1248 [06:13<03:23,  2.02it/s]
Testing:  67%|██████▋   | 838/1248 [06:14<03:39,  1.87it/s]
Testing:  67%|██████▋   | 839/1248 [06:15<04:04,  1.67it/s]
Testing:  67%|██████▋   | 840/1248 [06:15<03:34,  1.90it/s]
Testing:  67%|██████▋   | 841/1248 [06:15<02:58,  2.28it/s]
Testing:  67%|██████▋   | 842/1248 [06:16<02:49,  2.40it/s]
Testing:  68%|██████▊   | 843/1248 [06:16<03:05,  2.18it/s]
Testing:  68%|██████▊   | 844/1248 [06:16<02:39,  2.53it/s]
Testing:  68%|██████▊   | 845/1248 [06:17<02:35,  2.59it/s]
Testing:  68%|██████▊   | 846/1248 [06:17<02:32,  2.64it/s]
Testing:  68%|██████▊   | 847/1248 [06:17<02:15,  2.95it/s]
Testing:  68%|██████▊   | 848/1248 [06:18<02:04,  3.22it/s]
Testing:  68%|██████▊   | 849/1248 [06:18<02:23,  2.78it/s]
Testing:  68%|██████▊   | 850/1248 [06:19<02:37,  2.53it/s]
Testing:  68%|██████▊   | 851/1248 [06:19<02:32,  2.61it/s]
Testing:  68%|██████▊   | 852/1248 [06:19<02:28,  2.66it/s]
Testing:  68%|██████▊   | 853/1248 [06:20<02:13,  2.97it/s]
Testing:  68%|██████▊   | 854/1248 [06:20<02:02,  3.23it/s]
Testing:  69%|██████▊   | 855/1248 [06:20<02:07,  3.09it/s]
Testing:  69%|██████▊   | 856/1248 [06:20<02:07,  3.08it/s]
Testing:  69%|██████▊   | 857/1248 [06:21<02:10,  3.00it/s]
Testing:  69%|██████▉   | 858/1248 [06:21<02:25,  2.68it/s]
Testing:  69%|██████▉   | 859/1248 [06:22<02:09,  3.00it/s]
Testing:  69%|██████▉   | 860/1248 [06:22<02:21,  2.74it/s]
Testing:  69%|██████▉   | 861/1248 [06:22<02:25,  2.67it/s]
Testing:  69%|██████▉   | 862/1248 [06:23<02:18,  2.79it/s]
Testing:  69%|██████▉   | 863/1248 [06:23<02:54,  2.20it/s]
Testing:  69%|██████▉   | 864/1248 [06:24<02:28,  2.59it/s]
Testing:  69%|██████▉   | 865/1248 [06:24<02:46,  2.30it/s]
Testing:  69%|██████▉   | 866/1248 [06:24<02:24,  2.65it/s]
Testing:  69%|██████▉   | 867/1248 [06:25<02:08,  2.96it/s]
Testing:  70%|██████▉   | 868/1248 [06:25<02:41,  2.35it/s]
Testing:  70%|██████▉   | 869/1248 [06:26<02:30,  2.52it/s]
Testing:  70%|██████▉   | 870/1248 [06:26<02:09,  2.92it/s]
Testing:  70%|██████▉   | 871/1248 [06:26<02:16,  2.76it/s]
Testing:  70%|██████▉   | 872/1248 [06:27<02:32,  2.46it/s]
Testing:  70%|██████▉   | 873/1248 [06:27<02:33,  2.44it/s]
Testing:  70%|███████   | 874/1248 [06:27<02:14,  2.78it/s]
Testing:  70%|███████   | 875/1248 [06:28<02:36,  2.39it/s]
Testing:  70%|███████   | 876/1248 [06:28<02:41,  2.31it/s]
Testing:  70%|███████   | 877/1248 [06:29<02:44,  2.25it/s]
Testing:  70%|███████   | 878/1248 [06:29<02:52,  2.14it/s]
Testing:  70%|███████   | 879/1248 [06:30<02:48,  2.19it/s]
Testing:  71%|███████   | 880/1248 [06:30<02:49,  2.17it/s]
Testing:  71%|███████   | 881/1248 [06:31<02:37,  2.33it/s]
Testing:  71%|███████   | 882/1248 [06:31<02:29,  2.45it/s]
Testing:  71%|███████   | 883/1248 [06:31<02:19,  2.62it/s]
Testing:  71%|███████   | 884/1248 [06:32<02:02,  2.96it/s]
Testing:  71%|███████   | 885/1248 [06:32<02:04,  2.91it/s]
Testing:  71%|███████   | 886/1248 [06:32<02:05,  2.87it/s]
Testing:  71%|███████   | 887/1248 [06:33<01:54,  3.15it/s]
Testing:  71%|███████   | 888/1248 [06:33<02:02,  2.94it/s]
Testing:  71%|███████   | 889/1248 [06:33<02:01,  2.96it/s]
Testing:  71%|███████▏  | 890/1248 [06:34<02:15,  2.65it/s]
Testing:  71%|███████▏  | 891/1248 [06:34<02:20,  2.54it/s]
Testing:  71%|███████▏  | 892/1248 [06:35<02:49,  2.10it/s]
Testing:  72%|███████▏  | 893/1248 [06:36<03:17,  1.79it/s]
Testing:  72%|███████▏  | 894/1248 [06:36<03:06,  1.90it/s]
Testing:  72%|███████▏  | 895/1248 [06:36<02:34,  2.28it/s]
Testing:  72%|███████▏  | 896/1248 [06:37<02:13,  2.64it/s]
Testing:  72%|███████▏  | 897/1248 [06:37<02:31,  2.32it/s]
Testing:  72%|███████▏  | 898/1248 [06:37<02:11,  2.66it/s]
Testing:  72%|███████▏  | 899/1248 [06:38<02:19,  2.49it/s]
Testing:  72%|███████▏  | 900/1248 [06:38<02:34,  2.25it/s]
Testing:  72%|███████▏  | 901/1248 [06:39<02:25,  2.39it/s]
Testing:  72%|███████▏  | 902/1248 [06:39<02:43,  2.12it/s]
Testing:  72%|███████▏  | 903/1248 [06:40<02:43,  2.11it/s]
Testing:  72%|███████▏  | 904/1248 [06:40<02:54,  1.98it/s]
Testing:  73%|███████▎  | 905/1248 [06:41<02:39,  2.16it/s]
Testing:  73%|███████▎  | 906/1248 [06:41<02:26,  2.33it/s]
Testing:  73%|███████▎  | 907/1248 [06:42<02:46,  2.05it/s]
Testing:  73%|███████▎  | 908/1248 [06:42<02:45,  2.06it/s]
Testing:  73%|███████▎  | 909/1248 [06:42<02:19,  2.42it/s]
Testing:  73%|███████▎  | 910/1248 [06:43<02:24,  2.34it/s]
Testing:  73%|███████▎  | 911/1248 [06:43<02:17,  2.45it/s]
Testing:  73%|███████▎  | 912/1248 [06:44<02:12,  2.53it/s]
Testing:  73%|███████▎  | 913/1248 [06:44<02:20,  2.39it/s]
Testing:  73%|███████▎  | 914/1248 [06:44<02:14,  2.48it/s]
Testing:  73%|███████▎  | 915/1248 [06:45<01:58,  2.82it/s]
Testing:  73%|███████▎  | 916/1248 [06:45<02:02,  2.72it/s]
Testing:  73%|███████▎  | 917/1248 [06:45<02:00,  2.74it/s]
Testing:  74%|███████▎  | 918/1248 [06:46<01:56,  2.83it/s]
Testing:  74%|███████▎  | 919/1248 [06:46<01:43,  3.17it/s]
Testing:  74%|███████▎  | 920/1248 [06:46<01:47,  3.05it/s]
Testing:  74%|███████▍  | 921/1248 [06:47<01:47,  3.04it/s]
Testing:  74%|███████▍  | 922/1248 [06:47<01:50,  2.96it/s]
Testing:  74%|███████▍  | 923/1248 [06:48<02:22,  2.28it/s]
Testing:  74%|███████▍  | 924/1248 [06:48<02:03,  2.62it/s]
Testing:  74%|███████▍  | 925/1248 [06:48<02:12,  2.43it/s]
Testing:  74%|███████▍  | 926/1248 [06:49<01:57,  2.75it/s]
Testing:  74%|███████▍  | 927/1248 [06:49<02:04,  2.58it/s]
Testing:  74%|███████▍  | 928/1248 [06:49<01:50,  2.90it/s]
Testing:  74%|███████▍  | 929/1248 [06:50<02:02,  2.61it/s]
Testing:  75%|███████▍  | 930/1248 [06:50<02:21,  2.25it/s]
Testing:  75%|███████▍  | 931/1248 [06:51<02:19,  2.27it/s]
Testing:  75%|███████▍  | 932/1248 [06:51<02:29,  2.12it/s]
Testing:  75%|███████▍  | 933/1248 [06:52<02:18,  2.27it/s]
Testing:  75%|███████▍  | 934/1248 [06:52<02:44,  1.91it/s]
Testing:  75%|███████▍  | 935/1248 [06:53<02:46,  1.88it/s]
Testing:  75%|███████▌  | 936/1248 [06:53<02:29,  2.09it/s]
Testing:  75%|███████▌  | 937/1248 [06:54<02:28,  2.10it/s]
Testing:  75%|███████▌  | 938/1248 [06:54<02:16,  2.26it/s]
Testing:  75%|███████▌  | 939/1248 [06:54<01:58,  2.60it/s]
Testing:  75%|███████▌  | 940/1248 [06:55<01:46,  2.89it/s]
Testing:  75%|███████▌  | 941/1248 [06:55<01:47,  2.86it/s]
Testing:  75%|███████▌  | 942/1248 [06:55<01:48,  2.83it/s]
Testing:  76%|███████▌  | 943/1248 [06:56<01:44,  2.93it/s]
Testing:  76%|███████▌  | 944/1248 [06:57<02:52,  1.76it/s]
Testing:  76%|███████▌  | 945/1248 [06:57<02:30,  2.01it/s]
Testing:  76%|███████▌  | 946/1248 [06:58<02:13,  2.26it/s]
Testing:  76%|███████▌  | 947/1248 [06:58<01:55,  2.62it/s]
Testing:  76%|███████▌  | 948/1248 [06:58<02:07,  2.36it/s]
Testing:  76%|███████▌  | 949/1248 [06:59<02:00,  2.47it/s]
Testing:  76%|███████▌  | 950/1248 [06:59<01:54,  2.61it/s]
Testing:  76%|███████▌  | 951/1248 [06:59<01:40,  2.94it/s]
Testing:  76%|███████▋  | 952/1248 [06:59<01:32,  3.21it/s]
Testing:  76%|███████▋  | 953/1248 [07:00<01:56,  2.52it/s]
Testing:  76%|███████▋  | 954/1248 [07:00<01:53,  2.59it/s]
Testing:  77%|███████▋  | 955/1248 [07:01<01:40,  2.93it/s]
Testing:  77%|███████▋  | 956/1248 [07:01<01:31,  3.19it/s]
Testing:  77%|███████▋  | 957/1248 [07:01<01:35,  3.05it/s]
Testing:  77%|███████▋  | 958/1248 [07:02<01:37,  2.96it/s]
Testing:  77%|███████▋  | 959/1248 [07:02<01:36,  3.00it/s]
Testing:  77%|███████▋  | 960/1248 [07:02<01:37,  2.96it/s]
Testing:  77%|███████▋  | 961/1248 [07:03<01:58,  2.41it/s]
Testing:  77%|███████▋  | 962/1248 [07:03<01:54,  2.50it/s]
Testing:  77%|███████▋  | 963/1248 [07:04<02:07,  2.24it/s]
Testing:  77%|███████▋  | 964/1248 [07:04<02:09,  2.20it/s]
Testing:  77%|███████▋  | 965/1248 [07:05<01:50,  2.56it/s]
Testing:  77%|███████▋  | 966/1248 [07:05<01:58,  2.39it/s]
Testing:  77%|███████▋  | 967/1248 [07:05<01:52,  2.50it/s]
Testing:  78%|███████▊  | 968/1248 [07:06<01:54,  2.45it/s]
Testing:  78%|███████▊  | 969/1248 [07:06<01:40,  2.79it/s]
Testing:  78%|███████▊  | 970/1248 [07:06<01:39,  2.79it/s]
Testing:  78%|███████▊  | 971/1248 [07:07<01:39,  2.78it/s]
Testing:  78%|███████▊  | 972/1248 [07:07<01:29,  3.09it/s]
Testing:  78%|███████▊  | 973/1248 [07:07<01:31,  3.00it/s]
Testing:  78%|███████▊  | 974/1248 [07:08<01:23,  3.28it/s]
Testing:  78%|███████▊  | 975/1248 [07:08<01:43,  2.65it/s]
Testing:  78%|███████▊  | 976/1248 [07:09<01:50,  2.45it/s]
Testing:  78%|███████▊  | 977/1248 [07:09<02:24,  1.88it/s]
Testing:  78%|███████▊  | 978/1248 [07:10<02:24,  1.86it/s]
Testing:  78%|███████▊  | 979/1248 [07:10<02:00,  2.22it/s]
Testing:  79%|███████▊  | 980/1248 [07:11<01:52,  2.39it/s]
Testing:  79%|███████▊  | 981/1248 [07:11<01:50,  2.42it/s]
Testing:  79%|███████▊  | 982/1248 [07:11<01:35,  2.80it/s]
Testing:  79%|███████▉  | 983/1248 [07:11<01:25,  3.10it/s]
Testing:  79%|███████▉  | 984/1248 [07:12<01:27,  3.00it/s]
Testing:  79%|███████▉  | 985/1248 [07:12<01:32,  2.84it/s]
Testing:  79%|███████▉  | 986/1248 [07:13<01:41,  2.59it/s]
Testing:  79%|███████▉  | 987/1248 [07:13<01:29,  2.91it/s]
Testing:  79%|███████▉  | 988/1248 [07:14<02:06,  2.06it/s]
Testing:  79%|███████▉  | 989/1248 [07:14<02:02,  2.11it/s]
Testing:  79%|███████▉  | 990/1248 [07:15<02:16,  1.89it/s]
Testing:  79%|███████▉  | 991/1248 [07:15<02:02,  2.11it/s]
Testing:  79%|███████▉  | 992/1248 [07:15<01:43,  2.47it/s]
Testing:  80%|███████▉  | 993/1248 [07:16<01:38,  2.58it/s]
Testing:  80%|███████▉  | 994/1248 [07:16<01:24,  2.99it/s]
Testing:  80%|███████▉  | 995/1248 [07:16<01:18,  3.24it/s]
Testing:  80%|███████▉  | 996/1248 [07:16<01:12,  3.46it/s]
Testing:  80%|███████▉  | 997/1248 [07:17<01:17,  3.22it/s]
Testing:  80%|███████▉  | 998/1248 [07:17<01:38,  2.54it/s]
Testing:  80%|████████  | 999/1248 [07:18<02:21,  1.76it/s]
Testing:  80%|████████  | 1000/1248 [07:19<02:21,  1.76it/s]
Testing:  80%|████████  | 1001/1248 [07:19<02:13,  1.85it/s]
Testing:  80%|████████  | 1002/1248 [07:20<02:05,  1.97it/s]
Testing:  80%|████████  | 1003/1248 [07:20<01:53,  2.16it/s]
Testing:  80%|████████  | 1004/1248 [07:21<01:54,  2.14it/s]
Testing:  81%|████████  | 1005/1248 [07:21<01:51,  2.17it/s]
Testing:  81%|████████  | 1006/1248 [07:22<01:57,  2.05it/s]
Testing:  81%|████████  | 1007/1248 [07:22<01:50,  2.18it/s]
Testing:  81%|████████  | 1008/1248 [07:23<01:51,  2.16it/s]
Testing:  81%|████████  | 1009/1248 [07:23<01:48,  2.20it/s]
Testing:  81%|████████  | 1010/1248 [07:23<01:33,  2.55it/s]
Testing:  81%|████████  | 1011/1248 [07:24<01:38,  2.40it/s]
Testing:  81%|████████  | 1012/1248 [07:24<01:33,  2.51it/s]
Testing:  81%|████████  | 1013/1248 [07:24<01:23,  2.83it/s]
Testing:  81%|████████▏ | 1014/1248 [07:25<01:55,  2.03it/s]
Testing:  81%|████████▏ | 1015/1248 [07:26<01:53,  2.06it/s]
Testing:  81%|████████▏ | 1016/1248 [07:26<01:52,  2.07it/s]
Testing:  81%|████████▏ | 1017/1248 [07:27<01:58,  1.94it/s]
Testing:  82%|████████▏ | 1018/1248 [07:27<01:45,  2.19it/s]
Testing:  82%|████████▏ | 1019/1248 [07:27<01:38,  2.33it/s]
Testing:  82%|████████▏ | 1020/1248 [07:28<01:33,  2.45it/s]
Testing:  82%|████████▏ | 1021/1248 [07:28<01:28,  2.56it/s]
Testing:  82%|████████▏ | 1022/1248 [07:28<01:31,  2.48it/s]
Testing:  82%|████████▏ | 1023/1248 [07:29<01:27,  2.56it/s]
Testing:  82%|████████▏ | 1024/1248 [07:30<01:53,  1.97it/s]
Testing:  82%|████████▏ | 1025/1248 [07:31<02:32,  1.46it/s]
Testing:  82%|████████▏ | 1026/1248 [07:31<02:17,  1.62it/s]
Testing:  82%|████████▏ | 1027/1248 [07:32<02:14,  1.64it/s]
Testing:  82%|████████▏ | 1028/1248 [07:32<02:10,  1.69it/s]
Testing:  82%|████████▏ | 1029/1248 [07:33<02:01,  1.80it/s]
Testing:  83%|████████▎ | 1030/1248 [07:33<01:41,  2.16it/s]
Testing:  83%|████████▎ | 1031/1248 [07:33<01:25,  2.52it/s]
Testing:  83%|████████▎ | 1032/1248 [07:34<01:15,  2.85it/s]
Testing:  83%|████████▎ | 1033/1248 [07:34<01:21,  2.65it/s]
Testing:  83%|████████▎ | 1034/1248 [07:34<01:26,  2.47it/s]
Testing:  83%|████████▎ | 1035/1248 [07:35<01:16,  2.80it/s]
Testing:  83%|████████▎ | 1036/1248 [07:35<01:17,  2.72it/s]
Testing:  83%|████████▎ | 1037/1248 [07:36<01:39,  2.12it/s]
Testing:  83%|████████▎ | 1038/1248 [07:36<01:32,  2.28it/s]
Testing:  83%|████████▎ | 1039/1248 [07:37<01:31,  2.27it/s]
Testing:  83%|████████▎ | 1040/1248 [07:37<01:29,  2.33it/s]
Testing:  83%|████████▎ | 1041/1248 [07:37<01:28,  2.34it/s]
Testing:  83%|████████▎ | 1042/1248 [07:38<01:22,  2.51it/s]
Testing:  84%|████████▎ | 1043/1248 [07:38<01:26,  2.37it/s]
Testing:  84%|████████▎ | 1044/1248 [07:39<01:33,  2.17it/s]
Testing:  84%|████████▎ | 1045/1248 [07:39<01:24,  2.39it/s]
Testing:  84%|████████▍ | 1046/1248 [07:39<01:20,  2.50it/s]
Testing:  84%|████████▍ | 1047/1248 [07:40<01:23,  2.40it/s]
Testing:  84%|████████▍ | 1048/1248 [07:40<01:12,  2.75it/s]
Testing:  84%|████████▍ | 1049/1248 [07:40<01:09,  2.84it/s]
Testing:  84%|████████▍ | 1050/1248 [07:41<01:10,  2.82it/s]
Testing:  84%|████████▍ | 1051/1248 [07:41<01:16,  2.57it/s]
Testing:  84%|████████▍ | 1052/1248 [07:42<01:20,  2.43it/s]
Testing:  84%|████████▍ | 1053/1248 [07:42<01:33,  2.09it/s]
Testing:  84%|████████▍ | 1054/1248 [07:43<01:18,  2.46it/s]
Testing:  85%|████████▍ | 1055/1248 [07:43<01:28,  2.18it/s]
Testing:  85%|████████▍ | 1056/1248 [07:44<01:29,  2.15it/s]
Testing:  85%|████████▍ | 1057/1248 [07:44<01:16,  2.51it/s]
Testing:  85%|████████▍ | 1058/1248 [07:44<01:13,  2.59it/s]
Testing:  85%|████████▍ | 1059/1248 [07:45<01:08,  2.75it/s]
Testing:  85%|████████▍ | 1060/1248 [07:46<01:45,  1.78it/s]
Testing:  85%|████████▌ | 1061/1248 [07:46<01:50,  1.70it/s]
Testing:  85%|████████▌ | 1062/1248 [07:47<01:40,  1.84it/s]
Testing:  85%|████████▌ | 1063/1248 [07:47<01:38,  1.88it/s]
Testing:  85%|████████▌ | 1064/1248 [07:47<01:21,  2.25it/s]
Testing:  85%|████████▌ | 1065/1248 [07:48<01:20,  2.26it/s]
Testing:  85%|████████▌ | 1066/1248 [07:48<01:21,  2.24it/s]
Testing:  85%|████████▌ | 1067/1248 [07:49<01:09,  2.59it/s]
Testing:  86%|████████▌ | 1068/1248 [07:49<01:08,  2.64it/s]
Testing:  86%|████████▌ | 1069/1248 [07:49<01:00,  2.96it/s]
Testing:  86%|████████▌ | 1070/1248 [07:50<00:58,  3.02it/s]
Testing:  86%|████████▌ | 1071/1248 [07:50<01:06,  2.67it/s]
Testing:  86%|████████▌ | 1072/1248 [07:50<00:58,  3.00it/s]
Testing:  86%|████████▌ | 1073/1248 [07:51<01:01,  2.83it/s]
Testing:  86%|████████▌ | 1074/1248 [07:51<01:11,  2.43it/s]
Testing:  86%|████████▌ | 1075/1248 [07:52<01:26,  2.00it/s]
Testing:  86%|████████▌ | 1076/1248 [07:52<01:12,  2.36it/s]
Testing:  86%|████████▋ | 1077/1248 [07:53<01:08,  2.49it/s]
Testing:  86%|████████▋ | 1078/1248 [07:53<01:15,  2.24it/s]
Testing:  86%|████████▋ | 1079/1248 [07:54<01:22,  2.05it/s]
Testing:  87%|████████▋ | 1080/1248 [07:54<01:32,  1.81it/s]
Testing:  87%|████████▋ | 1081/1248 [07:55<01:20,  2.06it/s]
Testing:  87%|████████▋ | 1082/1248 [07:55<01:14,  2.24it/s]
Testing:  87%|████████▋ | 1083/1248 [07:55<01:08,  2.39it/s]
Testing:  87%|████████▋ | 1084/1248 [07:56<01:06,  2.47it/s]
Testing:  87%|████████▋ | 1085/1248 [07:56<01:03,  2.57it/s]
Testing:  87%|████████▋ | 1086/1248 [07:56<01:01,  2.63it/s]
Testing:  87%|████████▋ | 1087/1248 [07:57<00:54,  2.93it/s]
Testing:  87%|████████▋ | 1088/1248 [07:57<00:54,  2.92it/s]
Testing:  87%|████████▋ | 1089/1248 [07:57<00:55,  2.88it/s]
Testing:  87%|████████▋ | 1090/1248 [07:58<01:06,  2.39it/s]
Testing:  87%|████████▋ | 1091/1248 [07:58<01:02,  2.50it/s]
Testing:  88%|████████▊ | 1092/1248 [07:59<01:00,  2.59it/s]
Testing:  88%|████████▊ | 1093/1248 [07:59<01:11,  2.18it/s]
Testing:  88%|████████▊ | 1094/1248 [08:00<01:00,  2.55it/s]
Testing:  88%|████████▊ | 1095/1248 [08:00<00:53,  2.88it/s]
Testing:  88%|████████▊ | 1096/1248 [08:00<00:48,  3.16it/s]
Testing:  88%|████████▊ | 1097/1248 [08:00<00:44,  3.37it/s]
Testing:  88%|████████▊ | 1098/1248 [08:01<00:47,  3.18it/s]
Testing:  88%|████████▊ | 1099/1248 [08:01<00:52,  2.83it/s]
Testing:  88%|████████▊ | 1100/1248 [08:02<00:57,  2.57it/s]
Testing:  88%|████████▊ | 1101/1248 [08:02<01:07,  2.17it/s]
Testing:  88%|████████▊ | 1102/1248 [08:03<01:02,  2.34it/s]
Testing:  88%|████████▊ | 1103/1248 [08:03<00:58,  2.47it/s]
Testing:  88%|████████▊ | 1104/1248 [08:03<00:59,  2.42it/s]
Testing:  89%|████████▊ | 1105/1248 [08:04<00:56,  2.51it/s]
Testing:  89%|████████▊ | 1106/1248 [08:04<00:54,  2.59it/s]
Testing:  89%|████████▊ | 1107/1248 [08:05<01:06,  2.12it/s]
Testing:  89%|████████▉ | 1108/1248 [08:05<00:59,  2.36it/s]
Testing:  89%|████████▉ | 1109/1248 [08:06<01:02,  2.21it/s]
Testing:  89%|████████▉ | 1110/1248 [08:06<00:56,  2.44it/s]
Testing:  89%|████████▉ | 1111/1248 [08:06<00:54,  2.53it/s]
Testing:  89%|████████▉ | 1112/1248 [08:06<00:47,  2.87it/s]
Testing:  89%|████████▉ | 1113/1248 [08:07<00:47,  2.84it/s]
Testing:  89%|████████▉ | 1114/1248 [08:07<00:53,  2.50it/s]
Testing:  89%|████████▉ | 1115/1248 [08:08<00:58,  2.26it/s]
Testing:  89%|████████▉ | 1116/1248 [08:08<01:02,  2.10it/s]
Testing:  90%|████████▉ | 1117/1248 [08:09<01:01,  2.11it/s]
Testing:  90%|████████▉ | 1118/1248 [08:09<00:56,  2.29it/s]
Testing:  90%|████████▉ | 1119/1248 [08:10<00:48,  2.64it/s]
Testing:  90%|████████▉ | 1120/1248 [08:10<00:55,  2.31it/s]
Testing:  90%|████████▉ | 1121/1248 [08:11<00:59,  2.13it/s]
Testing:  90%|████████▉ | 1122/1248 [08:11<00:50,  2.48it/s]
Testing:  90%|████████▉ | 1123/1248 [08:11<00:44,  2.82it/s]
Testing:  90%|█████████ | 1124/1248 [08:12<00:46,  2.64it/s]
Testing:  90%|█████████ | 1125/1248 [08:12<00:46,  2.65it/s]
Testing:  90%|█████████ | 1126/1248 [08:12<00:45,  2.69it/s]
Testing:  90%|█████████ | 1127/1248 [08:13<00:44,  2.73it/s]
Testing:  90%|█████████ | 1128/1248 [08:13<00:39,  3.05it/s]
Testing:  90%|█████████ | 1129/1248 [08:13<00:39,  3.04it/s]
Testing:  91%|█████████ | 1130/1248 [08:14<00:52,  2.27it/s]
Testing:  91%|█████████ | 1131/1248 [08:14<00:44,  2.63it/s]
Testing:  91%|█████████ | 1132/1248 [08:14<00:39,  2.94it/s]
Testing:  91%|█████████ | 1133/1248 [08:15<00:43,  2.62it/s]
Testing:  91%|█████████ | 1134/1248 [08:15<00:48,  2.37it/s]
Testing:  91%|█████████ | 1135/1248 [08:16<00:48,  2.35it/s]
Testing:  91%|█████████ | 1136/1248 [08:16<00:45,  2.46it/s]
Testing:  91%|█████████ | 1137/1248 [08:17<00:49,  2.23it/s]
Testing:  91%|█████████ | 1138/1248 [08:17<00:59,  1.85it/s]
Testing:  91%|█████████▏| 1139/1248 [08:18<00:51,  2.10it/s]
Testing:  91%|█████████▏| 1140/1248 [08:18<00:47,  2.27it/s]
Testing:  91%|█████████▏| 1141/1248 [08:18<00:40,  2.61it/s]
Testing:  92%|█████████▏| 1142/1248 [08:19<00:42,  2.50it/s]
Testing:  92%|█████████▏| 1143/1248 [08:19<00:48,  2.19it/s]
Testing:  92%|█████████▏| 1144/1248 [08:20<00:48,  2.16it/s]
Testing:  92%|█████████▏| 1145/1248 [08:20<00:40,  2.53it/s]
Testing:  92%|█████████▏| 1146/1248 [08:21<00:42,  2.38it/s]
Testing:  92%|█████████▏| 1147/1248 [08:21<00:55,  1.82it/s]
Testing:  92%|█████████▏| 1148/1248 [08:22<00:56,  1.79it/s]
Testing:  92%|█████████▏| 1149/1248 [08:23<00:51,  1.91it/s]
Testing:  92%|█████████▏| 1150/1248 [08:23<00:56,  1.73it/s]
Testing:  92%|█████████▏| 1151/1248 [08:24<00:49,  1.96it/s]
Testing:  92%|█████████▏| 1152/1248 [08:24<00:58,  1.65it/s]
Testing:  92%|█████████▏| 1153/1248 [08:25<00:50,  1.88it/s]
Testing:  92%|█████████▏| 1154/1248 [08:25<00:45,  2.08it/s]
Testing:  93%|█████████▎| 1155/1248 [08:25<00:38,  2.42it/s]
Testing:  93%|█████████▎| 1156/1248 [08:26<00:36,  2.52it/s]
Testing:  93%|█████████▎| 1157/1248 [08:26<00:42,  2.14it/s]
Testing:  93%|█████████▎| 1158/1248 [08:27<00:42,  2.14it/s]
Testing:  93%|█████████▎| 1159/1248 [08:27<00:37,  2.37it/s]
Testing:  93%|█████████▎| 1160/1248 [08:27<00:32,  2.72it/s]
Testing:  93%|█████████▎| 1161/1248 [08:28<00:31,  2.74it/s]
Testing:  93%|█████████▎| 1162/1248 [08:29<01:02,  1.38it/s]
Testing:  93%|█████████▎| 1163/1248 [08:30<00:52,  1.63it/s]
Testing:  93%|█████████▎| 1164/1248 [08:30<00:49,  1.68it/s]
Testing:  93%|█████████▎| 1165/1248 [08:31<00:43,  1.90it/s]
Testing:  93%|█████████▎| 1166/1248 [08:31<00:41,  1.97it/s]
Testing:  94%|█████████▎| 1167/1248 [08:31<00:36,  2.21it/s]
Testing:  94%|█████████▎| 1168/1248 [08:32<00:36,  2.22it/s]
Testing:  94%|█████████▎| 1169/1248 [08:32<00:40,  1.94it/s]
Testing:  94%|█████████▍| 1170/1248 [08:33<00:35,  2.19it/s]
Testing:  94%|█████████▍| 1171/1248 [08:33<00:30,  2.56it/s]
Testing:  94%|█████████▍| 1172/1248 [08:33<00:30,  2.46it/s]
Testing:  94%|█████████▍| 1173/1248 [08:34<00:28,  2.64it/s]
Testing:  94%|█████████▍| 1174/1248 [08:34<00:30,  2.46it/s]
Testing:  94%|█████████▍| 1175/1248 [08:35<00:38,  1.88it/s]
Testing:  94%|█████████▍| 1176/1248 [08:35<00:32,  2.22it/s]
Testing:  94%|█████████▍| 1177/1248 [08:36<00:29,  2.42it/s]
Testing:  94%|█████████▍| 1178/1248 [08:36<00:29,  2.37it/s]
Testing:  94%|█████████▍| 1179/1248 [08:37<00:30,  2.28it/s]
Testing:  95%|█████████▍| 1180/1248 [08:37<00:36,  1.84it/s]
Testing:  95%|█████████▍| 1181/1248 [08:38<00:32,  2.04it/s]
Testing:  95%|█████████▍| 1182/1248 [08:38<00:33,  1.97it/s]
Testing:  95%|█████████▍| 1183/1248 [08:39<00:38,  1.69it/s]
Testing:  95%|█████████▍| 1184/1248 [08:39<00:33,  1.91it/s]
Testing:  95%|█████████▍| 1185/1248 [08:40<00:29,  2.17it/s]
Testing:  95%|█████████▌| 1186/1248 [08:40<00:28,  2.15it/s]
Testing:  95%|█████████▌| 1187/1248 [08:40<00:24,  2.52it/s]
Testing:  95%|█████████▌| 1188/1248 [08:41<00:25,  2.37it/s]
Testing:  95%|█████████▌| 1189/1248 [08:42<00:29,  1.97it/s]
Testing:  95%|█████████▌| 1190/1248 [08:42<00:28,  2.05it/s]
Testing:  95%|█████████▌| 1191/1248 [08:43<00:28,  1.97it/s]
Testing:  96%|█████████▌| 1192/1248 [08:43<00:26,  2.15it/s]
Testing:  96%|█████████▌| 1193/1248 [08:43<00:25,  2.19it/s]
Testing:  96%|█████████▌| 1194/1248 [08:44<00:26,  2.02it/s]
Testing:  96%|█████████▌| 1195/1248 [08:44<00:23,  2.21it/s]
Testing:  96%|█████████▌| 1196/1248 [08:45<00:21,  2.42it/s]
Testing:  96%|█████████▌| 1197/1248 [08:45<00:22,  2.32it/s]
Testing:  96%|█████████▌| 1198/1248 [08:45<00:18,  2.65it/s]
Testing:  96%|█████████▌| 1199/1248 [08:46<00:16,  2.99it/s]
Testing:  96%|█████████▌| 1200/1248 [08:46<00:15,  3.06it/s]
Testing:  96%|█████████▌| 1201/1248 [08:46<00:16,  2.80it/s]
Testing:  96%|█████████▋| 1202/1248 [08:47<00:25,  1.80it/s]
Testing:  96%|█████████▋| 1203/1248 [08:48<00:22,  2.01it/s]
Testing:  96%|█████████▋| 1204/1248 [08:48<00:19,  2.21it/s]
Testing:  97%|█████████▋| 1205/1248 [08:49<00:19,  2.18it/s]
Testing:  97%|█████████▋| 1206/1248 [08:49<00:19,  2.16it/s]
Testing:  97%|█████████▋| 1207/1248 [08:49<00:17,  2.30it/s]
Testing:  97%|█████████▋| 1208/1248 [08:50<00:19,  2.09it/s]
Testing:  97%|█████████▋| 1209/1248 [08:51<00:18,  2.09it/s]
Testing:  97%|█████████▋| 1210/1248 [08:51<00:15,  2.45it/s]
Testing:  97%|█████████▋| 1211/1248 [08:51<00:15,  2.34it/s]
Testing:  97%|█████████▋| 1212/1248 [08:52<00:14,  2.45it/s]
Testing:  97%|█████████▋| 1213/1248 [08:52<00:14,  2.34it/s]
Testing:  97%|█████████▋| 1214/1248 [08:53<00:14,  2.27it/s]
Testing:  97%|█████████▋| 1215/1248 [08:53<00:12,  2.62it/s]
Testing:  97%|█████████▋| 1216/1248 [08:53<00:12,  2.66it/s]
Testing:  98%|█████████▊| 1217/1248 [08:53<00:11,  2.79it/s]
Testing:  98%|█████████▊| 1218/1248 [08:54<00:11,  2.62it/s]
Testing:  98%|█████████▊| 1219/1248 [08:54<00:10,  2.67it/s]
Testing:  98%|█████████▊| 1220/1248 [08:55<00:10,  2.79it/s]
Testing:  98%|█████████▊| 1221/1248 [08:55<00:09,  2.82it/s]
Testing:  98%|█████████▊| 1222/1248 [08:55<00:08,  3.15it/s]
Testing:  98%|█████████▊| 1223/1248 [08:55<00:07,  3.14it/s]
Testing:  98%|█████████▊| 1224/1248 [08:56<00:08,  2.74it/s]
Testing:  98%|█████████▊| 1225/1248 [08:57<00:11,  1.95it/s]
Testing:  98%|█████████▊| 1226/1248 [08:57<00:10,  2.14it/s]
Testing:  98%|█████████▊| 1227/1248 [08:58<00:09,  2.22it/s]
Testing:  98%|█████████▊| 1228/1248 [08:58<00:08,  2.36it/s]
Testing:  98%|█████████▊| 1229/1248 [08:58<00:08,  2.35it/s]
Testing:  99%|█████████▊| 1230/1248 [08:59<00:06,  2.69it/s]
Testing:  99%|█████████▊| 1231/1248 [08:59<00:05,  3.00it/s]
Testing:  99%|█████████▊| 1232/1248 [09:00<00:07,  2.14it/s]
Testing:  99%|█████████▉| 1233/1248 [09:00<00:06,  2.34it/s]
Testing:  99%|█████████▉| 1234/1248 [09:00<00:05,  2.69it/s]
Testing:  99%|█████████▉| 1235/1248 [09:01<00:05,  2.50it/s]
Testing:  99%|█████████▉| 1236/1248 [09:01<00:05,  2.36it/s]
Testing:  99%|█████████▉| 1237/1248 [09:02<00:05,  2.11it/s]
Testing:  99%|█████████▉| 1238/1248 [09:02<00:05,  1.96it/s]
Testing:  99%|█████████▉| 1239/1248 [09:03<00:04,  2.15it/s]
Testing:  99%|█████████▉| 1240/1248 [09:03<00:03,  2.14it/s]
Testing:  99%|█████████▉| 1241/1248 [09:03<00:02,  2.50it/s]
Testing: 100%|█████████▉| 1242/1248 [09:04<00:02,  2.09it/s]
Testing: 100%|█████████▉| 1243/1248 [09:05<00:02,  2.09it/s]
Testing: 100%|█████████▉| 1244/1248 [09:05<00:01,  2.31it/s]
Testing: 100%|█████████▉| 1245/1248 [09:05<00:01,  2.30it/s]
Testing: 100%|█████████▉| 1246/1248 [09:06<00:00,  2.50it/s]
Testing: 100%|█████████▉| 1247/1248 [09:06<00:00,  2.49it/s]
Testing: 100%|██████████| 1248/1248 [09:07<00:00,  2.37it/s]
Testing: 100%|██████████| 1248/1248 [09:07<00:00,  2.28it/s]
+
+============================================================
+LOGO DETECTION TEST RESULTS
+============================================================
+
+Configuration:
+  Reference logos sampled:   50
+  Refs per logo:             3
+  Total reference embeddings:150
+  Positive samples per logo: 5
+  Negative samples per logo: 20
+  Test images processed:     1248
+  CLIP similarity threshold: 0.7
+  DETR confidence threshold: 0.5
+  Matching method:           multi-ref
+  Matching margin:           0.05
+  Min matching refs:         1
+  Similarity aggregation:    mean
+  Random seed:               42
+
+Metrics:
+  True Positives (correct matches):  164
+  False Positives (wrong matches):   414
+  False Negatives (missed logos):    115
+  Total expected matches:            249
+
+Scores:
+  Precision: 0.2837 (28.4%)
+  Recall:    0.6586 (65.9%)
+  F1 Score:  0.3966 (39.7%)
+
+Example False Positives (first 5):
+  - Image: Clothes/KooGa/89.jpg
+    Matched: timbuk2-1 (similarity: 0.768)
+  - Image: Clothes/corneliani/71.jpg
+    Matched: KooGa (similarity: 0.775)
+  - Image: Others/Baihe/5.jpg
+    Matched: yutong-1 (similarity: 0.728)
+  - Image: Leisure/webkinz/104.jpg
+    Matched: timbuk2-1 (similarity: 0.766)
+  - Image: Transportation/sentra/37.jpg
+    Matched: xunxing (similarity: 0.787)
+
+Reference logos used (50):
+  - A. Marinelli
+  - AKOO
+  - AOKANG
+  - Avlon
+  - Braddington Young
+  - Bubba Gump Shrimp Company
+  - Caffe Pascucci
+  - Caribou Coffee
+  - Carlos Torano
+  - Carola
+  - Carolina Herrera
+  - Colman's
+  - E-CLOTH
+  - EskinoL
+  - Fruit Selection Yogurt
+  - Georgia Boot
+  - Gulf Oil
+  - Hooters
+  - Hovis
+  - I Can't Believe It's Not Butter
+  ... and 30 more
+============================================================
diff --git a/test_results/comparison_results_clip_defaults_all_methods.txt b/test_results/comparison_results_clip_defaults_all_methods.txt
new file mode 100644
index 0000000..6fb8497
--- /dev/null
+++ b/test_results/comparison_results_clip_defaults_all_methods.txt
@@ -0,0 +1,124 @@
+Logo Detection Comparison Tests
+================================
+Date: Wed Dec 31 03:43:45 PM MST 2025
+
+Common Parameters:
+  Reference logos: 20
+  Refs per logo: 10
+  Positive samples: 20
+  Negative samples: 100
+  Min matching refs: 3
+  Seed: 42
+
+======================================================================
+TEST: SIMPLE MATCHING
+Method: Simple (all matches above threshold)
+======================================================================
+Date: 2025-12-31 16:02:25
+
+Configuration:
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2355
+  CLIP threshold:            0.7
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      751
+  False Positives:   58221
+  False Negatives:       9
+  Total Expected:      369
+
+Scores:
+  Precision:  0.0127 (1.3%)
+  Recall:     2.0352 (203.5%)
+  F1 Score:   0.0253 (2.5%)
+
+======================================================================
+TEST: MARGIN MATCHING
+Method: Margin-based (margin=0.05)
+======================================================================
+Date: 2025-12-31 16:20:42
+
+Configuration:
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2361
+  CLIP threshold:            0.7
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:       60
+  False Positives:      26
+  False Negatives:     310
+  Total Expected:      369
+
+Scores:
+  Precision:  0.6977 (69.8%)
+  Recall:     0.1626 (16.3%)
+  F1 Score:   0.2637 (26.4%)
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Method: Multi-ref (mean, min_refs=3, margin=0.05)
+======================================================================
+Date: 2025-12-31 16:38:59
+
+Configuration:
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2352
+  CLIP threshold:            0.7
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      233
+  False Positives:     217
+  False Negatives:     170
+  Total Expected:      369
+
+Scores:
+  Precision:  0.5178 (51.8%)
+  Recall:     0.6314 (63.1%)
+  F1 Score:   0.5690 (56.9%)
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Method: Multi-ref (max, min_refs=3, margin=0.05)
+======================================================================
+Date: 2025-12-31 16:56:49
+
+Configuration:
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2350
+  CLIP threshold:            0.7
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      278
+  False Positives:     259
+  False Negatives:     136
+  Total Expected:      369
+
+Scores:
+  Precision:  0.5177 (51.8%)
+  Recall:     0.7534 (75.3%)
+  F1 Score:   0.6137 (61.4%)
+
diff --git a/test_results/model_comparison_results.txt b/test_results/model_comparison_results.txt
new file mode 100644
index 0000000..8cfb885
--- /dev/null
+++ b/test_results/model_comparison_results.txt
@@ -0,0 +1,105 @@
+Embedding Model Comparison Tests
+=================================
+Date: Fri Jan  2 12:47:03 PM MST 2026
+
+Common Parameters:
+  Matching method: multi-ref (max)
+  Reference logos: 20
+  Refs per logo: 10
+  Positive samples: 20
+  Negative samples: 100
+  Min matching refs: 3
+  Threshold: 0.70
+  Margin: 0.05
+  Seed: 42
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Model: openai/clip-vit-large-patch14
+Method: Multi-ref (max, min_refs=3, margin=0.05)
+======================================================================
+Date: 2026-01-02 13:05:17
+
+Configuration:
+  Embedding model:           openai/clip-vit-large-patch14
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2355
+  Similarity threshold:      0.7
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      284
+  False Positives:     295
+  False Negatives:     124
+  Total Expected:      369
+
+Scores:
+  Precision:  0.4905 (49.1%)
+  Recall:     0.7696 (77.0%)
+  F1 Score:   0.5992 (59.9%)
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Model: facebook/dinov2-small
+Method: Multi-ref (max, min_refs=3, margin=0.05)
+======================================================================
+Date: 2026-01-02 13:19:01
+
+Configuration:
+  Embedding model:           facebook/dinov2-small
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2358
+  Similarity threshold:      0.7
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      158
+  False Positives:     546
+  False Negatives:     234
+  Total Expected:      369
+
+Scores:
+  Precision:  0.2244 (22.4%)
+  Recall:     0.4282 (42.8%)
+  F1 Score:   0.2945 (29.5%)
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Model: facebook/dinov2-large
+Method: Multi-ref (max, min_refs=3, margin=0.05)
+======================================================================
+Date: 2026-01-02 13:39:33
+
+Configuration:
+  Embedding model:           facebook/dinov2-large
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2355
+  Similarity threshold:      0.7
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      105
+  False Positives:     221
+  False Negatives:     277
+  Total Expected:      369
+
+Scores:
+  Precision:  0.3221 (32.2%)
+  Recall:     0.2846 (28.5%)
+  F1 Score:   0.3022 (30.2%)
+
diff --git a/test_results/similarity_analysis/baseline_similarity_20260105_113827.txt b/test_results/similarity_analysis/baseline_similarity_20260105_113827.txt
new file mode 100644
index 0000000..accfecb
--- /dev/null
+++ b/test_results/similarity_analysis/baseline_similarity_20260105_113827.txt
@@ -0,0 +1,372 @@
+11:38:32 - INFO - Initializing logo detector with embedding model: openai/clip-vit-large-patch14
+11:38:32 - INFO - Initializing DetectLogosDETR on device: cuda:0
+11:38:32 - INFO - DETR model: No local model found, will download from HuggingFace: Pravallika6/detr-finetuned-logo-detection_v2
+11:38:32 - INFO - Loading DETR model: Pravallika6/detr-finetuned-logo-detection_v2
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+Device set to use cuda:0
+11:38:34 - INFO - Embedding model: No local model found, will download from HuggingFace: openai/clip-vit-large-patch14
+11:38:34 - INFO - Loading clip embedding model: openai/clip-vit-large-patch14
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+11:38:36 - INFO - DetectLogosDETR initialization complete
+11:38:36 - INFO - Loading ground truth from database...
+11:38:37 - INFO - Loaded ground truth for 158654 test images
+11:38:37 - INFO - Sampling 50 reference logos with 3 refs each...
+11:38:37 - INFO - Selected 50 reference logos
+11:38:37 - INFO - Computing reference logo embeddings...
+
Reference logos:   0%|          | 0/50 [00:00<?, ?it/s]
Reference logos:   2%|▏         | 1/50 [00:00<00:33,  1.48it/s]
Reference logos:   4%|▍         | 2/50 [00:00<00:19,  2.41it/s]
Reference logos:   6%|▌         | 3/50 [00:01<00:15,  3.04it/s]
Reference logos:   8%|▊         | 4/50 [00:01<00:13,  3.48it/s]
Reference logos:  10%|█         | 5/50 [00:01<00:11,  3.79it/s]
Reference logos:  12%|█▏        | 6/50 [00:01<00:10,  4.01it/s]
Reference logos:  14%|█▍        | 7/50 [00:02<00:10,  4.15it/s]
Reference logos:  16%|█▌        | 8/50 [00:02<00:09,  4.25it/s]
Reference logos:  18%|█▊        | 9/50 [00:02<00:09,  4.33it/s]
Reference logos:  20%|██        | 10/50 [00:02<00:09,  4.40it/s]
Reference logos:  22%|██▏       | 11/50 [00:02<00:08,  4.42it/s]
Reference logos:  24%|██▍       | 12/50 [00:03<00:08,  4.45it/s]
Reference logos:  26%|██▌       | 13/50 [00:03<00:08,  4.45it/s]
Reference logos:  28%|██▊       | 14/50 [00:03<00:08,  4.47it/s]
Reference logos:  30%|███       | 15/50 [00:03<00:07,  4.48it/s]
Reference logos:  32%|███▏      | 16/50 [00:04<00:07,  4.48it/s]
Reference logos:  34%|███▍      | 17/50 [00:04<00:07,  4.48it/s]
Reference logos:  36%|███▌      | 18/50 [00:04<00:07,  4.48it/s]
Reference logos:  38%|███▊      | 19/50 [00:04<00:06,  4.49it/s]
Reference logos:  40%|████      | 20/50 [00:04<00:06,  4.50it/s]
Reference logos:  42%|████▏     | 21/50 [00:05<00:06,  4.51it/s]
Reference logos:  44%|████▍     | 22/50 [00:05<00:06,  4.50it/s]
Reference logos:  46%|████▌     | 23/50 [00:05<00:06,  4.49it/s]
Reference logos:  48%|████▊     | 24/50 [00:05<00:05,  4.48it/s]
Reference logos:  50%|█████     | 25/50 [00:06<00:05,  4.49it/s]
Reference logos:  52%|█████▏    | 26/50 [00:06<00:05,  4.50it/s]
Reference logos:  54%|█████▍    | 27/50 [00:06<00:05,  4.49it/s]
Reference logos:  56%|█████▌    | 28/50 [00:06<00:04,  4.49it/s]
Reference logos:  58%|█████▊    | 29/50 [00:06<00:04,  4.50it/s]
Reference logos:  60%|██████    | 30/50 [00:07<00:04,  4.49it/s]
Reference logos:  62%|██████▏   | 31/50 [00:07<00:04,  4.50it/s]
Reference logos:  64%|██████▍   | 32/50 [00:07<00:04,  4.49it/s]
Reference logos:  66%|██████▌   | 33/50 [00:07<00:03,  4.49it/s]
Reference logos:  68%|██████▊   | 34/50 [00:08<00:03,  4.48it/s]
Reference logos:  70%|███████   | 35/50 [00:08<00:03,  4.50it/s]
Reference logos:  72%|███████▏  | 36/50 [00:08<00:03,  4.50it/s]
Reference logos:  74%|███████▍  | 37/50 [00:08<00:02,  4.48it/s]
Reference logos:  76%|███████▌  | 38/50 [00:08<00:02,  4.50it/s]
Reference logos:  78%|███████▊  | 39/50 [00:09<00:02,  4.50it/s]
Reference logos:  80%|████████  | 40/50 [00:09<00:02,  4.51it/s]
Reference logos:  82%|████████▏ | 41/50 [00:09<00:02,  4.50it/s]
Reference logos:  84%|████████▍ | 42/50 [00:09<00:01,  4.51it/s]
Reference logos:  86%|████████▌ | 43/50 [00:10<00:01,  4.46it/s]
Reference logos:  88%|████████▊ | 44/50 [00:10<00:01,  4.51it/s]
Reference logos:  90%|█████████ | 45/50 [00:10<00:01,  4.51it/s]
Reference logos:  92%|█████████▏| 46/50 [00:10<00:00,  4.51it/s]
Reference logos:  94%|█████████▍| 47/50 [00:10<00:00,  4.51it/s]
Reference logos:  96%|█████████▌| 48/50 [00:11<00:00,  4.50it/s]
Reference logos:  98%|█████████▊| 49/50 [00:11<00:00,  4.49it/s]
Reference logos: 100%|██████████| 50/50 [00:11<00:00,  4.50it/s]
Reference logos: 100%|██████████| 50/50 [00:11<00:00,  4.32it/s]
+11:38:48 - INFO - Computed 150 embeddings for 50 logos
+11:38:48 - INFO - Sampling test images: 5 positive, 20 negative per logo...
+11:38:50 - INFO - Selected 1246 unique test images
+
Testing:   0%|          | 0/1246 [00:00<?, ?it/s]
Testing:   0%|          | 1/1246 [00:00<13:33,  1.53it/s]
Testing:   0%|          | 2/1246 [00:01<15:18,  1.35it/s]
Testing:   0%|          | 3/1246 [00:02<16:05,  1.29it/s]
Testing:   0%|          | 4/1246 [00:03<16:26,  1.26it/s]
Testing:   0%|          | 5/1246 [00:03<14:03,  1.47it/s]
Testing:   0%|          | 6/1246 [00:04<12:40,  1.63it/s]
Testing:   1%|          | 7/1246 [00:04<12:51,  1.61it/s]
Testing:   1%|          | 8/1246 [00:05<11:54,  1.73it/s]
Testing:   1%|          | 9/1246 [00:05<13:25,  1.54it/s]
Testing:   1%|          | 10/1246 [00:06<11:18,  1.82it/s]You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset
+
Testing:   1%|          | 11/1246 [00:06<10:53,  1.89it/s]
Testing:   1%|          | 12/1246 [00:07<14:53,  1.38it/s]
Testing:   1%|          | 13/1246 [00:08<12:26,  1.65it/s]
Testing:   1%|          | 14/1246 [00:09<13:35,  1.51it/s]
Testing:   1%|          | 15/1246 [00:13<38:44,  1.89s/it]
Testing:   1%|▏         | 16/1246 [00:14<30:10,  1.47s/it]
Testing:   1%|▏         | 17/1246 [00:15<25:35,  1.25s/it]
Testing:   1%|▏         | 18/1246 [00:15<20:51,  1.02s/it]
Testing:   2%|▏         | 19/1246 [00:15<17:01,  1.20it/s]
Testing:   2%|▏         | 20/1246 [00:16<16:43,  1.22it/s]
Testing:   2%|▏         | 21/1246 [00:17<15:01,  1.36it/s]
Testing:   2%|▏         | 22/1246 [00:17<12:29,  1.63it/s]
Testing:   2%|▏         | 23/1246 [00:18<11:31,  1.77it/s]
Testing:   2%|▏         | 24/1246 [00:19<13:55,  1.46it/s]
Testing:   2%|▏         | 25/1246 [00:19<11:35,  1.75it/s]
Testing:   2%|▏         | 26/1246 [00:19<10:01,  2.03it/s]
Testing:   2%|▏         | 27/1246 [00:20<09:53,  2.05it/s]
Testing:   2%|▏         | 28/1246 [00:22<22:31,  1.11s/it]
Testing:   2%|▏         | 29/1246 [00:23<23:33,  1.16s/it]
Testing:   2%|▏         | 30/1246 [00:24<21:55,  1.08s/it]
Testing:   2%|▏         | 31/1246 [00:25<17:18,  1.17it/s]
Testing:   3%|▎         | 32/1246 [00:25<14:29,  1.40it/s]
Testing:   3%|▎         | 33/1246 [00:26<13:54,  1.45it/s]
Testing:   3%|▎         | 34/1246 [00:26<12:02,  1.68it/s]
Testing:   3%|▎         | 35/1246 [00:26<10:11,  1.98it/s]
Testing:   3%|▎         | 36/1246 [00:27<11:51,  1.70it/s]
Testing:   3%|▎         | 37/1246 [00:28<12:34,  1.60it/s]
Testing:   3%|▎         | 38/1246 [00:28<10:41,  1.88it/s]
Testing:   3%|▎         | 39/1246 [00:28<09:16,  2.17it/s]
Testing:   3%|▎         | 40/1246 [00:29<10:28,  1.92it/s]
Testing:   3%|▎         | 41/1246 [00:30<10:01,  2.00it/s]
Testing:   3%|▎         | 42/1246 [00:30<10:58,  1.83it/s]
Testing:   3%|▎         | 43/1246 [00:31<09:26,  2.12it/s]
Testing:   4%|▎         | 44/1246 [00:31<07:28,  2.68it/s]
Testing:   4%|▎         | 45/1246 [00:31<07:50,  2.55it/s]
Testing:   4%|▎         | 46/1246 [00:32<09:37,  2.08it/s]
Testing:   4%|▍         | 47/1246 [00:32<10:33,  1.89it/s]
Testing:   4%|▍         | 48/1246 [00:33<11:10,  1.79it/s]
Testing:   4%|▍         | 49/1246 [00:34<12:58,  1.54it/s]
Testing:   4%|▍         | 50/1246 [00:34<11:54,  1.67it/s]
Testing:   4%|▍         | 51/1246 [00:35<13:54,  1.43it/s]
Testing:   4%|▍         | 52/1246 [00:36<12:27,  1.60it/s]
Testing:   4%|▍         | 53/1246 [00:36<10:34,  1.88it/s]
Testing:   4%|▍         | 54/1246 [00:37<13:34,  1.46it/s]
Testing:   4%|▍         | 55/1246 [00:38<12:26,  1.60it/s]
Testing:   4%|▍         | 56/1246 [00:38<10:34,  1.88it/s]
Testing:   5%|▍         | 57/1246 [00:38<10:13,  1.94it/s]
Testing:   5%|▍         | 58/1246 [00:39<10:55,  1.81it/s]
Testing:   5%|▍         | 59/1246 [00:40<10:23,  1.90it/s]
Testing:   5%|▍         | 60/1246 [00:40<09:09,  2.16it/s]
Testing:   5%|▍         | 61/1246 [00:40<08:31,  2.32it/s]
Testing:   5%|▍         | 62/1246 [00:41<10:28,  1.88it/s]
Testing:   5%|▌         | 63/1246 [00:42<14:20,  1.37it/s]
Testing:   5%|▌         | 64/1246 [00:43<12:29,  1.58it/s]
Testing:   5%|▌         | 65/1246 [00:43<12:25,  1.58it/s]
Testing:   5%|▌         | 66/1246 [00:44<13:15,  1.48it/s]
Testing:   5%|▌         | 67/1246 [00:44<11:04,  1.77it/s]
Testing:   5%|▌         | 68/1246 [00:45<10:26,  1.88it/s]
Testing:   6%|▌         | 69/1246 [00:45<10:02,  1.95it/s]
Testing:   6%|▌         | 70/1246 [00:46<08:51,  2.21it/s]
Testing:   6%|▌         | 71/1246 [00:46<11:07,  1.76it/s]
Testing:   6%|▌         | 72/1246 [00:47<10:31,  1.86it/s]
Testing:   6%|▌         | 73/1246 [00:47<10:09,  1.93it/s]
Testing:   6%|▌         | 74/1246 [00:48<09:46,  2.00it/s]
Testing:   6%|▌         | 75/1246 [00:48<09:36,  2.03it/s]
Testing:   6%|▌         | 76/1246 [00:49<12:18,  1.59it/s]
Testing:   6%|▌         | 77/1246 [00:50<12:44,  1.53it/s]
Testing:   6%|▋         | 78/1246 [00:50<12:08,  1.60it/s]
Testing:   6%|▋         | 79/1246 [00:51<12:55,  1.50it/s]
Testing:   6%|▋         | 80/1246 [00:52<11:44,  1.66it/s]
Testing:   7%|▋         | 81/1246 [00:52<11:37,  1.67it/s]
Testing:   7%|▋         | 82/1246 [00:53<12:35,  1.54it/s]
Testing:   7%|▋         | 83/1246 [00:53<10:37,  1.82it/s]
Testing:   7%|▋         | 84/1246 [00:54<09:14,  2.10it/s]
Testing:   7%|▋         | 85/1246 [00:55<11:35,  1.67it/s]
Testing:   7%|▋         | 86/1246 [00:55<11:21,  1.70it/s]
Testing:   7%|▋         | 87/1246 [00:57<20:37,  1.07s/it]
Testing:   7%|▋         | 88/1246 [00:58<18:20,  1.05it/s]
Testing:   7%|▋         | 89/1246 [00:58<15:31,  1.24it/s]
Testing:   7%|▋         | 90/1246 [00:59<12:30,  1.54it/s]
Testing:   7%|▋         | 91/1246 [00:59<10:23,  1.85it/s]
Testing:   7%|▋         | 92/1246 [00:59<07:58,  2.41it/s]
Testing:   7%|▋         | 93/1246 [00:59<07:13,  2.66it/s]
Testing:   8%|▊         | 94/1246 [01:01<16:14,  1.18it/s]
Testing:   8%|▊         | 95/1246 [01:02<13:17,  1.44it/s]
Testing:   8%|▊         | 96/1246 [01:02<11:05,  1.73it/s]
Testing:   8%|▊         | 97/1246 [01:02<10:35,  1.81it/s]
Testing:   8%|▊         | 98/1246 [01:03<10:07,  1.89it/s]
Testing:   8%|▊         | 99/1246 [01:03<08:50,  2.16it/s]
Testing:   8%|▊         | 100/1246 [01:04<11:09,  1.71it/s]
Testing:   8%|▊         | 101/1246 [01:05<10:25,  1.83it/s]
Testing:   8%|▊         | 102/1246 [01:05<09:04,  2.10it/s]
Testing:   8%|▊         | 103/1246 [01:05<08:57,  2.13it/s]
Testing:   8%|▊         | 104/1246 [01:06<10:02,  1.90it/s]
Testing:   8%|▊         | 105/1246 [01:07<10:04,  1.89it/s]
Testing:   9%|▊         | 106/1246 [01:07<09:45,  1.95it/s]
Testing:   9%|▊         | 107/1246 [01:07<09:25,  2.01it/s]
Testing:   9%|▊         | 108/1246 [01:08<09:20,  2.03it/s]
Testing:   9%|▊         | 109/1246 [01:08<09:13,  2.05it/s]
Testing:   9%|▉         | 110/1246 [01:09<09:37,  1.97it/s]
Testing:   9%|▉         | 111/1246 [01:09<08:31,  2.22it/s]
Testing:   9%|▉         | 112/1246 [01:10<09:51,  1.92it/s]
Testing:   9%|▉         | 113/1246 [01:10<09:06,  2.07it/s]
Testing:   9%|▉         | 114/1246 [01:11<07:57,  2.37it/s]
Testing:   9%|▉         | 115/1246 [01:11<07:21,  2.56it/s]
Testing:   9%|▉         | 116/1246 [01:12<09:10,  2.05it/s]
Testing:   9%|▉         | 117/1246 [01:12<08:11,  2.30it/s]
Testing:   9%|▉         | 118/1246 [01:12<07:31,  2.50it/s]
Testing:  10%|▉         | 119/1246 [01:13<09:46,  1.92it/s]
Testing:  10%|▉         | 120/1246 [01:13<08:32,  2.20it/s]
Testing:  10%|▉         | 121/1246 [01:14<08:24,  2.23it/s]
Testing:  10%|▉         | 122/1246 [01:15<10:14,  1.83it/s]
Testing:  10%|▉         | 123/1246 [01:15<10:48,  1.73it/s]
Testing:  10%|▉         | 124/1246 [01:16<10:11,  1.84it/s]
Testing:  10%|█         | 125/1246 [01:16<09:47,  1.91it/s]
Testing:  10%|█         | 126/1246 [01:17<09:58,  1.87it/s]
Testing:  10%|█         | 127/1246 [01:17<10:52,  1.72it/s]
Testing:  10%|█         | 128/1246 [01:18<11:32,  1.61it/s]
Testing:  10%|█         | 129/1246 [01:19<09:50,  1.89it/s]
Testing:  10%|█         | 130/1246 [01:19<08:39,  2.15it/s]
Testing:  11%|█         | 131/1246 [01:19<09:06,  2.04it/s]
Testing:  11%|█         | 132/1246 [01:20<11:33,  1.61it/s]
Testing:  11%|█         | 133/1246 [01:21<09:55,  1.87it/s]
Testing:  11%|█         | 134/1246 [01:21<09:06,  2.03it/s]
Testing:  11%|█         | 135/1246 [01:21<07:56,  2.33it/s]
Testing:  11%|█         | 136/1246 [01:22<08:11,  2.26it/s]
Testing:  11%|█         | 137/1246 [01:22<07:25,  2.49it/s]
Testing:  11%|█         | 138/1246 [01:23<07:44,  2.39it/s]
Testing:  11%|█         | 139/1246 [01:23<07:09,  2.58it/s]
Testing:  11%|█         | 140/1246 [01:23<07:38,  2.41it/s]
Testing:  11%|█▏        | 141/1246 [01:24<08:00,  2.30it/s]
Testing:  11%|█▏        | 142/1246 [01:24<07:42,  2.39it/s]
Testing:  11%|█▏        | 143/1246 [01:25<08:46,  2.10it/s]
Testing:  12%|█▏        | 144/1246 [01:25<07:48,  2.35it/s]
Testing:  12%|█▏        | 145/1246 [01:26<07:39,  2.40it/s]
Testing:  12%|█▏        | 146/1246 [01:26<09:03,  2.03it/s]
Testing:  12%|█▏        | 147/1246 [01:27<11:28,  1.60it/s]
Testing:  12%|█▏        | 148/1246 [01:27<09:48,  1.87it/s]
Testing:  12%|█▏        | 149/1246 [01:28<08:31,  2.14it/s]
Testing:  12%|█▏        | 150/1246 [01:28<08:27,  2.16it/s]
Testing:  12%|█▏        | 151/1246 [01:29<07:50,  2.32it/s]
Testing:  12%|█▏        | 152/1246 [01:29<07:58,  2.28it/s]
Testing:  12%|█▏        | 153/1246 [01:29<08:08,  2.24it/s]
Testing:  12%|█▏        | 154/1246 [01:30<08:14,  2.21it/s]
Testing:  12%|█▏        | 155/1246 [01:31<08:59,  2.02it/s]
Testing:  13%|█▎        | 156/1246 [01:32<12:59,  1.40it/s]
Testing:  13%|█▎        | 157/1246 [01:32<12:11,  1.49it/s]
Testing:  13%|█▎        | 158/1246 [01:33<13:38,  1.33it/s]
Testing:  13%|█▎        | 159/1246 [01:34<12:11,  1.49it/s]
Testing:  13%|█▎        | 160/1246 [01:34<10:59,  1.65it/s]
Testing:  13%|█▎        | 161/1246 [01:35<12:21,  1.46it/s]
Testing:  13%|█▎        | 162/1246 [01:36<11:08,  1.62it/s]
Testing:  13%|█▎        | 163/1246 [01:36<11:37,  1.55it/s]
Testing:  13%|█▎        | 164/1246 [01:37<12:48,  1.41it/s]
Testing:  13%|█▎        | 165/1246 [01:37<09:44,  1.85it/s]
Testing:  13%|█▎        | 166/1246 [01:38<09:24,  1.91it/s]
Testing:  13%|█▎        | 167/1246 [01:38<09:09,  1.96it/s]
Testing:  13%|█▎        | 168/1246 [01:39<08:06,  2.22it/s]
Testing:  14%|█▎        | 169/1246 [01:39<09:27,  1.90it/s]
Testing:  14%|█▎        | 170/1246 [01:40<08:17,  2.16it/s]
Testing:  14%|█▎        | 171/1246 [01:40<07:29,  2.39it/s]
Testing:  14%|█▍        | 172/1246 [01:40<06:56,  2.58it/s]
Testing:  14%|█▍        | 173/1246 [01:43<18:58,  1.06s/it]
Testing:  14%|█▍        | 174/1246 [01:43<15:51,  1.13it/s]
Testing:  14%|█▍        | 175/1246 [01:44<14:32,  1.23it/s]
Testing:  14%|█▍        | 176/1246 [01:45<14:26,  1.24it/s]
Testing:  14%|█▍        | 177/1246 [01:45<12:37,  1.41it/s]
Testing:  14%|█▍        | 178/1246 [01:46<12:25,  1.43it/s]
Testing:  14%|█▍        | 179/1246 [01:46<10:18,  1.73it/s]
Testing:  14%|█▍        | 180/1246 [01:47<09:43,  1.83it/s]
Testing:  15%|█▍        | 181/1246 [01:47<08:16,  2.15it/s]
Testing:  15%|█▍        | 182/1246 [01:47<07:43,  2.29it/s]
Testing:  15%|█▍        | 183/1246 [01:48<09:26,  1.88it/s]
Testing:  15%|█▍        | 184/1246 [01:49<10:47,  1.64it/s]
Testing:  15%|█▍        | 185/1246 [01:49<10:06,  1.75it/s]
Testing:  15%|█▍        | 186/1246 [01:50<11:15,  1.57it/s]
Testing:  15%|█▌        | 187/1246 [01:51<10:27,  1.69it/s]
Testing:  15%|█▌        | 188/1246 [01:51<09:44,  1.81it/s]
Testing:  15%|█▌        | 189/1246 [01:52<09:59,  1.76it/s]
Testing:  15%|█▌        | 190/1246 [01:52<08:35,  2.05it/s]
Testing:  15%|█▌        | 191/1246 [01:52<07:30,  2.34it/s]
Testing:  15%|█▌        | 192/1246 [01:53<08:35,  2.05it/s]
Testing:  15%|█▌        | 193/1246 [01:54<10:04,  1.74it/s]
Testing:  16%|█▌        | 194/1246 [01:54<10:01,  1.75it/s]
Testing:  16%|█▌        | 195/1246 [01:55<10:21,  1.69it/s]
Testing:  16%|█▌        | 196/1246 [01:55<09:42,  1.80it/s]
Testing:  16%|█▌        | 197/1246 [01:56<11:45,  1.49it/s]
Testing:  16%|█▌        | 198/1246 [01:57<11:58,  1.46it/s]
Testing:  16%|█▌        | 199/1246 [01:57<10:04,  1.73it/s]
Testing:  16%|█▌        | 200/1246 [01:58<09:28,  1.84it/s]
Testing:  16%|█▌        | 201/1246 [01:58<09:04,  1.92it/s]
Testing:  16%|█▌        | 202/1246 [01:59<08:00,  2.17it/s]
Testing:  16%|█▋        | 203/1246 [01:59<08:01,  2.17it/s]
Testing:  16%|█▋        | 204/1246 [02:00<07:58,  2.18it/s]
Testing:  16%|█▋        | 205/1246 [02:00<07:35,  2.29it/s]
Testing:  17%|█▋        | 206/1246 [02:00<07:35,  2.28it/s]
Testing:  17%|█▋        | 207/1246 [02:01<08:56,  1.94it/s]
Testing:  17%|█▋        | 208/1246 [02:02<09:26,  1.83it/s]
Testing:  17%|█▋        | 209/1246 [02:02<08:05,  2.13it/s]
Testing:  17%|█▋        | 210/1246 [02:03<09:33,  1.81it/s]
Testing:  17%|█▋        | 211/1246 [02:03<09:11,  1.88it/s]
Testing:  17%|█▋        | 212/1246 [02:04<10:50,  1.59it/s]
Testing:  17%|█▋        | 213/1246 [02:05<10:47,  1.60it/s]
Testing:  17%|█▋        | 214/1246 [02:05<09:59,  1.72it/s]
Testing:  17%|█▋        | 215/1246 [02:05<08:35,  2.00it/s]
Testing:  17%|█▋        | 216/1246 [02:06<08:30,  2.02it/s]
Testing:  17%|█▋        | 217/1246 [02:06<07:37,  2.25it/s]
Testing:  17%|█▋        | 218/1246 [02:07<07:20,  2.33it/s]
Testing:  18%|█▊        | 219/1246 [02:07<06:40,  2.57it/s]
Testing:  18%|█▊        | 220/1246 [02:07<06:56,  2.46it/s]
Testing:  18%|█▊        | 221/1246 [02:08<06:24,  2.67it/s]
Testing:  18%|█▊        | 222/1246 [02:08<06:01,  2.83it/s]
Testing:  18%|█▊        | 223/1246 [02:08<06:36,  2.58it/s]
Testing:  18%|█▊        | 224/1246 [02:09<07:21,  2.31it/s]
Testing:  18%|█▊        | 225/1246 [02:10<07:47,  2.19it/s]
Testing:  18%|█▊        | 226/1246 [02:10<08:50,  1.92it/s]
Testing:  18%|█▊        | 227/1246 [02:10<07:42,  2.20it/s]
Testing:  18%|█▊        | 228/1246 [02:11<07:14,  2.34it/s]
Testing:  18%|█▊        | 229/1246 [02:11<06:50,  2.48it/s]
Testing:  18%|█▊        | 230/1246 [02:11<06:15,  2.71it/s]
Testing:  19%|█▊        | 231/1246 [02:12<07:02,  2.40it/s]
Testing:  19%|█▊        | 232/1246 [02:12<06:22,  2.65it/s]
Testing:  19%|█▊        | 233/1246 [02:13<07:34,  2.23it/s]
Testing:  19%|█▉        | 234/1246 [02:14<08:47,  1.92it/s]
Testing:  19%|█▉        | 235/1246 [02:14<08:32,  1.97it/s]
Testing:  19%|█▉        | 236/1246 [02:14<07:24,  2.27it/s]
Testing:  19%|█▉        | 237/1246 [02:15<06:46,  2.48it/s]
Testing:  19%|█▉        | 238/1246 [02:16<09:50,  1.71it/s]
Testing:  19%|█▉        | 239/1246 [02:16<08:53,  1.89it/s]
Testing:  19%|█▉        | 240/1246 [02:17<08:59,  1.86it/s]
Testing:  19%|█▉        | 241/1246 [02:17<09:22,  1.79it/s]
Testing:  19%|█▉        | 242/1246 [02:18<08:45,  1.91it/s]
Testing:  20%|█▉        | 243/1246 [02:18<07:45,  2.15it/s]
Testing:  20%|█▉        | 244/1246 [02:18<07:46,  2.15it/s]
Testing:  20%|█▉        | 245/1246 [02:19<07:17,  2.29it/s]
Testing:  20%|█▉        | 246/1246 [02:19<07:17,  2.28it/s]
Testing:  20%|█▉        | 247/1246 [02:20<06:40,  2.49it/s]
Testing:  20%|█▉        | 248/1246 [02:20<08:13,  2.02it/s]
Testing:  20%|█▉        | 249/1246 [02:21<07:18,  2.27it/s]
Testing:  20%|██        | 250/1246 [02:21<08:29,  1.95it/s]
Testing:  20%|██        | 251/1246 [02:22<09:46,  1.70it/s]
Testing:  20%|██        | 252/1246 [02:23<09:12,  1.80it/s]
Testing:  20%|██        | 253/1246 [02:23<09:35,  1.73it/s]
Testing:  20%|██        | 254/1246 [02:24<08:52,  1.86it/s]
Testing:  20%|██        | 255/1246 [02:24<08:29,  1.94it/s]
Testing:  21%|██        | 256/1246 [02:25<10:55,  1.51it/s]
Testing:  21%|██        | 257/1246 [02:26<10:17,  1.60it/s]
Testing:  21%|██        | 258/1246 [02:26<09:36,  1.71it/s]
Testing:  21%|██        | 259/1246 [02:27<09:00,  1.83it/s]
Testing:  21%|██        | 260/1246 [02:27<09:13,  1.78it/s]
Testing:  21%|██        | 261/1246 [02:28<09:34,  1.72it/s]
Testing:  21%|██        | 262/1246 [02:28<09:50,  1.67it/s]
Testing:  21%|██        | 263/1246 [02:29<09:01,  1.81it/s]
Testing:  21%|██        | 264/1246 [02:30<09:21,  1.75it/s]
Testing:  21%|██▏       | 265/1246 [02:30<07:19,  2.23it/s]
Testing:  21%|██▏       | 266/1246 [02:30<08:11,  1.99it/s]
Testing:  21%|██▏       | 267/1246 [02:31<09:59,  1.63it/s]
Testing:  22%|██▏       | 268/1246 [02:32<09:43,  1.68it/s]
Testing:  22%|██▏       | 269/1246 [02:32<09:02,  1.80it/s]
Testing:  22%|██▏       | 270/1246 [02:33<08:12,  1.98it/s]
Testing:  22%|██▏       | 271/1246 [02:33<08:17,  1.96it/s]
Testing:  22%|██▏       | 272/1246 [02:33<07:14,  2.24it/s]
Testing:  22%|██▏       | 273/1246 [02:34<06:29,  2.50it/s]
Testing:  22%|██▏       | 274/1246 [02:34<06:17,  2.57it/s]
Testing:  22%|██▏       | 275/1246 [02:35<06:42,  2.41it/s]
Testing:  22%|██▏       | 276/1246 [02:35<06:58,  2.32it/s]
Testing:  22%|██▏       | 277/1246 [02:35<06:25,  2.52it/s]
Testing:  22%|██▏       | 278/1246 [02:36<09:44,  1.66it/s]
Testing:  22%|██▏       | 279/1246 [02:37<10:12,  1.58it/s]
Testing:  22%|██▏       | 280/1246 [02:37<08:27,  1.90it/s]
Testing:  23%|██▎       | 281/1246 [02:38<08:08,  1.97it/s]
Testing:  23%|██▎       | 282/1246 [02:38<07:03,  2.28it/s]
Testing:  23%|██▎       | 283/1246 [02:39<07:04,  2.27it/s]
Testing:  23%|██▎       | 284/1246 [02:39<07:57,  2.02it/s]
Testing:  23%|██▎       | 285/1246 [02:40<08:07,  1.97it/s]
Testing:  23%|██▎       | 286/1246 [02:41<12:06,  1.32it/s]
Testing:  23%|██▎       | 287/1246 [02:42<11:04,  1.44it/s]
Testing:  23%|██▎       | 288/1246 [02:42<09:13,  1.73it/s]
Testing:  23%|██▎       | 289/1246 [02:42<09:01,  1.77it/s]
Testing:  23%|██▎       | 290/1246 [02:43<07:42,  2.07it/s]
Testing:  23%|██▎       | 291/1246 [02:43<07:38,  2.08it/s]
Testing:  23%|██▎       | 292/1246 [02:44<07:29,  2.12it/s]
Testing:  24%|██▎       | 293/1246 [02:44<08:15,  1.92it/s]
Testing:  24%|██▎       | 294/1246 [02:45<09:08,  1.73it/s]
Testing:  24%|██▎       | 295/1246 [02:45<07:51,  2.02it/s]
Testing:  24%|██▍       | 296/1246 [02:46<07:45,  2.04it/s]
Testing:  24%|██▍       | 297/1246 [02:46<08:43,  1.81it/s]
Testing:  24%|██▍       | 298/1246 [02:47<08:20,  1.89it/s]
Testing:  24%|██▍       | 299/1246 [02:48<11:16,  1.40it/s]
Testing:  24%|██▍       | 300/1246 [02:49<12:20,  1.28it/s]
Testing:  24%|██▍       | 301/1246 [02:50<10:54,  1.44it/s]
Testing:  24%|██▍       | 302/1246 [02:50<09:53,  1.59it/s]
Testing:  24%|██▍       | 303/1246 [02:51<09:30,  1.65it/s]
Testing:  24%|██▍       | 304/1246 [02:51<08:46,  1.79it/s]
Testing:  24%|██▍       | 305/1246 [02:51<07:33,  2.07it/s]
Testing:  25%|██▍       | 306/1246 [02:52<06:38,  2.36it/s]
Testing:  25%|██▍       | 307/1246 [02:52<06:50,  2.29it/s]
Testing:  25%|██▍       | 308/1246 [02:53<07:20,  2.13it/s]
Testing:  25%|██▍       | 309/1246 [02:53<06:33,  2.38it/s]
Testing:  25%|██▍       | 310/1246 [02:54<07:30,  2.08it/s]
Testing:  25%|██▍       | 311/1246 [02:54<08:56,  1.74it/s]
Testing:  25%|██▌       | 312/1246 [02:55<08:07,  1.92it/s]
Testing:  25%|██▌       | 313/1246 [02:55<07:54,  1.97it/s]
Testing:  25%|██▌       | 314/1246 [02:56<08:49,  1.76it/s]
Testing:  25%|██▌       | 315/1246 [02:56<07:36,  2.04it/s]
Testing:  25%|██▌       | 316/1246 [02:57<07:31,  2.06it/s]
Testing:  25%|██▌       | 317/1246 [02:57<07:26,  2.08it/s]
Testing:  26%|██▌       | 318/1246 [02:58<07:25,  2.08it/s]
Testing:  26%|██▌       | 319/1246 [02:58<07:21,  2.10it/s]
Testing:  26%|██▌       | 320/1246 [02:58<06:34,  2.35it/s]
Testing:  26%|██▌       | 321/1246 [02:59<06:36,  2.33it/s]
Testing:  26%|██▌       | 322/1246 [02:59<06:02,  2.55it/s]
Testing:  26%|██▌       | 323/1246 [03:00<06:37,  2.32it/s]
Testing:  26%|██▌       | 324/1246 [03:00<06:59,  2.20it/s]
Testing:  26%|██▌       | 325/1246 [03:01<07:40,  2.00it/s]
Testing:  26%|██▌       | 326/1246 [03:01<07:32,  2.03it/s]
Testing:  26%|██▌       | 327/1246 [03:02<07:42,  1.99it/s]
Testing:  26%|██▋       | 328/1246 [03:02<06:41,  2.29it/s]
Testing:  26%|██▋       | 329/1246 [03:03<06:41,  2.29it/s]
Testing:  26%|██▋       | 330/1246 [03:03<07:28,  2.04it/s]
Testing:  27%|██▋       | 331/1246 [03:04<07:26,  2.05it/s]
Testing:  27%|██▋       | 332/1246 [03:04<07:59,  1.91it/s]
Testing:  27%|██▋       | 333/1246 [03:05<09:30,  1.60it/s]
Testing:  27%|██▋       | 334/1246 [03:05<08:05,  1.88it/s]
Testing:  27%|██▋       | 335/1246 [03:06<07:45,  1.96it/s]
Testing:  27%|██▋       | 336/1246 [03:06<07:33,  2.01it/s]
Testing:  27%|██▋       | 337/1246 [03:07<08:32,  1.77it/s]
Testing:  27%|██▋       | 338/1246 [03:08<09:29,  1.59it/s]
Testing:  27%|██▋       | 339/1246 [03:08<08:48,  1.72it/s]
Testing:  27%|██▋       | 340/1246 [03:09<07:53,  1.91it/s]
Testing:  27%|██▋       | 341/1246 [03:09<07:27,  2.02it/s]
Testing:  27%|██▋       | 342/1246 [03:09<06:36,  2.28it/s]
Testing:  28%|██▊       | 343/1246 [03:10<05:54,  2.55it/s]
Testing:  28%|██▊       | 344/1246 [03:10<06:10,  2.43it/s]
Testing:  28%|██▊       | 345/1246 [03:11<08:05,  1.85it/s]
Testing:  28%|██▊       | 346/1246 [03:11<07:04,  2.12it/s]
Testing:  28%|██▊       | 347/1246 [03:12<06:19,  2.37it/s]
Testing:  28%|██▊       | 348/1246 [03:12<06:04,  2.46it/s]
Testing:  28%|██▊       | 349/1246 [03:12<05:32,  2.70it/s]
Testing:  28%|██▊       | 350/1246 [03:13<05:11,  2.88it/s]
Testing:  28%|██▊       | 351/1246 [03:13<06:59,  2.13it/s]
Testing:  28%|██▊       | 352/1246 [03:14<07:00,  2.12it/s]
Testing:  28%|██▊       | 353/1246 [03:14<07:02,  2.11it/s]
Testing:  28%|██▊       | 354/1246 [03:15<06:23,  2.33it/s]
Testing:  28%|██▊       | 355/1246 [03:15<06:14,  2.38it/s]
Testing:  29%|██▊       | 356/1246 [03:15<05:37,  2.64it/s]
Testing:  29%|██▊       | 357/1246 [03:16<05:53,  2.51it/s]
Testing:  29%|██▊       | 358/1246 [03:16<05:29,  2.70it/s]
Testing:  29%|██▉       | 359/1246 [03:16<05:12,  2.83it/s]
Testing:  29%|██▉       | 360/1246 [03:17<05:59,  2.46it/s]
Testing:  29%|██▉       | 361/1246 [03:18<07:17,  2.02it/s]
Testing:  29%|██▉       | 362/1246 [03:18<08:12,  1.80it/s]
Testing:  29%|██▉       | 363/1246 [03:19<07:06,  2.07it/s]
Testing:  29%|██▉       | 364/1246 [03:19<07:03,  2.08it/s]
Testing:  29%|██▉       | 365/1246 [03:19<06:11,  2.37it/s]
Testing:  29%|██▉       | 366/1246 [03:20<06:57,  2.11it/s]
Testing:  29%|██▉       | 367/1246 [03:21<09:00,  1.63it/s]
Testing:  30%|██▉       | 368/1246 [03:21<08:23,  1.74it/s]
Testing:  30%|██▉       | 369/1246 [03:22<08:56,  1.63it/s]
Testing:  30%|██▉       | 370/1246 [03:22<07:37,  1.92it/s]
Testing:  30%|██▉       | 371/1246 [03:23<06:39,  2.19it/s]
Testing:  30%|██▉       | 372/1246 [03:23<06:34,  2.22it/s]
Testing:  30%|██▉       | 373/1246 [03:24<06:15,  2.33it/s]
Testing:  30%|███       | 374/1246 [03:24<06:39,  2.18it/s]
Testing:  30%|███       | 375/1246 [03:24<05:54,  2.45it/s]
Testing:  30%|███       | 376/1246 [03:25<05:21,  2.71it/s]
Testing:  30%|███       | 377/1246 [03:25<07:04,  2.05it/s]
Testing:  30%|███       | 378/1246 [03:26<07:58,  1.81it/s]
Testing:  30%|███       | 379/1246 [03:27<08:21,  1.73it/s]
Testing:  30%|███       | 380/1246 [03:27<08:30,  1.70it/s]
Testing:  31%|███       | 381/1246 [03:28<07:31,  1.92it/s]
Testing:  31%|███       | 382/1246 [03:28<07:30,  1.92it/s]
Testing:  31%|███       | 383/1246 [03:29<07:10,  2.01it/s]
Testing:  31%|███       | 384/1246 [03:29<06:58,  2.06it/s]
Testing:  31%|███       | 385/1246 [03:30<08:18,  1.73it/s]
Testing:  31%|███       | 386/1246 [03:30<07:52,  1.82it/s]
Testing:  31%|███       | 387/1246 [03:31<08:13,  1.74it/s]
Testing:  31%|███       | 388/1246 [03:31<07:06,  2.01it/s]
Testing:  31%|███       | 389/1246 [03:32<07:02,  2.03it/s]
Testing:  31%|███▏      | 390/1246 [03:32<06:16,  2.27it/s]
Testing:  31%|███▏      | 391/1246 [03:33<06:20,  2.25it/s]
Testing:  31%|███▏      | 392/1246 [03:34<10:47,  1.32it/s]
Testing:  32%|███▏      | 393/1246 [03:34<08:59,  1.58it/s]
Testing:  32%|███▏      | 394/1246 [03:35<09:02,  1.57it/s]
Testing:  32%|███▏      | 395/1246 [03:36<08:41,  1.63it/s]
Testing:  32%|███▏      | 396/1246 [03:36<07:44,  1.83it/s]
Testing:  32%|███▏      | 397/1246 [03:36<07:17,  1.94it/s]
Testing:  32%|███▏      | 398/1246 [03:37<06:25,  2.20it/s]
Testing:  32%|███▏      | 399/1246 [03:37<06:21,  2.22it/s]
Testing:  32%|███▏      | 400/1246 [03:38<06:45,  2.08it/s]
Testing:  32%|███▏      | 401/1246 [03:38<06:53,  2.04it/s]
Testing:  32%|███▏      | 402/1246 [03:39<08:19,  1.69it/s]
Testing:  32%|███▏      | 403/1246 [03:40<10:51,  1.29it/s]
Testing:  32%|███▏      | 404/1246 [03:41<09:01,  1.56it/s]
Testing:  33%|███▎      | 405/1246 [03:41<08:14,  1.70it/s]
Testing:  33%|███▎      | 406/1246 [03:41<06:57,  2.01it/s]
Testing:  33%|███▎      | 407/1246 [03:42<07:22,  1.90it/s]
Testing:  33%|███▎      | 408/1246 [03:43<07:45,  1.80it/s]
Testing:  33%|███▎      | 409/1246 [03:43<06:42,  2.08it/s]
Testing:  33%|███▎      | 410/1246 [03:43<07:00,  1.99it/s]
Testing:  33%|███▎      | 411/1246 [03:44<07:11,  1.94it/s]
Testing:  33%|███▎      | 412/1246 [03:45<07:40,  1.81it/s]
Testing:  33%|███▎      | 413/1246 [03:45<07:56,  1.75it/s]
Testing:  33%|███▎      | 414/1246 [03:46<08:11,  1.69it/s]
Testing:  33%|███▎      | 415/1246 [03:46<08:00,  1.73it/s]
Testing:  33%|███▎      | 416/1246 [03:47<07:31,  1.84it/s]
Testing:  33%|███▎      | 417/1246 [03:47<07:32,  1.83it/s]
Testing:  34%|███▎      | 418/1246 [03:48<08:30,  1.62it/s]
Testing:  34%|███▎      | 419/1246 [03:49<09:15,  1.49it/s]
Testing:  34%|███▎      | 420/1246 [03:50<09:02,  1.52it/s]
Testing:  34%|███▍      | 421/1246 [03:51<09:52,  1.39it/s]
Testing:  34%|███▍      | 422/1246 [03:51<08:51,  1.55it/s]
Testing:  34%|███▍      | 423/1246 [03:51<07:29,  1.83it/s]
Testing:  34%|███▍      | 424/1246 [03:52<08:05,  1.69it/s]
Testing:  34%|███▍      | 425/1246 [03:52<07:34,  1.80it/s]
Testing:  34%|███▍      | 426/1246 [03:53<06:32,  2.09it/s]
Testing:  34%|███▍      | 427/1246 [03:53<05:51,  2.33it/s]
Testing:  34%|███▍      | 428/1246 [03:53<05:20,  2.55it/s]
Testing:  34%|███▍      | 429/1246 [03:54<07:33,  1.80it/s]
Testing:  35%|███▍      | 430/1246 [03:55<08:52,  1.53it/s]
Testing:  35%|███▍      | 431/1246 [03:56<07:28,  1.82it/s]
Testing:  35%|███▍      | 432/1246 [03:56<07:07,  1.90it/s]
Testing:  35%|███▍      | 433/1246 [03:56<06:54,  1.96it/s]
Testing:  35%|███▍      | 434/1246 [03:57<08:22,  1.61it/s]
Testing:  35%|███▍      | 435/1246 [03:58<07:05,  1.91it/s]
Testing:  35%|███▍      | 436/1246 [03:58<06:49,  1.98it/s]
Testing:  35%|███▌      | 437/1246 [03:59<06:41,  2.01it/s]
Testing:  35%|███▌      | 438/1246 [03:59<05:58,  2.26it/s]
Testing:  35%|███▌      | 439/1246 [03:59<06:05,  2.21it/s]
Testing:  35%|███▌      | 440/1246 [04:00<07:02,  1.91it/s]
Testing:  35%|███▌      | 441/1246 [04:01<06:50,  1.96it/s]
Testing:  35%|███▌      | 442/1246 [04:01<07:36,  1.76it/s]
Testing:  36%|███▌      | 443/1246 [04:02<07:13,  1.85it/s]
Testing:  36%|███▌      | 444/1246 [04:02<06:17,  2.13it/s]
Testing:  36%|███▌      | 445/1246 [04:03<06:50,  1.95it/s]
Testing:  36%|███▌      | 446/1246 [04:03<07:38,  1.74it/s]
Testing:  36%|███▌      | 447/1246 [04:04<06:52,  1.94it/s]
Testing:  36%|███▌      | 448/1246 [04:04<06:33,  2.03it/s]
Testing:  36%|███▌      | 449/1246 [04:05<06:00,  2.21it/s]
Testing:  36%|███▌      | 450/1246 [04:05<05:57,  2.23it/s]
Testing:  36%|███▌      | 451/1246 [04:05<05:20,  2.48it/s]
Testing:  36%|███▋      | 452/1246 [04:06<05:30,  2.40it/s]
Testing:  36%|███▋      | 453/1246 [04:06<05:35,  2.36it/s]
Testing:  36%|███▋      | 454/1246 [04:07<06:39,  1.98it/s]
Testing:  37%|███▋      | 455/1246 [04:08<07:43,  1.71it/s]
Testing:  37%|███▋      | 456/1246 [04:08<07:51,  1.68it/s]
Testing:  37%|███▋      | 457/1246 [04:09<10:21,  1.27it/s]
Testing:  37%|███▋      | 458/1246 [04:10<09:46,  1.34it/s]
Testing:  37%|███▋      | 459/1246 [04:11<08:27,  1.55it/s]
Testing:  37%|███▋      | 460/1246 [04:11<07:45,  1.69it/s]
Testing:  37%|███▋      | 461/1246 [04:11<07:11,  1.82it/s]
Testing:  37%|███▋      | 462/1246 [04:12<06:13,  2.10it/s]
Testing:  37%|███▋      | 463/1246 [04:12<06:05,  2.14it/s]
Testing:  37%|███▋      | 464/1246 [04:13<06:03,  2.15it/s]
Testing:  37%|███▋      | 465/1246 [04:13<06:18,  2.06it/s]
Testing:  37%|███▋      | 466/1246 [04:14<06:08,  2.12it/s]
Testing:  37%|███▋      | 467/1246 [04:14<05:30,  2.36it/s]
Testing:  38%|███▊      | 468/1246 [04:15<06:12,  2.09it/s]
Testing:  38%|███▊      | 469/1246 [04:15<07:09,  1.81it/s]
Testing:  38%|███▊      | 470/1246 [04:16<08:21,  1.55it/s]
Testing:  38%|███▊      | 471/1246 [04:16<06:27,  2.00it/s]
Testing:  38%|███▊      | 472/1246 [04:17<05:42,  2.26it/s]
Testing:  38%|███▊      | 473/1246 [04:17<07:13,  1.78it/s]
Testing:  38%|███▊      | 474/1246 [04:18<07:31,  1.71it/s]
Testing:  38%|███▊      | 475/1246 [04:19<07:07,  1.80it/s]
Testing:  38%|███▊      | 476/1246 [04:19<06:10,  2.08it/s]
Testing:  38%|███▊      | 477/1246 [04:19<05:28,  2.34it/s]
Testing:  38%|███▊      | 478/1246 [04:20<05:35,  2.29it/s]
Testing:  38%|███▊      | 479/1246 [04:20<06:35,  1.94it/s]
Testing:  39%|███▊      | 480/1246 [04:21<06:39,  1.92it/s]
Testing:  39%|███▊      | 481/1246 [04:21<06:26,  1.98it/s]
Testing:  39%|███▊      | 482/1246 [04:22<05:42,  2.23it/s]
Testing:  39%|███▉      | 483/1246 [04:22<05:13,  2.44it/s]
Testing:  39%|███▉      | 484/1246 [04:22<05:26,  2.34it/s]
Testing:  39%|███▉      | 485/1246 [04:23<04:58,  2.55it/s]
Testing:  39%|███▉      | 486/1246 [04:24<07:04,  1.79it/s]
Testing:  39%|███▉      | 487/1246 [04:25<11:13,  1.13it/s]
Testing:  39%|███▉      | 488/1246 [04:26<10:57,  1.15it/s]
Testing:  39%|███▉      | 489/1246 [04:27<10:38,  1.19it/s]
Testing:  39%|███▉      | 490/1246 [04:27<08:36,  1.46it/s]
Testing:  39%|███▉      | 491/1246 [04:28<09:34,  1.31it/s]
Testing:  39%|███▉      | 492/1246 [04:29<09:38,  1.30it/s]
Testing:  40%|███▉      | 493/1246 [04:30<10:01,  1.25it/s]
Testing:  40%|███▉      | 494/1246 [04:30<08:14,  1.52it/s]
Testing:  40%|███▉      | 495/1246 [04:31<07:31,  1.66it/s]
Testing:  40%|███▉      | 496/1246 [04:31<06:45,  1.85it/s]
Testing:  40%|███▉      | 497/1246 [04:32<06:22,  1.96it/s]
Testing:  40%|███▉      | 498/1246 [04:32<06:14,  2.00it/s]
Testing:  40%|████      | 499/1246 [04:33<08:13,  1.51it/s]
Testing:  40%|████      | 500/1246 [04:33<07:10,  1.73it/s]
Testing:  40%|████      | 501/1246 [04:34<06:58,  1.78it/s]
Testing:  40%|████      | 502/1246 [04:34<06:31,  1.90it/s]
Testing:  40%|████      | 503/1246 [04:35<07:25,  1.67it/s]
Testing:  40%|████      | 504/1246 [04:36<06:59,  1.77it/s]
Testing:  41%|████      | 505/1246 [04:36<07:46,  1.59it/s]
Testing:  41%|████      | 506/1246 [04:37<07:00,  1.76it/s]
Testing:  41%|████      | 507/1246 [04:38<08:57,  1.37it/s]
Testing:  41%|████      | 508/1246 [04:38<08:08,  1.51it/s]
Testing:  41%|████      | 509/1246 [04:39<07:27,  1.65it/s]
Testing:  41%|████      | 510/1246 [04:39<06:39,  1.84it/s]
Testing:  41%|████      | 511/1246 [04:40<06:17,  1.95it/s]
Testing:  41%|████      | 512/1246 [04:40<06:19,  1.93it/s]
Testing:  41%|████      | 513/1246 [04:41<05:59,  2.04it/s]
Testing:  41%|████▏     | 514/1246 [04:41<06:25,  1.90it/s]
Testing:  41%|████▏     | 515/1246 [04:42<06:38,  1.83it/s]
Testing:  41%|████▏     | 516/1246 [04:42<06:35,  1.84it/s]
Testing:  41%|████▏     | 517/1246 [04:43<05:38,  2.16it/s]
Testing:  42%|████▏     | 518/1246 [04:43<05:37,  2.15it/s]
Testing:  42%|████▏     | 519/1246 [04:44<05:50,  2.07it/s]
Testing:  42%|████▏     | 520/1246 [04:44<06:13,  1.95it/s]
Testing:  42%|████▏     | 521/1246 [04:45<06:15,  1.93it/s]
Testing:  42%|████▏     | 522/1246 [04:46<06:50,  1.76it/s]
Testing:  42%|████▏     | 523/1246 [04:46<06:28,  1.86it/s]
Testing:  42%|████▏     | 524/1246 [04:46<06:14,  1.93it/s]
Testing:  42%|████▏     | 525/1246 [04:47<06:51,  1.75it/s]
Testing:  42%|████▏     | 526/1246 [04:48<09:00,  1.33it/s]
Testing:  42%|████▏     | 527/1246 [04:49<07:59,  1.50it/s]
Testing:  42%|████▏     | 528/1246 [04:49<07:15,  1.65it/s]
Testing:  42%|████▏     | 529/1246 [04:50<06:11,  1.93it/s]
Testing:  43%|████▎     | 530/1246 [04:50<05:53,  2.03it/s]
Testing:  43%|████▎     | 531/1246 [04:51<06:04,  1.96it/s]
Testing:  43%|████▎     | 532/1246 [04:51<07:15,  1.64it/s]
Testing:  43%|████▎     | 533/1246 [04:53<09:14,  1.29it/s]
Testing:  43%|████▎     | 534/1246 [04:53<07:54,  1.50it/s]
Testing:  43%|████▎     | 535/1246 [04:54<07:29,  1.58it/s]
Testing:  43%|████▎     | 536/1246 [04:54<06:49,  1.73it/s]
Testing:  43%|████▎     | 537/1246 [04:55<07:49,  1.51it/s]
Testing:  43%|████▎     | 538/1246 [04:55<06:34,  1.79it/s]
Testing:  43%|████▎     | 539/1246 [04:55<05:41,  2.07it/s]
Testing:  43%|████▎     | 540/1246 [04:56<06:45,  1.74it/s]
Testing:  43%|████▎     | 541/1246 [04:57<05:52,  2.00it/s]
Testing:  43%|████▎     | 542/1246 [04:57<06:56,  1.69it/s]
Testing:  44%|████▎     | 543/1246 [04:58<07:08,  1.64it/s]
Testing:  44%|████▎     | 544/1246 [04:58<06:28,  1.81it/s]
Testing:  44%|████▎     | 545/1246 [04:59<06:09,  1.90it/s]
Testing:  44%|████▍     | 546/1246 [04:59<06:15,  1.87it/s]
Testing:  44%|████▍     | 547/1246 [05:00<06:31,  1.79it/s]
Testing:  44%|████▍     | 548/1246 [05:01<07:18,  1.59it/s]
Testing:  44%|████▍     | 549/1246 [05:02<07:23,  1.57it/s]
Testing:  44%|████▍     | 550/1246 [05:02<06:17,  1.85it/s]
Testing:  44%|████▍     | 551/1246 [05:02<05:28,  2.11it/s]
Testing:  44%|████▍     | 552/1246 [05:03<06:16,  1.84it/s]
Testing:  44%|████▍     | 553/1246 [05:04<07:39,  1.51it/s]
Testing:  44%|████▍     | 554/1246 [05:04<07:01,  1.64it/s]
Testing:  45%|████▍     | 555/1246 [05:05<07:51,  1.47it/s]
Testing:  45%|████▍     | 556/1246 [05:05<06:34,  1.75it/s]
Testing:  45%|████▍     | 557/1246 [05:06<05:38,  2.03it/s]
Testing:  45%|████▍     | 558/1246 [05:07<06:36,  1.73it/s]
Testing:  45%|████▍     | 559/1246 [05:07<05:42,  2.00it/s]
Testing:  45%|████▍     | 560/1246 [05:08<06:07,  1.87it/s]
Testing:  45%|████▌     | 561/1246 [05:08<06:19,  1.81it/s]
Testing:  45%|████▌     | 562/1246 [05:09<06:01,  1.89it/s]
Testing:  45%|████▌     | 563/1246 [05:09<05:48,  1.96it/s]
Testing:  45%|████▌     | 564/1246 [05:09<05:38,  2.02it/s]
Testing:  45%|████▌     | 565/1246 [05:10<06:51,  1.65it/s]
Testing:  45%|████▌     | 566/1246 [05:11<06:04,  1.86it/s]
Testing:  46%|████▌     | 567/1246 [05:11<05:27,  2.07it/s]
Testing:  46%|████▌     | 568/1246 [05:12<06:07,  1.85it/s]
Testing:  46%|████▌     | 569/1246 [05:12<05:52,  1.92it/s]
Testing:  46%|████▌     | 570/1246 [05:13<06:14,  1.81it/s]
Testing:  46%|████▌     | 571/1246 [05:13<05:38,  2.00it/s]
Testing:  46%|████▌     | 572/1246 [05:14<05:25,  2.07it/s]
Testing:  46%|████▌     | 573/1246 [05:14<05:35,  2.01it/s]
Testing:  46%|████▌     | 574/1246 [05:15<04:54,  2.28it/s]
Testing:  46%|████▌     | 575/1246 [05:15<05:15,  2.13it/s]
Testing:  46%|████▌     | 576/1246 [05:16<05:09,  2.17it/s]
Testing:  46%|████▋     | 577/1246 [05:16<05:55,  1.88it/s]
Testing:  46%|████▋     | 578/1246 [05:17<05:29,  2.03it/s]
Testing:  46%|████▋     | 579/1246 [05:17<04:48,  2.31it/s]
Testing:  47%|████▋     | 580/1246 [05:17<04:55,  2.25it/s]
Testing:  47%|████▋     | 581/1246 [05:18<05:30,  2.01it/s]
Testing:  47%|████▋     | 582/1246 [05:18<05:10,  2.14it/s]
Testing:  47%|████▋     | 583/1246 [05:19<04:49,  2.29it/s]
Testing:  47%|████▋     | 584/1246 [05:20<05:51,  1.88it/s]
Testing:  47%|████▋     | 585/1246 [05:20<06:08,  1.79it/s]
Testing:  47%|████▋     | 586/1246 [05:21<05:46,  1.91it/s]
Testing:  47%|████▋     | 587/1246 [05:21<05:16,  2.08it/s]
Testing:  47%|████▋     | 588/1246 [05:21<04:38,  2.37it/s]
Testing:  47%|████▋     | 589/1246 [05:22<04:41,  2.33it/s]
Testing:  47%|████▋     | 590/1246 [05:22<04:55,  2.22it/s]
Testing:  47%|████▋     | 591/1246 [05:23<06:02,  1.81it/s]
Testing:  48%|████▊     | 592/1246 [05:23<05:31,  1.97it/s]
Testing:  48%|████▊     | 593/1246 [05:24<05:22,  2.02it/s]
Testing:  48%|████▊     | 594/1246 [05:25<06:15,  1.74it/s]
Testing:  48%|████▊     | 595/1246 [05:25<05:24,  2.01it/s]
Testing:  48%|████▊     | 596/1246 [05:25<05:15,  2.06it/s]
Testing:  48%|████▊     | 597/1246 [05:26<04:08,  2.61it/s]
Testing:  48%|████▊     | 598/1246 [05:27<06:20,  1.70it/s]
Testing:  48%|████▊     | 599/1246 [05:28<07:41,  1.40it/s]
Testing:  48%|████▊     | 600/1246 [05:28<07:21,  1.46it/s]
Testing:  48%|████▊     | 601/1246 [05:29<07:35,  1.41it/s]
Testing:  48%|████▊     | 602/1246 [05:30<07:05,  1.51it/s]
Testing:  48%|████▊     | 603/1246 [05:30<06:11,  1.73it/s]
Testing:  48%|████▊     | 604/1246 [05:30<05:15,  2.04it/s]
Testing:  49%|████▊     | 605/1246 [05:31<04:59,  2.14it/s]
Testing:  49%|████▊     | 606/1246 [05:31<05:58,  1.78it/s]
Testing:  49%|████▊     | 607/1246 [05:32<06:41,  1.59it/s]
Testing:  49%|████▉     | 608/1246 [05:33<08:29,  1.25it/s]
Testing:  49%|████▉     | 609/1246 [05:34<07:41,  1.38it/s]
Testing:  49%|████▉     | 610/1246 [05:34<06:23,  1.66it/s]
Testing:  49%|████▉     | 611/1246 [05:35<06:14,  1.70it/s]
Testing:  49%|████▉     | 612/1246 [05:35<05:47,  1.83it/s]
Testing:  49%|████▉     | 613/1246 [05:36<05:03,  2.09it/s]
Testing:  49%|████▉     | 614/1246 [05:36<05:13,  2.02it/s]
Testing:  49%|████▉     | 615/1246 [05:37<05:20,  1.97it/s]
Testing:  49%|████▉     | 616/1246 [05:37<05:51,  1.79it/s]
Testing:  50%|████▉     | 617/1246 [05:39<08:05,  1.30it/s]
Testing:  50%|████▉     | 618/1246 [05:39<06:40,  1.57it/s]
Testing:  50%|████▉     | 619/1246 [05:39<06:09,  1.69it/s]
Testing:  50%|████▉     | 620/1246 [05:40<05:47,  1.80it/s]
Testing:  50%|████▉     | 621/1246 [05:40<05:45,  1.81it/s]
Testing:  50%|████▉     | 622/1246 [05:41<04:29,  2.31it/s]
Testing:  50%|█████     | 623/1246 [05:41<04:32,  2.28it/s]
Testing:  50%|█████     | 624/1246 [05:41<04:06,  2.52it/s]
Testing:  50%|█████     | 625/1246 [05:42<03:46,  2.74it/s]
Testing:  50%|█████     | 626/1246 [05:42<03:44,  2.76it/s]
Testing:  50%|█████     | 627/1246 [05:42<04:14,  2.44it/s]
Testing:  50%|█████     | 628/1246 [05:43<04:04,  2.53it/s]
Testing:  50%|█████     | 629/1246 [05:43<04:40,  2.20it/s]
Testing:  51%|█████     | 630/1246 [05:44<05:22,  1.91it/s]
Testing:  51%|█████     | 631/1246 [05:45<06:38,  1.54it/s]
Testing:  51%|█████     | 632/1246 [05:45<05:05,  2.01it/s]
Testing:  51%|█████     | 633/1246 [05:46<04:59,  2.05it/s]
Testing:  51%|█████     | 634/1246 [05:47<06:20,  1.61it/s]
Testing:  51%|█████     | 635/1246 [05:47<05:25,  1.88it/s]
Testing:  51%|█████     | 636/1246 [05:47<04:46,  2.13it/s]
Testing:  51%|█████     | 637/1246 [05:48<04:44,  2.14it/s]
Testing:  51%|█████     | 638/1246 [05:48<04:13,  2.40it/s]
Testing:  51%|█████▏    | 639/1246 [05:48<04:22,  2.31it/s]
Testing:  51%|█████▏    | 640/1246 [05:49<04:24,  2.29it/s]
Testing:  51%|█████▏    | 641/1246 [05:50<05:27,  1.85it/s]
Testing:  52%|█████▏    | 642/1246 [05:50<05:26,  1.85it/s]
Testing:  52%|█████▏    | 643/1246 [05:51<05:39,  1.78it/s]
Testing:  52%|█████▏    | 644/1246 [05:51<05:19,  1.89it/s]
Testing:  52%|█████▏    | 645/1246 [05:52<04:51,  2.06it/s]
Testing:  52%|█████▏    | 646/1246 [05:52<04:57,  2.01it/s]
Testing:  52%|█████▏    | 647/1246 [05:53<04:19,  2.31it/s]
Testing:  52%|█████▏    | 648/1246 [05:53<04:18,  2.31it/s]
Testing:  52%|█████▏    | 649/1246 [05:53<04:23,  2.27it/s]
Testing:  52%|█████▏    | 650/1246 [05:54<03:28,  2.86it/s]
Testing:  52%|█████▏    | 651/1246 [05:54<03:57,  2.50it/s]
Testing:  52%|█████▏    | 652/1246 [05:55<05:02,  1.96it/s]
Testing:  52%|█████▏    | 653/1246 [05:55<04:55,  2.01it/s]
Testing:  52%|█████▏    | 654/1246 [05:56<04:35,  2.15it/s]
Testing:  53%|█████▎    | 655/1246 [05:56<04:16,  2.31it/s]
Testing:  53%|█████▎    | 656/1246 [05:57<04:44,  2.08it/s]
Testing:  53%|█████▎    | 657/1246 [05:57<04:13,  2.32it/s]
Testing:  53%|█████▎    | 658/1246 [05:58<04:59,  1.96it/s]
Testing:  53%|█████▎    | 659/1246 [05:58<04:24,  2.22it/s]
Testing:  53%|█████▎    | 660/1246 [05:59<05:07,  1.90it/s]
Testing:  53%|█████▎    | 661/1246 [05:59<06:03,  1.61it/s]
Testing:  53%|█████▎    | 662/1246 [06:00<05:49,  1.67it/s]
Testing:  53%|█████▎    | 663/1246 [06:01<06:06,  1.59it/s]
Testing:  53%|█████▎    | 664/1246 [06:02<06:32,  1.48it/s]
Testing:  53%|█████▎    | 665/1246 [06:02<05:55,  1.63it/s]
Testing:  53%|█████▎    | 666/1246 [06:02<05:31,  1.75it/s]
Testing:  54%|█████▎    | 667/1246 [06:03<05:38,  1.71it/s]
Testing:  54%|█████▎    | 668/1246 [06:04<05:18,  1.82it/s]
Testing:  54%|█████▎    | 669/1246 [06:04<05:03,  1.90it/s]
Testing:  54%|█████▍    | 670/1246 [06:05<04:55,  1.95it/s]
Testing:  54%|█████▍    | 671/1246 [06:05<04:46,  2.01it/s]
Testing:  54%|█████▍    | 672/1246 [06:06<05:07,  1.87it/s]
Testing:  54%|█████▍    | 673/1246 [06:06<04:48,  1.98it/s]
Testing:  54%|█████▍    | 674/1246 [06:07<05:08,  1.85it/s]
Testing:  54%|█████▍    | 675/1246 [06:07<04:56,  1.93it/s]
Testing:  54%|█████▍    | 676/1246 [06:08<04:34,  2.08it/s]
Testing:  54%|█████▍    | 677/1246 [06:08<04:30,  2.10it/s]
Testing:  54%|█████▍    | 678/1246 [06:08<04:27,  2.13it/s]
Testing:  54%|█████▍    | 679/1246 [06:09<04:50,  1.95it/s]
Testing:  55%|█████▍    | 680/1246 [06:09<04:17,  2.20it/s]
Testing:  55%|█████▍    | 681/1246 [06:10<04:18,  2.19it/s]
Testing:  55%|█████▍    | 682/1246 [06:10<04:16,  2.19it/s]
Testing:  55%|█████▍    | 683/1246 [06:11<03:52,  2.43it/s]
Testing:  55%|█████▍    | 684/1246 [06:11<04:26,  2.11it/s]
Testing:  55%|█████▍    | 685/1246 [06:12<05:18,  1.76it/s]
Testing:  55%|█████▌    | 686/1246 [06:12<05:04,  1.84it/s]
Testing:  55%|█████▌    | 687/1246 [06:13<04:50,  1.92it/s]
Testing:  55%|█████▌    | 688/1246 [06:13<04:13,  2.20it/s]
Testing:  55%|█████▌    | 689/1246 [06:14<05:04,  1.83it/s]
Testing:  55%|█████▌    | 690/1246 [06:15<05:17,  1.75it/s]
Testing:  55%|█████▌    | 691/1246 [06:15<05:25,  1.71it/s]
Testing:  56%|█████▌    | 692/1246 [06:16<04:52,  1.89it/s]
Testing:  56%|█████▌    | 693/1246 [06:16<04:11,  2.20it/s]
Testing:  56%|█████▌    | 694/1246 [06:16<04:27,  2.06it/s]
Testing:  56%|█████▌    | 695/1246 [06:17<04:49,  1.90it/s]
Testing:  56%|█████▌    | 696/1246 [06:17<04:27,  2.06it/s]
Testing:  56%|█████▌    | 697/1246 [06:18<04:31,  2.02it/s]
Testing:  56%|█████▌    | 698/1246 [06:18<03:56,  2.31it/s]
Testing:  56%|█████▌    | 699/1246 [06:19<04:24,  2.07it/s]
Testing:  56%|█████▌    | 700/1246 [06:20<05:13,  1.74it/s]
Testing:  56%|█████▋    | 701/1246 [06:20<04:59,  1.82it/s]
Testing:  56%|█████▋    | 702/1246 [06:21<04:32,  2.00it/s]
Testing:  56%|█████▋    | 703/1246 [06:21<05:25,  1.67it/s]
Testing:  57%|█████▋    | 704/1246 [06:22<05:57,  1.52it/s]
Testing:  57%|█████▋    | 705/1246 [06:23<06:05,  1.48it/s]
Testing:  57%|█████▋    | 706/1246 [06:24<05:57,  1.51it/s]
Testing:  57%|█████▋    | 707/1246 [06:24<06:18,  1.42it/s]
Testing:  57%|█████▋    | 708/1246 [06:25<05:26,  1.65it/s]
Testing:  57%|█████▋    | 709/1246 [06:25<04:46,  1.87it/s]
Testing:  57%|█████▋    | 710/1246 [06:26<05:35,  1.60it/s]
Testing:  57%|█████▋    | 711/1246 [06:26<04:45,  1.87it/s]
Testing:  57%|█████▋    | 712/1246 [06:27<06:15,  1.42it/s]
Testing:  57%|█████▋    | 713/1246 [06:28<05:42,  1.55it/s]
Testing:  57%|█████▋    | 714/1246 [06:28<04:53,  1.81it/s]
Testing:  57%|█████▋    | 715/1246 [06:29<04:43,  1.87it/s]
Testing:  57%|█████▋    | 716/1246 [06:29<04:09,  2.13it/s]
Testing:  58%|█████▊    | 717/1246 [06:30<05:24,  1.63it/s]
Testing:  58%|█████▊    | 718/1246 [06:30<04:38,  1.90it/s]
Testing:  58%|█████▊    | 719/1246 [06:31<04:29,  1.95it/s]
Testing:  58%|█████▊    | 720/1246 [06:31<03:58,  2.21it/s]
Testing:  58%|█████▊    | 721/1246 [06:32<04:22,  2.00it/s]
Testing:  58%|█████▊    | 722/1246 [06:32<03:53,  2.25it/s]
Testing:  58%|█████▊    | 723/1246 [06:32<03:33,  2.45it/s]
Testing:  58%|█████▊    | 724/1246 [06:33<03:41,  2.35it/s]
Testing:  58%|█████▊    | 725/1246 [06:33<03:23,  2.56it/s]
Testing:  58%|█████▊    | 726/1246 [06:33<03:09,  2.74it/s]
Testing:  58%|█████▊    | 727/1246 [06:34<03:37,  2.39it/s]
Testing:  58%|█████▊    | 728/1246 [06:34<03:39,  2.36it/s]
Testing:  59%|█████▊    | 729/1246 [06:35<03:46,  2.29it/s]
Testing:  59%|█████▊    | 730/1246 [06:35<04:04,  2.11it/s]
Testing:  59%|█████▊    | 731/1246 [06:36<04:37,  1.86it/s]
Testing:  59%|█████▊    | 732/1246 [06:37<05:02,  1.70it/s]
Testing:  59%|█████▉    | 733/1246 [06:37<04:43,  1.81it/s]
Testing:  59%|█████▉    | 734/1246 [06:38<04:32,  1.88it/s]
Testing:  59%|█████▉    | 735/1246 [06:38<04:09,  2.05it/s]
Testing:  59%|█████▉    | 736/1246 [06:39<04:02,  2.10it/s]
Testing:  59%|█████▉    | 737/1246 [06:39<04:59,  1.70it/s]
Testing:  59%|█████▉    | 738/1246 [06:40<05:54,  1.43it/s]
Testing:  59%|█████▉    | 739/1246 [06:41<05:21,  1.58it/s]
Testing:  59%|█████▉    | 740/1246 [06:41<04:33,  1.85it/s]
Testing:  59%|█████▉    | 741/1246 [06:42<05:09,  1.63it/s]
Testing:  60%|█████▉    | 742/1246 [06:43<06:33,  1.28it/s]
Testing:  60%|█████▉    | 743/1246 [06:43<05:26,  1.54it/s]
Testing:  60%|█████▉    | 744/1246 [06:44<04:36,  1.82it/s]
Testing:  60%|█████▉    | 745/1246 [06:44<04:11,  1.99it/s]
Testing:  60%|█████▉    | 746/1246 [06:45<04:40,  1.78it/s]
Testing:  60%|█████▉    | 747/1246 [06:45<03:59,  2.09it/s]
Testing:  60%|██████    | 748/1246 [06:46<04:44,  1.75it/s]
Testing:  60%|██████    | 749/1246 [06:46<04:31,  1.83it/s]
Testing:  60%|██████    | 750/1246 [06:47<03:55,  2.10it/s]
Testing:  60%|██████    | 751/1246 [06:47<03:30,  2.35it/s]
Testing:  60%|██████    | 752/1246 [06:47<03:22,  2.44it/s]
Testing:  60%|██████    | 753/1246 [06:48<04:15,  1.93it/s]
Testing:  61%|██████    | 754/1246 [06:49<04:32,  1.80it/s]
Testing:  61%|██████    | 755/1246 [06:50<04:45,  1.72it/s]
Testing:  61%|██████    | 756/1246 [06:50<04:05,  2.00it/s]
Testing:  61%|██████    | 757/1246 [06:50<04:22,  1.86it/s]
Testing:  61%|██████    | 758/1246 [06:51<03:55,  2.07it/s]
Testing:  61%|██████    | 759/1246 [06:51<03:29,  2.33it/s]
Testing:  61%|██████    | 760/1246 [06:51<03:08,  2.57it/s]
Testing:  61%|██████    | 761/1246 [06:55<09:57,  1.23s/it]
Testing:  61%|██████    | 762/1246 [06:55<08:12,  1.02s/it]
Testing:  61%|██████    | 763/1246 [06:56<06:54,  1.17it/s]
Testing:  61%|██████▏   | 764/1246 [06:56<05:35,  1.43it/s]
Testing:  61%|██████▏   | 765/1246 [06:56<04:15,  1.88it/s]
Testing:  61%|██████▏   | 766/1246 [06:57<04:27,  1.80it/s]
Testing:  62%|██████▏   | 767/1246 [06:57<03:52,  2.06it/s]
Testing:  62%|██████▏   | 768/1246 [06:57<03:51,  2.06it/s]
Testing:  62%|██████▏   | 769/1246 [06:58<04:11,  1.90it/s]
Testing:  62%|██████▏   | 770/1246 [06:59<05:19,  1.49it/s]
Testing:  62%|██████▏   | 771/1246 [07:00<05:04,  1.56it/s]
Testing:  62%|██████▏   | 772/1246 [07:00<05:12,  1.52it/s]
Testing:  62%|██████▏   | 773/1246 [07:01<05:28,  1.44it/s]
Testing:  62%|██████▏   | 774/1246 [07:02<05:06,  1.54it/s]
Testing:  62%|██████▏   | 775/1246 [07:02<04:36,  1.70it/s]
Testing:  62%|██████▏   | 776/1246 [07:03<04:17,  1.83it/s]
Testing:  62%|██████▏   | 777/1246 [07:03<04:48,  1.62it/s]
Testing:  62%|██████▏   | 778/1246 [07:05<06:18,  1.23it/s]
Testing:  63%|██████▎   | 779/1246 [07:05<06:18,  1.23it/s]
Testing:  63%|██████▎   | 780/1246 [07:06<05:20,  1.45it/s]
Testing:  63%|██████▎   | 781/1246 [07:06<04:37,  1.67it/s]
Testing:  63%|██████▎   | 782/1246 [07:07<04:38,  1.66it/s]
Testing:  63%|██████▎   | 783/1246 [07:07<03:59,  1.93it/s]
Testing:  63%|██████▎   | 784/1246 [07:07<03:28,  2.22it/s]
Testing:  63%|██████▎   | 785/1246 [07:08<03:29,  2.20it/s]
Testing:  63%|██████▎   | 786/1246 [07:08<03:07,  2.46it/s]
Testing:  63%|██████▎   | 787/1246 [07:09<03:36,  2.12it/s]
Testing:  63%|██████▎   | 788/1246 [07:09<03:14,  2.35it/s]
Testing:  63%|██████▎   | 789/1246 [07:09<03:00,  2.54it/s]
Testing:  63%|██████▎   | 790/1246 [07:10<02:49,  2.70it/s]
Testing:  63%|██████▎   | 791/1246 [07:11<03:52,  1.95it/s]
Testing:  64%|██████▎   | 792/1246 [07:11<03:46,  2.00it/s]
Testing:  64%|██████▎   | 793/1246 [07:12<03:41,  2.05it/s]
Testing:  64%|██████▎   | 794/1246 [07:12<03:37,  2.08it/s]
Testing:  64%|██████▍   | 795/1246 [07:13<04:49,  1.56it/s]
Testing:  64%|██████▍   | 796/1246 [07:14<04:45,  1.57it/s]
Testing:  64%|██████▍   | 797/1246 [07:14<04:00,  1.87it/s]
Testing:  64%|██████▍   | 798/1246 [07:15<04:50,  1.54it/s]
Testing:  64%|██████▍   | 799/1246 [07:15<04:06,  1.81it/s]
Testing:  64%|██████▍   | 800/1246 [07:16<04:18,  1.73it/s]
Testing:  64%|██████▍   | 801/1246 [07:16<04:02,  1.83it/s]
Testing:  64%|██████▍   | 802/1246 [07:17<03:36,  2.05it/s]
Testing:  64%|██████▍   | 803/1246 [07:17<03:52,  1.91it/s]
Testing:  65%|██████▍   | 804/1246 [07:18<04:46,  1.54it/s]
Testing:  65%|██████▍   | 805/1246 [07:19<04:42,  1.56it/s]
Testing:  65%|██████▍   | 806/1246 [07:19<04:09,  1.76it/s]
Testing:  65%|██████▍   | 807/1246 [07:20<03:51,  1.90it/s]
Testing:  65%|██████▍   | 808/1246 [07:20<03:19,  2.20it/s]
Testing:  65%|██████▍   | 809/1246 [07:20<03:06,  2.34it/s]
Testing:  65%|██████▌   | 810/1246 [07:21<03:07,  2.33it/s]
Testing:  65%|██████▌   | 811/1246 [07:21<02:47,  2.59it/s]
Testing:  65%|██████▌   | 812/1246 [07:22<03:38,  1.99it/s]
Testing:  65%|██████▌   | 813/1246 [07:22<03:56,  1.83it/s]
Testing:  65%|██████▌   | 814/1246 [07:23<03:55,  1.84it/s]
Testing:  65%|██████▌   | 815/1246 [07:24<03:50,  1.87it/s]
Testing:  65%|██████▌   | 816/1246 [07:24<03:49,  1.87it/s]
Testing:  66%|██████▌   | 817/1246 [07:24<03:36,  1.98it/s]
Testing:  66%|██████▌   | 818/1246 [07:25<04:01,  1.77it/s]
Testing:  66%|██████▌   | 819/1246 [07:26<04:29,  1.58it/s]
Testing:  66%|██████▌   | 820/1246 [07:27<05:10,  1.37it/s]
Testing:  66%|██████▌   | 821/1246 [07:27<04:39,  1.52it/s]
Testing:  66%|██████▌   | 822/1246 [07:28<04:36,  1.53it/s]
Testing:  66%|██████▌   | 823/1246 [07:29<04:34,  1.54it/s]
Testing:  66%|██████▌   | 824/1246 [07:29<04:11,  1.68it/s]
Testing:  66%|██████▌   | 825/1246 [07:30<03:36,  1.95it/s]
Testing:  66%|██████▋   | 826/1246 [07:30<03:26,  2.03it/s]
Testing:  66%|██████▋   | 827/1246 [07:31<04:42,  1.48it/s]
Testing:  66%|██████▋   | 828/1246 [07:32<04:30,  1.55it/s]
Testing:  67%|██████▋   | 829/1246 [07:32<03:47,  1.83it/s]
Testing:  67%|██████▋   | 830/1246 [07:33<04:57,  1.40it/s]
Testing:  67%|██████▋   | 831/1246 [07:33<04:07,  1.68it/s]
Testing:  67%|██████▋   | 832/1246 [07:34<04:21,  1.58it/s]
Testing:  67%|██████▋   | 833/1246 [07:34<03:50,  1.79it/s]
Testing:  67%|██████▋   | 834/1246 [07:35<03:55,  1.75it/s]
Testing:  67%|██████▋   | 835/1246 [07:35<03:22,  2.03it/s]
Testing:  67%|██████▋   | 836/1246 [07:36<03:15,  2.10it/s]
Testing:  67%|██████▋   | 837/1246 [07:37<04:10,  1.64it/s]
Testing:  67%|██████▋   | 838/1246 [07:37<04:00,  1.70it/s]
Testing:  67%|██████▋   | 839/1246 [07:38<03:43,  1.82it/s]
Testing:  67%|██████▋   | 840/1246 [07:38<03:12,  2.11it/s]
Testing:  67%|██████▋   | 841/1246 [07:39<03:39,  1.84it/s]
Testing:  68%|██████▊   | 842/1246 [07:39<03:30,  1.92it/s]
Testing:  68%|██████▊   | 843/1246 [07:40<03:44,  1.80it/s]
Testing:  68%|██████▊   | 844/1246 [07:40<03:12,  2.09it/s]
Testing:  68%|██████▊   | 845/1246 [07:40<02:49,  2.36it/s]
Testing:  68%|██████▊   | 846/1246 [07:41<02:33,  2.61it/s]
Testing:  68%|██████▊   | 847/1246 [07:41<02:43,  2.44it/s]
Testing:  68%|██████▊   | 848/1246 [07:42<02:49,  2.35it/s]
Testing:  68%|██████▊   | 849/1246 [07:42<03:00,  2.20it/s]
Testing:  68%|██████▊   | 850/1246 [07:43<03:24,  1.93it/s]
Testing:  68%|██████▊   | 851/1246 [07:44<03:44,  1.76it/s]
Testing:  68%|██████▊   | 852/1246 [07:44<03:51,  1.70it/s]
Testing:  68%|██████▊   | 853/1246 [07:45<03:25,  1.91it/s]
Testing:  69%|██████▊   | 854/1246 [07:45<03:06,  2.10it/s]
Testing:  69%|██████▊   | 855/1246 [07:45<03:10,  2.05it/s]
Testing:  69%|██████▊   | 856/1246 [07:46<03:42,  1.75it/s]
Testing:  69%|██████▉   | 857/1246 [07:47<03:12,  2.02it/s]
Testing:  69%|██████▉   | 858/1246 [07:47<02:49,  2.29it/s]
Testing:  69%|██████▉   | 859/1246 [07:47<02:50,  2.26it/s]
Testing:  69%|██████▉   | 860/1246 [07:48<03:13,  2.00it/s]
Testing:  69%|██████▉   | 861/1246 [07:49<03:46,  1.70it/s]
Testing:  69%|██████▉   | 862/1246 [07:50<04:20,  1.47it/s]
Testing:  69%|██████▉   | 863/1246 [07:50<04:23,  1.45it/s]
Testing:  69%|██████▉   | 864/1246 [07:51<05:18,  1.20it/s]
Testing:  69%|██████▉   | 865/1246 [07:52<04:38,  1.37it/s]
Testing:  70%|██████▉   | 866/1246 [07:52<04:07,  1.53it/s]
Testing:  70%|██████▉   | 867/1246 [07:53<03:37,  1.75it/s]
Testing:  70%|██████▉   | 868/1246 [07:53<03:12,  1.96it/s]
Testing:  70%|██████▉   | 869/1246 [07:54<03:13,  1.95it/s]
Testing:  70%|██████▉   | 870/1246 [07:54<03:12,  1.95it/s]
Testing:  70%|██████▉   | 871/1246 [07:55<02:59,  2.09it/s]
Testing:  70%|██████▉   | 872/1246 [07:55<02:37,  2.38it/s]
Testing:  70%|███████   | 873/1246 [07:55<02:39,  2.33it/s]
Testing:  70%|███████   | 874/1246 [07:56<02:43,  2.28it/s]
Testing:  70%|███████   | 875/1246 [07:56<02:54,  2.12it/s]
Testing:  70%|███████   | 876/1246 [07:57<03:01,  2.04it/s]
Testing:  70%|███████   | 877/1246 [07:58<03:21,  1.83it/s]
Testing:  70%|███████   | 878/1246 [07:59<04:39,  1.32it/s]
Testing:  71%|███████   | 879/1246 [07:59<04:01,  1.52it/s]
Testing:  71%|███████   | 880/1246 [08:00<03:25,  1.78it/s]
Testing:  71%|███████   | 881/1246 [08:00<03:24,  1.79it/s]
Testing:  71%|███████   | 882/1246 [08:01<03:08,  1.93it/s]
Testing:  71%|███████   | 883/1246 [08:01<03:06,  1.94it/s]
Testing:  71%|███████   | 884/1246 [08:01<02:50,  2.13it/s]
Testing:  71%|███████   | 885/1246 [08:02<03:02,  1.98it/s]
Testing:  71%|███████   | 886/1246 [08:02<02:40,  2.25it/s]
Testing:  71%|███████   | 887/1246 [08:03<02:39,  2.25it/s]
Testing:  71%|███████▏  | 888/1246 [08:03<02:56,  2.03it/s]
Testing:  71%|███████▏  | 889/1246 [08:04<02:53,  2.06it/s]
Testing:  71%|███████▏  | 890/1246 [08:05<03:22,  1.76it/s]
Testing:  72%|███████▏  | 891/1246 [08:05<02:55,  2.02it/s]
Testing:  72%|███████▏  | 892/1246 [08:05<02:34,  2.28it/s]
Testing:  72%|███████▏  | 893/1246 [08:06<03:28,  1.70it/s]
Testing:  72%|███████▏  | 894/1246 [08:07<03:17,  1.79it/s]
Testing:  72%|███████▏  | 895/1246 [08:07<02:50,  2.06it/s]
Testing:  72%|███████▏  | 896/1246 [08:08<03:04,  1.90it/s]
Testing:  72%|███████▏  | 897/1246 [08:08<03:26,  1.69it/s]
Testing:  72%|███████▏  | 898/1246 [08:09<02:55,  1.98it/s]
Testing:  72%|███████▏  | 899/1246 [08:10<03:32,  1.63it/s]
Testing:  72%|███████▏  | 900/1246 [08:10<03:59,  1.45it/s]
Testing:  72%|███████▏  | 901/1246 [08:11<04:25,  1.30it/s]
Testing:  72%|███████▏  | 902/1246 [08:12<03:38,  1.58it/s]
Testing:  72%|███████▏  | 903/1246 [08:13<04:01,  1.42it/s]
Testing:  73%|███████▎  | 904/1246 [08:13<03:28,  1.64it/s]
Testing:  73%|███████▎  | 905/1246 [08:13<03:10,  1.79it/s]
Testing:  73%|███████▎  | 906/1246 [08:14<02:50,  1.99it/s]
Testing:  73%|███████▎  | 907/1246 [08:14<02:26,  2.31it/s]
Testing:  73%|███████▎  | 908/1246 [08:14<02:27,  2.29it/s]
Testing:  73%|███████▎  | 909/1246 [08:15<03:17,  1.70it/s]
Testing:  73%|███████▎  | 910/1246 [08:16<03:31,  1.59it/s]
Testing:  73%|███████▎  | 911/1246 [08:16<02:59,  1.86it/s]
Testing:  73%|███████▎  | 912/1246 [08:17<02:40,  2.08it/s]
Testing:  73%|███████▎  | 913/1246 [08:18<04:10,  1.33it/s]
Testing:  73%|███████▎  | 914/1246 [08:18<03:28,  1.59it/s]
Testing:  73%|███████▎  | 915/1246 [08:19<03:35,  1.54it/s]
Testing:  74%|███████▎  | 916/1246 [08:20<03:01,  1.82it/s]
Testing:  74%|███████▎  | 917/1246 [08:20<02:57,  1.85it/s]
Testing:  74%|███████▎  | 918/1246 [08:20<02:48,  1.94it/s]
Testing:  74%|███████▍  | 919/1246 [08:21<02:35,  2.10it/s]
Testing:  74%|███████▍  | 920/1246 [08:22<03:02,  1.78it/s]
Testing:  74%|███████▍  | 921/1246 [08:22<03:09,  1.71it/s]
Testing:  74%|███████▍  | 922/1246 [08:23<02:42,  1.99it/s]
Testing:  74%|███████▍  | 923/1246 [08:23<02:53,  1.86it/s]
Testing:  74%|███████▍  | 924/1246 [08:24<02:46,  1.93it/s]
Testing:  74%|███████▍  | 925/1246 [08:24<02:47,  1.91it/s]
Testing:  74%|███████▍  | 926/1246 [08:25<02:25,  2.20it/s]
Testing:  74%|███████▍  | 927/1246 [08:25<02:30,  2.12it/s]
Testing:  74%|███████▍  | 928/1246 [08:28<06:20,  1.20s/it]
Testing:  75%|███████▍  | 929/1246 [08:28<05:05,  1.04it/s]
Testing:  75%|███████▍  | 930/1246 [08:29<04:18,  1.22it/s]
Testing:  75%|███████▍  | 931/1246 [08:29<03:29,  1.51it/s]
Testing:  75%|███████▍  | 932/1246 [08:30<03:24,  1.54it/s]
Testing:  75%|███████▍  | 933/1246 [08:30<02:51,  1.82it/s]
Testing:  75%|███████▍  | 934/1246 [08:30<02:43,  1.91it/s]
Testing:  75%|███████▌  | 935/1246 [08:31<02:50,  1.82it/s]
Testing:  75%|███████▌  | 936/1246 [08:31<02:28,  2.08it/s]
Testing:  75%|███████▌  | 937/1246 [08:32<02:13,  2.32it/s]
Testing:  75%|███████▌  | 938/1246 [08:32<02:01,  2.54it/s]
Testing:  75%|███████▌  | 939/1246 [08:32<01:50,  2.78it/s]
Testing:  75%|███████▌  | 940/1246 [08:33<01:45,  2.89it/s]
Testing:  76%|███████▌  | 941/1246 [08:33<01:39,  3.08it/s]
Testing:  76%|███████▌  | 942/1246 [08:33<01:22,  3.69it/s]
Testing:  76%|███████▌  | 943/1246 [08:34<01:53,  2.67it/s]
Testing:  76%|███████▌  | 944/1246 [08:34<01:53,  2.67it/s]
Testing:  76%|███████▌  | 945/1246 [08:34<01:58,  2.54it/s]
Testing:  76%|███████▌  | 946/1246 [08:35<02:18,  2.17it/s]
Testing:  76%|███████▌  | 947/1246 [08:35<01:49,  2.73it/s]
Testing:  76%|███████▌  | 948/1246 [08:36<02:12,  2.25it/s]
Testing:  76%|███████▌  | 949/1246 [08:36<02:14,  2.21it/s]
Testing:  76%|███████▌  | 950/1246 [08:37<02:45,  1.79it/s]
Testing:  76%|███████▋  | 951/1246 [08:38<02:43,  1.80it/s]
Testing:  76%|███████▋  | 952/1246 [08:39<03:08,  1.56it/s]
Testing:  76%|███████▋  | 953/1246 [08:40<04:13,  1.16it/s]
Testing:  77%|███████▋  | 954/1246 [08:41<04:07,  1.18it/s]
Testing:  77%|███████▋  | 955/1246 [08:42<04:35,  1.06it/s]
Testing:  77%|███████▋  | 956/1246 [08:43<04:07,  1.17it/s]
Testing:  77%|███████▋  | 957/1246 [08:43<03:21,  1.43it/s]
Testing:  77%|███████▋  | 958/1246 [08:43<03:02,  1.58it/s]
Testing:  77%|███████▋  | 959/1246 [08:44<02:54,  1.64it/s]
Testing:  77%|███████▋  | 960/1246 [08:44<02:38,  1.80it/s]
Testing:  77%|███████▋  | 961/1246 [08:45<02:16,  2.08it/s]
Testing:  77%|███████▋  | 962/1246 [08:45<02:26,  1.93it/s]
Testing:  77%|███████▋  | 963/1246 [08:46<02:28,  1.90it/s]
Testing:  77%|███████▋  | 964/1246 [08:46<02:22,  1.98it/s]
Testing:  77%|███████▋  | 965/1246 [08:47<02:24,  1.95it/s]
Testing:  78%|███████▊  | 966/1246 [08:48<02:39,  1.76it/s]
Testing:  78%|███████▊  | 967/1246 [08:49<03:35,  1.29it/s]
Testing:  78%|███████▊  | 968/1246 [08:49<02:56,  1.57it/s]
Testing:  78%|███████▊  | 969/1246 [08:50<03:09,  1.46it/s]
Testing:  78%|███████▊  | 970/1246 [08:50<02:37,  1.75it/s]
Testing:  78%|███████▊  | 971/1246 [08:51<02:29,  1.83it/s]
Testing:  78%|███████▊  | 972/1246 [08:51<02:09,  2.11it/s]
Testing:  78%|███████▊  | 973/1246 [08:52<02:21,  1.92it/s]
Testing:  78%|███████▊  | 974/1246 [08:52<02:17,  1.98it/s]
Testing:  78%|███████▊  | 975/1246 [08:53<02:14,  2.02it/s]
Testing:  78%|███████▊  | 976/1246 [08:53<02:10,  2.07it/s]
Testing:  78%|███████▊  | 977/1246 [08:53<02:08,  2.09it/s]
Testing:  78%|███████▊  | 978/1246 [08:54<02:25,  1.84it/s]
Testing:  79%|███████▊  | 979/1246 [08:55<02:13,  2.01it/s]
Testing:  79%|███████▊  | 980/1246 [08:55<02:08,  2.07it/s]
Testing:  79%|███████▊  | 981/1246 [08:55<01:54,  2.32it/s]
Testing:  79%|███████▉  | 982/1246 [08:56<02:08,  2.05it/s]
Testing:  79%|███████▉  | 983/1246 [08:56<02:07,  2.06it/s]
Testing:  79%|███████▉  | 984/1246 [08:57<02:06,  2.07it/s]
Testing:  79%|███████▉  | 985/1246 [08:57<01:51,  2.34it/s]
Testing:  79%|███████▉  | 986/1246 [08:58<02:03,  2.11it/s]
Testing:  79%|███████▉  | 987/1246 [08:58<02:00,  2.14it/s]
Testing:  79%|███████▉  | 988/1246 [08:59<01:58,  2.18it/s]
Testing:  79%|███████▉  | 989/1246 [08:59<02:16,  1.89it/s]
Testing:  79%|███████▉  | 990/1246 [09:00<02:23,  1.78it/s]
Testing:  80%|███████▉  | 991/1246 [09:01<03:03,  1.39it/s]
Testing:  80%|███████▉  | 992/1246 [09:02<03:08,  1.35it/s]
Testing:  80%|███████▉  | 993/1246 [09:02<02:46,  1.52it/s]
Testing:  80%|███████▉  | 994/1246 [09:03<02:32,  1.65it/s]
Testing:  80%|███████▉  | 995/1246 [09:03<02:09,  1.94it/s]
Testing:  80%|███████▉  | 996/1246 [09:04<02:15,  1.85it/s]
Testing:  80%|████████  | 997/1246 [09:04<02:08,  1.94it/s]
Testing:  80%|████████  | 998/1246 [09:04<01:52,  2.20it/s]
Testing:  80%|████████  | 999/1246 [09:05<01:57,  2.10it/s]
Testing:  80%|████████  | 1000/1246 [09:05<01:42,  2.40it/s]
Testing:  80%|████████  | 1001/1246 [09:06<02:08,  1.90it/s]
Testing:  80%|████████  | 1002/1246 [09:07<02:15,  1.80it/s]
Testing:  80%|████████  | 1003/1246 [09:07<01:56,  2.08it/s]
Testing:  81%|████████  | 1004/1246 [09:08<02:08,  1.89it/s]
Testing:  81%|████████  | 1005/1246 [09:08<02:01,  1.99it/s]
Testing:  81%|████████  | 1006/1246 [09:09<02:21,  1.69it/s]
Testing:  81%|████████  | 1007/1246 [09:09<02:19,  1.71it/s]
Testing:  81%|████████  | 1008/1246 [09:10<01:59,  1.99it/s]
Testing:  81%|████████  | 1009/1246 [09:10<01:45,  2.25it/s]
Testing:  81%|████████  | 1010/1246 [09:10<01:44,  2.27it/s]
Testing:  81%|████████  | 1011/1246 [09:11<02:01,  1.93it/s]
Testing:  81%|████████  | 1012/1246 [09:12<02:08,  1.82it/s]
Testing:  81%|████████▏ | 1013/1246 [09:12<01:57,  1.99it/s]
Testing:  81%|████████▏ | 1014/1246 [09:13<02:08,  1.81it/s]
Testing:  81%|████████▏ | 1015/1246 [09:13<01:49,  2.11it/s]
Testing:  82%|████████▏ | 1016/1246 [09:14<01:41,  2.27it/s]
Testing:  82%|████████▏ | 1017/1246 [09:14<01:30,  2.54it/s]
Testing:  82%|████████▏ | 1018/1246 [09:14<01:33,  2.44it/s]
Testing:  82%|████████▏ | 1019/1246 [09:15<01:36,  2.34it/s]
Testing:  82%|████████▏ | 1020/1246 [09:15<01:34,  2.40it/s]
Testing:  82%|████████▏ | 1021/1246 [09:16<01:36,  2.34it/s]
Testing:  82%|████████▏ | 1022/1246 [09:16<01:38,  2.29it/s]
Testing:  82%|████████▏ | 1023/1246 [09:16<01:28,  2.51it/s]
Testing:  82%|████████▏ | 1024/1246 [09:17<01:23,  2.67it/s]
Testing:  82%|████████▏ | 1025/1246 [09:18<02:18,  1.60it/s]
Testing:  82%|████████▏ | 1026/1246 [09:18<01:57,  1.87it/s]
Testing:  82%|████████▏ | 1027/1246 [09:19<01:42,  2.14it/s]
Testing:  83%|████████▎ | 1028/1246 [09:19<01:45,  2.06it/s]
Testing:  83%|████████▎ | 1029/1246 [09:20<02:23,  1.51it/s]
Testing:  83%|████████▎ | 1030/1246 [09:20<02:01,  1.78it/s]
Testing:  83%|████████▎ | 1031/1246 [09:21<02:06,  1.70it/s]
Testing:  83%|████████▎ | 1032/1246 [09:22<02:24,  1.48it/s]
Testing:  83%|████████▎ | 1033/1246 [09:22<02:00,  1.77it/s]
Testing:  83%|████████▎ | 1034/1246 [09:23<01:44,  2.04it/s]
Testing:  83%|████████▎ | 1035/1246 [09:23<01:41,  2.07it/s]
Testing:  83%|████████▎ | 1036/1246 [09:24<01:48,  1.93it/s]
Testing:  83%|████████▎ | 1037/1246 [09:24<01:48,  1.93it/s]
Testing:  83%|████████▎ | 1038/1246 [09:24<01:32,  2.24it/s]
Testing:  83%|████████▎ | 1039/1246 [09:25<01:34,  2.20it/s]
Testing:  83%|████████▎ | 1040/1246 [09:25<01:24,  2.43it/s]
Testing:  84%|████████▎ | 1041/1246 [09:26<01:50,  1.86it/s]
Testing:  84%|████████▎ | 1042/1246 [09:26<01:35,  2.13it/s]
Testing:  84%|████████▎ | 1043/1246 [09:27<01:39,  2.04it/s]
Testing:  84%|████████▍ | 1044/1246 [09:27<01:37,  2.07it/s]
Testing:  84%|████████▍ | 1045/1246 [09:28<01:26,  2.32it/s]
Testing:  84%|████████▍ | 1046/1246 [09:28<01:33,  2.13it/s]
Testing:  84%|████████▍ | 1047/1246 [09:29<01:23,  2.38it/s]
Testing:  84%|████████▍ | 1048/1246 [09:29<01:30,  2.19it/s]
Testing:  84%|████████▍ | 1049/1246 [09:30<01:30,  2.17it/s]
Testing:  84%|████████▍ | 1050/1246 [09:30<01:21,  2.40it/s]
Testing:  84%|████████▍ | 1051/1246 [09:30<01:24,  2.30it/s]
Testing:  84%|████████▍ | 1052/1246 [09:31<01:17,  2.51it/s]
Testing:  85%|████████▍ | 1053/1246 [09:32<01:57,  1.64it/s]
Testing:  85%|████████▍ | 1054/1246 [09:32<01:49,  1.75it/s]
Testing:  85%|████████▍ | 1055/1246 [09:33<01:43,  1.84it/s]
Testing:  85%|████████▍ | 1056/1246 [09:33<01:30,  2.09it/s]
Testing:  85%|████████▍ | 1057/1246 [09:33<01:21,  2.32it/s]
Testing:  85%|████████▍ | 1058/1246 [09:34<01:22,  2.27it/s]
Testing:  85%|████████▍ | 1059/1246 [09:35<01:54,  1.64it/s]
Testing:  85%|████████▌ | 1060/1246 [09:35<01:36,  1.92it/s]
Testing:  85%|████████▌ | 1061/1246 [09:36<01:41,  1.82it/s]
Testing:  85%|████████▌ | 1062/1246 [09:36<01:32,  2.00it/s]
Testing:  85%|████████▌ | 1063/1246 [09:37<01:29,  2.05it/s]
Testing:  85%|████████▌ | 1064/1246 [09:37<01:40,  1.81it/s]
Testing:  85%|████████▌ | 1065/1246 [09:38<01:39,  1.81it/s]
Testing:  86%|████████▌ | 1066/1246 [09:39<01:50,  1.63it/s]
Testing:  86%|████████▌ | 1067/1246 [09:39<01:51,  1.60it/s]
Testing:  86%|████████▌ | 1068/1246 [09:41<02:58,  1.00s/it]
Testing:  86%|████████▌ | 1069/1246 [09:42<02:27,  1.20it/s]
Testing:  86%|████████▌ | 1070/1246 [09:42<02:07,  1.38it/s]
Testing:  86%|████████▌ | 1071/1246 [09:43<01:51,  1.57it/s]
Testing:  86%|████████▌ | 1072/1246 [09:43<01:46,  1.64it/s]
Testing:  86%|████████▌ | 1073/1246 [09:44<01:50,  1.57it/s]
Testing:  86%|████████▌ | 1074/1246 [09:44<01:41,  1.70it/s]
Testing:  86%|████████▋ | 1075/1246 [09:45<01:43,  1.65it/s]
Testing:  86%|████████▋ | 1076/1246 [09:45<01:36,  1.77it/s]
Testing:  86%|████████▋ | 1077/1246 [09:46<01:29,  1.90it/s]
Testing:  87%|████████▋ | 1078/1246 [09:46<01:24,  1.99it/s]
Testing:  87%|████████▋ | 1079/1246 [09:47<01:28,  1.89it/s]
Testing:  87%|████████▋ | 1080/1246 [09:47<01:15,  2.19it/s]
Testing:  87%|████████▋ | 1081/1246 [09:47<01:06,  2.49it/s]
Testing:  87%|████████▋ | 1082/1246 [09:48<01:23,  1.96it/s]
Testing:  87%|████████▋ | 1083/1246 [09:49<01:25,  1.91it/s]
Testing:  87%|████████▋ | 1084/1246 [09:49<01:25,  1.88it/s]
Testing:  87%|████████▋ | 1085/1246 [09:50<01:37,  1.65it/s]
Testing:  87%|████████▋ | 1086/1246 [09:50<01:23,  1.91it/s]
Testing:  87%|████████▋ | 1087/1246 [09:51<01:21,  1.96it/s]
Testing:  87%|████████▋ | 1088/1246 [09:51<01:25,  1.85it/s]
Testing:  87%|████████▋ | 1089/1246 [09:52<01:23,  1.88it/s]
Testing:  87%|████████▋ | 1090/1246 [09:52<01:11,  2.18it/s]
Testing:  88%|████████▊ | 1091/1246 [09:53<01:02,  2.47it/s]
Testing:  88%|████████▊ | 1092/1246 [09:53<01:18,  1.95it/s]
Testing:  88%|████████▊ | 1093/1246 [09:54<01:09,  2.19it/s]
Testing:  88%|████████▊ | 1094/1246 [09:54<01:17,  1.96it/s]
Testing:  88%|████████▊ | 1095/1246 [09:55<01:23,  1.82it/s]
Testing:  88%|████████▊ | 1096/1246 [09:55<01:12,  2.06it/s]
Testing:  88%|████████▊ | 1097/1246 [09:56<01:12,  2.06it/s]
Testing:  88%|████████▊ | 1098/1246 [09:56<01:14,  1.98it/s]
Testing:  88%|████████▊ | 1099/1246 [09:57<01:15,  1.94it/s]
Testing:  88%|████████▊ | 1100/1246 [09:57<01:04,  2.25it/s]
Testing:  88%|████████▊ | 1101/1246 [09:58<01:05,  2.21it/s]
Testing:  88%|████████▊ | 1102/1246 [09:59<01:26,  1.66it/s]
Testing:  89%|████████▊ | 1103/1246 [09:59<01:18,  1.82it/s]
Testing:  89%|████████▊ | 1104/1246 [09:59<01:07,  2.10it/s]
Testing:  89%|████████▊ | 1105/1246 [10:00<01:09,  2.02it/s]
Testing:  89%|████████▉ | 1106/1246 [10:01<01:30,  1.54it/s]
Testing:  89%|████████▉ | 1107/1246 [10:01<01:23,  1.66it/s]
Testing:  89%|████████▉ | 1108/1246 [10:02<01:21,  1.69it/s]
Testing:  89%|████████▉ | 1109/1246 [10:02<01:15,  1.82it/s]
Testing:  89%|████████▉ | 1110/1246 [10:03<01:25,  1.58it/s]
Testing:  89%|████████▉ | 1111/1246 [10:03<01:11,  1.88it/s]
Testing:  89%|████████▉ | 1112/1246 [10:04<01:11,  1.86it/s]
Testing:  89%|████████▉ | 1113/1246 [10:04<01:02,  2.13it/s]
Testing:  89%|████████▉ | 1114/1246 [10:05<01:01,  2.14it/s]
Testing:  89%|████████▉ | 1115/1246 [10:05<01:07,  1.93it/s]
Testing:  90%|████████▉ | 1116/1246 [10:06<01:17,  1.68it/s]
Testing:  90%|████████▉ | 1117/1246 [10:06<01:05,  1.98it/s]
Testing:  90%|████████▉ | 1118/1246 [10:07<00:56,  2.25it/s]
Testing:  90%|████████▉ | 1119/1246 [10:07<01:03,  2.01it/s]
Testing:  90%|████████▉ | 1120/1246 [10:08<01:08,  1.85it/s]
Testing:  90%|████████▉ | 1121/1246 [10:09<01:05,  1.90it/s]
Testing:  90%|█████████ | 1122/1246 [10:09<00:57,  2.14it/s]
Testing:  90%|█████████ | 1123/1246 [10:09<00:51,  2.38it/s]
Testing:  90%|█████████ | 1124/1246 [10:10<01:02,  1.97it/s]
Testing:  90%|█████████ | 1125/1246 [10:11<01:09,  1.74it/s]
Testing:  90%|█████████ | 1126/1246 [10:11<00:53,  2.25it/s]
Testing:  90%|█████████ | 1127/1246 [10:11<00:54,  2.17it/s]
Testing:  91%|█████████ | 1128/1246 [10:12<00:57,  2.06it/s]
Testing:  91%|█████████ | 1129/1246 [10:12<00:58,  2.01it/s]
Testing:  91%|█████████ | 1130/1246 [10:13<00:49,  2.36it/s]
Testing:  91%|█████████ | 1131/1246 [10:13<00:46,  2.47it/s]
Testing:  91%|█████████ | 1132/1246 [10:14<00:55,  2.06it/s]
Testing:  91%|█████████ | 1133/1246 [10:14<00:49,  2.30it/s]
Testing:  91%|█████████ | 1134/1246 [10:14<00:52,  2.14it/s]
Testing:  91%|█████████ | 1135/1246 [10:15<01:02,  1.78it/s]
Testing:  91%|█████████ | 1136/1246 [10:16<01:04,  1.70it/s]
Testing:  91%|█████████▏| 1137/1246 [10:16<00:55,  1.97it/s]
Testing:  91%|█████████▏| 1138/1246 [10:17<00:48,  2.21it/s]
Testing:  91%|█████████▏| 1139/1246 [10:17<00:49,  2.17it/s]
Testing:  91%|█████████▏| 1140/1246 [10:18<00:56,  1.87it/s]
Testing:  92%|█████████▏| 1141/1246 [10:19<01:04,  1.63it/s]
Testing:  92%|█████████▏| 1142/1246 [10:19<00:54,  1.92it/s]
Testing:  92%|█████████▏| 1143/1246 [10:19<00:52,  1.97it/s]
Testing:  92%|█████████▏| 1144/1246 [10:20<00:50,  2.02it/s]
Testing:  92%|█████████▏| 1145/1246 [10:20<00:44,  2.29it/s]
Testing:  92%|█████████▏| 1146/1246 [10:20<00:39,  2.52it/s]
Testing:  92%|█████████▏| 1147/1246 [10:21<00:36,  2.68it/s]
Testing:  92%|█████████▏| 1148/1246 [10:21<00:40,  2.39it/s]
Testing:  92%|█████████▏| 1149/1246 [10:22<00:43,  2.26it/s]
Testing:  92%|█████████▏| 1150/1246 [10:22<00:39,  2.41it/s]
Testing:  92%|█████████▏| 1151/1246 [10:22<00:35,  2.67it/s]
Testing:  92%|█████████▏| 1152/1246 [10:23<00:35,  2.68it/s]
Testing:  93%|█████████▎| 1153/1246 [10:23<00:36,  2.54it/s]
Testing:  93%|█████████▎| 1154/1246 [10:23<00:33,  2.75it/s]
Testing:  93%|█████████▎| 1155/1246 [10:24<00:31,  2.92it/s]
Testing:  93%|█████████▎| 1156/1246 [10:24<00:29,  3.08it/s]
Testing:  93%|█████████▎| 1157/1246 [10:24<00:27,  3.22it/s]
Testing:  93%|█████████▎| 1158/1246 [10:25<00:30,  2.84it/s]
Testing:  93%|█████████▎| 1159/1246 [10:26<00:43,  1.99it/s]
Testing:  93%|█████████▎| 1160/1246 [10:26<00:42,  2.04it/s]
Testing:  93%|█████████▎| 1161/1246 [10:27<00:43,  1.98it/s]
Testing:  93%|█████████▎| 1162/1246 [10:27<00:40,  2.07it/s]
Testing:  93%|█████████▎| 1163/1246 [10:27<00:37,  2.21it/s]
Testing:  93%|█████████▎| 1164/1246 [10:28<00:36,  2.23it/s]
Testing:  93%|█████████▎| 1165/1246 [10:28<00:32,  2.48it/s]
Testing:  94%|█████████▎| 1166/1246 [10:29<00:34,  2.35it/s]
Testing:  94%|█████████▎| 1167/1246 [10:29<00:34,  2.28it/s]
Testing:  94%|█████████▎| 1168/1246 [10:30<00:36,  2.12it/s]
Testing:  94%|█████████▍| 1169/1246 [10:30<00:31,  2.41it/s]
Testing:  94%|█████████▍| 1170/1246 [10:30<00:28,  2.66it/s]
Testing:  94%|█████████▍| 1171/1246 [10:31<00:29,  2.53it/s]
Testing:  94%|█████████▍| 1172/1246 [10:31<00:30,  2.40it/s]
Testing:  94%|█████████▍| 1173/1246 [10:32<00:31,  2.32it/s]
Testing:  94%|█████████▍| 1174/1246 [10:32<00:31,  2.26it/s]
Testing:  94%|█████████▍| 1175/1246 [10:33<00:34,  2.03it/s]
Testing:  94%|█████████▍| 1176/1246 [10:33<00:33,  2.08it/s]
Testing:  94%|█████████▍| 1177/1246 [10:34<00:32,  2.12it/s]
Testing:  95%|█████████▍| 1178/1246 [10:34<00:28,  2.39it/s]
Testing:  95%|█████████▍| 1179/1246 [10:34<00:28,  2.37it/s]
Testing:  95%|█████████▍| 1180/1246 [10:35<00:28,  2.33it/s]
Testing:  95%|█████████▍| 1181/1246 [10:35<00:26,  2.43it/s]
Testing:  95%|█████████▍| 1182/1246 [10:36<00:31,  2.04it/s]
Testing:  95%|█████████▍| 1183/1246 [10:36<00:27,  2.31it/s]
Testing:  95%|█████████▌| 1184/1246 [10:37<00:30,  2.06it/s]
Testing:  95%|█████████▌| 1185/1246 [10:37<00:34,  1.75it/s]
Testing:  95%|█████████▌| 1186/1246 [10:38<00:35,  1.70it/s]
Testing:  95%|█████████▌| 1187/1246 [10:39<00:32,  1.81it/s]
Testing:  95%|█████████▌| 1188/1246 [10:39<00:29,  1.99it/s]
Testing:  95%|█████████▌| 1189/1246 [10:39<00:24,  2.29it/s]
Testing:  96%|█████████▌| 1190/1246 [10:40<00:21,  2.55it/s]
Testing:  96%|█████████▌| 1191/1246 [10:40<00:26,  2.09it/s]
Testing:  96%|█████████▌| 1192/1246 [10:41<00:33,  1.62it/s]
Testing:  96%|█████████▌| 1193/1246 [10:42<00:32,  1.62it/s]
Testing:  96%|█████████▌| 1194/1246 [10:42<00:27,  1.91it/s]
Testing:  96%|█████████▌| 1195/1246 [10:42<00:23,  2.15it/s]
Testing:  96%|█████████▌| 1196/1246 [10:43<00:23,  2.17it/s]
Testing:  96%|█████████▌| 1197/1246 [10:43<00:24,  2.03it/s]
Testing:  96%|█████████▌| 1198/1246 [10:44<00:23,  2.07it/s]
Testing:  96%|█████████▌| 1199/1246 [10:44<00:22,  2.09it/s]
Testing:  96%|█████████▋| 1200/1246 [10:45<00:26,  1.74it/s]
Testing:  96%|█████████▋| 1201/1246 [10:46<00:28,  1.57it/s]
Testing:  96%|█████████▋| 1202/1246 [10:46<00:23,  1.85it/s]
Testing:  97%|█████████▋| 1203/1246 [10:47<00:26,  1.62it/s]
Testing:  97%|█████████▋| 1204/1246 [10:48<00:26,  1.61it/s]
Testing:  97%|█████████▋| 1205/1246 [10:48<00:21,  1.91it/s]
Testing:  97%|█████████▋| 1206/1246 [10:49<00:22,  1.81it/s]
Testing:  97%|█████████▋| 1207/1246 [10:49<00:19,  2.00it/s]
Testing:  97%|█████████▋| 1208/1246 [10:49<00:16,  2.30it/s]
Testing:  97%|█████████▋| 1209/1246 [10:50<00:23,  1.59it/s]
Testing:  97%|█████████▋| 1210/1246 [10:51<00:21,  1.66it/s]
Testing:  97%|█████████▋| 1211/1246 [10:52<00:22,  1.58it/s]
Testing:  97%|█████████▋| 1212/1246 [10:52<00:19,  1.73it/s]
Testing:  97%|█████████▋| 1213/1246 [10:52<00:14,  2.24it/s]
Testing:  97%|█████████▋| 1214/1246 [10:53<00:15,  2.03it/s]
Testing:  98%|█████████▊| 1215/1246 [10:54<00:17,  1.74it/s]
Testing:  98%|█████████▊| 1216/1246 [10:54<00:16,  1.84it/s]
Testing:  98%|█████████▊| 1217/1246 [10:54<00:14,  2.00it/s]
Testing:  98%|█████████▊| 1218/1246 [10:55<00:12,  2.31it/s]
Testing:  98%|█████████▊| 1219/1246 [10:55<00:10,  2.59it/s]
Testing:  98%|█████████▊| 1220/1246 [10:55<00:09,  2.82it/s]
Testing:  98%|█████████▊| 1221/1246 [10:56<00:12,  2.07it/s]
Testing:  98%|█████████▊| 1222/1246 [10:56<00:09,  2.63it/s]
Testing:  98%|█████████▊| 1223/1246 [10:56<00:08,  2.83it/s]
Testing:  98%|█████████▊| 1224/1246 [10:57<00:08,  2.62it/s]
Testing:  98%|█████████▊| 1225/1246 [10:57<00:07,  2.78it/s]
Testing:  98%|█████████▊| 1226/1246 [10:57<00:06,  2.96it/s]
Testing:  98%|█████████▊| 1227/1246 [10:58<00:06,  3.04it/s]
Testing:  99%|█████████▊| 1228/1246 [10:58<00:05,  3.11it/s]
Testing:  99%|█████████▊| 1229/1246 [10:58<00:05,  3.01it/s]
Testing:  99%|█████████▊| 1230/1246 [10:59<00:06,  2.30it/s]
Testing:  99%|█████████▉| 1231/1246 [10:59<00:05,  2.51it/s]
Testing:  99%|█████████▉| 1232/1246 [11:00<00:05,  2.38it/s]
Testing:  99%|█████████▉| 1233/1246 [11:00<00:05,  2.60it/s]
Testing:  99%|█████████▉| 1234/1246 [11:00<00:04,  2.79it/s]
Testing:  99%|█████████▉| 1235/1246 [11:01<00:06,  1.83it/s]
Testing:  99%|█████████▉| 1236/1246 [11:02<00:06,  1.46it/s]
Testing:  99%|█████████▉| 1237/1246 [11:03<00:05,  1.60it/s]
Testing:  99%|█████████▉| 1238/1246 [11:04<00:05,  1.48it/s]
Testing:  99%|█████████▉| 1239/1246 [11:05<00:06,  1.14it/s]
Testing: 100%|█████████▉| 1240/1246 [11:06<00:04,  1.31it/s]
Testing: 100%|█████████▉| 1241/1246 [11:06<00:03,  1.44it/s]
Testing: 100%|█████████▉| 1242/1246 [11:06<00:02,  1.72it/s]
Testing: 100%|█████████▉| 1243/1246 [11:07<00:01,  2.01it/s]
Testing: 100%|█████████▉| 1244/1246 [11:07<00:00,  2.04it/s]
Testing: 100%|█████████▉| 1245/1246 [11:08<00:00,  1.67it/s]
Testing: 100%|██████████| 1246/1246 [11:08<00:00,  1.98it/s]
Testing: 100%|██████████| 1246/1246 [11:08<00:00,  1.86it/s]
+
+============================================================
+LOGO DETECTION TEST RESULTS
+============================================================
+
+Configuration:
+  Reference logos sampled:   50
+  Refs per logo:             3
+  Total reference embeddings:150
+  Positive samples per logo: 5
+  Negative samples per logo: 20
+  Test images processed:     1246
+  CLIP similarity threshold: 0.75
+  DETR confidence threshold: 0.5
+  Matching method:           multi-ref
+  Matching margin:           0.05
+  Min matching refs:         1
+  Similarity aggregation:    mean
+  Random seed:               42
+
+Metrics:
+  True Positives (correct matches):  96
+  False Positives (wrong matches):   99
+  False Negatives (missed logos):    162
+  Total expected matches:            249
+
+Scores:
+  Precision: 0.4923 (49.2%)
+  Recall:    0.3855 (38.6%)
+  F1 Score:  0.4324 (43.2%)
+
+Example False Positives (first 5):
+  - Image: Necessities/vegas_robaina/8.jpg
+    Matched: EskinoL (similarity: 0.889)
+  - Image: Transportation/lifan-1/29.jpg
+    Matched: yutong-1 (similarity: 0.791)
+  - Image: Others/Carrefour/54.jpg
+    Matched: baby bullet (similarity: 0.899)
+  - Image: Electronic/chimei/65.jpg
+    Matched: yutong-1 (similarity: 0.765)
+  - Image: Food/Chocolate_Toast_Crunch/106.jpg
+    Matched: EskinoL (similarity: 0.862)
+
+Reference logos used (50):
+  - A. Marinelli
+  - AKOO
+  - AOKANG
+  - Avlon
+  - Braddington Young
+  - Bubba Gump Shrimp Company
+  - Caffe Pascucci
+  - Caribou Coffee
+  - Carlos Torano
+  - Carola
+  - Carolina Herrera
+  - Colman's
+  - E-CLOTH
+  - EskinoL
+  - Fruit Selection Yogurt
+  - Georgia Boot
+  - Gulf Oil
+  - Hooters
+  - Hovis
+  - I Can't Believe It's Not Butter
+  ... and 30 more
+============================================================
+
+============================================================
+SIMILARITY DISTRIBUTION ANALYSIS
+============================================================
+
+TRUE POSITIVE similarities (correct matches) (n=96):
+  Min:    0.7501
+  Max:    0.9527
+  Mean:   0.8537
+  StdDev: 0.0498
+  Median: 0.8543
+  P10:    0.7842
+  P25:    0.8196
+  P75:    0.8980
+  P90:    0.9178
+  Above threshold (0.75): 96 (100.0%)
+  Below threshold (0.75): 0 (0.0%)
+
+FALSE POSITIVE similarities (wrong matches) (n=99):
+  Min:    0.7504
+  Max:    0.9452
+  Mean:   0.8463
+  StdDev: 0.0514
+  Median: 0.8491
+  P10:    0.7613
+  P25:    0.8088
+  P75:    0.8853
+  P90:    0.9105
+  Above threshold (0.75): 99 (100.0%)
+  Below threshold (0.75): 0 (0.0%)
+
+MISSED LOGO best similarities (false negatives) (n=160):
+  Min:    0.5634
+  Max:    0.9844
+  Mean:   0.8141
+  StdDev: 0.0836
+  Median: 0.8309
+  P10:    0.7039
+  P25:    0.7749
+  P75:    0.8747
+  P90:    0.9055
+  Above threshold (0.75): 129 (80.6%)
+  Below threshold (0.75): 31 (19.4%)
+
+ALL similarities to CORRECT logos (per-ref) (n=1734):
+  Min:    0.3613
+  Max:    0.9900
+  Mean:   0.7490
+  StdDev: 0.1098
+  Median: 0.7566
+  P10:    0.6006
+  P25:    0.6803
+  P75:    0.8317
+  P90:    0.8811
+  Above threshold (0.75): 915 (52.8%)
+  Below threshold (0.75): 819 (47.2%)
+
+ALL similarities to WRONG logos (per-ref) (n=411966):
+  Min:    0.0645
+  Max:    0.9618
+  Mean:   0.6566
+  StdDev: 0.1142
+  Median: 0.6641
+  P10:    0.5023
+  P25:    0.5767
+  P75:    0.7439
+  P90:    0.8015
+  Above threshold (0.75): 95737 (23.2%)
+  Below threshold (0.75): 316229 (76.8%)
+
+----------------------------------------
+OVERLAP ANALYSIS:
+  True Positives range:  [0.7501, 0.9527]
+  False Positives range: [0.7504, 0.9452]
+  OVERLAP REGION:        [0.7504, 0.9452]
+  TPs in overlap: 94 (97.9%)
+  FPs in overlap: 99 (100.0%)
+
+  SUGGESTED OPTIMAL THRESHOLD: 0.7560
+  (would give F1 = 0.6714 on this data)
+
+----------------------------------------
+SAMPLE DETECTION DETAILS (first 20 of 2758):
+
+  [1] Image: Food/CHIVAS_REGAL/38.jpg
+      Expected: (none)
+      DETR score: 0.936
+      Top 5 matches:
+        0.5364  Hovis
+        0.5113  Marvis
+        0.4912  Maggi
+        0.4882  Avlon
+        0.4784  arrinera
+
+  [2] Image: Necessities/vegas_robaina/8.jpg
+      Expected: (none)
+      DETR score: 0.976
+      Top 5 matches:
+        0.7999  montesierpe
+        0.7979  EskinoL
+        0.7938  baby bullet
+        0.7904  surly bikes
+        0.7890  montane
+
+  [3] Image: Necessities/vegas_robaina/8.jpg
+      Expected: (none)
+      DETR score: 0.704
+      Top 5 matches:
+        0.8886  EskinoL
+        0.8360  jetbeam
+        0.8307  Braddington Young
+        0.8257  montesierpe
+        0.8182  montane
+
+  [4] Image: Necessities/vegas_robaina/8.jpg
+      Expected: (none)
+      DETR score: 0.541
+      Top 5 matches:
+        0.8015  jetbeam
+        0.7947  surly bikes
+        0.7947  EskinoL
+        0.7871  timbuk2-1
+        0.7844  montane
+
+  [5] Image: Clothes/Kookai/68.jpg
+      Expected: (none)
+      DETR score: 0.594
+      Top 5 matches:
+        0.7008  KooGa
+        0.6695  AOKANG
+        0.6634  E-CLOTH
+        0.6618  montane
+        0.6526  timbuk2-1
+
+  [6] Image: Clothes/Kookai/68.jpg
+      Expected: (none)
+      DETR score: 0.542
+      Top 5 matches:
+        0.8319  baby bullet
+        0.8205  EskinoL
+        0.8067  montesierpe
+        0.8064  Braddington Young
+        0.8043  montane
+
+  [7] Image: Clothes/Kookai/68.jpg
+      Expected: (none)
+      DETR score: 0.511
+      Top 5 matches:
+        0.8199  AOKANG
+        0.7918  montane
+        0.7918  taobao.com
+        0.7899  ITS-1
+        0.7818  timbuk2-1
+
+  [8] Image: Clothes/Kookai/68.jpg
+      Expected: (none)
+      DETR score: 0.507
+      Top 5 matches:
+        0.8468  montane
+        0.8362  Braddington Young
+        0.8296  timbuk2-1
+        0.8191  taobao.com
+        0.8176  arrinera
+
+  [9] Image: Leisure/Krusty-O's/34.jpg
+      Expected: (none)
+      DETR score: 0.884
+      Top 5 matches:
+        0.7353  jetbeam
+        0.7283  montesierpe
+        0.7033  Fruit Selection Yogurt
+        0.7025  ITS-1
+        0.7008  Braddington Young
+
+  [10] Image: Leisure/Krusty-O's/34.jpg
+      Expected: (none)
+      DETR score: 0.879
+      Top 5 matches:
+        0.7785  baby bullet
+        0.7460  jetbeam
+        0.7376  montesierpe
+        0.7138  Hooters
+        0.7105  timbuk2-1
+
+  [11] Image: Leisure/Krusty-O's/34.jpg
+      Expected: (none)
+      DETR score: 0.611
+      Top 5 matches:
+        0.8330  jetbeam
+        0.8244  timbuk2-1
+        0.8153  surly bikes
+        0.8142  montesierpe
+        0.8135  EskinoL
+
+  [12] Image: Transportation/lifan-1/29.jpg
+      Expected: ['lifan-1']
+      DETR score: 0.917
+      Top 5 matches:
+        0.8509  lifan-1 <-- CORRECT
+        0.7905  gree-3
+        0.7766  yutong-1
+        0.7689  ITS-1
+        0.7393  taobao.com
+
+  [13] Image: Transportation/lifan-1/29.jpg
+      Expected: ['lifan-1']
+      DETR score: 0.870
+      Top 5 matches:
+        0.7910  yutong-1
+        0.7126  taobao.com
+        0.6943  gree-3
+        0.6563  ITS-1
+        0.6464  lifan-1 <-- CORRECT
+
+  [14] Image: Food/A._Marinelli/39.jpg
+      Expected: ['A. Marinelli']
+      DETR score: 0.847
+      Top 5 matches:
+        0.7326  ITS-1
+        0.7276  arrinera
+        0.7206  gree-3
+        0.7204  Kieninger
+        0.7178  Carola
+
+  [15] Image: Food/A._Marinelli/39.jpg
+      Expected: ['A. Marinelli']
+      DETR score: 0.750
+      Top 5 matches:
+        0.5583  A. Marinelli <-- CORRECT
+        0.5294  marklin
+        0.5010  Carola
+        0.4978  Kieninger
+        0.4825  E-CLOTH
+
+  [16] Image: Others/Elsa/1.jpg
+      Expected: (none)
+      DETR score: 0.854
+      Top 5 matches:
+        0.8056  timbuk2-1
+        0.7969  montane
+        0.7960  gree-3
+        0.7887  ITS-1
+        0.7810  surly bikes
+
+  [17] Image: Others/Elsa/1.jpg
+      Expected: (none)
+      DETR score: 0.850
+      Top 5 matches:
+        0.5666  ITS-1
+        0.5600  lifan-1
+        0.5365  oso
+        0.5330  gree-3
+        0.5233  yutong-1
+
+  [18] Image: Others/Elsa/1.jpg
+      Expected: (none)
+      DETR score: 0.706
+      Top 5 matches:
+        0.8034  ITS-1
+        0.7815  timbuk2-1
+        0.7702  yutong-1
+        0.7701  gree-3
+        0.7456  taobao.com
+
+  [19] Image: Clothes/habixiong/15.jpg
+      Expected: (none)
+      DETR score: 0.836
+      Top 5 matches:
+        0.7970  timbuk2-1
+        0.7855  jetbeam
+        0.7852  montane
+        0.7832  Braddington Young
+        0.7824  taobao.com
+
+  [20] Image: Clothes/habixiong/15.jpg
+      Expected: (none)
+      DETR score: 0.609
+      Top 5 matches:
+        0.7346  timbuk2-1
+        0.7311  surly bikes
+        0.7207  jetbeam
+        0.7129  montane
+        0.7020  gree-3
+
+============================================================
diff --git a/test_results/similarity_analysis/finetuned_similarity_20260105_113827.txt b/test_results/similarity_analysis/finetuned_similarity_20260105_113827.txt
new file mode 100644
index 0000000..9ebac50
--- /dev/null
+++ b/test_results/similarity_analysis/finetuned_similarity_20260105_113827.txt
@@ -0,0 +1,374 @@
+11:50:06 - INFO - Initializing logo detector with embedding model: models/logo_detection/clip_finetuned
+11:50:07 - INFO - Initializing DetectLogosDETR on device: cuda:0
+11:50:07 - INFO - DETR model: No local model found, will download from HuggingFace: Pravallika6/detr-finetuned-logo-detection_v2
+11:50:07 - INFO - Loading DETR model: Pravallika6/detr-finetuned-logo-detection_v2
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+Device set to use cuda:0
+11:50:08 - INFO - Embedding model: No local model found, will download from HuggingFace: models/logo_detection/clip_finetuned
+11:50:08 - INFO - Loading fine-tuned CLIP model from: models/logo_detection/clip_finetuned
+11:50:08 - INFO -   Base model: openai/clip-vit-large-patch14
+Using a slow image processor as `use_fast` is unset and a slow processor was saved with this model. `use_fast=True` will be the default behavior in v4.52, even if the model was saved with a slow processor. This will result in minor differences in outputs. You'll still be able to use a slow processor with `use_fast=False`.
+11:50:11 - INFO - Fine-tuned CLIP model loaded successfully
+11:50:11 - INFO - DetectLogosDETR initialization complete
+11:50:11 - INFO - Loading ground truth from database...
+11:50:12 - INFO - Loaded ground truth for 158654 test images
+11:50:12 - INFO - Sampling 50 reference logos with 3 refs each...
+11:50:12 - INFO - Selected 50 reference logos
+11:50:12 - INFO - Computing reference logo embeddings...
+
Reference logos:   0%|          | 0/50 [00:00<?, ?it/s]
Reference logos:   2%|▏         | 1/50 [00:00<00:32,  1.50it/s]
Reference logos:   4%|▍         | 2/50 [00:00<00:19,  2.41it/s]
Reference logos:   6%|▌         | 3/50 [00:01<00:15,  3.01it/s]
Reference logos:   8%|▊         | 4/50 [00:01<00:13,  3.41it/s]
Reference logos:  10%|█         | 5/50 [00:01<00:12,  3.69it/s]
Reference logos:  12%|█▏        | 6/50 [00:01<00:11,  3.87it/s]
Reference logos:  14%|█▍        | 7/50 [00:02<00:10,  4.01it/s]
Reference logos:  16%|█▌        | 8/50 [00:02<00:10,  4.10it/s]
Reference logos:  18%|█▊        | 9/50 [00:02<00:09,  4.16it/s]
Reference logos:  20%|██        | 10/50 [00:02<00:09,  4.20it/s]
Reference logos:  22%|██▏       | 11/50 [00:02<00:09,  4.23it/s]
Reference logos:  24%|██▍       | 12/50 [00:03<00:08,  4.25it/s]
Reference logos:  26%|██▌       | 13/50 [00:03<00:08,  4.26it/s]
Reference logos:  28%|██▊       | 14/50 [00:03<00:08,  4.27it/s]
Reference logos:  30%|███       | 15/50 [00:03<00:08,  4.27it/s]
Reference logos:  32%|███▏      | 16/50 [00:04<00:07,  4.28it/s]
Reference logos:  34%|███▍      | 17/50 [00:04<00:07,  4.29it/s]
Reference logos:  36%|███▌      | 18/50 [00:04<00:07,  4.29it/s]
Reference logos:  38%|███▊      | 19/50 [00:04<00:07,  4.30it/s]
Reference logos:  40%|████      | 20/50 [00:05<00:06,  4.29it/s]
Reference logos:  42%|████▏     | 21/50 [00:05<00:06,  4.29it/s]
Reference logos:  44%|████▍     | 22/50 [00:05<00:06,  4.29it/s]
Reference logos:  46%|████▌     | 23/50 [00:05<00:06,  4.30it/s]
Reference logos:  48%|████▊     | 24/50 [00:06<00:06,  4.30it/s]
Reference logos:  50%|█████     | 25/50 [00:06<00:05,  4.30it/s]
Reference logos:  52%|█████▏    | 26/50 [00:06<00:05,  4.30it/s]
Reference logos:  54%|█████▍    | 27/50 [00:06<00:05,  4.30it/s]
Reference logos:  56%|█████▌    | 28/50 [00:06<00:05,  4.30it/s]
Reference logos:  58%|█████▊    | 29/50 [00:07<00:04,  4.30it/s]
Reference logos:  60%|██████    | 30/50 [00:07<00:04,  4.30it/s]
Reference logos:  62%|██████▏   | 31/50 [00:07<00:04,  4.30it/s]
Reference logos:  64%|██████▍   | 32/50 [00:07<00:04,  4.30it/s]
Reference logos:  66%|██████▌   | 33/50 [00:08<00:03,  4.30it/s]
Reference logos:  68%|██████▊   | 34/50 [00:08<00:03,  4.29it/s]
Reference logos:  70%|███████   | 35/50 [00:08<00:03,  4.29it/s]
Reference logos:  72%|███████▏  | 36/50 [00:08<00:03,  4.30it/s]
Reference logos:  74%|███████▍  | 37/50 [00:09<00:03,  4.30it/s]
Reference logos:  76%|███████▌  | 38/50 [00:09<00:02,  4.29it/s]
Reference logos:  78%|███████▊  | 39/50 [00:09<00:02,  4.30it/s]
Reference logos:  80%|████████  | 40/50 [00:09<00:02,  4.28it/s]
Reference logos:  82%|████████▏ | 41/50 [00:09<00:02,  4.29it/s]
Reference logos:  84%|████████▍ | 42/50 [00:10<00:01,  4.29it/s]
Reference logos:  86%|████████▌ | 43/50 [00:10<00:01,  4.28it/s]
Reference logos:  88%|████████▊ | 44/50 [00:10<00:01,  4.29it/s]
Reference logos:  90%|█████████ | 45/50 [00:10<00:01,  4.29it/s]
Reference logos:  92%|█████████▏| 46/50 [00:11<00:00,  4.29it/s]
Reference logos:  94%|█████████▍| 47/50 [00:11<00:00,  4.29it/s]
Reference logos:  96%|█████████▌| 48/50 [00:11<00:00,  4.29it/s]
Reference logos:  98%|█████████▊| 49/50 [00:11<00:00,  4.29it/s]
Reference logos: 100%|██████████| 50/50 [00:12<00:00,  4.30it/s]
Reference logos: 100%|██████████| 50/50 [00:12<00:00,  4.14it/s]
+11:50:24 - INFO - Computed 150 embeddings for 50 logos
+11:50:24 - INFO - Sampling test images: 5 positive, 20 negative per logo...
+11:50:25 - INFO - Selected 1246 unique test images
+
Testing:   0%|          | 0/1246 [00:00<?, ?it/s]
Testing:   0%|          | 1/1246 [00:00<17:03,  1.22it/s]
Testing:   0%|          | 2/1246 [00:01<12:11,  1.70it/s]
Testing:   0%|          | 3/1246 [00:01<09:57,  2.08it/s]
Testing:   0%|          | 4/1246 [00:02<10:38,  1.95it/s]
Testing:   0%|          | 5/1246 [00:02<10:30,  1.97it/s]
Testing:   0%|          | 6/1246 [00:03<11:23,  1.82it/s]
Testing:   1%|          | 7/1246 [00:04<15:16,  1.35it/s]
Testing:   1%|          | 8/1246 [00:04<12:29,  1.65it/s]
Testing:   1%|          | 9/1246 [00:05<12:46,  1.61it/s]
Testing:   1%|          | 10/1246 [00:05<11:54,  1.73it/s]You seem to be using the pipelines sequentially on GPU. In order to maximize efficiency please use a dataset
+
Testing:   1%|          | 11/1246 [00:06<11:19,  1.82it/s]
Testing:   1%|          | 12/1246 [00:07<12:05,  1.70it/s]
Testing:   1%|          | 13/1246 [00:07<11:28,  1.79it/s]
Testing:   1%|          | 14/1246 [00:07<10:00,  2.05it/s]
Testing:   1%|          | 15/1246 [00:09<16:22,  1.25it/s]
Testing:   1%|▏         | 16/1246 [00:10<15:31,  1.32it/s]
Testing:   1%|▏         | 17/1246 [00:10<13:56,  1.47it/s]
Testing:   1%|▏         | 18/1246 [00:11<13:44,  1.49it/s]
Testing:   2%|▏         | 19/1246 [00:11<13:35,  1.51it/s]
Testing:   2%|▏         | 20/1246 [00:12<13:20,  1.53it/s]
Testing:   2%|▏         | 21/1246 [00:13<14:42,  1.39it/s]
Testing:   2%|▏         | 22/1246 [00:14<14:26,  1.41it/s]
Testing:   2%|▏         | 23/1246 [00:14<12:08,  1.68it/s]
Testing:   2%|▏         | 24/1246 [00:14<11:27,  1.78it/s]
Testing:   2%|▏         | 25/1246 [00:15<13:01,  1.56it/s]
Testing:   2%|▏         | 26/1246 [00:16<12:34,  1.62it/s]
Testing:   2%|▏         | 27/1246 [00:16<12:18,  1.65it/s]
Testing:   2%|▏         | 28/1246 [00:18<16:21,  1.24it/s]
Testing:   2%|▏         | 29/1246 [00:18<13:30,  1.50it/s]
Testing:   2%|▏         | 30/1246 [00:18<12:23,  1.63it/s]
Testing:   2%|▏         | 31/1246 [00:19<10:37,  1.91it/s]
Testing:   3%|▎         | 32/1246 [00:19<11:50,  1.71it/s]
Testing:   3%|▎         | 33/1246 [00:20<12:11,  1.66it/s]
Testing:   3%|▎         | 34/1246 [00:20<10:28,  1.93it/s]
Testing:   3%|▎         | 35/1246 [00:21<10:42,  1.89it/s]
Testing:   3%|▎         | 36/1246 [00:22<11:13,  1.80it/s]
Testing:   3%|▎         | 37/1246 [00:22<09:40,  2.08it/s]
Testing:   3%|▎         | 38/1246 [00:22<09:36,  2.10it/s]
Testing:   3%|▎         | 39/1246 [00:23<08:38,  2.33it/s]
Testing:   3%|▎         | 40/1246 [00:23<10:53,  1.85it/s]
Testing:   3%|▎         | 41/1246 [00:24<11:27,  1.75it/s]
Testing:   3%|▎         | 42/1246 [00:25<14:21,  1.40it/s]
Testing:   3%|▎         | 43/1246 [00:26<14:26,  1.39it/s]
Testing:   4%|▎         | 44/1246 [00:27<13:56,  1.44it/s]
Testing:   4%|▎         | 45/1246 [00:27<13:38,  1.47it/s]
Testing:   4%|▎         | 46/1246 [00:28<13:28,  1.48it/s]
Testing:   4%|▍         | 47/1246 [00:28<11:19,  1.76it/s]
Testing:   4%|▍         | 48/1246 [00:28<09:47,  2.04it/s]
Testing:   4%|▍         | 49/1246 [00:29<11:01,  1.81it/s]
Testing:   4%|▍         | 50/1246 [00:30<10:55,  1.82it/s]
Testing:   4%|▍         | 51/1246 [00:30<11:03,  1.80it/s]
Testing:   4%|▍         | 52/1246 [00:31<10:27,  1.90it/s]
Testing:   4%|▍         | 53/1246 [00:31<09:09,  2.17it/s]
Testing:   4%|▍         | 54/1246 [00:32<09:15,  2.15it/s]
Testing:   4%|▍         | 55/1246 [00:32<11:45,  1.69it/s]
Testing:   4%|▍         | 56/1246 [00:33<11:02,  1.80it/s]
Testing:   5%|▍         | 57/1246 [00:33<10:33,  1.88it/s]
Testing:   5%|▍         | 58/1246 [00:34<11:12,  1.77it/s]
Testing:   5%|▍         | 59/1246 [00:35<11:06,  1.78it/s]
Testing:   5%|▍         | 60/1246 [00:35<11:25,  1.73it/s]
Testing:   5%|▍         | 61/1246 [00:36<10:24,  1.90it/s]
Testing:   5%|▍         | 62/1246 [00:36<09:02,  2.18it/s]
Testing:   5%|▌         | 63/1246 [00:36<07:59,  2.47it/s]
Testing:   5%|▌         | 64/1246 [00:37<09:11,  2.14it/s]
Testing:   5%|▌         | 65/1246 [00:37<08:16,  2.38it/s]
Testing:   5%|▌         | 66/1246 [00:38<08:38,  2.28it/s]
Testing:   5%|▌         | 67/1246 [00:38<10:44,  1.83it/s]
Testing:   5%|▌         | 68/1246 [00:40<15:09,  1.29it/s]
Testing:   6%|▌         | 69/1246 [00:40<14:03,  1.40it/s]
Testing:   6%|▌         | 70/1246 [00:41<12:41,  1.54it/s]
Testing:   6%|▌         | 71/1246 [00:41<11:43,  1.67it/s]
Testing:   6%|▌         | 72/1246 [00:42<10:01,  1.95it/s]
Testing:   6%|▌         | 73/1246 [00:42<08:41,  2.25it/s]
Testing:   6%|▌         | 74/1246 [00:42<09:48,  1.99it/s]
Testing:   6%|▌         | 75/1246 [00:43<08:45,  2.23it/s]
Testing:   6%|▌         | 76/1246 [00:43<06:58,  2.79it/s]
Testing:   6%|▌         | 77/1246 [00:43<07:36,  2.56it/s]
Testing:   6%|▋         | 78/1246 [00:44<07:09,  2.72it/s]
Testing:   6%|▋         | 79/1246 [00:44<08:44,  2.22it/s]
Testing:   6%|▋         | 80/1246 [00:45<09:24,  2.07it/s]
Testing:   7%|▋         | 81/1246 [00:45<07:17,  2.66it/s]
Testing:   7%|▋         | 82/1246 [00:45<06:47,  2.86it/s]
Testing:   7%|▋         | 83/1246 [00:46<08:16,  2.34it/s]
Testing:   7%|▋         | 84/1246 [00:46<08:41,  2.23it/s]
Testing:   7%|▋         | 85/1246 [00:47<09:48,  1.97it/s]
Testing:   7%|▋         | 86/1246 [00:48<11:29,  1.68it/s]
Testing:   7%|▋         | 87/1246 [00:48<09:41,  1.99it/s]
Testing:   7%|▋         | 88/1246 [00:49<09:24,  2.05it/s]
Testing:   7%|▋         | 89/1246 [00:49<07:22,  2.61it/s]
Testing:   7%|▋         | 90/1246 [00:49<08:16,  2.33it/s]
Testing:   7%|▋         | 91/1246 [00:49<06:33,  2.94it/s]
Testing:   7%|▋         | 92/1246 [00:50<06:25,  2.99it/s]
Testing:   7%|▋         | 93/1246 [00:50<07:28,  2.57it/s]
Testing:   8%|▊         | 94/1246 [00:51<07:17,  2.63it/s]
Testing:   8%|▊         | 95/1246 [00:51<08:05,  2.37it/s]
Testing:   8%|▊         | 96/1246 [00:52<09:38,  1.99it/s]
Testing:   8%|▊         | 97/1246 [00:52<09:28,  2.02it/s]
Testing:   8%|▊         | 98/1246 [00:53<10:41,  1.79it/s]
Testing:   8%|▊         | 99/1246 [00:53<08:11,  2.33it/s]
Testing:   8%|▊         | 100/1246 [00:54<10:00,  1.91it/s]
Testing:   8%|▊         | 101/1246 [00:54<10:10,  1.88it/s]
Testing:   8%|▊         | 102/1246 [00:55<09:48,  1.95it/s]
Testing:   8%|▊         | 103/1246 [00:55<09:10,  2.08it/s]
Testing:   8%|▊         | 104/1246 [00:56<09:02,  2.10it/s]
Testing:   8%|▊         | 105/1246 [00:56<09:01,  2.11it/s]
Testing:   9%|▊         | 106/1246 [00:57<11:49,  1.61it/s]
Testing:   9%|▊         | 107/1246 [00:58<13:18,  1.43it/s]
Testing:   9%|▊         | 108/1246 [00:58<11:21,  1.67it/s]
Testing:   9%|▊         | 109/1246 [00:59<10:32,  1.80it/s]
Testing:   9%|▉         | 110/1246 [01:00<12:08,  1.56it/s]
Testing:   9%|▉         | 111/1246 [01:00<10:38,  1.78it/s]
Testing:   9%|▉         | 112/1246 [01:01<10:29,  1.80it/s]
Testing:   9%|▉         | 113/1246 [01:01<09:55,  1.90it/s]
Testing:   9%|▉         | 114/1246 [01:02<13:18,  1.42it/s]
Testing:   9%|▉         | 115/1246 [01:03<13:30,  1.40it/s]
Testing:   9%|▉         | 116/1246 [01:04<12:33,  1.50it/s]
Testing:   9%|▉         | 117/1246 [01:04<10:34,  1.78it/s]
Testing:   9%|▉         | 118/1246 [01:04<10:30,  1.79it/s]
Testing:  10%|▉         | 119/1246 [01:05<09:51,  1.91it/s]
Testing:  10%|▉         | 120/1246 [01:05<09:31,  1.97it/s]
Testing:  10%|▉         | 121/1246 [01:06<08:55,  2.10it/s]
Testing:  10%|▉         | 122/1246 [01:06<08:47,  2.13it/s]
Testing:  10%|▉         | 123/1246 [01:07<07:55,  2.36it/s]
Testing:  10%|▉         | 124/1246 [01:07<08:04,  2.31it/s]
Testing:  10%|█         | 125/1246 [01:07<08:08,  2.30it/s]
Testing:  10%|█         | 126/1246 [01:08<08:12,  2.28it/s]
Testing:  10%|█         | 127/1246 [01:08<08:24,  2.22it/s]
Testing:  10%|█         | 128/1246 [01:09<09:31,  1.96it/s]
Testing:  10%|█         | 129/1246 [01:10<10:17,  1.81it/s]
Testing:  10%|█         | 130/1246 [01:10<08:48,  2.11it/s]
Testing:  11%|█         | 131/1246 [01:11<09:34,  1.94it/s]
Testing:  11%|█         | 132/1246 [01:11<08:32,  2.17it/s]
Testing:  11%|█         | 133/1246 [01:11<07:44,  2.40it/s]
Testing:  11%|█         | 134/1246 [01:12<08:57,  2.07it/s]
Testing:  11%|█         | 135/1246 [01:12<08:56,  2.07it/s]
Testing:  11%|█         | 136/1246 [01:13<08:56,  2.07it/s]
Testing:  11%|█         | 137/1246 [01:13<09:17,  1.99it/s]
Testing:  11%|█         | 138/1246 [01:14<09:51,  1.87it/s]
Testing:  11%|█         | 139/1246 [01:15<10:29,  1.76it/s]
Testing:  11%|█         | 140/1246 [01:15<09:14,  1.99it/s]
Testing:  11%|█▏        | 141/1246 [01:15<08:39,  2.13it/s]
Testing:  11%|█▏        | 142/1246 [01:16<08:32,  2.15it/s]
Testing:  11%|█▏        | 143/1246 [01:16<07:42,  2.39it/s]
Testing:  12%|█▏        | 144/1246 [01:17<12:51,  1.43it/s]
Testing:  12%|█▏        | 145/1246 [01:18<10:52,  1.69it/s]
Testing:  12%|█▏        | 146/1246 [01:18<11:12,  1.63it/s]
Testing:  12%|█▏        | 147/1246 [01:19<10:55,  1.68it/s]
Testing:  12%|█▏        | 148/1246 [01:19<09:26,  1.94it/s]
Testing:  12%|█▏        | 149/1246 [01:20<11:25,  1.60it/s]
Testing:  12%|█▏        | 150/1246 [01:21<12:28,  1.46it/s]
Testing:  12%|█▏        | 151/1246 [01:22<11:46,  1.55it/s]
Testing:  12%|█▏        | 152/1246 [01:22<10:45,  1.70it/s]
Testing:  12%|█▏        | 153/1246 [01:22<09:39,  1.89it/s]
Testing:  12%|█▏        | 154/1246 [01:23<10:27,  1.74it/s]
Testing:  12%|█▏        | 155/1246 [01:24<09:57,  1.83it/s]
Testing:  13%|█▎        | 156/1246 [01:24<09:32,  1.91it/s]
Testing:  13%|█▎        | 157/1246 [01:24<08:25,  2.15it/s]
Testing:  13%|█▎        | 158/1246 [01:25<08:50,  2.05it/s]
Testing:  13%|█▎        | 159/1246 [01:26<13:31,  1.34it/s]
Testing:  13%|█▎        | 160/1246 [01:27<12:40,  1.43it/s]
Testing:  13%|█▎        | 161/1246 [01:27<10:37,  1.70it/s]
Testing:  13%|█▎        | 162/1246 [01:28<10:47,  1.67it/s]
Testing:  13%|█▎        | 163/1246 [01:28<09:19,  1.93it/s]
Testing:  13%|█▎        | 164/1246 [01:29<10:16,  1.75it/s]
Testing:  13%|█▎        | 165/1246 [01:29<09:47,  1.84it/s]
Testing:  13%|█▎        | 166/1246 [01:30<09:28,  1.90it/s]
Testing:  13%|█▎        | 167/1246 [01:31<10:59,  1.64it/s]
Testing:  13%|█▎        | 168/1246 [01:31<10:18,  1.74it/s]
Testing:  14%|█▎        | 169/1246 [01:32<09:47,  1.83it/s]
Testing:  14%|█▎        | 170/1246 [01:32<09:24,  1.91it/s]
Testing:  14%|█▎        | 171/1246 [01:33<10:27,  1.71it/s]
Testing:  14%|█▍        | 172/1246 [01:33<09:50,  1.82it/s]
Testing:  14%|█▍        | 173/1246 [01:34<12:24,  1.44it/s]
Testing:  14%|█▍        | 174/1246 [01:36<16:32,  1.08it/s]
Testing:  14%|█▍        | 175/1246 [01:36<14:20,  1.24it/s]
Testing:  14%|█▍        | 176/1246 [01:37<13:30,  1.32it/s]
Testing:  14%|█▍        | 177/1246 [01:37<11:12,  1.59it/s]
Testing:  14%|█▍        | 178/1246 [01:38<10:33,  1.69it/s]
Testing:  14%|█▍        | 179/1246 [01:38<10:52,  1.63it/s]
Testing:  14%|█▍        | 180/1246 [01:39<09:15,  1.92it/s]
Testing:  15%|█▍        | 181/1246 [01:39<09:49,  1.81it/s]
Testing:  15%|█▍        | 182/1246 [01:40<08:31,  2.08it/s]
Testing:  15%|█▍        | 183/1246 [01:40<07:38,  2.32it/s]
Testing:  15%|█▍        | 184/1246 [01:40<07:17,  2.43it/s]
Testing:  15%|█▍        | 185/1246 [01:41<07:06,  2.49it/s]
Testing:  15%|█▍        | 186/1246 [01:41<06:30,  2.71it/s]
Testing:  15%|█▌        | 187/1246 [01:41<06:06,  2.89it/s]
Testing:  15%|█▌        | 188/1246 [01:42<07:52,  2.24it/s]
Testing:  15%|█▌        | 189/1246 [01:42<07:09,  2.46it/s]
Testing:  15%|█▌        | 190/1246 [01:43<09:06,  1.93it/s]
Testing:  15%|█▌        | 191/1246 [01:44<10:30,  1.67it/s]
Testing:  15%|█▌        | 192/1246 [01:45<10:43,  1.64it/s]
Testing:  15%|█▌        | 193/1246 [01:45<09:09,  1.92it/s]
Testing:  16%|█▌        | 194/1246 [01:45<09:41,  1.81it/s]
Testing:  16%|█▌        | 195/1246 [01:46<10:09,  1.72it/s]
Testing:  16%|█▌        | 196/1246 [01:47<12:59,  1.35it/s]
Testing:  16%|█▌        | 197/1246 [01:47<09:53,  1.77it/s]
Testing:  16%|█▌        | 198/1246 [01:48<09:09,  1.91it/s]
Testing:  16%|█▌        | 199/1246 [01:48<08:06,  2.15it/s]
Testing:  16%|█▌        | 200/1246 [01:49<08:12,  2.12it/s]
Testing:  16%|█▌        | 201/1246 [01:49<07:21,  2.37it/s]
Testing:  16%|█▌        | 202/1246 [01:50<08:47,  1.98it/s]
Testing:  16%|█▋        | 203/1246 [01:51<10:45,  1.62it/s]
Testing:  16%|█▋        | 204/1246 [01:51<09:59,  1.74it/s]
Testing:  16%|█▋        | 205/1246 [01:52<10:19,  1.68it/s]
Testing:  17%|█▋        | 206/1246 [01:52<08:53,  1.95it/s]
Testing:  17%|█▋        | 207/1246 [01:52<07:52,  2.20it/s]
Testing:  17%|█▋        | 208/1246 [01:53<10:50,  1.60it/s]
Testing:  17%|█▋        | 209/1246 [01:54<09:10,  1.88it/s]
Testing:  17%|█▋        | 210/1246 [01:54<08:52,  1.95it/s]
Testing:  17%|█▋        | 211/1246 [01:54<07:55,  2.18it/s]
Testing:  17%|█▋        | 212/1246 [01:55<09:41,  1.78it/s]
Testing:  17%|█▋        | 213/1246 [01:56<09:23,  1.83it/s]
Testing:  17%|█▋        | 214/1246 [01:56<09:53,  1.74it/s]
Testing:  17%|█▋        | 215/1246 [01:57<08:35,  2.00it/s]
Testing:  17%|█▋        | 216/1246 [01:57<08:27,  2.03it/s]
Testing:  17%|█▋        | 217/1246 [01:58<09:12,  1.86it/s]
Testing:  17%|█▋        | 218/1246 [01:58<09:43,  1.76it/s]
Testing:  18%|█▊        | 219/1246 [01:59<07:37,  2.24it/s]
Testing:  18%|█▊        | 220/1246 [01:59<08:14,  2.07it/s]
Testing:  18%|█▊        | 221/1246 [02:00<12:25,  1.38it/s]
Testing:  18%|█▊        | 222/1246 [02:01<12:31,  1.36it/s]
Testing:  18%|█▊        | 223/1246 [02:02<11:12,  1.52it/s]
Testing:  18%|█▊        | 224/1246 [02:02<11:06,  1.53it/s]
Testing:  18%|█▊        | 225/1246 [02:03<09:50,  1.73it/s]
Testing:  18%|█▊        | 226/1246 [02:03<09:35,  1.77it/s]
Testing:  18%|█▊        | 227/1246 [02:04<09:02,  1.88it/s]
Testing:  18%|█▊        | 228/1246 [02:04<08:41,  1.95it/s]
Testing:  18%|█▊        | 229/1246 [02:05<08:55,  1.90it/s]
Testing:  18%|█▊        | 230/1246 [02:05<08:27,  2.00it/s]
Testing:  19%|█▊        | 231/1246 [02:06<08:20,  2.03it/s]
Testing:  19%|█▊        | 232/1246 [02:06<08:19,  2.03it/s]
Testing:  19%|█▊        | 233/1246 [02:07<08:38,  1.95it/s]
Testing:  19%|█▉        | 234/1246 [02:07<07:23,  2.28it/s]
Testing:  19%|█▉        | 235/1246 [02:07<07:30,  2.24it/s]
Testing:  19%|█▉        | 236/1246 [02:08<06:48,  2.48it/s]
Testing:  19%|█▉        | 237/1246 [02:08<07:21,  2.28it/s]
Testing:  19%|█▉        | 238/1246 [02:09<09:01,  1.86it/s]
Testing:  19%|█▉        | 239/1246 [02:10<09:13,  1.82it/s]
Testing:  19%|█▉        | 240/1246 [02:10<08:02,  2.08it/s]
Testing:  19%|█▉        | 241/1246 [02:11<09:35,  1.75it/s]
Testing:  19%|█▉        | 242/1246 [02:11<08:22,  2.00it/s]
Testing:  20%|█▉        | 243/1246 [02:12<09:00,  1.85it/s]
Testing:  20%|█▉        | 244/1246 [02:12<08:40,  1.92it/s]
Testing:  20%|█▉        | 245/1246 [02:13<08:33,  1.95it/s]
Testing:  20%|█▉        | 246/1246 [02:13<07:34,  2.20it/s]
Testing:  20%|█▉        | 247/1246 [02:13<06:54,  2.41it/s]
Testing:  20%|█▉        | 248/1246 [02:14<08:01,  2.07it/s]
Testing:  20%|█▉        | 249/1246 [02:15<09:36,  1.73it/s]
Testing:  20%|██        | 250/1246 [02:15<08:25,  1.97it/s]
Testing:  20%|██        | 251/1246 [02:15<07:31,  2.20it/s]
Testing:  20%|██        | 252/1246 [02:16<07:37,  2.17it/s]
Testing:  20%|██        | 253/1246 [02:16<08:21,  1.98it/s]
Testing:  20%|██        | 254/1246 [02:17<08:13,  2.01it/s]
Testing:  20%|██        | 255/1246 [02:17<08:10,  2.02it/s]
Testing:  21%|██        | 256/1246 [02:18<08:51,  1.86it/s]
Testing:  21%|██        | 257/1246 [02:18<07:46,  2.12it/s]
Testing:  21%|██        | 258/1246 [02:19<07:51,  2.09it/s]
Testing:  21%|██        | 259/1246 [02:19<07:49,  2.10it/s]
Testing:  21%|██        | 260/1246 [02:20<07:49,  2.10it/s]
Testing:  21%|██        | 261/1246 [02:20<07:46,  2.11it/s]
Testing:  21%|██        | 262/1246 [02:21<06:57,  2.36it/s]
Testing:  21%|██        | 263/1246 [02:21<06:24,  2.55it/s]
Testing:  21%|██        | 264/1246 [02:22<07:33,  2.17it/s]
Testing:  21%|██▏       | 265/1246 [02:22<07:37,  2.14it/s]
Testing:  21%|██▏       | 266/1246 [02:23<10:48,  1.51it/s]
Testing:  21%|██▏       | 267/1246 [02:24<09:13,  1.77it/s]
Testing:  22%|██▏       | 268/1246 [02:24<08:50,  1.84it/s]
Testing:  22%|██▏       | 269/1246 [02:25<09:13,  1.76it/s]
Testing:  22%|██▏       | 270/1246 [02:25<10:25,  1.56it/s]
Testing:  22%|██▏       | 271/1246 [02:26<09:37,  1.69it/s]
Testing:  22%|██▏       | 272/1246 [02:26<08:58,  1.81it/s]
Testing:  22%|██▏       | 273/1246 [02:27<10:09,  1.60it/s]
Testing:  22%|██▏       | 274/1246 [02:28<10:15,  1.58it/s]
Testing:  22%|██▏       | 275/1246 [02:29<10:40,  1.52it/s]
Testing:  22%|██▏       | 276/1246 [02:29<09:02,  1.79it/s]
Testing:  22%|██▏       | 277/1246 [02:30<10:10,  1.59it/s]
Testing:  22%|██▏       | 278/1246 [02:31<11:49,  1.37it/s]
Testing:  22%|██▏       | 279/1246 [02:31<09:50,  1.64it/s]
Testing:  22%|██▏       | 280/1246 [02:31<08:30,  1.89it/s]
Testing:  23%|██▎       | 281/1246 [02:32<10:56,  1.47it/s]
Testing:  23%|██▎       | 282/1246 [02:33<09:05,  1.77it/s]
Testing:  23%|██▎       | 283/1246 [02:34<10:37,  1.51it/s]
Testing:  23%|██▎       | 284/1246 [02:34<09:00,  1.78it/s]
Testing:  23%|██▎       | 285/1246 [02:34<08:35,  1.86it/s]
Testing:  23%|██▎       | 286/1246 [02:35<08:20,  1.92it/s]
Testing:  23%|██▎       | 287/1246 [02:35<07:16,  2.20it/s]
Testing:  23%|██▎       | 288/1246 [02:36<07:15,  2.20it/s]
Testing:  23%|██▎       | 289/1246 [02:36<06:59,  2.28it/s]
Testing:  23%|██▎       | 290/1246 [02:36<07:01,  2.27it/s]
Testing:  23%|██▎       | 291/1246 [02:37<06:23,  2.49it/s]
Testing:  23%|██▎       | 292/1246 [02:37<06:36,  2.41it/s]
Testing:  24%|██▎       | 293/1246 [02:38<07:13,  2.20it/s]
Testing:  24%|██▎       | 294/1246 [02:38<07:12,  2.20it/s]
Testing:  24%|██▎       | 295/1246 [02:39<08:03,  1.97it/s]
Testing:  24%|██▍       | 296/1246 [02:39<08:40,  1.82it/s]
Testing:  24%|██▍       | 297/1246 [02:40<08:19,  1.90it/s]
Testing:  24%|██▍       | 298/1246 [02:40<07:18,  2.16it/s]
Testing:  24%|██▍       | 299/1246 [02:41<07:24,  2.13it/s]
Testing:  24%|██▍       | 300/1246 [02:41<07:23,  2.13it/s]
Testing:  24%|██▍       | 301/1246 [02:42<07:28,  2.11it/s]
Testing:  24%|██▍       | 302/1246 [02:42<07:53,  1.99it/s]
Testing:  24%|██▍       | 303/1246 [02:43<07:22,  2.13it/s]
Testing:  24%|██▍       | 304/1246 [02:43<06:33,  2.39it/s]
Testing:  24%|██▍       | 305/1246 [02:43<06:43,  2.33it/s]
Testing:  25%|██▍       | 306/1246 [02:44<07:41,  2.04it/s]
Testing:  25%|██▍       | 307/1246 [02:45<08:22,  1.87it/s]
Testing:  25%|██▍       | 308/1246 [02:45<08:52,  1.76it/s]
Testing:  25%|██▍       | 309/1246 [02:46<08:48,  1.77it/s]
Testing:  25%|██▍       | 310/1246 [02:48<15:26,  1.01it/s]
Testing:  25%|██▍       | 311/1246 [02:48<13:53,  1.12it/s]
Testing:  25%|██▌       | 312/1246 [02:49<12:43,  1.22it/s]
Testing:  25%|██▌       | 313/1246 [02:49<10:23,  1.50it/s]
Testing:  25%|██▌       | 314/1246 [02:50<07:56,  1.95it/s]
Testing:  25%|██▌       | 315/1246 [02:50<06:54,  2.25it/s]
Testing:  25%|██▌       | 316/1246 [02:50<07:19,  2.12it/s]
Testing:  25%|██▌       | 317/1246 [02:51<06:51,  2.26it/s]
Testing:  26%|██▌       | 318/1246 [02:51<06:29,  2.38it/s]
Testing:  26%|██▌       | 319/1246 [02:52<08:07,  1.90it/s]
Testing:  26%|██▌       | 320/1246 [02:52<07:55,  1.95it/s]
Testing:  26%|██▌       | 321/1246 [02:53<08:45,  1.76it/s]
Testing:  26%|██▌       | 322/1246 [02:53<07:32,  2.04it/s]
Testing:  26%|██▌       | 323/1246 [02:54<07:27,  2.06it/s]
Testing:  26%|██▌       | 324/1246 [02:54<07:47,  1.97it/s]
Testing:  26%|██▌       | 325/1246 [02:55<07:12,  2.13it/s]
Testing:  26%|██▌       | 326/1246 [02:55<06:21,  2.41it/s]
Testing:  26%|██▌       | 327/1246 [02:56<07:39,  2.00it/s]
Testing:  26%|██▋       | 328/1246 [02:56<07:35,  2.02it/s]
Testing:  26%|██▋       | 329/1246 [02:57<08:14,  1.85it/s]
Testing:  26%|██▋       | 330/1246 [02:57<07:33,  2.02it/s]
Testing:  27%|██▋       | 331/1246 [02:58<06:33,  2.33it/s]
Testing:  27%|██▋       | 332/1246 [02:58<06:38,  2.29it/s]
Testing:  27%|██▋       | 333/1246 [02:58<06:01,  2.53it/s]
Testing:  27%|██▋       | 334/1246 [02:59<05:33,  2.73it/s]
Testing:  27%|██▋       | 335/1246 [02:59<05:19,  2.85it/s]
Testing:  27%|██▋       | 336/1246 [02:59<05:25,  2.80it/s]
Testing:  27%|██▋       | 337/1246 [03:00<05:51,  2.59it/s]
Testing:  27%|██▋       | 338/1246 [03:00<06:56,  2.18it/s]
Testing:  27%|██▋       | 339/1246 [03:01<08:18,  1.82it/s]
Testing:  27%|██▋       | 340/1246 [03:02<07:17,  2.07it/s]
Testing:  27%|██▋       | 341/1246 [03:02<06:51,  2.20it/s]
Testing:  27%|██▋       | 342/1246 [03:03<07:37,  1.98it/s]
Testing:  28%|██▊       | 343/1246 [03:03<06:42,  2.24it/s]
Testing:  28%|██▊       | 344/1246 [03:03<06:05,  2.47it/s]
Testing:  28%|██▊       | 345/1246 [03:03<05:35,  2.69it/s]
Testing:  28%|██▊       | 346/1246 [03:04<06:01,  2.49it/s]
Testing:  28%|██▊       | 347/1246 [03:05<09:57,  1.50it/s]
Testing:  28%|██▊       | 348/1246 [03:06<09:09,  1.64it/s]
Testing:  28%|██▊       | 349/1246 [03:06<09:21,  1.60it/s]
Testing:  28%|██▊       | 350/1246 [03:07<09:27,  1.58it/s]
Testing:  28%|██▊       | 351/1246 [03:08<09:32,  1.56it/s]
Testing:  28%|██▊       | 352/1246 [03:08<09:55,  1.50it/s]
Testing:  28%|██▊       | 353/1246 [03:09<09:04,  1.64it/s]
Testing:  28%|██▊       | 354/1246 [03:09<08:30,  1.75it/s]
Testing:  28%|██▊       | 355/1246 [03:10<10:58,  1.35it/s]
Testing:  29%|██▊       | 356/1246 [03:11<09:09,  1.62it/s]
Testing:  29%|██▊       | 357/1246 [03:11<08:13,  1.80it/s]
Testing:  29%|██▊       | 358/1246 [03:12<07:50,  1.89it/s]
Testing:  29%|██▉       | 359/1246 [03:12<07:36,  1.94it/s]
Testing:  29%|██▉       | 360/1246 [03:13<07:00,  2.11it/s]
Testing:  29%|██▉       | 361/1246 [03:13<07:35,  1.94it/s]
Testing:  29%|██▉       | 362/1246 [03:14<07:25,  1.99it/s]
Testing:  29%|██▉       | 363/1246 [03:14<06:59,  2.11it/s]
Testing:  29%|██▉       | 364/1246 [03:15<07:41,  1.91it/s]
Testing:  29%|██▉       | 365/1246 [03:15<07:30,  1.96it/s]
Testing:  29%|██▉       | 366/1246 [03:16<07:16,  2.02it/s]
Testing:  29%|██▉       | 367/1246 [03:16<08:04,  1.81it/s]
Testing:  30%|██▉       | 368/1246 [03:17<07:01,  2.08it/s]
Testing:  30%|██▉       | 369/1246 [03:17<07:13,  2.02it/s]
Testing:  30%|██▉       | 370/1246 [03:18<07:50,  1.86it/s]
Testing:  30%|██▉       | 371/1246 [03:18<07:58,  1.83it/s]
Testing:  30%|██▉       | 372/1246 [03:19<06:57,  2.09it/s]
Testing:  30%|██▉       | 373/1246 [03:19<07:15,  2.01it/s]
Testing:  30%|███       | 374/1246 [03:20<06:41,  2.17it/s]
Testing:  30%|███       | 375/1246 [03:21<08:46,  1.65it/s]
Testing:  30%|███       | 376/1246 [03:21<08:19,  1.74it/s]
Testing:  30%|███       | 377/1246 [03:22<08:33,  1.69it/s]
Testing:  30%|███       | 378/1246 [03:22<08:23,  1.73it/s]
Testing:  30%|███       | 379/1246 [03:23<08:56,  1.62it/s]
Testing:  30%|███       | 380/1246 [03:24<09:41,  1.49it/s]
Testing:  31%|███       | 381/1246 [03:24<09:53,  1.46it/s]
Testing:  31%|███       | 382/1246 [03:25<10:19,  1.39it/s]
Testing:  31%|███       | 383/1246 [03:26<11:21,  1.27it/s]
Testing:  31%|███       | 384/1246 [03:27<09:20,  1.54it/s]
Testing:  31%|███       | 385/1246 [03:27<08:09,  1.76it/s]
Testing:  31%|███       | 386/1246 [03:27<07:00,  2.04it/s]
Testing:  31%|███       | 387/1246 [03:28<06:46,  2.11it/s]
Testing:  31%|███       | 388/1246 [03:28<06:24,  2.23it/s]
Testing:  31%|███       | 389/1246 [03:29<07:04,  2.02it/s]
Testing:  31%|███▏      | 390/1246 [03:29<06:58,  2.04it/s]
Testing:  31%|███▏      | 391/1246 [03:30<08:40,  1.64it/s]
Testing:  31%|███▏      | 392/1246 [03:31<09:30,  1.50it/s]
Testing:  32%|███▏      | 393/1246 [03:31<08:45,  1.62it/s]
Testing:  32%|███▏      | 394/1246 [03:32<07:28,  1.90it/s]
Testing:  32%|███▏      | 395/1246 [03:32<07:57,  1.78it/s]
Testing:  32%|███▏      | 396/1246 [03:33<07:04,  2.00it/s]
Testing:  32%|███▏      | 397/1246 [03:33<06:08,  2.30it/s]
Testing:  32%|███▏      | 398/1246 [03:33<06:12,  2.28it/s]
Testing:  32%|███▏      | 399/1246 [03:34<06:52,  2.05it/s]
Testing:  32%|███▏      | 400/1246 [03:35<07:42,  1.83it/s]
Testing:  32%|███▏      | 401/1246 [03:35<08:22,  1.68it/s]
Testing:  32%|███▏      | 402/1246 [03:36<07:08,  1.97it/s]
Testing:  32%|███▏      | 403/1246 [03:36<06:13,  2.25it/s]
Testing:  32%|███▏      | 404/1246 [03:36<06:33,  2.14it/s]
Testing:  33%|███▎      | 405/1246 [03:37<08:08,  1.72it/s]
Testing:  33%|███▎      | 406/1246 [03:38<09:21,  1.49it/s]
Testing:  33%|███▎      | 407/1246 [03:39<08:12,  1.70it/s]
Testing:  33%|███▎      | 408/1246 [03:39<09:16,  1.51it/s]
Testing:  33%|███▎      | 409/1246 [03:40<08:27,  1.65it/s]
Testing:  33%|███▎      | 410/1246 [03:40<08:05,  1.72it/s]
Testing:  33%|███▎      | 411/1246 [03:41<06:52,  2.03it/s]
Testing:  33%|███▎      | 412/1246 [03:41<06:41,  2.08it/s]
Testing:  33%|███▎      | 413/1246 [03:41<06:00,  2.31it/s]
Testing:  33%|███▎      | 414/1246 [03:42<07:05,  1.95it/s]
Testing:  33%|███▎      | 415/1246 [03:42<06:16,  2.21it/s]
Testing:  33%|███▎      | 416/1246 [03:43<05:37,  2.46it/s]
Testing:  33%|███▎      | 417/1246 [03:43<06:27,  2.14it/s]
Testing:  34%|███▎      | 418/1246 [03:44<08:43,  1.58it/s]
Testing:  34%|███▎      | 419/1246 [03:45<08:51,  1.56it/s]
Testing:  34%|███▎      | 420/1246 [03:46<09:32,  1.44it/s]
Testing:  34%|███▍      | 421/1246 [03:46<08:05,  1.70it/s]
Testing:  34%|███▍      | 422/1246 [03:47<07:41,  1.79it/s]
Testing:  34%|███▍      | 423/1246 [03:47<06:41,  2.05it/s]
Testing:  34%|███▍      | 424/1246 [03:47<06:19,  2.17it/s]
Testing:  34%|███▍      | 425/1246 [03:48<07:53,  1.73it/s]
Testing:  34%|███▍      | 426/1246 [03:49<07:06,  1.92it/s]
Testing:  34%|███▍      | 427/1246 [03:49<06:52,  1.99it/s]
Testing:  34%|███▍      | 428/1246 [03:50<06:43,  2.03it/s]
Testing:  34%|███▍      | 429/1246 [03:50<07:14,  1.88it/s]
Testing:  35%|███▍      | 430/1246 [03:51<06:59,  1.94it/s]
Testing:  35%|███▍      | 431/1246 [03:51<07:31,  1.80it/s]
Testing:  35%|███▍      | 432/1246 [03:52<09:31,  1.42it/s]
Testing:  35%|███▍      | 433/1246 [03:53<09:55,  1.36it/s]
Testing:  35%|███▍      | 434/1246 [03:54<08:56,  1.51it/s]
Testing:  35%|███▍      | 435/1246 [03:54<07:29,  1.80it/s]
Testing:  35%|███▍      | 436/1246 [03:54<06:30,  2.08it/s]
Testing:  35%|███▌      | 437/1246 [03:55<06:27,  2.09it/s]
Testing:  35%|███▌      | 438/1246 [03:56<07:42,  1.75it/s]
Testing:  35%|███▌      | 439/1246 [03:57<11:51,  1.13it/s]
Testing:  35%|███▌      | 440/1246 [03:58<10:45,  1.25it/s]
Testing:  35%|███▌      | 441/1246 [03:58<10:09,  1.32it/s]
Testing:  35%|███▌      | 442/1246 [03:59<08:59,  1.49it/s]
Testing:  36%|███▌      | 443/1246 [04:00<09:09,  1.46it/s]
Testing:  36%|███▌      | 444/1246 [04:00<07:40,  1.74it/s]
Testing:  36%|███▌      | 445/1246 [04:01<10:32,  1.27it/s]
Testing:  36%|███▌      | 446/1246 [04:02<10:18,  1.29it/s]
Testing:  36%|███▌      | 447/1246 [04:03<09:41,  1.37it/s]
Testing:  36%|███▌      | 448/1246 [04:03<08:06,  1.64it/s]
Testing:  36%|███▌      | 449/1246 [04:03<07:11,  1.85it/s]
Testing:  36%|███▌      | 450/1246 [04:06<16:49,  1.27s/it]
Testing:  36%|███▌      | 451/1246 [04:07<14:03,  1.06s/it]
Testing:  36%|███▋      | 452/1246 [04:08<12:32,  1.06it/s]
Testing:  36%|███▋      | 453/1246 [04:08<10:48,  1.22it/s]
Testing:  36%|███▋      | 454/1246 [04:09<10:04,  1.31it/s]
Testing:  37%|███▋      | 455/1246 [04:10<10:49,  1.22it/s]
Testing:  37%|███▋      | 456/1246 [04:10<09:28,  1.39it/s]
Testing:  37%|███▋      | 457/1246 [04:11<08:49,  1.49it/s]
Testing:  37%|███▋      | 458/1246 [04:11<08:39,  1.52it/s]
Testing:  37%|███▋      | 459/1246 [04:12<10:08,  1.29it/s]
Testing:  37%|███▋      | 460/1246 [04:13<08:17,  1.58it/s]
Testing:  37%|███▋      | 461/1246 [04:14<09:52,  1.32it/s]
Testing:  37%|███▋      | 462/1246 [04:14<09:29,  1.38it/s]
Testing:  37%|███▋      | 463/1246 [04:15<07:57,  1.64it/s]
Testing:  37%|███▋      | 464/1246 [04:16<08:59,  1.45it/s]
Testing:  37%|███▋      | 465/1246 [04:16<07:30,  1.73it/s]
Testing:  37%|███▋      | 466/1246 [04:16<07:19,  1.77it/s]
Testing:  37%|███▋      | 467/1246 [04:17<08:27,  1.54it/s]
Testing:  38%|███▊      | 468/1246 [04:18<07:07,  1.82it/s]
Testing:  38%|███▊      | 469/1246 [04:19<08:35,  1.51it/s]
Testing:  38%|███▊      | 470/1246 [04:19<07:55,  1.63it/s]
Testing:  38%|███▊      | 471/1246 [04:20<07:24,  1.74it/s]
Testing:  38%|███▊      | 472/1246 [04:20<06:58,  1.85it/s]
Testing:  38%|███▊      | 473/1246 [04:21<07:21,  1.75it/s]
Testing:  38%|███▊      | 474/1246 [04:21<07:02,  1.83it/s]
Testing:  38%|███▊      | 475/1246 [04:21<06:06,  2.10it/s]
Testing:  38%|███▊      | 476/1246 [04:22<07:58,  1.61it/s]
Testing:  38%|███▊      | 477/1246 [04:23<07:04,  1.81it/s]
Testing:  38%|███▊      | 478/1246 [04:24<08:00,  1.60it/s]
Testing:  38%|███▊      | 479/1246 [04:24<07:26,  1.72it/s]
Testing:  39%|███▊      | 480/1246 [04:25<07:18,  1.75it/s]
Testing:  39%|███▊      | 481/1246 [04:25<06:33,  1.95it/s]
Testing:  39%|███▊      | 482/1246 [04:26<07:12,  1.77it/s]
Testing:  39%|███▉      | 483/1246 [04:26<06:15,  2.03it/s]
Testing:  39%|███▉      | 484/1246 [04:26<05:53,  2.15it/s]
Testing:  39%|███▉      | 485/1246 [04:27<05:48,  2.18it/s]
Testing:  39%|███▉      | 486/1246 [04:27<05:51,  2.16it/s]
Testing:  39%|███▉      | 487/1246 [04:28<05:13,  2.42it/s]
Testing:  39%|███▉      | 488/1246 [04:28<06:03,  2.09it/s]
Testing:  39%|███▉      | 489/1246 [04:29<05:17,  2.38it/s]
Testing:  39%|███▉      | 490/1246 [04:29<05:25,  2.33it/s]
Testing:  39%|███▉      | 491/1246 [04:29<04:59,  2.52it/s]
Testing:  39%|███▉      | 492/1246 [04:30<05:28,  2.29it/s]
Testing:  40%|███▉      | 493/1246 [04:31<07:01,  1.79it/s]
Testing:  40%|███▉      | 494/1246 [04:31<07:37,  1.64it/s]
Testing:  40%|███▉      | 495/1246 [04:32<08:32,  1.47it/s]
Testing:  40%|███▉      | 496/1246 [04:33<08:07,  1.54it/s]
Testing:  40%|███▉      | 497/1246 [04:33<07:10,  1.74it/s]
Testing:  40%|███▉      | 498/1246 [04:34<07:35,  1.64it/s]
Testing:  40%|████      | 499/1246 [04:35<07:39,  1.63it/s]
Testing:  40%|████      | 500/1246 [04:35<05:53,  2.11it/s]
Testing:  40%|████      | 501/1246 [04:35<05:12,  2.39it/s]
Testing:  40%|████      | 502/1246 [04:35<05:36,  2.21it/s]
Testing:  40%|████      | 503/1246 [04:36<07:01,  1.76it/s]
Testing:  40%|████      | 504/1246 [04:37<06:41,  1.85it/s]
Testing:  41%|████      | 505/1246 [04:37<07:01,  1.76it/s]
Testing:  41%|████      | 506/1246 [04:38<06:31,  1.89it/s]
Testing:  41%|████      | 507/1246 [04:39<07:10,  1.72it/s]
Testing:  41%|████      | 508/1246 [04:39<07:40,  1.60it/s]
Testing:  41%|████      | 509/1246 [04:40<07:06,  1.73it/s]
Testing:  41%|████      | 510/1246 [04:40<06:07,  2.00it/s]
Testing:  41%|████      | 511/1246 [04:41<06:01,  2.03it/s]
Testing:  41%|████      | 512/1246 [04:41<05:20,  2.29it/s]
Testing:  41%|████      | 513/1246 [04:42<06:39,  1.84it/s]
Testing:  41%|████▏     | 514/1246 [04:42<06:28,  1.89it/s]
Testing:  41%|████▏     | 515/1246 [04:43<08:00,  1.52it/s]
Testing:  41%|████▏     | 516/1246 [04:44<07:41,  1.58it/s]
Testing:  41%|████▏     | 517/1246 [04:45<08:32,  1.42it/s]
Testing:  42%|████▏     | 518/1246 [04:45<07:09,  1.69it/s]
Testing:  42%|████▏     | 519/1246 [04:45<06:44,  1.80it/s]
Testing:  42%|████▏     | 520/1246 [04:46<06:43,  1.80it/s]
Testing:  42%|████▏     | 521/1246 [04:48<12:28,  1.03s/it]
Testing:  42%|████▏     | 522/1246 [04:49<10:31,  1.15it/s]
Testing:  42%|████▏     | 523/1246 [04:49<09:38,  1.25it/s]
Testing:  42%|████▏     | 524/1246 [04:49<07:49,  1.54it/s]
Testing:  42%|████▏     | 525/1246 [04:50<06:31,  1.84it/s]
Testing:  42%|████▏     | 526/1246 [04:50<06:13,  1.93it/s]
Testing:  42%|████▏     | 527/1246 [04:51<07:27,  1.61it/s]
Testing:  42%|████▏     | 528/1246 [04:52<08:44,  1.37it/s]
Testing:  42%|████▏     | 529/1246 [04:53<07:54,  1.51it/s]
Testing:  43%|████▎     | 530/1246 [04:53<07:15,  1.64it/s]
Testing:  43%|████▎     | 531/1246 [04:54<07:25,  1.61it/s]
Testing:  43%|████▎     | 532/1246 [04:54<06:12,  1.92it/s]
Testing:  43%|████▎     | 533/1246 [04:54<05:44,  2.07it/s]
Testing:  43%|████▎     | 534/1246 [04:56<08:50,  1.34it/s]
Testing:  43%|████▎     | 535/1246 [04:56<08:00,  1.48it/s]
Testing:  43%|████▎     | 536/1246 [04:57<07:34,  1.56it/s]
Testing:  43%|████▎     | 537/1246 [04:57<06:25,  1.84it/s]
Testing:  43%|████▎     | 538/1246 [04:58<06:08,  1.92it/s]
Testing:  43%|████▎     | 539/1246 [04:58<05:35,  2.11it/s]
Testing:  43%|████▎     | 540/1246 [04:59<06:34,  1.79it/s]
Testing:  43%|████▎     | 541/1246 [04:59<05:53,  2.00it/s]
Testing:  43%|████▎     | 542/1246 [05:00<05:41,  2.06it/s]
Testing:  44%|████▎     | 543/1246 [05:01<07:31,  1.56it/s]
Testing:  44%|████▎     | 544/1246 [05:01<06:54,  1.69it/s]
Testing:  44%|████▎     | 545/1246 [05:02<06:46,  1.72it/s]
Testing:  44%|████▍     | 546/1246 [05:02<06:51,  1.70it/s]
Testing:  44%|████▍     | 547/1246 [05:03<06:58,  1.67it/s]
Testing:  44%|████▍     | 548/1246 [05:03<07:06,  1.64it/s]
Testing:  44%|████▍     | 549/1246 [05:04<06:38,  1.75it/s]
Testing:  44%|████▍     | 550/1246 [05:04<05:47,  2.01it/s]
Testing:  44%|████▍     | 551/1246 [05:05<05:39,  2.05it/s]
Testing:  44%|████▍     | 552/1246 [05:05<05:01,  2.30it/s]
Testing:  44%|████▍     | 553/1246 [05:06<05:06,  2.26it/s]
Testing:  44%|████▍     | 554/1246 [05:06<06:45,  1.71it/s]
Testing:  45%|████▍     | 555/1246 [05:07<06:05,  1.89it/s]
Testing:  45%|████▍     | 556/1246 [05:08<06:56,  1.66it/s]
Testing:  45%|████▍     | 557/1246 [05:08<06:46,  1.70it/s]
Testing:  45%|████▍     | 558/1246 [05:09<06:03,  1.89it/s]
Testing:  45%|████▍     | 559/1246 [05:09<06:04,  1.89it/s]
Testing:  45%|████▍     | 560/1246 [05:09<05:29,  2.08it/s]
Testing:  45%|████▌     | 561/1246 [05:10<04:50,  2.35it/s]
Testing:  45%|████▌     | 562/1246 [05:10<04:56,  2.30it/s]
Testing:  45%|████▌     | 563/1246 [05:11<05:37,  2.02it/s]
Testing:  45%|████▌     | 564/1246 [05:11<04:58,  2.28it/s]
Testing:  45%|████▌     | 565/1246 [05:12<07:21,  1.54it/s]
Testing:  45%|████▌     | 566/1246 [05:13<07:40,  1.48it/s]
Testing:  46%|████▌     | 567/1246 [05:14<08:19,  1.36it/s]
Testing:  46%|████▌     | 568/1246 [05:14<07:23,  1.53it/s]
Testing:  46%|████▌     | 569/1246 [05:14<05:35,  2.02it/s]
Testing:  46%|████▌     | 570/1246 [05:15<04:51,  2.32it/s]
Testing:  46%|████▌     | 571/1246 [05:15<04:54,  2.29it/s]
Testing:  46%|████▌     | 572/1246 [05:16<04:56,  2.27it/s]
Testing:  46%|████▌     | 573/1246 [05:16<05:04,  2.21it/s]
Testing:  46%|████▌     | 574/1246 [05:17<05:22,  2.08it/s]
Testing:  46%|████▌     | 575/1246 [05:17<05:16,  2.12it/s]
Testing:  46%|████▌     | 576/1246 [05:18<05:18,  2.11it/s]
Testing:  46%|████▋     | 577/1246 [05:18<05:30,  2.02it/s]
Testing:  46%|████▋     | 578/1246 [05:20<09:23,  1.19it/s]
Testing:  46%|████▋     | 579/1246 [05:20<08:18,  1.34it/s]
Testing:  47%|████▋     | 580/1246 [05:21<07:26,  1.49it/s]
Testing:  47%|████▋     | 581/1246 [05:21<06:49,  1.63it/s]
Testing:  47%|████▋     | 582/1246 [05:22<07:45,  1.43it/s]
Testing:  47%|████▋     | 583/1246 [05:23<06:32,  1.69it/s]
Testing:  47%|████▋     | 584/1246 [05:23<05:38,  1.95it/s]
Testing:  47%|████▋     | 585/1246 [05:23<05:49,  1.89it/s]
Testing:  47%|████▋     | 586/1246 [05:24<05:38,  1.95it/s]
Testing:  47%|████▋     | 587/1246 [05:25<06:50,  1.60it/s]
Testing:  47%|████▋     | 588/1246 [05:25<05:51,  1.87it/s]
Testing:  47%|████▋     | 589/1246 [05:26<05:57,  1.84it/s]
Testing:  47%|████▋     | 590/1246 [05:27<07:33,  1.45it/s]
Testing:  47%|████▋     | 591/1246 [05:27<07:39,  1.42it/s]
Testing:  48%|████▊     | 592/1246 [05:28<07:41,  1.42it/s]
Testing:  48%|████▊     | 593/1246 [05:29<06:41,  1.63it/s]
Testing:  48%|████▊     | 594/1246 [05:29<06:08,  1.77it/s]
Testing:  48%|████▊     | 595/1246 [05:30<06:52,  1.58it/s]
Testing:  48%|████▊     | 596/1246 [05:30<06:38,  1.63it/s]
Testing:  48%|████▊     | 597/1246 [05:31<06:23,  1.69it/s]
Testing:  48%|████▊     | 598/1246 [05:31<05:55,  1.82it/s]
Testing:  48%|████▊     | 599/1246 [05:32<06:10,  1.74it/s]
Testing:  48%|████▊     | 600/1246 [05:33<06:55,  1.56it/s]
Testing:  48%|████▊     | 601/1246 [05:33<06:23,  1.68it/s]
Testing:  48%|████▊     | 602/1246 [05:34<05:26,  1.97it/s]
Testing:  48%|████▊     | 603/1246 [05:34<04:48,  2.23it/s]
Testing:  48%|████▊     | 604/1246 [05:34<04:22,  2.44it/s]
Testing:  49%|████▊     | 605/1246 [05:35<05:30,  1.94it/s]
Testing:  49%|████▊     | 606/1246 [05:36<06:40,  1.60it/s]
Testing:  49%|████▊     | 607/1246 [05:36<05:55,  1.80it/s]
Testing:  49%|████▉     | 608/1246 [05:37<06:05,  1.74it/s]
Testing:  49%|████▉     | 609/1246 [05:37<05:14,  2.02it/s]
Testing:  49%|████▉     | 610/1246 [05:38<05:09,  2.05it/s]
Testing:  49%|████▉     | 611/1246 [05:38<04:37,  2.29it/s]
Testing:  49%|████▉     | 612/1246 [05:38<04:39,  2.27it/s]
Testing:  49%|████▉     | 613/1246 [05:39<04:59,  2.11it/s]
Testing:  49%|████▉     | 614/1246 [05:39<04:55,  2.14it/s]
Testing:  49%|████▉     | 615/1246 [05:40<04:55,  2.14it/s]
Testing:  49%|████▉     | 616/1246 [05:40<04:55,  2.13it/s]
Testing:  50%|████▉     | 617/1246 [05:41<05:23,  1.94it/s]
Testing:  50%|████▉     | 618/1246 [05:42<06:00,  1.74it/s]
Testing:  50%|████▉     | 619/1246 [05:42<05:41,  1.84it/s]
Testing:  50%|████▉     | 620/1246 [05:43<05:01,  2.08it/s]
Testing:  50%|████▉     | 621/1246 [05:43<05:45,  1.81it/s]
Testing:  50%|████▉     | 622/1246 [05:44<05:29,  1.89it/s]
Testing:  50%|█████     | 623/1246 [05:44<04:50,  2.14it/s]
Testing:  50%|█████     | 624/1246 [05:44<04:23,  2.36it/s]
Testing:  50%|█████     | 625/1246 [05:45<05:19,  1.94it/s]
Testing:  50%|█████     | 626/1246 [05:45<04:55,  2.10it/s]
Testing:  50%|█████     | 627/1246 [05:46<05:37,  1.84it/s]
Testing:  50%|█████     | 628/1246 [05:47<06:24,  1.61it/s]
Testing:  50%|█████     | 629/1246 [05:48<08:00,  1.28it/s]
Testing:  51%|█████     | 630/1246 [05:49<07:37,  1.35it/s]
Testing:  51%|█████     | 631/1246 [05:49<07:03,  1.45it/s]
Testing:  51%|█████     | 632/1246 [05:50<06:17,  1.63it/s]
Testing:  51%|█████     | 633/1246 [05:50<05:25,  1.88it/s]
Testing:  51%|█████     | 634/1246 [05:51<05:44,  1.78it/s]
Testing:  51%|█████     | 635/1246 [05:51<05:41,  1.79it/s]
Testing:  51%|█████     | 636/1246 [05:52<04:53,  2.08it/s]
Testing:  51%|█████     | 637/1246 [05:52<04:47,  2.12it/s]
Testing:  51%|█████     | 638/1246 [05:53<04:44,  2.14it/s]
Testing:  51%|█████▏    | 639/1246 [05:53<04:44,  2.14it/s]
Testing:  51%|█████▏    | 640/1246 [05:54<05:46,  1.75it/s]
Testing:  51%|█████▏    | 641/1246 [05:55<06:44,  1.50it/s]
Testing:  52%|█████▏    | 642/1246 [05:55<06:07,  1.64it/s]
Testing:  52%|█████▏    | 643/1246 [05:56<05:30,  1.82it/s]
Testing:  52%|█████▏    | 644/1246 [05:57<06:40,  1.50it/s]
Testing:  52%|█████▏    | 645/1246 [05:57<07:06,  1.41it/s]
Testing:  52%|█████▏    | 646/1246 [05:58<07:06,  1.41it/s]
Testing:  52%|█████▏    | 647/1246 [05:58<06:22,  1.57it/s]
Testing:  52%|█████▏    | 648/1246 [05:59<05:51,  1.70it/s]
Testing:  52%|█████▏    | 649/1246 [05:59<05:24,  1.84it/s]
Testing:  52%|█████▏    | 650/1246 [06:00<05:50,  1.70it/s]
Testing:  52%|█████▏    | 651/1246 [06:00<05:00,  1.98it/s]
Testing:  52%|█████▏    | 652/1246 [06:01<05:03,  1.96it/s]
Testing:  52%|█████▏    | 653/1246 [06:02<05:35,  1.77it/s]
Testing:  52%|█████▏    | 654/1246 [06:02<05:19,  1.85it/s]
Testing:  53%|█████▎    | 655/1246 [06:03<05:38,  1.75it/s]
Testing:  53%|█████▎    | 656/1246 [06:03<05:50,  1.68it/s]
Testing:  53%|█████▎    | 657/1246 [06:04<05:28,  1.80it/s]
Testing:  53%|█████▎    | 658/1246 [06:04<04:15,  2.30it/s]
Testing:  53%|█████▎    | 659/1246 [06:05<04:44,  2.06it/s]
Testing:  53%|█████▎    | 660/1246 [06:05<04:15,  2.30it/s]
Testing:  53%|█████▎    | 661/1246 [06:06<05:17,  1.84it/s]
Testing:  53%|█████▎    | 662/1246 [06:07<06:58,  1.39it/s]
Testing:  53%|█████▎    | 663/1246 [06:07<06:21,  1.53it/s]
Testing:  53%|█████▎    | 664/1246 [06:08<05:37,  1.72it/s]
Testing:  53%|█████▎    | 665/1246 [06:08<05:32,  1.75it/s]
Testing:  53%|█████▎    | 666/1246 [06:09<04:47,  2.02it/s]
Testing:  54%|█████▎    | 667/1246 [06:09<04:42,  2.05it/s]
Testing:  54%|█████▎    | 668/1246 [06:10<04:53,  1.97it/s]
Testing:  54%|█████▎    | 669/1246 [06:10<05:09,  1.86it/s]
Testing:  54%|█████▍    | 670/1246 [06:11<04:32,  2.12it/s]
Testing:  54%|█████▍    | 671/1246 [06:11<05:01,  1.91it/s]
Testing:  54%|█████▍    | 672/1246 [06:12<04:52,  1.96it/s]
Testing:  54%|█████▍    | 673/1246 [06:12<04:28,  2.13it/s]
Testing:  54%|█████▍    | 674/1246 [06:13<04:25,  2.15it/s]
Testing:  54%|█████▍    | 675/1246 [06:13<04:55,  1.93it/s]
Testing:  54%|█████▍    | 676/1246 [06:14<04:57,  1.92it/s]
Testing:  54%|█████▍    | 677/1246 [06:14<05:10,  1.83it/s]
Testing:  54%|█████▍    | 678/1246 [06:15<06:41,  1.41it/s]
Testing:  54%|█████▍    | 679/1246 [06:16<05:36,  1.68it/s]
Testing:  55%|█████▍    | 680/1246 [06:17<06:56,  1.36it/s]
Testing:  55%|█████▍    | 681/1246 [06:18<07:23,  1.27it/s]
Testing:  55%|█████▍    | 682/1246 [06:18<06:47,  1.38it/s]
Testing:  55%|█████▍    | 683/1246 [06:19<06:59,  1.34it/s]
Testing:  55%|█████▍    | 684/1246 [06:20<06:25,  1.46it/s]
Testing:  55%|█████▍    | 685/1246 [06:20<05:18,  1.76it/s]
Testing:  55%|█████▌    | 686/1246 [06:20<04:57,  1.88it/s]
Testing:  55%|█████▌    | 687/1246 [06:21<04:19,  2.16it/s]
Testing:  55%|█████▌    | 688/1246 [06:22<05:36,  1.66it/s]
Testing:  55%|█████▌    | 689/1246 [06:23<07:30,  1.24it/s]
Testing:  55%|█████▌    | 690/1246 [06:23<06:38,  1.40it/s]
Testing:  55%|█████▌    | 691/1246 [06:24<06:02,  1.53it/s]
Testing:  56%|█████▌    | 692/1246 [06:24<05:33,  1.66it/s]
Testing:  56%|█████▌    | 693/1246 [06:25<04:45,  1.94it/s]
Testing:  56%|█████▌    | 694/1246 [06:25<05:30,  1.67it/s]
Testing:  56%|█████▌    | 695/1246 [06:26<05:59,  1.53it/s]
Testing:  56%|█████▌    | 696/1246 [06:27<06:11,  1.48it/s]
Testing:  56%|█████▌    | 697/1246 [06:27<05:10,  1.77it/s]
Testing:  56%|█████▌    | 698/1246 [06:28<06:22,  1.43it/s]
Testing:  56%|█████▌    | 699/1246 [06:29<05:46,  1.58it/s]
Testing:  56%|█████▌    | 700/1246 [06:29<05:31,  1.65it/s]
Testing:  56%|█████▋    | 701/1246 [06:30<06:13,  1.46it/s]
Testing:  56%|█████▋    | 702/1246 [06:31<05:51,  1.55it/s]
Testing:  56%|█████▋    | 703/1246 [06:31<05:46,  1.57it/s]
Testing:  57%|█████▋    | 704/1246 [06:32<04:53,  1.85it/s]
Testing:  57%|█████▋    | 705/1246 [06:32<04:11,  2.15it/s]
Testing:  57%|█████▋    | 706/1246 [06:33<04:49,  1.87it/s]
Testing:  57%|█████▋    | 707/1246 [06:33<04:52,  1.84it/s]
Testing:  57%|█████▋    | 708/1246 [06:34<05:21,  1.67it/s]
Testing:  57%|█████▋    | 709/1246 [06:34<04:35,  1.95it/s]
Testing:  57%|█████▋    | 710/1246 [06:35<04:04,  2.19it/s]
Testing:  57%|█████▋    | 711/1246 [06:35<04:28,  1.99it/s]
Testing:  57%|█████▋    | 712/1246 [06:36<05:55,  1.50it/s]
Testing:  57%|█████▋    | 713/1246 [06:38<07:46,  1.14it/s]
Testing:  57%|█████▋    | 714/1246 [06:38<07:23,  1.20it/s]
Testing:  57%|█████▋    | 715/1246 [06:39<06:37,  1.34it/s]
Testing:  57%|█████▋    | 716/1246 [06:39<06:03,  1.46it/s]
Testing:  58%|█████▊    | 717/1246 [06:40<04:34,  1.93it/s]
Testing:  58%|█████▊    | 718/1246 [06:40<04:25,  1.99it/s]
Testing:  58%|█████▊    | 719/1246 [06:41<05:00,  1.75it/s]
Testing:  58%|█████▊    | 720/1246 [06:41<04:19,  2.03it/s]
Testing:  58%|█████▊    | 721/1246 [06:42<04:14,  2.06it/s]
Testing:  58%|█████▊    | 722/1246 [06:42<04:22,  2.00it/s]
Testing:  58%|█████▊    | 723/1246 [06:43<04:26,  1.96it/s]
Testing:  58%|█████▊    | 724/1246 [06:43<04:27,  1.95it/s]
Testing:  58%|█████▊    | 725/1246 [06:44<04:54,  1.77it/s]
Testing:  58%|█████▊    | 726/1246 [06:44<05:06,  1.70it/s]
Testing:  58%|█████▊    | 727/1246 [06:45<03:57,  2.18it/s]
Testing:  58%|█████▊    | 728/1246 [06:45<03:36,  2.39it/s]
Testing:  59%|█████▊    | 729/1246 [06:45<03:45,  2.29it/s]
Testing:  59%|█████▊    | 730/1246 [06:46<03:50,  2.24it/s]
Testing:  59%|█████▊    | 731/1246 [06:46<03:49,  2.25it/s]
Testing:  59%|█████▊    | 732/1246 [06:47<04:01,  2.13it/s]
Testing:  59%|█████▉    | 733/1246 [06:48<06:24,  1.33it/s]
Testing:  59%|█████▉    | 734/1246 [06:49<05:45,  1.48it/s]
Testing:  59%|█████▉    | 735/1246 [06:49<05:39,  1.51it/s]
Testing:  59%|█████▉    | 736/1246 [06:50<05:04,  1.68it/s]
Testing:  59%|█████▉    | 737/1246 [06:50<04:34,  1.85it/s]
Testing:  59%|█████▉    | 738/1246 [06:51<04:20,  1.95it/s]
Testing:  59%|█████▉    | 739/1246 [06:51<04:11,  2.01it/s]
Testing:  59%|█████▉    | 740/1246 [06:52<04:57,  1.70it/s]
Testing:  59%|█████▉    | 741/1246 [06:53<05:16,  1.60it/s]
Testing:  60%|█████▉    | 742/1246 [06:54<05:55,  1.42it/s]
Testing:  60%|█████▉    | 743/1246 [06:54<04:55,  1.70it/s]
Testing:  60%|█████▉    | 744/1246 [06:54<04:11,  1.99it/s]
Testing:  60%|█████▉    | 745/1246 [06:55<04:07,  2.02it/s]
Testing:  60%|█████▉    | 746/1246 [06:55<03:41,  2.26it/s]
Testing:  60%|█████▉    | 747/1246 [06:56<03:57,  2.10it/s]
Testing:  60%|██████    | 748/1246 [06:56<04:03,  2.05it/s]
Testing:  60%|██████    | 749/1246 [06:57<05:18,  1.56it/s]
Testing:  60%|██████    | 750/1246 [06:58<06:30,  1.27it/s]
Testing:  60%|██████    | 751/1246 [06:59<05:46,  1.43it/s]
Testing:  60%|██████    | 752/1246 [06:59<05:13,  1.58it/s]
Testing:  60%|██████    | 753/1246 [06:59<04:22,  1.88it/s]
Testing:  61%|██████    | 754/1246 [07:00<04:35,  1.79it/s]
Testing:  61%|██████    | 755/1246 [07:01<06:41,  1.22it/s]
Testing:  61%|██████    | 756/1246 [07:02<05:58,  1.37it/s]
Testing:  61%|██████    | 757/1246 [07:03<05:35,  1.46it/s]
Testing:  61%|██████    | 758/1246 [07:03<05:15,  1.55it/s]
Testing:  61%|██████    | 759/1246 [07:03<04:24,  1.84it/s]
Testing:  61%|██████    | 760/1246 [07:04<04:03,  2.00it/s]
Testing:  61%|██████    | 761/1246 [07:04<03:53,  2.08it/s]
Testing:  61%|██████    | 762/1246 [07:05<03:51,  2.09it/s]
Testing:  61%|██████    | 763/1246 [07:05<03:50,  2.09it/s]
Testing:  61%|██████▏   | 764/1246 [07:06<04:36,  1.74it/s]
Testing:  61%|██████▏   | 765/1246 [07:07<04:47,  1.67it/s]
Testing:  61%|██████▏   | 766/1246 [07:07<04:43,  1.69it/s]
Testing:  62%|██████▏   | 767/1246 [07:08<05:00,  1.59it/s]
Testing:  62%|██████▏   | 768/1246 [07:08<04:27,  1.79it/s]
Testing:  62%|██████▏   | 769/1246 [07:09<04:58,  1.60it/s]
Testing:  62%|██████▏   | 770/1246 [07:10<04:38,  1.71it/s]
Testing:  62%|██████▏   | 771/1246 [07:10<04:21,  1.81it/s]
Testing:  62%|██████▏   | 772/1246 [07:11<04:09,  1.90it/s]
Testing:  62%|██████▏   | 773/1246 [07:12<05:16,  1.50it/s]
Testing:  62%|██████▏   | 774/1246 [07:12<05:13,  1.50it/s]
Testing:  62%|██████▏   | 775/1246 [07:13<04:48,  1.63it/s]
Testing:  62%|██████▏   | 776/1246 [07:13<04:28,  1.75it/s]
Testing:  62%|██████▏   | 777/1246 [07:14<03:48,  2.05it/s]
Testing:  62%|██████▏   | 778/1246 [07:14<03:21,  2.33it/s]
Testing:  63%|██████▎   | 779/1246 [07:14<02:38,  2.94it/s]
Testing:  63%|██████▎   | 780/1246 [07:15<03:14,  2.40it/s]
Testing:  63%|██████▎   | 781/1246 [07:15<04:02,  1.91it/s]
Testing:  63%|██████▎   | 782/1246 [07:16<03:31,  2.19it/s]
Testing:  63%|██████▎   | 783/1246 [07:16<03:34,  2.16it/s]
Testing:  63%|██████▎   | 784/1246 [07:17<03:35,  2.15it/s]
Testing:  63%|██████▎   | 785/1246 [07:17<04:20,  1.77it/s]
Testing:  63%|██████▎   | 786/1246 [07:18<04:08,  1.85it/s]
Testing:  63%|██████▎   | 787/1246 [07:18<03:58,  1.92it/s]
Testing:  63%|██████▎   | 788/1246 [07:19<03:28,  2.19it/s]
Testing:  63%|██████▎   | 789/1246 [07:19<04:02,  1.88it/s]
Testing:  63%|██████▎   | 790/1246 [07:20<05:04,  1.50it/s]
Testing:  63%|██████▎   | 791/1246 [07:21<04:40,  1.62it/s]
Testing:  64%|██████▎   | 792/1246 [07:21<03:59,  1.90it/s]
Testing:  64%|██████▎   | 793/1246 [07:22<04:15,  1.78it/s]
Testing:  64%|██████▎   | 794/1246 [07:22<04:03,  1.86it/s]
Testing:  64%|██████▍   | 795/1246 [07:23<03:48,  1.97it/s]
Testing:  64%|██████▍   | 796/1246 [07:23<03:29,  2.15it/s]
Testing:  64%|██████▍   | 797/1246 [07:23<03:05,  2.42it/s]
Testing:  64%|██████▍   | 798/1246 [07:24<02:59,  2.50it/s]
Testing:  64%|██████▍   | 799/1246 [07:24<02:55,  2.55it/s]
Testing:  64%|██████▍   | 800/1246 [07:25<03:33,  2.09it/s]
Testing:  64%|██████▍   | 801/1246 [07:25<03:09,  2.34it/s]
Testing:  64%|██████▍   | 802/1246 [07:25<03:03,  2.41it/s]
Testing:  64%|██████▍   | 803/1246 [07:26<03:08,  2.35it/s]
Testing:  65%|██████▍   | 804/1246 [07:27<03:42,  1.98it/s]
Testing:  65%|██████▍   | 805/1246 [07:27<03:36,  2.04it/s]
Testing:  65%|██████▍   | 806/1246 [07:28<03:33,  2.06it/s]
Testing:  65%|██████▍   | 807/1246 [07:28<03:20,  2.19it/s]
Testing:  65%|██████▍   | 808/1246 [07:29<04:00,  1.82it/s]
Testing:  65%|██████▍   | 809/1246 [07:29<04:12,  1.73it/s]
Testing:  65%|██████▌   | 810/1246 [07:30<04:19,  1.68it/s]
Testing:  65%|██████▌   | 811/1246 [07:30<03:41,  1.96it/s]
Testing:  65%|██████▌   | 812/1246 [07:31<04:40,  1.54it/s]
Testing:  65%|██████▌   | 813/1246 [07:32<03:59,  1.81it/s]
Testing:  65%|██████▌   | 814/1246 [07:33<04:51,  1.48it/s]
Testing:  65%|██████▌   | 815/1246 [07:33<04:52,  1.48it/s]
Testing:  65%|██████▌   | 816/1246 [07:34<04:23,  1.63it/s]
Testing:  66%|██████▌   | 817/1246 [07:34<04:03,  1.76it/s]
Testing:  66%|██████▌   | 818/1246 [07:35<03:56,  1.81it/s]
Testing:  66%|██████▌   | 819/1246 [07:35<03:25,  2.08it/s]
Testing:  66%|██████▌   | 820/1246 [07:36<03:32,  2.01it/s]
Testing:  66%|██████▌   | 821/1246 [07:36<03:25,  2.07it/s]
Testing:  66%|██████▌   | 822/1246 [07:37<03:44,  1.89it/s]
Testing:  66%|██████▌   | 823/1246 [07:37<03:37,  1.94it/s]
Testing:  66%|██████▌   | 824/1246 [07:38<03:52,  1.82it/s]
Testing:  66%|██████▌   | 825/1246 [07:38<03:22,  2.08it/s]
Testing:  66%|██████▋   | 826/1246 [07:38<03:01,  2.31it/s]
Testing:  66%|██████▋   | 827/1246 [07:39<02:52,  2.43it/s]
Testing:  66%|██████▋   | 828/1246 [07:40<03:46,  1.84it/s]
Testing:  67%|██████▋   | 829/1246 [07:40<03:58,  1.75it/s]
Testing:  67%|██████▋   | 830/1246 [07:44<09:51,  1.42s/it]
Testing:  67%|██████▋   | 831/1246 [07:44<07:48,  1.13s/it]
Testing:  67%|██████▋   | 832/1246 [07:45<06:57,  1.01s/it]
Testing:  67%|██████▋   | 833/1246 [07:45<05:31,  1.25it/s]
Testing:  67%|██████▋   | 834/1246 [07:45<04:31,  1.52it/s]
Testing:  67%|██████▋   | 835/1246 [07:47<06:28,  1.06it/s]
Testing:  67%|██████▋   | 836/1246 [07:48<05:53,  1.16it/s]
Testing:  67%|██████▋   | 837/1246 [07:49<05:49,  1.17it/s]
Testing:  67%|██████▋   | 838/1246 [07:50<06:40,  1.02it/s]
Testing:  67%|██████▋   | 839/1246 [07:50<05:50,  1.16it/s]
Testing:  67%|██████▋   | 840/1246 [07:51<05:42,  1.18it/s]
Testing:  67%|██████▋   | 841/1246 [07:52<04:39,  1.45it/s]
Testing:  68%|██████▊   | 842/1246 [07:52<03:54,  1.73it/s]
Testing:  68%|██████▊   | 843/1246 [07:53<04:01,  1.67it/s]
Testing:  68%|██████▊   | 844/1246 [07:53<03:27,  1.93it/s]
Testing:  68%|██████▊   | 845/1246 [07:53<03:40,  1.82it/s]
Testing:  68%|██████▊   | 846/1246 [07:54<03:11,  2.09it/s]
Testing:  68%|██████▊   | 847/1246 [07:54<03:31,  1.89it/s]
Testing:  68%|██████▊   | 848/1246 [07:55<04:02,  1.64it/s]
Testing:  68%|██████▊   | 849/1246 [07:56<03:47,  1.74it/s]
Testing:  68%|██████▊   | 850/1246 [07:56<03:17,  2.01it/s]
Testing:  68%|██████▊   | 851/1246 [07:56<02:53,  2.27it/s]
Testing:  68%|██████▊   | 852/1246 [07:57<02:35,  2.53it/s]
Testing:  68%|██████▊   | 853/1246 [07:57<03:22,  1.94it/s]
Testing:  69%|██████▊   | 854/1246 [07:58<02:57,  2.21it/s]
Testing:  69%|██████▊   | 855/1246 [07:58<03:28,  1.88it/s]
Testing:  69%|██████▊   | 856/1246 [07:59<03:30,  1.85it/s]
Testing:  69%|██████▉   | 857/1246 [08:00<03:30,  1.85it/s]
Testing:  69%|██████▉   | 858/1246 [08:00<03:00,  2.15it/s]
Testing:  69%|██████▉   | 859/1246 [08:00<02:40,  2.41it/s]
Testing:  69%|██████▉   | 860/1246 [08:01<04:16,  1.50it/s]
Testing:  69%|██████▉   | 861/1246 [08:02<03:36,  1.78it/s]
Testing:  69%|██████▉   | 862/1246 [08:02<03:06,  2.06it/s]
Testing:  69%|██████▉   | 863/1246 [08:02<03:05,  2.07it/s]
Testing:  69%|██████▉   | 864/1246 [08:03<03:21,  1.89it/s]
Testing:  69%|██████▉   | 865/1246 [08:03<02:54,  2.18it/s]
Testing:  70%|██████▉   | 866/1246 [08:04<03:12,  1.98it/s]
Testing:  70%|██████▉   | 867/1246 [08:05<03:09,  2.00it/s]
Testing:  70%|██████▉   | 868/1246 [08:05<03:16,  1.92it/s]
Testing:  70%|██████▉   | 869/1246 [08:06<03:09,  1.99it/s]
Testing:  70%|██████▉   | 870/1246 [08:06<02:48,  2.23it/s]
Testing:  70%|██████▉   | 871/1246 [08:06<03:08,  1.99it/s]
Testing:  70%|██████▉   | 872/1246 [08:07<03:04,  2.03it/s]
Testing:  70%|███████   | 873/1246 [08:08<03:20,  1.86it/s]
Testing:  70%|███████   | 874/1246 [08:08<02:55,  2.11it/s]
Testing:  70%|███████   | 875/1246 [08:09<03:49,  1.61it/s]
Testing:  70%|███████   | 876/1246 [08:09<03:37,  1.70it/s]
Testing:  70%|███████   | 877/1246 [08:10<03:26,  1.79it/s]
Testing:  70%|███████   | 878/1246 [08:10<03:26,  1.79it/s]
Testing:  71%|███████   | 879/1246 [08:11<02:37,  2.33it/s]
Testing:  71%|███████   | 880/1246 [08:11<03:22,  1.80it/s]
Testing:  71%|███████   | 881/1246 [08:12<03:21,  1.82it/s]
Testing:  71%|███████   | 882/1246 [08:12<03:08,  1.93it/s]
Testing:  71%|███████   | 883/1246 [08:13<03:38,  1.66it/s]
Testing:  71%|███████   | 884/1246 [08:14<03:09,  1.91it/s]
Testing:  71%|███████   | 885/1246 [08:14<03:20,  1.80it/s]
Testing:  71%|███████   | 886/1246 [08:15<03:37,  1.66it/s]
Testing:  71%|███████   | 887/1246 [08:16<03:39,  1.63it/s]
Testing:  71%|███████▏  | 888/1246 [08:16<03:31,  1.69it/s]
Testing:  71%|███████▏  | 889/1246 [08:17<04:44,  1.25it/s]
Testing:  71%|███████▏  | 890/1246 [08:18<04:01,  1.48it/s]
Testing:  72%|███████▏  | 891/1246 [08:18<03:55,  1.51it/s]
Testing:  72%|███████▏  | 892/1246 [08:19<03:42,  1.59it/s]
Testing:  72%|███████▏  | 893/1246 [08:19<03:32,  1.66it/s]
Testing:  72%|███████▏  | 894/1246 [08:20<03:33,  1.65it/s]
Testing:  72%|███████▏  | 895/1246 [08:20<03:10,  1.84it/s]
Testing:  72%|███████▏  | 896/1246 [08:21<02:51,  2.04it/s]
Testing:  72%|███████▏  | 897/1246 [08:21<02:47,  2.08it/s]
Testing:  72%|███████▏  | 898/1246 [08:22<02:27,  2.35it/s]
Testing:  72%|███████▏  | 899/1246 [08:22<02:54,  1.99it/s]
Testing:  72%|███████▏  | 900/1246 [08:23<02:35,  2.22it/s]
Testing:  72%|███████▏  | 901/1246 [08:23<02:37,  2.20it/s]
Testing:  72%|███████▏  | 902/1246 [08:24<02:45,  2.07it/s]
Testing:  72%|███████▏  | 903/1246 [08:24<02:41,  2.12it/s]
Testing:  73%|███████▎  | 904/1246 [08:25<02:39,  2.15it/s]
Testing:  73%|███████▎  | 905/1246 [08:25<02:54,  1.96it/s]
Testing:  73%|███████▎  | 906/1246 [08:26<02:42,  2.10it/s]
Testing:  73%|███████▎  | 907/1246 [08:26<02:22,  2.38it/s]
Testing:  73%|███████▎  | 908/1246 [08:26<02:26,  2.31it/s]
Testing:  73%|███████▎  | 909/1246 [08:27<03:01,  1.85it/s]
Testing:  73%|███████▎  | 910/1246 [08:28<03:03,  1.83it/s]
Testing:  73%|███████▎  | 911/1246 [08:28<03:28,  1.61it/s]
Testing:  73%|███████▎  | 912/1246 [08:31<06:05,  1.09s/it]
Testing:  73%|███████▎  | 913/1246 [08:31<04:50,  1.15it/s]
Testing:  73%|███████▎  | 914/1246 [08:31<03:55,  1.41it/s]
Testing:  73%|███████▎  | 915/1246 [08:32<04:13,  1.31it/s]
Testing:  74%|███████▎  | 916/1246 [08:33<03:30,  1.57it/s]
Testing:  74%|███████▎  | 917/1246 [08:33<03:29,  1.57it/s]
Testing:  74%|███████▎  | 918/1246 [08:34<03:13,  1.69it/s]
Testing:  74%|███████▍  | 919/1246 [08:34<03:33,  1.53it/s]
Testing:  74%|███████▍  | 920/1246 [08:35<02:59,  1.82it/s]
Testing:  74%|███████▍  | 921/1246 [08:35<02:35,  2.09it/s]
Testing:  74%|███████▍  | 922/1246 [08:36<02:34,  2.10it/s]
Testing:  74%|███████▍  | 923/1246 [08:36<02:25,  2.22it/s]
Testing:  74%|███████▍  | 924/1246 [08:36<02:08,  2.50it/s]
Testing:  74%|███████▍  | 925/1246 [08:37<01:59,  2.69it/s]
Testing:  74%|███████▍  | 926/1246 [08:37<01:51,  2.87it/s]
Testing:  74%|███████▍  | 927/1246 [08:37<01:46,  3.01it/s]
Testing:  74%|███████▍  | 928/1246 [08:38<01:56,  2.73it/s]
Testing:  75%|███████▍  | 929/1246 [08:38<02:05,  2.53it/s]
Testing:  75%|███████▍  | 930/1246 [08:39<02:20,  2.25it/s]
Testing:  75%|███████▍  | 931/1246 [08:39<02:21,  2.23it/s]
Testing:  75%|███████▍  | 932/1246 [08:39<02:14,  2.33it/s]
Testing:  75%|███████▍  | 933/1246 [08:40<03:10,  1.65it/s]
Testing:  75%|███████▍  | 934/1246 [08:41<03:20,  1.55it/s]
Testing:  75%|███████▌  | 935/1246 [08:42<03:56,  1.32it/s]
Testing:  75%|███████▌  | 936/1246 [08:43<03:22,  1.53it/s]
Testing:  75%|███████▌  | 937/1246 [08:43<02:50,  1.81it/s]
Testing:  75%|███████▌  | 938/1246 [08:44<02:57,  1.73it/s]
Testing:  75%|███████▌  | 939/1246 [08:44<02:40,  1.92it/s]
Testing:  75%|███████▌  | 940/1246 [08:45<03:10,  1.61it/s]
Testing:  76%|███████▌  | 941/1246 [08:45<02:56,  1.73it/s]
Testing:  76%|███████▌  | 942/1246 [08:46<03:00,  1.68it/s]
Testing:  76%|███████▌  | 943/1246 [08:47<03:31,  1.43it/s]
Testing:  76%|███████▌  | 944/1246 [08:47<03:13,  1.56it/s]
Testing:  76%|███████▌  | 945/1246 [08:48<03:15,  1.54it/s]
Testing:  76%|███████▌  | 946/1246 [08:49<03:21,  1.49it/s]
Testing:  76%|███████▌  | 947/1246 [08:49<03:24,  1.46it/s]
Testing:  76%|███████▌  | 948/1246 [08:50<02:51,  1.74it/s]
Testing:  76%|███████▌  | 949/1246 [08:50<02:41,  1.84it/s]
Testing:  76%|███████▌  | 950/1246 [08:51<02:21,  2.10it/s]
Testing:  76%|███████▋  | 951/1246 [08:51<02:20,  2.09it/s]
Testing:  76%|███████▋  | 952/1246 [08:51<01:51,  2.65it/s]
Testing:  76%|███████▋  | 953/1246 [08:52<01:42,  2.85it/s]
Testing:  77%|███████▋  | 954/1246 [08:52<01:51,  2.63it/s]
Testing:  77%|███████▋  | 955/1246 [08:52<01:43,  2.80it/s]
Testing:  77%|███████▋  | 956/1246 [08:53<02:19,  2.07it/s]
Testing:  77%|███████▋  | 957/1246 [08:54<02:18,  2.09it/s]
Testing:  77%|███████▋  | 958/1246 [08:54<02:24,  1.99it/s]
Testing:  77%|███████▋  | 959/1246 [08:54<02:08,  2.24it/s]
Testing:  77%|███████▋  | 960/1246 [08:55<02:36,  1.83it/s]
Testing:  77%|███████▋  | 961/1246 [08:56<03:31,  1.35it/s]
Testing:  77%|███████▋  | 962/1246 [08:57<03:38,  1.30it/s]
Testing:  77%|███████▋  | 963/1246 [08:58<03:32,  1.33it/s]
Testing:  77%|███████▋  | 964/1246 [08:58<02:55,  1.61it/s]
Testing:  77%|███████▋  | 965/1246 [08:59<03:09,  1.48it/s]
Testing:  78%|███████▊  | 966/1246 [08:59<02:52,  1.62it/s]
Testing:  78%|███████▊  | 967/1246 [09:00<02:50,  1.63it/s]
Testing:  78%|███████▊  | 968/1246 [09:01<03:06,  1.49it/s]
Testing:  78%|███████▊  | 969/1246 [09:01<02:51,  1.62it/s]
Testing:  78%|███████▊  | 970/1246 [09:02<03:26,  1.33it/s]
Testing:  78%|███████▊  | 971/1246 [09:03<03:18,  1.38it/s]
Testing:  78%|███████▊  | 972/1246 [09:04<02:50,  1.60it/s]
Testing:  78%|███████▊  | 973/1246 [09:04<02:54,  1.56it/s]
Testing:  78%|███████▊  | 974/1246 [09:05<02:33,  1.77it/s]
Testing:  78%|███████▊  | 975/1246 [09:05<02:43,  1.66it/s]
Testing:  78%|███████▊  | 976/1246 [09:06<02:19,  1.94it/s]
Testing:  78%|███████▊  | 977/1246 [09:06<02:14,  2.00it/s]
Testing:  78%|███████▊  | 978/1246 [09:07<02:23,  1.86it/s]
Testing:  79%|███████▊  | 979/1246 [09:07<02:24,  1.85it/s]
Testing:  79%|███████▊  | 980/1246 [09:08<02:04,  2.13it/s]
Testing:  79%|███████▊  | 981/1246 [09:08<02:02,  2.17it/s]
Testing:  79%|███████▉  | 982/1246 [09:08<01:50,  2.38it/s]
Testing:  79%|███████▉  | 983/1246 [09:09<02:27,  1.79it/s]
Testing:  79%|███████▉  | 984/1246 [09:10<02:26,  1.78it/s]
Testing:  79%|███████▉  | 985/1246 [09:10<02:05,  2.08it/s]
Testing:  79%|███████▉  | 986/1246 [09:11<02:35,  1.67it/s]
Testing:  79%|███████▉  | 987/1246 [09:12<03:14,  1.33it/s]
Testing:  79%|███████▉  | 988/1246 [09:13<03:12,  1.34it/s]
Testing:  79%|███████▉  | 989/1246 [09:13<02:50,  1.50it/s]
Testing:  79%|███████▉  | 990/1246 [09:14<03:13,  1.32it/s]
Testing:  80%|███████▉  | 991/1246 [09:15<02:40,  1.59it/s]
Testing:  80%|███████▉  | 992/1246 [09:15<02:15,  1.87it/s]
Testing:  80%|███████▉  | 993/1246 [09:15<02:10,  1.93it/s]
Testing:  80%|███████▉  | 994/1246 [09:16<02:00,  2.09it/s]
Testing:  80%|███████▉  | 995/1246 [09:16<01:53,  2.22it/s]
Testing:  80%|███████▉  | 996/1246 [09:17<02:09,  1.93it/s]
Testing:  80%|████████  | 997/1246 [09:18<03:13,  1.29it/s]
Testing:  80%|████████  | 998/1246 [09:19<03:15,  1.27it/s]
Testing:  80%|████████  | 999/1246 [09:20<03:03,  1.35it/s]
Testing:  80%|████████  | 1000/1246 [09:21<03:22,  1.22it/s]
Testing:  80%|████████  | 1001/1246 [09:21<02:44,  1.49it/s]
Testing:  80%|████████  | 1002/1246 [09:21<02:23,  1.70it/s]
Testing:  80%|████████  | 1003/1246 [09:22<02:12,  1.84it/s]
Testing:  81%|████████  | 1004/1246 [09:23<02:29,  1.62it/s]
Testing:  81%|████████  | 1005/1246 [09:23<02:07,  1.89it/s]
Testing:  81%|████████  | 1006/1246 [09:23<02:09,  1.85it/s]
Testing:  81%|████████  | 1007/1246 [09:24<02:25,  1.64it/s]
Testing:  81%|████████  | 1008/1246 [09:25<02:21,  1.68it/s]
Testing:  81%|████████  | 1009/1246 [09:26<02:34,  1.53it/s]
Testing:  81%|████████  | 1010/1246 [09:26<02:45,  1.42it/s]
Testing:  81%|████████  | 1011/1246 [09:27<02:29,  1.57it/s]
Testing:  81%|████████  | 1012/1246 [09:27<02:18,  1.69it/s]
Testing:  81%|████████▏ | 1013/1246 [09:28<02:09,  1.80it/s]
Testing:  81%|████████▏ | 1014/1246 [09:28<01:50,  2.10it/s]
Testing:  81%|████████▏ | 1015/1246 [09:29<02:12,  1.75it/s]
Testing:  82%|████████▏ | 1016/1246 [09:29<02:05,  1.84it/s]
Testing:  82%|████████▏ | 1017/1246 [09:30<02:04,  1.84it/s]
Testing:  82%|████████▏ | 1018/1246 [09:30<01:47,  2.13it/s]
Testing:  82%|████████▏ | 1019/1246 [09:31<02:08,  1.77it/s]
Testing:  82%|████████▏ | 1020/1246 [09:33<03:24,  1.11it/s]
Testing:  82%|████████▏ | 1021/1246 [09:33<02:43,  1.37it/s]
Testing:  82%|████████▏ | 1022/1246 [09:33<02:16,  1.64it/s]
Testing:  82%|████████▏ | 1023/1246 [09:34<02:17,  1.62it/s]
Testing:  82%|████████▏ | 1024/1246 [09:35<02:18,  1.60it/s]
Testing:  82%|████████▏ | 1025/1246 [09:35<01:56,  1.90it/s]
Testing:  82%|████████▏ | 1026/1246 [09:35<01:40,  2.19it/s]
Testing:  82%|████████▏ | 1027/1246 [09:36<02:01,  1.81it/s]
Testing:  83%|████████▎ | 1028/1246 [09:36<01:45,  2.06it/s]
Testing:  83%|████████▎ | 1029/1246 [09:37<01:44,  2.08it/s]
Testing:  83%|████████▎ | 1030/1246 [09:37<01:33,  2.31it/s]
Testing:  83%|████████▎ | 1031/1246 [09:38<02:01,  1.78it/s]
Testing:  83%|████████▎ | 1032/1246 [09:38<01:44,  2.05it/s]
Testing:  83%|████████▎ | 1033/1246 [09:39<01:54,  1.87it/s]
Testing:  83%|████████▎ | 1034/1246 [09:40<02:00,  1.76it/s]
Testing:  83%|████████▎ | 1035/1246 [09:40<02:14,  1.57it/s]
Testing:  83%|████████▎ | 1036/1246 [09:41<01:54,  1.84it/s]
Testing:  83%|████████▎ | 1037/1246 [09:41<01:59,  1.75it/s]
Testing:  83%|████████▎ | 1038/1246 [09:42<02:08,  1.62it/s]
Testing:  83%|████████▎ | 1039/1246 [09:42<01:53,  1.82it/s]
Testing:  83%|████████▎ | 1040/1246 [09:43<01:36,  2.12it/s]
Testing:  84%|████████▎ | 1041/1246 [09:43<01:25,  2.39it/s]
Testing:  84%|████████▎ | 1042/1246 [09:44<01:31,  2.22it/s]
Testing:  84%|████████▎ | 1043/1246 [09:44<01:31,  2.22it/s]
Testing:  84%|████████▍ | 1044/1246 [09:44<01:22,  2.44it/s]
Testing:  84%|████████▍ | 1045/1246 [09:45<01:33,  2.15it/s]
Testing:  84%|████████▍ | 1046/1246 [09:45<01:33,  2.13it/s]
Testing:  84%|████████▍ | 1047/1246 [09:46<01:29,  2.23it/s]
Testing:  84%|████████▍ | 1048/1246 [09:46<01:19,  2.49it/s]
Testing:  84%|████████▍ | 1049/1246 [09:46<01:13,  2.69it/s]
Testing:  84%|████████▍ | 1050/1246 [09:47<01:07,  2.91it/s]
Testing:  84%|████████▍ | 1051/1246 [09:47<01:13,  2.64it/s]
Testing:  84%|████████▍ | 1052/1246 [09:48<01:32,  2.10it/s]
Testing:  85%|████████▍ | 1053/1246 [09:48<01:32,  2.10it/s]
Testing:  85%|████████▍ | 1054/1246 [09:49<01:22,  2.33it/s]
Testing:  85%|████████▍ | 1055/1246 [09:49<01:24,  2.27it/s]
Testing:  85%|████████▍ | 1056/1246 [09:50<01:25,  2.22it/s]
Testing:  85%|████████▍ | 1057/1246 [09:50<01:36,  1.97it/s]
Testing:  85%|████████▍ | 1058/1246 [09:51<02:15,  1.39it/s]
Testing:  85%|████████▍ | 1059/1246 [09:53<02:51,  1.09it/s]
Testing:  85%|████████▌ | 1060/1246 [09:53<02:31,  1.22it/s]
Testing:  85%|████████▌ | 1061/1246 [09:54<02:16,  1.36it/s]
Testing:  85%|████████▌ | 1062/1246 [09:54<02:00,  1.52it/s]
Testing:  85%|████████▌ | 1063/1246 [09:55<01:41,  1.80it/s]
Testing:  85%|████████▌ | 1064/1246 [09:55<01:36,  1.89it/s]
Testing:  85%|████████▌ | 1065/1246 [09:56<01:32,  1.95it/s]
Testing:  86%|████████▌ | 1066/1246 [09:56<01:21,  2.20it/s]
Testing:  86%|████████▌ | 1067/1246 [09:57<01:30,  1.97it/s]
Testing:  86%|████████▌ | 1068/1246 [09:57<01:19,  2.23it/s]
Testing:  86%|████████▌ | 1069/1246 [09:58<01:29,  1.98it/s]
Testing:  86%|████████▌ | 1070/1246 [09:58<01:17,  2.27it/s]
Testing:  86%|████████▌ | 1071/1246 [09:58<01:17,  2.25it/s]
Testing:  86%|████████▌ | 1072/1246 [09:59<01:13,  2.38it/s]
Testing:  86%|████████▌ | 1073/1246 [09:59<01:30,  1.92it/s]
Testing:  86%|████████▌ | 1074/1246 [10:00<01:31,  1.89it/s]
Testing:  86%|████████▋ | 1075/1246 [10:00<01:25,  1.99it/s]
Testing:  86%|████████▋ | 1076/1246 [10:01<01:19,  2.14it/s]
Testing:  86%|████████▋ | 1077/1246 [10:02<01:34,  1.78it/s]
Testing:  87%|████████▋ | 1078/1246 [10:02<01:33,  1.79it/s]
Testing:  87%|████████▋ | 1079/1246 [10:03<01:24,  1.97it/s]
Testing:  87%|████████▋ | 1080/1246 [10:03<01:21,  2.05it/s]
Testing:  87%|████████▋ | 1081/1246 [10:04<01:39,  1.66it/s]
Testing:  87%|████████▋ | 1082/1246 [10:04<01:28,  1.85it/s]
Testing:  87%|████████▋ | 1083/1246 [10:05<01:35,  1.71it/s]
Testing:  87%|████████▋ | 1084/1246 [10:05<01:28,  1.83it/s]
Testing:  87%|████████▋ | 1085/1246 [10:06<01:25,  1.89it/s]
Testing:  87%|████████▋ | 1086/1246 [10:06<01:21,  1.95it/s]
Testing:  87%|████████▋ | 1087/1246 [10:07<01:31,  1.74it/s]
Testing:  87%|████████▋ | 1088/1246 [10:08<01:26,  1.82it/s]
Testing:  87%|████████▋ | 1089/1246 [10:08<01:30,  1.73it/s]
Testing:  87%|████████▋ | 1090/1246 [10:09<01:33,  1.67it/s]
Testing:  88%|████████▊ | 1091/1246 [10:09<01:34,  1.64it/s]
Testing:  88%|████████▊ | 1092/1246 [10:10<01:24,  1.83it/s]
Testing:  88%|████████▊ | 1093/1246 [10:10<01:12,  2.11it/s]
Testing:  88%|████████▊ | 1094/1246 [10:11<01:06,  2.28it/s]
Testing:  88%|████████▊ | 1095/1246 [10:11<01:10,  2.14it/s]
Testing:  88%|████████▊ | 1096/1246 [10:12<01:08,  2.18it/s]
Testing:  88%|████████▊ | 1097/1246 [10:13<01:45,  1.41it/s]
Testing:  88%|████████▊ | 1098/1246 [10:13<01:31,  1.61it/s]
Testing:  88%|████████▊ | 1099/1246 [10:14<01:24,  1.73it/s]
Testing:  88%|████████▊ | 1100/1246 [10:14<01:16,  1.91it/s]
Testing:  88%|████████▊ | 1101/1246 [10:14<01:06,  2.19it/s]
Testing:  88%|████████▊ | 1102/1246 [10:15<00:58,  2.47it/s]
Testing:  89%|████████▊ | 1103/1246 [10:15<00:52,  2.71it/s]
Testing:  89%|████████▊ | 1104/1246 [10:16<00:59,  2.40it/s]
Testing:  89%|████████▊ | 1105/1246 [10:17<01:28,  1.59it/s]
Testing:  89%|████████▉ | 1106/1246 [10:17<01:30,  1.55it/s]
Testing:  89%|████████▉ | 1107/1246 [10:18<01:16,  1.81it/s]
Testing:  89%|████████▉ | 1108/1246 [10:18<01:08,  2.00it/s]
Testing:  89%|████████▉ | 1109/1246 [10:19<01:16,  1.79it/s]
Testing:  89%|████████▉ | 1110/1246 [10:19<01:06,  2.06it/s]
Testing:  89%|████████▉ | 1111/1246 [10:19<00:58,  2.31it/s]
Testing:  89%|████████▉ | 1112/1246 [10:20<01:02,  2.13it/s]
Testing:  89%|████████▉ | 1113/1246 [10:20<01:02,  2.12it/s]
Testing:  89%|████████▉ | 1114/1246 [10:21<01:05,  2.02it/s]
Testing:  89%|████████▉ | 1115/1246 [10:21<00:57,  2.28it/s]
Testing:  90%|████████▉ | 1116/1246 [10:22<01:03,  2.04it/s]
Testing:  90%|████████▉ | 1117/1246 [10:22<00:57,  2.25it/s]
Testing:  90%|████████▉ | 1118/1246 [10:23<01:04,  2.00it/s]
Testing:  90%|████████▉ | 1119/1246 [10:23<01:02,  2.04it/s]
Testing:  90%|████████▉ | 1120/1246 [10:24<01:03,  1.97it/s]
Testing:  90%|████████▉ | 1121/1246 [10:24<01:01,  2.04it/s]
Testing:  90%|█████████ | 1122/1246 [10:25<00:59,  2.09it/s]
Testing:  90%|█████████ | 1123/1246 [10:25<01:06,  1.84it/s]
Testing:  90%|█████████ | 1124/1246 [10:26<01:24,  1.44it/s]
Testing:  90%|█████████ | 1125/1246 [10:27<01:16,  1.59it/s]
Testing:  90%|█████████ | 1126/1246 [10:27<01:10,  1.71it/s]
Testing:  90%|█████████ | 1127/1246 [10:28<01:00,  1.98it/s]
Testing:  91%|█████████ | 1128/1246 [10:28<00:58,  2.01it/s]
Testing:  91%|█████████ | 1129/1246 [10:29<00:52,  2.24it/s]
Testing:  91%|█████████ | 1130/1246 [10:29<01:03,  1.82it/s]
Testing:  91%|█████████ | 1131/1246 [10:29<00:49,  2.32it/s]
Testing:  91%|█████████ | 1132/1246 [10:33<02:40,  1.40s/it]
Testing:  91%|█████████ | 1133/1246 [10:34<02:03,  1.09s/it]
Testing:  91%|█████████ | 1134/1246 [10:34<01:44,  1.07it/s]
Testing:  91%|█████████ | 1135/1246 [10:34<01:23,  1.33it/s]
Testing:  91%|█████████ | 1136/1246 [10:35<01:13,  1.49it/s]
Testing:  91%|█████████▏| 1137/1246 [10:36<01:12,  1.51it/s]
Testing:  91%|█████████▏| 1138/1246 [10:36<01:02,  1.72it/s]
Testing:  91%|█████████▏| 1139/1246 [10:36<01:00,  1.77it/s]
Testing:  91%|█████████▏| 1140/1246 [10:37<00:56,  1.88it/s]
Testing:  92%|█████████▏| 1141/1246 [10:38<01:04,  1.63it/s]
Testing:  92%|█████████▏| 1142/1246 [10:38<00:54,  1.91it/s]
Testing:  92%|█████████▏| 1143/1246 [10:39<00:52,  1.96it/s]
Testing:  92%|█████████▏| 1144/1246 [10:39<00:47,  2.13it/s]
Testing:  92%|█████████▏| 1145/1246 [10:39<00:46,  2.15it/s]
Testing:  92%|█████████▏| 1146/1246 [10:40<00:43,  2.30it/s]
Testing:  92%|█████████▏| 1147/1246 [10:41<00:58,  1.70it/s]
Testing:  92%|█████████▏| 1148/1246 [10:41<00:54,  1.79it/s]
Testing:  92%|█████████▏| 1149/1246 [10:42<00:51,  1.87it/s]
Testing:  92%|█████████▏| 1150/1246 [10:43<01:03,  1.52it/s]
Testing:  92%|█████████▏| 1151/1246 [10:43<00:53,  1.78it/s]
Testing:  92%|█████████▏| 1152/1246 [10:43<00:48,  1.95it/s]
Testing:  93%|█████████▎| 1153/1246 [10:44<00:43,  2.13it/s]
Testing:  93%|█████████▎| 1154/1246 [10:44<00:46,  1.97it/s]
Testing:  93%|█████████▎| 1155/1246 [10:45<00:45,  2.00it/s]
Testing:  93%|█████████▎| 1156/1246 [10:45<00:48,  1.84it/s]
Testing:  93%|█████████▎| 1157/1246 [10:46<00:49,  1.81it/s]
Testing:  93%|█████████▎| 1158/1246 [10:46<00:46,  1.90it/s]
Testing:  93%|█████████▎| 1159/1246 [10:47<00:35,  2.44it/s]
Testing:  93%|█████████▎| 1160/1246 [10:47<00:42,  2.03it/s]
Testing:  93%|█████████▎| 1161/1246 [10:48<00:45,  1.88it/s]
Testing:  93%|█████████▎| 1162/1246 [10:48<00:38,  2.17it/s]
Testing:  93%|█████████▎| 1163/1246 [10:49<00:38,  2.17it/s]
Testing:  93%|█████████▎| 1164/1246 [10:49<00:33,  2.42it/s]
Testing:  93%|█████████▎| 1165/1246 [10:49<00:34,  2.37it/s]
Testing:  94%|█████████▎| 1166/1246 [10:50<00:40,  1.97it/s]
Testing:  94%|█████████▎| 1167/1246 [10:50<00:35,  2.24it/s]
Testing:  94%|█████████▎| 1168/1246 [10:51<00:31,  2.51it/s]
Testing:  94%|█████████▍| 1169/1246 [10:51<00:35,  2.15it/s]
Testing:  94%|█████████▍| 1170/1246 [10:52<00:32,  2.36it/s]
Testing:  94%|█████████▍| 1171/1246 [10:52<00:32,  2.27it/s]
Testing:  94%|█████████▍| 1172/1246 [10:53<00:31,  2.33it/s]
Testing:  94%|█████████▍| 1173/1246 [10:53<00:29,  2.44it/s]
Testing:  94%|█████████▍| 1174/1246 [10:53<00:30,  2.36it/s]
Testing:  94%|█████████▍| 1175/1246 [10:54<00:27,  2.62it/s]
Testing:  94%|█████████▍| 1176/1246 [10:54<00:25,  2.79it/s]
Testing:  94%|█████████▍| 1177/1246 [10:54<00:28,  2.41it/s]
Testing:  95%|█████████▍| 1178/1246 [10:55<00:26,  2.60it/s]
Testing:  95%|█████████▍| 1179/1246 [10:55<00:27,  2.48it/s]
Testing:  95%|█████████▍| 1180/1246 [10:56<00:28,  2.34it/s]
Testing:  95%|█████████▍| 1181/1246 [10:56<00:27,  2.39it/s]
Testing:  95%|█████████▍| 1182/1246 [10:57<00:39,  1.60it/s]
Testing:  95%|█████████▍| 1183/1246 [10:58<00:33,  1.86it/s]
Testing:  95%|█████████▌| 1184/1246 [10:58<00:39,  1.58it/s]
Testing:  95%|█████████▌| 1185/1246 [10:59<00:38,  1.58it/s]
Testing:  95%|█████████▌| 1186/1246 [11:00<00:38,  1.54it/s]
Testing:  95%|█████████▌| 1187/1246 [11:01<00:40,  1.45it/s]
Testing:  95%|█████████▌| 1188/1246 [11:01<00:33,  1.71it/s]
Testing:  95%|█████████▌| 1189/1246 [11:01<00:30,  1.88it/s]
Testing:  96%|█████████▌| 1190/1246 [11:02<00:31,  1.79it/s]
Testing:  96%|█████████▌| 1191/1246 [11:02<00:28,  1.90it/s]
Testing:  96%|█████████▌| 1192/1246 [11:03<00:25,  2.09it/s]
Testing:  96%|█████████▌| 1193/1246 [11:03<00:24,  2.13it/s]
Testing:  96%|█████████▌| 1194/1246 [11:04<00:27,  1.86it/s]
Testing:  96%|█████████▌| 1195/1246 [11:04<00:28,  1.76it/s]
Testing:  96%|█████████▌| 1196/1246 [11:05<00:29,  1.69it/s]
Testing:  96%|█████████▌| 1197/1246 [11:06<00:30,  1.59it/s]
Testing:  96%|█████████▌| 1198/1246 [11:06<00:27,  1.72it/s]
Testing:  96%|█████████▌| 1199/1246 [11:07<00:25,  1.83it/s]
Testing:  96%|█████████▋| 1200/1246 [11:07<00:23,  1.93it/s]
Testing:  96%|█████████▋| 1201/1246 [11:08<00:20,  2.18it/s]
Testing:  96%|█████████▋| 1202/1246 [11:08<00:19,  2.30it/s]
Testing:  97%|█████████▋| 1203/1246 [11:08<00:16,  2.56it/s]
Testing:  97%|█████████▋| 1204/1246 [11:09<00:21,  1.98it/s]
Testing:  97%|█████████▋| 1205/1246 [11:10<00:20,  1.99it/s]
Testing:  97%|█████████▋| 1206/1246 [11:10<00:18,  2.12it/s]
Testing:  97%|█████████▋| 1207/1246 [11:11<00:21,  1.86it/s]
Testing:  97%|█████████▋| 1208/1246 [11:12<00:31,  1.20it/s]
Testing:  97%|█████████▋| 1209/1246 [11:13<00:30,  1.21it/s]
Testing:  97%|█████████▋| 1210/1246 [11:14<00:28,  1.28it/s]
Testing:  97%|█████████▋| 1211/1246 [11:14<00:25,  1.35it/s]
Testing:  97%|█████████▋| 1212/1246 [11:15<00:24,  1.40it/s]
Testing:  97%|█████████▋| 1213/1246 [11:15<00:20,  1.58it/s]
Testing:  97%|█████████▋| 1214/1246 [11:16<00:20,  1.59it/s]
Testing:  98%|█████████▊| 1215/1246 [11:17<00:19,  1.60it/s]
Testing:  98%|█████████▊| 1216/1246 [11:17<00:18,  1.61it/s]
Testing:  98%|█████████▊| 1217/1246 [11:18<00:15,  1.89it/s]
Testing:  98%|█████████▊| 1218/1246 [11:18<00:14,  1.89it/s]
Testing:  98%|█████████▊| 1219/1246 [11:18<00:12,  2.18it/s]
Testing:  98%|█████████▊| 1220/1246 [11:19<00:11,  2.30it/s]
Testing:  98%|█████████▊| 1221/1246 [11:19<00:11,  2.27it/s]
Testing:  98%|█████████▊| 1222/1246 [11:19<00:09,  2.55it/s]
Testing:  98%|█████████▊| 1223/1246 [11:20<00:11,  1.98it/s]
Testing:  98%|█████████▊| 1224/1246 [11:21<00:10,  2.00it/s]
Testing:  98%|█████████▊| 1225/1246 [11:21<00:10,  2.04it/s]
Testing:  98%|█████████▊| 1226/1246 [11:22<00:10,  1.87it/s]
Testing:  98%|█████████▊| 1227/1246 [11:23<00:11,  1.69it/s]
Testing:  99%|█████████▊| 1228/1246 [11:23<00:09,  1.81it/s]
Testing:  99%|█████████▊| 1229/1246 [11:24<00:09,  1.82it/s]
Testing:  99%|█████████▊| 1230/1246 [11:24<00:09,  1.76it/s]
Testing:  99%|█████████▉| 1231/1246 [11:25<00:07,  1.96it/s]
Testing:  99%|█████████▉| 1232/1246 [11:25<00:08,  1.63it/s]
Testing:  99%|█████████▉| 1233/1246 [11:26<00:08,  1.61it/s]
Testing:  99%|█████████▉| 1234/1246 [11:27<00:06,  1.72it/s]
Testing:  99%|█████████▉| 1235/1246 [11:27<00:06,  1.83it/s]
Testing:  99%|█████████▉| 1236/1246 [11:28<00:06,  1.47it/s]
Testing:  99%|█████████▉| 1237/1246 [11:28<00:05,  1.62it/s]
Testing:  99%|█████████▉| 1238/1246 [11:29<00:04,  1.81it/s]
Testing:  99%|█████████▉| 1239/1246 [11:29<00:03,  1.88it/s]
Testing: 100%|█████████▉| 1240/1246 [11:30<00:02,  2.15it/s]
Testing: 100%|█████████▉| 1241/1246 [11:31<00:03,  1.64it/s]
Testing: 100%|█████████▉| 1242/1246 [11:31<00:02,  1.74it/s]
Testing: 100%|█████████▉| 1243/1246 [11:32<00:01,  1.67it/s]
Testing: 100%|█████████▉| 1244/1246 [11:32<00:01,  1.78it/s]
Testing: 100%|█████████▉| 1245/1246 [11:33<00:00,  2.04it/s]
Testing: 100%|██████████| 1246/1246 [11:33<00:00,  1.79it/s]
Testing: 100%|██████████| 1246/1246 [11:33<00:00,  1.80it/s]
+
+============================================================
+LOGO DETECTION TEST RESULTS
+============================================================
+
+Configuration:
+  Reference logos sampled:   50
+  Refs per logo:             3
+  Total reference embeddings:150
+  Positive samples per logo: 5
+  Negative samples per logo: 20
+  Test images processed:     1246
+  CLIP similarity threshold: 0.75
+  DETR confidence threshold: 0.5
+  Matching method:           multi-ref
+  Matching margin:           0.05
+  Min matching refs:         1
+  Similarity aggregation:    mean
+  Random seed:               42
+
+Metrics:
+  True Positives (correct matches):  144
+  False Positives (wrong matches):   237
+  False Negatives (missed logos):    126
+  Total expected matches:            249
+
+Scores:
+  Precision: 0.3780 (37.8%)
+  Recall:    0.5783 (57.8%)
+  F1 Score:  0.4571 (45.7%)
+
+Example False Positives (first 5):
+  - Image: Transportation/lifan-1/18.jpg
+    Matched: yutong-1 (similarity: 0.813)
+  - Image: Food/Bubba_Gump_Shrimp_Company/25.jpg
+    Matched: Bubba Gump Shrimp Company (similarity: 0.873)
+  - Image: Electronic/Hanimex/85.jpg
+    Matched: ITS-1 (similarity: 0.759)
+  - Image: Medical/perdolan/35.jpg
+    Matched: KooGa (similarity: 0.817)
+  - Image: Others/coles/44.jpg
+    Matched: E-CLOTH (similarity: 0.798)
+
+Reference logos used (50):
+  - A. Marinelli
+  - AKOO
+  - AOKANG
+  - Avlon
+  - Braddington Young
+  - Bubba Gump Shrimp Company
+  - Caffe Pascucci
+  - Caribou Coffee
+  - Carlos Torano
+  - Carola
+  - Carolina Herrera
+  - Colman's
+  - E-CLOTH
+  - EskinoL
+  - Fruit Selection Yogurt
+  - Georgia Boot
+  - Gulf Oil
+  - Hooters
+  - Hovis
+  - I Can't Believe It's Not Butter
+  ... and 30 more
+============================================================
+
+============================================================
+SIMILARITY DISTRIBUTION ANALYSIS
+============================================================
+
+TRUE POSITIVE similarities (correct matches) (n=144):
+  Min:    0.7519
+  Max:    0.9685
+  Mean:   0.8534
+  StdDev: 0.0590
+  Median: 0.8565
+  P10:    0.7712
+  P25:    0.8041
+  P75:    0.9059
+  P90:    0.9322
+  Above threshold (0.75): 144 (100.0%)
+  Below threshold (0.75): 0 (0.0%)
+
+FALSE POSITIVE similarities (wrong matches) (n=237):
+  Min:    0.7502
+  Max:    0.9042
+  Mean:   0.7870
+  StdDev: 0.0313
+  Median: 0.7815
+  P10:    0.7551
+  P25:    0.7598
+  P75:    0.8043
+  P90:    0.8320
+  Above threshold (0.75): 237 (100.0%)
+  Below threshold (0.75): 0 (0.0%)
+
+MISSED LOGO best similarities (false negatives) (n=126):
+  Min:    0.4303
+  Max:    0.9882
+  Mean:   0.7110
+  StdDev: 0.1172
+  Median: 0.7295
+  P10:    0.5474
+  P25:    0.6226
+  P75:    0.7871
+  P90:    0.8569
+  Above threshold (0.75): 55 (43.7%)
+  Below threshold (0.75): 71 (56.3%)
+
+ALL similarities to CORRECT logos (per-ref) (n=1827):
+  Min:    0.1785
+  Max:    0.9936
+  Mean:   0.6367
+  StdDev: 0.1664
+  Median: 0.6126
+  P10:    0.4307
+  P25:    0.5120
+  P75:    0.7632
+  P90:    0.8826
+  Above threshold (0.75): 492 (26.9%)
+  Below threshold (0.75): 1335 (73.1%)
+
+ALL similarities to WRONG logos (per-ref) (n=425523):
+  Min:    -0.0806
+  Max:    0.9702
+  Mean:   0.4370
+  StdDev: 0.1229
+  Median: 0.4385
+  P10:    0.2777
+  P25:    0.3551
+  P75:    0.5193
+  P90:    0.5926
+  Above threshold (0.75): 2483 (0.6%)
+  Below threshold (0.75): 423040 (99.4%)
+
+----------------------------------------
+OVERLAP ANALYSIS:
+  True Positives range:  [0.7519, 0.9685]
+  False Positives range: [0.7502, 0.9042]
+  OVERLAP REGION:        [0.7519, 0.9042]
+  TPs in overlap: 106 (73.6%)
+  FPs in overlap: 228 (96.2%)
+
+  SUGGESTED OPTIMAL THRESHOLD: 0.8189
+  (would give F1 = 0.7189 on this data)
+
+----------------------------------------
+SAMPLE DETECTION DETAILS (first 20 of 2849):
+
+  [1] Image: Transportation/lifan-1/18.jpg
+      Expected: ['lifan-1']
+      DETR score: 0.939
+      Top 5 matches:
+        0.8765  lifan-1 <-- CORRECT
+        0.6057  yutong-1
+        0.5524  timbuk2-1
+        0.5381  jetbeam
+        0.5297  ITS-1
+
+  [2] Image: Transportation/lifan-1/18.jpg
+      Expected: ['lifan-1']
+      DETR score: 0.807
+      Top 5 matches:
+        0.8125  yutong-1
+        0.5748  jetbeam
+        0.5631  gree-3
+        0.5579  AOKANG
+        0.5559  arrinera
+
+  [3] Image: Food/roy_rogers_restaurants/77.jpg
+      Expected: (none)
+      DETR score: 0.969
+      Top 5 matches:
+        0.5622  Georgia Boot
+        0.5154  I Can't Believe It's Not Butter
+        0.4958  Marvis
+        0.4870  Bubba Gump Shrimp Company
+        0.4539  Imo's Pizza
+
+  [4] Image: Others/basilisk/30.jpg
+      Expected: (none)
+      DETR score: 0.951
+      Top 5 matches:
+        0.4639  phillips petroleum
+        0.4508  montesierpe
+        0.4412  Georgia Boot
+        0.4302  Caribou Coffee
+        0.4054  surly bikes
+
+  [5] Image: Others/cofco/6.jpg
+      Expected: (none)
+      DETR score: 0.700
+      Top 5 matches:
+        0.7284  yutong-1
+        0.6689  taobao.com
+        0.6637  AOKANG
+        0.6518  KooGa
+        0.6202  AKOO
+
+  [6] Image: Others/cofco/6.jpg
+      Expected: (none)
+      DETR score: 0.645
+      Top 5 matches:
+        0.6575  gree-3
+        0.6574  EskinoL
+        0.5793  taobao.com
+        0.5770  yutong-1
+        0.5673  AOKANG
+
+  [7] Image: Transportation/speedway_llc/4.jpg
+      Expected: (none)
+      DETR score: 0.941
+      Top 5 matches:
+        0.5071  gree-3
+        0.4694  jetbeam
+        0.4668  Maggi
+        0.4544  xunxing
+        0.4332  timbuk2-1
+
+  [8] Image: Transportation/speedway_llc/4.jpg
+      Expected: (none)
+      DETR score: 0.609
+      Top 5 matches:
+        0.7219  KooGa
+        0.7015  E-CLOTH
+        0.6863  oso
+        0.6755  taobao.com
+        0.6635  timbuk2-1
+
+  [9] Image: Others/Johnson_Outdoors/21.jpg
+      Expected: ['Johnson Outdoors']
+      DETR score: 0.589
+      Top 5 matches:
+        0.8524  Johnson Outdoors <-- CORRECT
+        0.5733  oso
+        0.5652  Carolina Herrera
+        0.5646  war horse
+        0.5234  montane
+
+  [10] Image: Others/Johnson_Outdoors/21.jpg
+      Expected: ['Johnson Outdoors']
+      DETR score: 0.540
+      Top 5 matches:
+        0.7696  Braddington Young
+        0.7452  montane
+        0.7401  KooGa
+        0.7348  E-CLOTH
+        0.7145  AKOO
+
+  [11] Image: Others/Johnson_Outdoors/21.jpg
+      Expected: ['Johnson Outdoors']
+      DETR score: 0.536
+      Top 5 matches:
+        0.7097  timbuk2-1
+        0.6960  KooGa
+        0.6714  taobao.com
+        0.6695  EskinoL
+        0.6659  E-CLOTH
+
+  [12] Image: Transportation/Caloi/65.jpg
+      Expected: (none)
+      DETR score: 0.771
+      Top 5 matches:
+        0.7099  EskinoL
+        0.6725  timbuk2-1
+        0.6546  baby bullet
+        0.6510  KooGa
+        0.6211  jetbeam
+
+  [13] Image: Transportation/Caloi/65.jpg
+      Expected: (none)
+      DETR score: 0.659
+      Top 5 matches:
+        0.6809  KooGa
+        0.5861  E-CLOTH
+        0.5848  EskinoL
+        0.5753  timbuk2-1
+        0.5738  taza chocolate
+
+  [14] Image: Transportation/Caloi/65.jpg
+      Expected: (none)
+      DETR score: 0.627
+      Top 5 matches:
+        0.6931  EskinoL
+        0.6787  jetbeam
+        0.6445  surly bikes
+        0.6271  baby bullet
+        0.6198  taobao.com
+
+  [15] Image: Transportation/Caloi/65.jpg
+      Expected: (none)
+      DETR score: 0.548
+      Top 5 matches:
+        0.5975  gree-3
+        0.5968  KooGa
+        0.5955  la cocinera
+        0.5901  E-CLOTH
+        0.5884  EskinoL
+
+  [16] Image: Transportation/Caloi/65.jpg
+      Expected: (none)
+      DETR score: 0.515
+      Top 5 matches:
+        0.6712  lanidor
+        0.6420  E-CLOTH
+        0.6392  EskinoL
+        0.6204  Caribou Coffee
+        0.6190  montesierpe
+
+  [17] Image: Food/Bubba_Gump_Shrimp_Company/25.jpg
+      Expected: (none)
+      DETR score: 0.924
+      Top 5 matches:
+        0.8733  Bubba Gump Shrimp Company
+        0.5829  Georgia Boot
+        0.4572  Gulf Oil
+        0.4372  stacy adams-2
+        0.4273  xunxing
+
+  [18] Image: Transportation/pakistan_oilfields/43.jpg
+      Expected: (none)
+      DETR score: 0.867
+      Top 5 matches:
+        0.6250  lifan-1
+        0.6124  vpl
+        0.5953  E-CLOTH
+        0.5626  KooGa
+        0.5474  Avlon
+
+  [19] Image: Transportation/pakistan_oilfields/43.jpg
+      Expected: (none)
+      DETR score: 0.768
+      Top 5 matches:
+        0.6115  phillips petroleum
+        0.6054  Gulf Oil
+        0.5864  jetbeam
+        0.5697  la cocinera
+        0.5653  arrinera
+
+  [20] Image: Transportation/pakistan_oilfields/43.jpg
+      Expected: (none)
+      DETR score: 0.543
+      Top 5 matches:
+        0.7262  ITS-1
+        0.6388  Hooters
+        0.6094  yutong-1
+        0.5914  jetbeam
+        0.5822  Braddington Young
+
+============================================================
diff --git a/test_results_analysis.md b/test_results/test_results_analysis.md
similarity index 72%
rename from test_results_analysis.md
rename to test_results/test_results_analysis.md
index f7d3877..9a14c0e 100644
--- a/test_results_analysis.md
+++ b/test_results/test_results_analysis.md
@@ -346,6 +346,131 @@ DINOv2 Small produces over 3x as many false positives as true positives, making
 
 ---
 
+## Summary and Recommendations
+
+This section synthesizes findings from all test runs to provide actionable recommendations for logo detection configuration and future improvements.
+
+### Best Configuration
+
+Based on all tests conducted, the optimal configuration is:
+
+| Parameter | Recommended Value | Rationale |
+|-----------|-------------------|-----------|
+| **Embedding Model** | `openai/clip-vit-large-patch14` | 2x better F1 than DINOv2 alternatives |
+| **Matching Method** | `multi-ref` with max similarity | Best F1 (59.9%) and recall (77.0%) |
+| **Similarity Threshold** | 0.70 | Lower thresholds outperform higher ones |
+| **Margin** | 0.05 | Minimal impact; keep low to avoid rejecting valid matches |
+| **Min Matching Refs** | 3 | Provides better discrimination than threshold alone |
+| **Refs Per Logo** | 10 | More references improve robustness |
+| **DETR Threshold** | 0.50 | Standard detection confidence |
+
+### Performance Expectations
+
+With the recommended configuration:
+
+| Metric | Expected Value | Interpretation |
+|--------|----------------|----------------|
+| Precision | ~49% | About half of detections are correct |
+| Recall | ~77% | Finds most logos present in images |
+| F1 Score | ~60% | Moderate overall accuracy |
+| FP:TP Ratio | ~1:1 | Approximately equal true and false positives |
+
+**Important**: These results indicate the system is suitable for applications that can tolerate a high false positive rate, such as:
+- Initial screening with human review
+- Flagging content for further analysis
+- Low-stakes logo presence detection
+
+The system is **not suitable** for high-precision applications without additional filtering or verification steps.
+
+### Key Insights from Testing
+
+#### What Works
+
+1. **Multi-ref matching with max aggregation** consistently outperforms other methods
+2. **Multiple references per logo** (10) provides robustness against logo variations
+3. **min_matching_refs=3** is more effective at discrimination than threshold tuning
+4. **CLIP embeddings** significantly outperform self-supervised alternatives (DINOv2)
+
+#### What Doesn't Work
+
+1. **Raising similarity threshold** paradoxically increases false positives in the 0.70-0.85 range
+2. **Margin-only matching** fails with multiple references (same-logo refs compete)
+3. **DINOv2 models** produce 2-3x worse results than CLIP
+4. **Simple threshold-based matching** produces unacceptable 78:1 FP:TP ratio
+
+#### Limitations
+
+1. **~50% precision ceiling**: Even the best configuration produces nearly as many false positives as true positives
+2. **No clean threshold separation**: CLIP's embedding space doesn't provide clear decision boundaries for logos
+3. **General-purpose models**: Neither CLIP nor DINOv2 are optimized for fine-grained logo discrimination
+4. **Pipeline dependencies**: Results depend heavily on DETR detection quality
+
+### Recommendations for Future Improvements
+
+#### Short-Term Improvements
+
+| Improvement | Expected Impact | Effort |
+|-------------|-----------------|--------|
+| **Post-processing filters** | Reduce FP by 20-30% | Low |
+| Add color histogram matching | Filter matches with wrong colors | |
+| Add aspect ratio validation | Reject shape mismatches | |
+| Add text detection | Filter if expected text is missing | |
+| **Reference curation** | Improve TP by 10-20% | Low |
+| Remove low-quality references | Reduce noise in ref embeddings | |
+| Ensure diverse logo variants | Improve coverage | |
+| **Ensemble scoring** | Improve F1 by 10-15% | Medium |
+| Combine CLIP + color features | Multi-signal confidence | |
+| Weighted voting across refs | More robust aggregation | |
+
+#### Medium-Term Improvements
+
+| Improvement | Expected Impact | Effort |
+|-------------|-----------------|--------|
+| **Fine-tune CLIP on logos** | Improve F1 by 20-40% | Medium |
+| Contrastive training on logo pairs | Better embedding separation | |
+| Use LogoDet-3K for training data | Domain-specific features | |
+| **Alternative detection models** | Improve detection quality | Medium |
+| Test YOLOv8 for logo detection | Faster, potentially more accurate | |
+| Train custom detector on logo data | Better region proposals | |
+| **Learned similarity metric** | Improve precision by 30-50% | Medium |
+| Train siamese network for logo matching | Replace cosine similarity | |
+| Learn logo-specific distance function | Better discrimination | |
+
+#### Long-Term Improvements
+
+| Improvement | Expected Impact | Effort |
+|-------------|-----------------|--------|
+| **End-to-end logo recognition model** | F1 > 85% | High |
+| Single model for detection + recognition | Eliminate pipeline errors | |
+| Train on large-scale logo dataset | Comprehensive coverage | |
+| **Logo-specific foundation model** | F1 > 90% | High |
+| Pre-train on millions of logo images | Domain expertise | |
+| Fine-tune for specific brand sets | Production-ready accuracy | |
+
+### Decision Framework
+
+Use this framework to choose between precision and recall:
+
+| Use Case | Priority | Recommended Adjustments |
+|----------|----------|------------------------|
+| **Content moderation** | High recall | Use defaults; accept FPs for human review |
+| **Brand monitoring** | Balanced | Use defaults; filter obvious FPs |
+| **Automated licensing** | High precision | Use threshold=0.90; accept low recall |
+| **Search/discovery** | High recall | Lower threshold to 0.65; more refs |
+
+### Conclusion
+
+The current DETR + CLIP pipeline with multi-ref matching achieves moderate accuracy (~60% F1) that is suitable for screening applications but falls short of production requirements for automated decision-making. The fundamental limitation is that general-purpose vision models lack the fine-grained discrimination needed for logo recognition.
+
+**To achieve production-quality accuracy (>85% F1), the system requires:**
+1. A logo-specific embedding model (fine-tuned or trained from scratch)
+2. Additional visual features beyond CLIP embeddings
+3. Potentially an end-to-end architecture designed for logo recognition
+
+The test framework established here provides the foundation for evaluating these future improvements systematically.
+
+---
+
 ## Test Run: [Next Test Name]
 
 *Results pending...*
diff --git a/test_results/threshold_analysis/finetuned_thresholds_20260105_122213.txt b/test_results/threshold_analysis/finetuned_thresholds_20260105_122213.txt
new file mode 100644
index 0000000..23c45ff
--- /dev/null
+++ b/test_results/threshold_analysis/finetuned_thresholds_20260105_122213.txt
@@ -0,0 +1,20 @@
+============================================================
+THRESHOLD OPTIMIZATION RESULTS
+Model: finetuned (models/logo_detection/clip_finetuned)
+============================================================
+
+Threshold        TP       FP       FN     Prec   Recall       F1
+--------------------------------------------------------------------
+0.70            167      477      120    25.9%    67.1%    37.4%
+0.72            158      339      116    31.8%    63.5%    42.4%
+0.74            150      252      123    37.3%    60.2%    46.1%
+0.76            160      166      119    49.1%    64.3%    55.7%
+0.78            120      102      147    54.1%    48.2%    51.0%
+0.80            110       73      151    60.1%    44.2%    50.9%
+0.82            103       33      159    75.7%    41.4%    53.5%
+0.84             74       18      180    80.4%    29.7%    43.4%
+0.86             70        9      187    88.6%    28.1%    42.7%
+--------------------------------------------------------------------
+
+BEST THRESHOLD: 0.76 (F1 = 55.7%)
+
diff --git a/test_results/threshold_analysis/threshold_test_results.txt b/test_results/threshold_analysis/threshold_test_results.txt
new file mode 100644
index 0000000..45e2595
--- /dev/null
+++ b/test_results/threshold_analysis/threshold_test_results.txt
@@ -0,0 +1,193 @@
+Threshold Optimization Tests
+=============================
+Date: Fri Jan  2 10:11:34 AM MST 2026
+
+Common Parameters:
+  Matching method: multi-ref (max)
+  Reference logos: 20
+  Refs per logo: 10
+  Positive samples: 20
+  Negative samples: 100
+  Min matching refs: 3
+  Seed: 42
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Model: openai/clip-vit-large-patch14
+Method: Multi-ref (max, min_refs=3, margin=0.05)
+======================================================================
+Date: 2026-01-02 10:29:26
+
+Configuration:
+  Embedding model:           openai/clip-vit-large-patch14
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2358
+  Similarity threshold:      0.7
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      265
+  False Positives:     288
+  False Negatives:     141
+  Total Expected:      369
+
+Scores:
+  Precision:  0.4792 (47.9%)
+  Recall:     0.7182 (71.8%)
+  F1 Score:   0.5748 (57.5%)
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Model: openai/clip-vit-large-patch14
+Method: Multi-ref (max, min_refs=3, margin=0.05)
+======================================================================
+Date: 2026-01-02 10:47:35
+
+Configuration:
+  Embedding model:           openai/clip-vit-large-patch14
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2348
+  Similarity threshold:      0.8
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      233
+  False Positives:     472
+  False Negatives:     165
+  Total Expected:      369
+
+Scores:
+  Precision:  0.3305 (33.0%)
+  Recall:     0.6314 (63.1%)
+  F1 Score:   0.4339 (43.4%)
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Model: openai/clip-vit-large-patch14
+Method: Multi-ref (max, min_refs=3, margin=0.1)
+======================================================================
+Date: 2026-01-02 11:05:34
+
+Configuration:
+  Embedding model:           openai/clip-vit-large-patch14
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2357
+  Similarity threshold:      0.8
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      187
+  False Positives:     375
+  False Negatives:     208
+  Total Expected:      369
+
+Scores:
+  Precision:  0.3327 (33.3%)
+  Recall:     0.5068 (50.7%)
+  F1 Score:   0.4017 (40.2%)
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Model: openai/clip-vit-large-patch14
+Method: Multi-ref (max, min_refs=3, margin=0.1)
+======================================================================
+Date: 2026-01-02 11:23:33
+
+Configuration:
+  Embedding model:           openai/clip-vit-large-patch14
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2356
+  Similarity threshold:      0.85
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      160
+  False Positives:     434
+  False Negatives:     223
+  Total Expected:      369
+
+Scores:
+  Precision:  0.2694 (26.9%)
+  Recall:     0.4336 (43.4%)
+  F1 Score:   0.3323 (33.2%)
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Model: openai/clip-vit-large-patch14
+Method: Multi-ref (max, min_refs=3, margin=0.15)
+======================================================================
+Date: 2026-01-02 11:41:47
+
+Configuration:
+  Embedding model:           openai/clip-vit-large-patch14
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2359
+  Similarity threshold:      0.85
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:      163
+  False Positives:     410
+  False Negatives:     220
+  Total Expected:      369
+
+Scores:
+  Precision:  0.2845 (28.4%)
+  Recall:     0.4417 (44.2%)
+  F1 Score:   0.3461 (34.6%)
+
+======================================================================
+TEST: MULTI-REF MATCHING
+Model: openai/clip-vit-large-patch14
+Method: Multi-ref (max, min_refs=3, margin=0.15)
+======================================================================
+Date: 2026-01-02 12:00:00
+
+Configuration:
+  Embedding model:           openai/clip-vit-large-patch14
+  Reference logos:           20
+  Refs per logo:             10
+  Total reference embeddings:189
+  Positive samples/logo:     20
+  Negative samples/logo:     100
+  Test images processed:     2363
+  Similarity threshold:      0.9
+  DETR threshold:            0.5
+  Random seed:               42
+
+Results:
+  True Positives:       84
+  False Positives:      69
+  False Negatives:     288
+  Total Expected:      369
+
+Scores:
+  Precision:  0.5490 (54.9%)
+  Recall:     0.2276 (22.8%)
+  F1 Score:   0.3218 (32.2%)
+