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yolov5s6 not pretrained 1280size

This commit is contained in:
Jakub Pokrywka 2022-08-02 17:26:58 +00:00
parent c25ecdec1a
commit ab343fcf19
9 changed files with 1013 additions and 927 deletions
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1
code/code-merge-v6-no-pretrained/1_train.sh Normal file
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python ~/yolov5/train.py --img 1280 --project merge --name run --batch 64 --epochs 300 --data cfg.yaml --weights 'yolov5s6.pt' --cfg yolov5s.yaml --cache ram

6
code/code-merge-v6-no-pretrained/2_prediction.sh Normal file
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python ~/yolov5/detect.py --source ../../dev-0-dataset/images --weights ./merge/run/weights/best.pt --name dev-0 --project predictions --save-txt --max-det 50 --save-conf \
--conf-thres 0.2 --img 1280
python ~/yolov5/detect.py --source ../../test-A-dataset/images --weights ./merge/run/weights/best.pt --name test-A --project predictions --save-txt --max-det 50 --save-conf \
--conf-thres 0.2 --img 1280

10
code/code-merge-v6-no-pretrained/3_create_sub.sh Normal file
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for i in ./predictions/dev-0/labels/*txt ;do
python change_to_nonrelative.py $i $i-nonrelative &
done
wait
for i in ./predictions/test-A/labels/*txt ; do
python change_to_nonrelative.py $i $i-nonrelative &
done
wait

10
code/code-merge-v6-no-pretrained/4_create_sub_files.py Normal file
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# stworz format pliku wyjsciowego
for d in 'dev-0', 'test-A':
with open(f'../../{d}/in.tsv') as f_in, open(f'../../{d}/out.tsv','w') as f_out:
for line in f_in:
pred_path = f'predictions/{d}/labels/' + line.rstrip().replace('jpg','txt') + '-nonrelative'
try:
s = open(pred_path).read()
f_out.write(s + '\n')
except FileNotFoundError:
f_out.write('\n')

9
code/code-merge-v6-no-pretrained/cfg.yaml Normal file
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path: /mnt/gpu_data1/kubapok/news-navigator-annex/news-navigator # dataset root dir
train: train-dataset # train images (relative to 'path') 128 images
val: dev-0-dataset # val images (relative to 'path') 128 images
test: test-A-dataset # test images (optional)
# Classes
nc: 8 # number of classes
names: ['photograph', 'illustration', 'map', 'cartoon', 'editorial_cartoon', 'headline', 'advertisement', 'combined']

49
code/code-merge-v6-no-pretrained/change_to_nonrelative.py Normal file
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import sys
import cv2
from labels_list import labels_list
import subprocess
im_name = sys.argv[1].split('/')[-1].split('.')[0] + '.jpg'
if 'dev-0' in sys.argv[1]:
im_path = '../../dev-0-dataset/images/' + im_name
elif 'test-A' in sys.argv[1]:
im_path = '../../test-A-dataset/images/' + im_name
with open(sys.argv[1],'r') as f_in, open(sys.argv[2],'w') as f_out:
refs = []
# this is slower than code below
#dims = cv2.imread(im_path).shape
#bashCommand = f'file {im_path}'
#process = subprocess.Popen(bashCommand.split(), stdout=subprocess.PIPE)
#output, error = process.communicate()
#x_total, y_total = str(output).split(', ')[-2].split('x')
#y_total = int(y_total)
#x_total = int(x_total)
dims = cv2.imread(im_path).shape
bashCommand = f'file {im_path}'
process = subprocess.Popen(bashCommand.split(), stdout=subprocess.PIPE)
output, error = process.communicate()
x_total, y_total = str(output).split(', ')[-2].split('x')
y_total = int(y_total)
x_total = int(x_total)
for line_in in f_in:
cls, xcenter, ycenter, xwidth, ywidth, confidence = line_in.rstrip().split(' ')
cls = labels_list[int(cls)]
y_total, x_total, _ = dims
xcenter = float(xcenter) * x_total
ycenter = float(ycenter) * y_total
xwidth = float(xwidth) * x_total
ywidth = float(ywidth) * y_total
xmin = xcenter - xwidth/2
xmax = xcenter + xwidth/2
ymin = ycenter - ywidth/2
ymax = ycenter + ywidth/2
refs.append(cls + ':' + str(round(xmin)) + ',' + str(round(ymin)) + ',' + str(round(xmax)) + ',' + str(round(ymax)))
f_out.write(' '.join(refs))

1
code/code-merge-v6-no-pretrained/labels_list.py Normal file
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labels_list = ['photograph', 'illustration', 'map', 'cartoon', 'editorial_cartoon', 'headline', 'advertisement', 'combined']

430
dev-0/out.tsv
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cartoon:199,4262,900,6071 headline:4391,3736,5780,3922 headline:218,3717,1577,3933 map:199,4279,907,6081 illustration:4402,3758,5823,5634 headline:2311,3542,3683,4289 headline:223,773,1576,1107 headline:5056,2282,5757,2465 cartoon:1557,844,5075,3458 advertisement:213,6050,903,7044 advertisement:4383,5636,5764,7005 headline:5038,743,5739,1287
advertisement:23,3975,634,4508 advertisement:3362,4281,4740,6591 advertisement:3352,3733,4024,4007 cartoon:1298,386,3359,2405
headline:4060,2759,4603,2889 headline:3797,6002,4648,6140 advertisement:381,329,2899,3130 headline:2906,811,4628,1076 photograph:2925,2095,4069,3439 advertisement:106,4,3095,6844 headline:2950,4085,4610,4536
headline:4257,1231,4949,1375 photograph:1490,528,2223,1447 photograph:2791,543,3579,1510 photograph:2171,534,2927,2920 headline:817,4113,1506,4271 headline:1521,5356,2204,5563 headline:2207,4196,2884,4364 headline:143,5876,831,6097 headline:2206,4673,2893,4885 headline:823,3051,1518,3329 headline:2196,2895,2887,3193 advertisement:2880,1910,4928,4239 headline:1519,4699,2202,5004 advertisement:2206,5442,2879,5917 headline:3562,485,4982,997 advertisement:1519,5915,2890,6611 headline:104,477,1499,982 headline:120,3049,818,3534 headline:1503,1463,2188,2017 advertisement:2931,4296,4930,6596
headline:1634,3397,2298,3585 headline:3696,3848,4397,4051 headline:931,4579,1620,4875 headline:948,5482,1632,5772 headline:2350,5849,3025,6064 headline:3690,2700,4396,2976 headline:1633,4548,2311,4976 headline:1626,2287,2302,2710 headline:2306,2284,2993,2711 headline:2325,4560,3002,4982 headline:247,448,934,1210 headline:4388,401,5060,1182 photograph:955,438,3664,2289 headline:2991,2277,3693,2704 headline:3687,418,4381,1158 advertisement:3005,4471,5095,6693
headline:2967,7403,3882,7551 cartoon:3909,5897,6535,8989 headline:2095,8087,2961,8248 headline:286,581,3016,944 headline:2991,2567,3908,2740 headline:2978,4759,3882,4918 headline:5730,4651,6628,5119 headline:257,950,1154,1433 photograph:1190,873,2963,3491 headline:243,6291,1146,6784 headline:2974,3596,3907,3934 headline:1135,4652,2046,5137 headline:1143,3530,2037,4013 headline:2050,3535,2977,4029 headline:229,3271,1130,3769 advertisement:3978,551,6639,4613
photograph:265,389,4066,3169 headline:226,377,4067,708 photograph:1547,2250,2784,3291 advertisement:212,4776,1493,6282 advertisement:224,3021,1503,4828 advertisement:2788,3533,4076,5309 advertisement:1528,3348,2785,6252 advertisement:2788,5298,4067,6215
advertisement:2277,394,3295,1546 headline:145,7985,1195,8247 editorial_cartoon:4381,1117,6583,2588 headline:3343,8981,4404,9215 editorial_cartoon:4404,2608,6570,4532 headline:3340,7162,4414,7406 map:4434,4549,6556,6181 headline:3352,5925,4432,6123 headline:3358,5113,4412,5289 map:4417,2565,6568,4573 headline:137,3477,1176,4055 map:4398,1122,6580,2607 advertisement:165,396,2282,3448 advertisement:4406,6180,6564,10303
headline:1340,914,1997,1012 headline:4154,4898,4826,5030 headline:29,1422,591,1509 headline:1373,5757,2013,5867 map:2742,181,4747,2559 headline:14,2327,623,2421 headline:2029,235,2705,390 headline:23,3402,630,3496 editorial_cartoon:2720,166,4783,2600 headline:42,4691,626,4785 headline:2688,2589,4093,2780 headline:1345,4012,2033,4118 headline:664,5347,1335,5450 headline:624,224,1330,415
photograph:15,5098,1574,6561 illustration:3279,4867,4721,6560 photograph:2990,2069,4709,4895 photograph:29,3392,2019,5032 photograph:1500,1900,3331,3995 photograph:1697,397,4742,1980 photograph:15,404,1723,3421
headline:1630,191,2341,326 headline:4540,4785,5213,4907 headline:201,1679,884,1768 headline:2364,196,3048,305 headline:1637,1372,2326,1484 headline:212,3162,893,3306 headline:4509,2885,5224,3052 headline:3074,2878,4479,3142 headline:916,193,1625,439 editorial_cartoon:3086,137,5229,2894
headline:4810,3763,5712,3911 advertisement:4775,733,5675,2414 cartoon:3918,5803,6581,8955 advertisement:5727,4143,6648,4651 photograph:190,893,2010,3567 headline:4787,2596,5696,2951 headline:2081,7393,3005,7754 headline:3895,4956,4820,5301 headline:2050,3555,2946,3919 advertisement:294,8437,1177,8989 headline:158,4030,2038,4550 headline:2057,5299,2979,5665 headline:3865,2779,4784,3130 headline:3858,3882,4808,4233 headline:3857,1797,4780,2153 advertisement:5731,3428,6617,4152 headline:2963,4553,3892,4896 advertisement:246,7725,1153,8434 headline:2992,6796,3917,7280 headline:2981,5711,3896,6066 advertisement:5679,757,6567,2392 headline:2960,2733,3867,3233 headline:2951,722,3846,1550 headline:2038,727,2937,1486 advertisement:4792,4676,6670,5836
headline:3251,260,3878,425 headline:3248,1605,3888,1774 headline:710,679,1356,850 headline:1997,2439,2631,2617 headline:1365,3598,2650,3794 headline:708,277,1346,457 headline:1348,1654,2604,1829 headline:119,2689,1352,2865 advertisement:3914,4807,5196,6511 advertisement:2028,4770,2654,5382 headline:3874,258,4505,793 headline:66,265,707,721 advertisement:4508,1237,5166,2670 advertisement:2666,5168,3924,6487 advertisement:3284,3048,3892,4083 map:1348,296,3234,1650 advertisement:3909,2644,5191,4868 advertisement:1392,5379,2663,6446 advertisement:2668,4086,3911,5154
headline:1935,332,2499,501 headline:3040,5031,3621,5141 headline:3617,5146,4192,5262 headline:3621,4749,4198,4924 headline:1894,4825,2472,4989 advertisement:4194,5430,4774,5790 headline:197,325,1927,634 headline:2511,332,3652,546 photograph:1907,335,2504,1933 headline:2512,1649,3644,1868 headline:210,1185,1354,1392 headline:3623,3061,4221,3530 advertisement:4211,3095,4789,4180 advertisement:4197,4192,4766,5423 advertisement:3660,309,4784,2877 advertisement:239,2784,1875,5765
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photograph:4809,5799,6577,8773 headline:3071,2786,3942,3061 headline:3935,5105,4808,5572 headline:3070,3517,3946,4180 headline:2171,7332,3040,7988 headline:3948,574,4843,1223 advertisement:4844,572,6540,2612 headline:3054,4951,3929,5623 photograph:4821,3201,6529,5786 headline:3953,3239,4821,3912 headline:3932,6531,4804,7265 advertisement:393,512,2191,4165 headline:2201,562,3940,1232 advertisement:422,4414,2151,8805
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photograph:1668,840,5047,2482 photograph:4156,1980,5159,4851 photograph:3976,4620,5127,6616 photograph:277,5112,4012,6471 photograph:2098,2504,4168,3627 photograph:260,909,1750,2593 photograph:2074,3619,4182,5099 photograph:257,2560,2161,5082
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headline:974,329,1798,452 headline:200,204,993,323 photograph:181,114,964,2098 headline:232,2024,972,2173
editorial_cartoon:3081,1009,4460,2666 headline:1025,5580,1687,5677 headline:1003,6526,1682,6648 headline:3800,5459,4475,5555 headline:2383,1455,3069,1567 headline:3787,6533,4453,6642 headline:2392,4234,3069,4339 photograph:3058,1017,4465,2705 map:3045,956,4488,2741 headline:4466,978,5170,2108 headline:270,992,990,2162 headline:1698,2670,2382,3883 photograph:3778,4134,4469,5459 headline:3076,2703,3768,3845 photograph:1003,4308,1691,5612 photograph:989,1000,2381,2669
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photograph:1231,409,2488,2680 headline:623,238,2453,505 editorial_cartoon:1275,449,2439,2651 headline:554,245,2471,1201 headline:614,497,1269,1418 illustration:1262,444,2458,2676 headline:4336,1323,4962,1587 headline:2484,4504,3116,4701 headline:1876,4660,2490,4864 headline:37,5477,632,5770 headline:33,4296,637,4584 headline:2483,3599,3102,3873 headline:27,2976,628,3250 headline:2470,2226,3098,2495 headline:1863,3413,2485,3708 headline:2458,267,3086,691 headline:28,249,601,930 advertisement:1875,5313,3124,6404 photograph:628,3305,1871,5011 advertisement:3123,3268,5010,6481 advertisement:3737,2241,4969,3271
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advertisement:577,1259,1189,1546 advertisement:588,3276,1204,4030 advertisement:591,5190,1834,6378 advertisement:571,933,1191,1285 advertisement:1852,4410,3101,6440 advertisement:2460,2850,3079,4422 cartoon:3081,3389,3688,3980 cartoon:3737,3400,4926,4763 advertisement:572,311,1814,901 cartoon:3088,4010,3704,5039 cartoon:3087,2481,4295,3368 cartoon:4327,4807,4969,6328 cartoon:4314,2496,4940,3355 cartoon:3056,242,4947,2446 cartoon:3121,4999,4312,6377
headline:0,858,6346,1735 headline:3552,4374,4434,4698 headline:3565,7961,4455,8307 headline:1770,6967,2662,7328 headline:3563,7239,4452,7594 headline:52,1809,873,3598 headline:3561,5672,4445,6421 headline:5291,1770,6235,4456 headline:1770,5077,2649,5862 photograph:2658,1887,5336,4190 headline:1786,1798,2690,3607 headline:2665,6249,3558,7062 headline:4443,4196,5326,5793 headline:4453,6551,5328,7405 headline:879,4110,1760,4873 headline:879,6816,1759,7563 headline:2673,4201,3548,5906
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11 headline:1630,191,2341,326 headline:4540,4785,5213,4907 headline:201,1679,884,1768 headline:2364,196,3048,305 headline:1637,1372,2326,1484 headline:212,3162,893,3306 headline:4509,2885,5224,3052 headline:3074,2878,4479,3142 headline:916,193,1625,439 editorial_cartoon:3086,137,5229,2894 headline:2361,196,3063,326 headline:4509,2879,5225,3046 headline:1630,1377,2347,1497 editorial_cartoon:3039,187,5253,2865 headline:195,3163,901,3296 headline:3080,2876,4484,3154 headline:909,183,1624,442
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13 headline:3251,260,3878,425 headline:3248,1605,3888,1774 headline:710,679,1356,850 headline:1997,2439,2631,2617 headline:1365,3598,2650,3794 headline:708,277,1346,457 headline:1348,1654,2604,1829 headline:119,2689,1352,2865 advertisement:3914,4807,5196,6511 advertisement:2028,4770,2654,5382 headline:3874,258,4505,793 headline:66,265,707,721 advertisement:4508,1237,5166,2670 advertisement:2666,5168,3924,6487 advertisement:3284,3048,3892,4083 map:1348,296,3234,1650 advertisement:3909,2644,5191,4868 advertisement:1392,5379,2663,6446 advertisement:2668,4086,3911,5154 headline:1351,1647,2629,1828 headline:1376,3620,2663,3803 headline:53,2691,1395,2856 headline:715,681,1358,848 headline:3239,261,3877,423 headline:712,269,1348,453 advertisement:3901,2720,5183,4858 headline:3262,1606,3887,1776 headline:2006,2436,2633,2622 advertisement:3909,4835,5169,6520 advertisement:2024,4775,2653,5375 map:1335,240,3252,1649 headline:3878,252,4507,790 headline:67,270,709,730 advertisement:2689,5181,3926,6468 advertisement:3279,3039,3900,4087 advertisement:4520,1230,5161,2699 advertisement:1391,5378,2654,6460 advertisement:2671,4093,3913,5164
14 headline:1935,332,2499,501 headline:3040,5031,3621,5141 headline:3617,5146,4192,5262 headline:3621,4749,4198,4924 headline:1894,4825,2472,4989 advertisement:4194,5430,4774,5790 headline:197,325,1927,634 headline:2511,332,3652,546 photograph:1907,335,2504,1933 headline:2512,1649,3644,1868 headline:210,1185,1354,1392 headline:3623,3061,4221,3530 advertisement:4211,3095,4789,4180 advertisement:4197,4192,4766,5423 advertisement:3660,309,4784,2877 advertisement:239,2784,1875,5765 headline:3633,3073,4215,3521 advertisement:3618,5639,4179,5786 headline:776,2331,1331,2421 headline:3619,5637,4181,5767 photograph:1918,393,2502,1897 headline:2508,319,3632,525 headline:3044,5031,3618,5139 headline:1940,320,2504,493 headline:3621,5151,4196,5270 advertisement:4196,5433,4791,5783 headline:215,1185,1329,1396 headline:1904,4829,2481,4980 headline:195,331,1906,638 headline:3622,4750,4198,4931 headline:2489,1652,3641,1866 advertisement:4200,4193,4777,5442 advertisement:4220,3083,4791,4198 advertisement:3674,303,4765,2855 advertisement:173,2786,1918,5773
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16 headline:4600,260,5250,617 headline:4622,2832,5171,2936 headline:3315,1601,3945,1703 headline:155,4196,802,4398 headline:3948,1691,4568,1885 headline:161,5758,802,5948 headline:2062,1650,2693,1839 headline:1432,3818,2065,4006 advertisement:1444,4725,2043,6459 headline:166,5050,804,5257 headline:1432,3211,2069,3406 headline:1436,2489,2073,2700 headline:2696,286,3316,738 headline:3316,1012,3947,1203 photograph:2058,284,2703,1657 headline:3947,289,4577,745 headline:148,269,798,1058 advertisement:2015,2086,4672,6514 headline:794,274,2060,688 advertisement:2021,2146,4525,2536 advertisement:2053,2588,4637,6585 headline:3947,1693,4575,1898 advertisement:1458,4758,2029,6481 headline:153,5754,792,5956 headline:149,4200,799,4392 headline:1432,3208,2069,3408 headline:1425,2492,2071,2704 headline:3318,1014,3949,1214 headline:151,5051,799,5253 headline:1425,3811,2068,4015 headline:2063,1651,2683,1848 headline:151,267,794,1056 headline:3950,297,4580,751 headline:801,285,2064,696 headline:2681,288,3315,740 photograph:2064,276,2688,1635
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18 headline:1464,3683,2073,3886 headline:3941,3326,4562,3520 photograph:2092,5015,2702,6423 headline:1462,5405,2089,5598 headline:2708,4484,3328,4688 headline:3321,3818,3943,4021 headline:2083,4560,2700,4756 headline:3954,3851,4569,4052 headline:2710,5021,3322,5221 headline:840,3500,1453,3708 headline:2716,5543,3337,5734 headline:2082,4067,2694,4262 headline:3316,3109,3933,3315 headline:3315,1761,3934,2039 headline:832,273,1456,559 headline:2079,3105,2696,3387 headline:3928,255,4559,546 headline:2080,1761,2701,2045 headline:1457,272,2085,691 headline:194,5676,825,5969 headline:3930,1350,4550,1786 headline:1457,2309,2080,2742 headline:834,1536,1453,1972 headline:2703,1757,3314,2180 headline:1460,4203,2076,4620 headline:836,4196,1453,4624 advertisement:3957,4268,5168,6411 headline:4553,264,5149,993 headline:188,268,823,1006 photograph:2090,330,3924,1741 headline:2706,5552,3326,5735 headline:2708,5020,3326,5224 headline:3942,3853,4566,4051 headline:2699,4484,3325,4689 headline:830,3499,1461,3711 headline:3938,3325,4562,3519 headline:1465,5394,2087,5596 headline:1457,3682,2078,3884 headline:3316,3819,3939,4027 headline:2085,4063,2702,4266 headline:2086,4562,2700,4758 headline:3316,3107,3932,3317 headline:196,5675,833,5974 headline:3924,257,4547,545 headline:1455,272,2077,689 headline:2076,3101,2695,3396 headline:3307,1753,3931,2044 headline:2073,1756,2693,2044 headline:830,270,1453,559 headline:3928,1353,4548,1788 photograph:2097,5033,2704,6411 headline:2698,1761,3309,2184 headline:1454,2313,2077,2739 headline:1459,4210,2078,4619 headline:829,4205,1454,4626 headline:829,1531,1460,1970 advertisement:4071,4240,5134,6404 headline:193,258,834,1019 headline:4545,256,5141,1007 photograph:2062,311,3949,1747
19 headline:4369,468,5052,655 headline:4377,5399,5074,5580 headline:3686,3369,4382,3558 headline:2990,5345,3685,5524 headline:201,3075,896,3256 headline:907,3349,1593,3529 headline:4380,3790,5066,3966 headline:3683,5238,4377,5422 photograph:2264,496,3690,2434 headline:1603,2678,2291,2867 headline:5082,3164,5736,3346 headline:1604,5251,2299,5430 headline:5075,5663,5750,5846 headline:905,466,1600,1360 headline:1604,455,2297,1367 headline:5059,470,5750,1388 headline:3680,484,4366,1374 headline:204,455,902,1361 headline:4390,5400,5070,5581 headline:4374,471,5066,656 headline:2997,5349,3681,5526 headline:1604,5250,2289,5429 headline:5075,3162,5745,3347 headline:906,3351,1595,3529 headline:206,3077,903,3253 headline:3695,5245,4375,5422 headline:4381,3788,5073,3968 headline:3693,3365,4378,3552 headline:5074,5662,5742,5849 photograph:2233,477,3765,2534 headline:1596,2678,2286,2867 headline:905,458,1598,1361 headline:3684,461,4370,1381 headline:5060,461,5745,1393 headline:200,452,911,1368 headline:1597,459,2307,1371
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21 headline:2353,1889,2996,2223 headline:339,4390,1012,4815 headline:3679,1891,4306,2226 headline:2979,5130,3239,5604 photograph:3665,2259,4324,3307 photograph:1010,1969,1677,3699 photograph:2331,2191,3005,4019 headline:3660,3286,4317,3947 headline:2337,5607,2978,5973 headline:326,1872,1030,3252 headline:353,5115,1008,5606 headline:1007,3669,1677,4358 headline:4316,1892,4986,3282 headline:2342,4016,3006,4797 headline:1013,5058,1669,5722 headline:1681,4426,2330,5250 headline:1680,1864,2353,3267 headline:3013,1884,3680,3280 advertisement:3205,4078,5055,6272 headline:1008,4055,1683,4355 headline:1032,1881,1671,2224 headline:1004,3673,1680,4243 photograph:2349,2211,2996,4011 photograph:1023,2184,1690,3690 photograph:3676,2233,4322,3281 headline:2996,5117,3232,5609 headline:2369,1883,2999,2254 headline:3682,1895,4323,2235 headline:2346,5617,2999,5962 headline:359,4399,1017,4823 headline:4319,1879,5003,3261 headline:321,1856,1027,3255 headline:1682,4417,2345,5250 headline:352,5122,1016,5616 advertisement:3265,4062,5068,6277 headline:1021,5059,1682,5719 headline:2997,1865,3683,3268 headline:1680,1872,2358,3256 headline:3669,3296,4319,3937 headline:2345,4016,3005,4803
22 headline:982,5230,1864,5408 map:92,5719,1866,8728 photograph:2764,1944,3684,4016 headline:3676,1971,4569,2495 headline:4590,5203,5487,5574 headline:969,4316,1852,4796 photograph:2773,6300,4596,8776 headline:1864,4288,2764,4759 headline:2781,1954,3654,2622 headline:966,2900,1861,3395 headline:1859,1962,2772,2758 headline:1874,5122,2748,5859 photograph:168,336,4562,1950 advertisement:4548,426,6361,4878 headline:88,1965,971,2736 advertisement:4595,6147,6402,8800 illustration:76,5807,1866,8751 headline:2807,6315,4614,6590 photograph:2757,1974,3691,4739 headline:964,5234,1853,5422 headline:4592,5194,5497,5556 photograph:115,357,4609,1943 headline:3682,2061,4566,2482 photograph:2753,6306,4638,8774 headline:2773,1958,3678,2631 headline:1871,4285,2768,4761 headline:968,4329,1852,4795 headline:971,2914,1860,3387 headline:1864,5116,2776,5868 headline:76,1970,976,2715 advertisement:4542,364,6382,4862 headline:1870,1966,2773,2754 advertisement:4614,6200,6403,8780
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213 advertisement:4997,4354,5885,4733 illustration:2267,1674,3177,3719 headline:4997,7396,5893,7545 advertisement:4984,7364,5901,8480 advertisement:4974,6933,5907,7996 headline:4114,5199,4985,5509 advertisement:4078,4249,4992,5157 advertisement:4972,6989,5885,7407 headline:4088,7562,4962,7733 headline:3169,1020,4087,1285 advertisement:4061,561,4971,1066 advertisement:4956,3078,5886,3568 advertisement:4970,2647,5894,3087 advertisement:4091,943,4970,3018 advertisement:4977,5179,5886,5717 advertisement:4065,3805,4998,4283 advertisement:4984,6530,5890,7016 headline:507,584,1370,1451 advertisement:4069,3360,4979,3808 advertisement:4077,2943,4979,3376 advertisement:4990,5722,5892,6553 headline:3180,3525,4079,3805 advertisement:4972,4681,5886,5187 advertisement:4978,3582,5898,4362
214 advertisement:3314,2919,4047,3111 photograph:2586,2004,3313,3277 headline:1816,4153,2570,4413 headline:2569,3078,3333,3236 photograph:286,529,2800,2521 advertisement:3341,3586,4033,4423 advertisement:3317,3081,4048,3581 headline:360,3900,1105,4532
215 map:144,686,4969,4129 illustration:2591,3385,4924,6508 map:229,3312,2458,6184

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test-A/out.tsv
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