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yolov5s6 pretrained

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This commit is contained in:
Jakub Pokrywka 2022-08-02 13:18:36 +00:00
parent e5afcd857e
commit c25ecdec1a
9 changed files with 1013 additions and 927 deletions
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1
code/code-merge-v6/1_train.sh Normal file
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python ~/yolov5/train.py --img 640 --project merge --name run --batch 192 --epochs 300 --data cfg.yaml --weights 'yolov5s6.pt' --cfg yolov5s.yaml --cache ram

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code/code-merge-v6/2_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
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

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code/code-merge-v6/3_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

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code/code-merge-v6/4_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/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']

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code/code-merge-v6/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/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:204,4325,904,6043 advertisement:216,6057,888,7012 headline:224,6053,888,7015 headline:214,3721,1575,3929 headline:217,788,1573,1094 headline:5065,2285,5752,2469 cartoon:1542,792,5093,3510 headline:5038,746,5735,1296 advertisement:4413,5646,5770,6980 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:4035,3543,4689,4238 headline:663,1099,1298,1183 advertisement:3354,3739,4016,4008 advertisement:2669,5418,3343,6565 headline:3348,3736,4028,3997 advertisement:27,3956,646,4533 advertisement:3364,4253,4741,6577 cartoon:1305,322,3336,2429 advertisement:23,3975,634,4508 advertisement:3362,4281,4740,6591 advertisement:3352,3733,4024,4007 cartoon:1298,386,3359,2405
headline:2919,805,4578,1053 illustration:2924,2121,4081,3286 advertisement:334,3002,2929,7108 headline:2936,4104,4635,4522 advertisement:383,334,2892,3020 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
photograph:1545,424,3437,2918 photograph:2206,1287,2890,2913 headline:4265,1224,4974,1367 photograph:1513,537,2265,1437 headline:2881,1497,3565,1646 photograph:2791,547,3580,1500 headline:829,4113,1504,4257 headline:142,5877,826,6087 headline:2203,4196,2893,4355 headline:2202,4672,2889,4884 headline:1515,5353,2195,5559 headline:822,3051,1504,3328 headline:2194,2890,2886,3196 headline:1511,4701,2201,5003 advertisement:2204,5439,2887,5908 headline:1499,1456,2200,2022 advertisement:1511,5909,2895,6611 headline:119,3051,814,3533 headline:126,487,1485,993 headline:3580,484,4955,1005 advertisement:2922,1942,4948,4253 advertisement:2905,4262,4945,6613 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:2336,5843,3028,6066 headline:1622,3391,2300,3591 headline:930,4577,1622,4882 headline:3697,3846,4392,4053 headline:937,5483,1632,5778 headline:3698,2706,4379,2983 headline:238,447,951,1214 headline:2322,4557,3009,4978 headline:1628,4543,2321,4974 headline:4390,392,5052,1177 headline:2302,2285,2993,2703 headline:2989,2283,3695,2708 headline:1623,2288,2303,2707 headline:3684,400,4387,1173 photograph:943,409,3717,2303 advertisement:3019,4480,5069,6697 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:2988,2566,3909,2758 headline:321,615,2929,986 cartoon:3815,5751,6611,9095 headline:2979,4760,3889,4920 headline:5720,4641,6639,5116 headline:2974,3589,3896,3945 headline:255,6299,1147,6778 headline:1136,4656,2055,5139 headline:247,963,1175,1442 headline:245,3271,1131,3769 headline:2056,3537,2974,4030 headline:1135,3523,2045,4017 advertisement:3925,634,6660,4608 photograph:1187,741,2961,3520 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:244,741,1114,1471 photograph:1248,741,1950,1451 photograph:881,2229,1508,3033 advertisement:226,2672,858,3024 photograph:253,1505,846,2664 photograph:2801,1616,4102,3443 photograph:1531,2213,2787,3339 advertisement:220,4794,1516,6249 advertisement:1510,3354,2777,6248 advertisement:238,3026,1502,4812 advertisement:2780,5305,4070,6236 advertisement:2798,3552,4080,5289 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
headline:3314,8921,4391,9130 advertisement:2269,402,3352,1517 editorial_cartoon:4428,4549,6545,6094 headline:3364,5926,4382,6129 advertisement:2308,1358,3320,4462 headline:120,7959,1187,8308 map:4430,4535,6544,6125 headline:2261,383,3357,1518 editorial_cartoon:4431,2608,6568,4517 map:4383,1119,6562,2621 headline:143,3456,1187,4073 advertisement:4361,6196,6596,10263 advertisement:162,401,2247,3401 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:1370,5761,2024,5847 headline:4,2328,625,2413 headline:4138,4891,4832,5023 headline:1336,906,2026,995 headline:653,5345,1343,5448 headline:2020,228,2698,368 headline:62,4697,640,4790 headline:1358,4014,2035,4118 headline:618,230,1324,393 headline:2716,2599,4107,2789 editorial_cartoon:2742,174,4796,2588 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:3190,2063,4714,4816 photograph:3291,4904,4732,6551 photograph:1657,4013,3276,6578 photograph:1684,406,4747,2041 photograph:1576,1829,3263,3967 photograph:15,5083,1583,6574 photograph:0,363,1666,3418 photograph:0,3449,2069,5053 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:4532,4771,5232,4881 headline:1629,1376,2344,1501 headline:189,1678,889,1774 headline:202,3161,895,3307 headline:4511,2884,5215,3050 headline:915,194,1628,439 headline:3089,2880,4495,3161 editorial_cartoon:3090,159,5185,2900 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:4835,4664,6663,5839 cartoon:3964,6249,6557,8959 photograph:183,808,2033,4036 advertisement:4830,4680,6651,5857 advertisement:5719,4153,6642,4646 advertisement:251,8452,1164,8973 advertisement:5678,758,6572,2361 headline:4788,2607,5690,2942 headline:3896,4960,4812,5298 headline:2047,3561,2950,3926 headline:2080,7399,2995,7744 headline:2996,6796,3914,7288 headline:2052,5308,2982,5656 headline:2977,5712,3899,6067 headline:3862,1801,4773,2151 headline:3868,2779,4777,3128 headline:2948,2746,3864,3228 headline:180,4045,2057,4523 advertisement:5725,3440,6623,4149 headline:2967,4553,3886,4897 headline:3874,3881,4796,4237 advertisement:258,7744,1147,8406 advertisement:4777,721,5661,2410 headline:2036,726,2932,1486 headline:2936,719,3862,1545 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
editorial_cartoon:1364,293,3250,1641 headline:1384,3614,2630,3791 headline:710,264,1348,461 map:1384,296,3226,1626 headline:3237,254,3870,425 headline:712,681,1361,859 headline:3252,1602,3887,1778 headline:1998,2431,2631,2625 headline:1339,1653,2603,1830 headline:113,2685,1349,2860 headline:3874,256,4508,786 advertisement:2019,4767,2656,5374 headline:67,266,713,727 advertisement:3933,4836,5212,6507 advertisement:3286,3044,3894,4082 advertisement:1399,5373,2662,6464 advertisement:2669,5157,3931,6530 advertisement:4522,1227,5163,2652 advertisement:3909,2677,5171,4823 advertisement:2670,4094,3901,5163 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
advertisement:3642,2877,4805,3093 headline:3614,5630,4186,5792 headline:3043,5032,3615,5129 photograph:1916,346,2502,1941 headline:1932,330,2500,492 headline:3622,4754,4190,4908 headline:3625,5149,4196,5257 advertisement:4196,5435,4789,5799 headline:1897,4825,2472,4973 headline:2518,328,3628,534 headline:214,1191,1345,1395 headline:2507,1651,3644,1864 headline:254,328,1907,631 headline:3631,3066,4209,3526 advertisement:4202,4195,4773,5437 advertisement:3663,356,4781,2795 advertisement:4210,3096,4781,4193 advertisement:191,2802,1926,5739 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
cartoon:1569,403,2908,2263 editorial_cartoon:1563,407,2923,2332 headline:2964,6006,3666,6159 headline:2953,5640,3650,5799 headline:3628,382,5051,905 headline:4350,4981,5030,5310 headline:3625,3355,4337,3789 headline:127,440,1547,1001 headline:2919,406,3629,984 headline:1544,2333,2926,2875 headline:4337,3354,5053,3847 headline:4354,6406,5064,6523 headline:4357,6092,5048,6194 headline:3625,396,5042,1088 headline:1571,4711,2965,5058 headline:2972,6013,3663,6176 headline:3629,353,5031,707 headline:2962,5640,3658,5803 cartoon:1555,486,2902,2326 headline:4347,4988,5051,5299 headline:3637,3342,4324,3818 headline:101,454,1551,970 headline:1523,2323,2937,2860 headline:2922,411,3620,987 headline:4342,3357,5044,3854
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1 cartoon:204,4325,904,6043 advertisement:216,6057,888,7012 headline:224,6053,888,7015 headline:214,3721,1575,3929 headline:217,788,1573,1094 headline:5065,2285,5752,2469 cartoon:1542,792,5093,3510 headline:5038,746,5735,1296 advertisement:4413,5646,5770,6980 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
2 advertisement:4035,3543,4689,4238 headline:663,1099,1298,1183 advertisement:3354,3739,4016,4008 advertisement:2669,5418,3343,6565 headline:3348,3736,4028,3997 advertisement:27,3956,646,4533 advertisement:3364,4253,4741,6577 cartoon:1305,322,3336,2429 advertisement:23,3975,634,4508 advertisement:3362,4281,4740,6591 advertisement:3352,3733,4024,4007 cartoon:1298,386,3359,2405
3 headline:2919,805,4578,1053 illustration:2924,2121,4081,3286 advertisement:334,3002,2929,7108 headline:2936,4104,4635,4522 advertisement:383,334,2892,3020 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
4 photograph:1545,424,3437,2918 photograph:2206,1287,2890,2913 headline:4265,1224,4974,1367 photograph:1513,537,2265,1437 headline:2881,1497,3565,1646 photograph:2791,547,3580,1500 headline:829,4113,1504,4257 headline:142,5877,826,6087 headline:2203,4196,2893,4355 headline:2202,4672,2889,4884 headline:1515,5353,2195,5559 headline:822,3051,1504,3328 headline:2194,2890,2886,3196 headline:1511,4701,2201,5003 advertisement:2204,5439,2887,5908 headline:1499,1456,2200,2022 advertisement:1511,5909,2895,6611 headline:119,3051,814,3533 headline:126,487,1485,993 headline:3580,484,4955,1005 advertisement:2922,1942,4948,4253 advertisement:2905,4262,4945,6613 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
5 headline:2336,5843,3028,6066 headline:1622,3391,2300,3591 headline:930,4577,1622,4882 headline:3697,3846,4392,4053 headline:937,5483,1632,5778 headline:3698,2706,4379,2983 headline:238,447,951,1214 headline:2322,4557,3009,4978 headline:1628,4543,2321,4974 headline:4390,392,5052,1177 headline:2302,2285,2993,2703 headline:2989,2283,3695,2708 headline:1623,2288,2303,2707 headline:3684,400,4387,1173 photograph:943,409,3717,2303 advertisement:3019,4480,5069,6697 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
6 headline:2988,2566,3909,2758 headline:321,615,2929,986 cartoon:3815,5751,6611,9095 headline:2979,4760,3889,4920 headline:5720,4641,6639,5116 headline:2974,3589,3896,3945 headline:255,6299,1147,6778 headline:1136,4656,2055,5139 headline:247,963,1175,1442 headline:245,3271,1131,3769 headline:2056,3537,2974,4030 headline:1135,3523,2045,4017 advertisement:3925,634,6660,4608 photograph:1187,741,2961,3520 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
7 photograph:244,741,1114,1471 photograph:1248,741,1950,1451 photograph:881,2229,1508,3033 advertisement:226,2672,858,3024 photograph:253,1505,846,2664 photograph:2801,1616,4102,3443 photograph:1531,2213,2787,3339 advertisement:220,4794,1516,6249 advertisement:1510,3354,2777,6248 advertisement:238,3026,1502,4812 advertisement:2780,5305,4070,6236 advertisement:2798,3552,4080,5289 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
8 headline:3314,8921,4391,9130 advertisement:2269,402,3352,1517 editorial_cartoon:4428,4549,6545,6094 headline:3364,5926,4382,6129 advertisement:2308,1358,3320,4462 headline:120,7959,1187,8308 map:4430,4535,6544,6125 headline:2261,383,3357,1518 editorial_cartoon:4431,2608,6568,4517 map:4383,1119,6562,2621 headline:143,3456,1187,4073 advertisement:4361,6196,6596,10263 advertisement:162,401,2247,3401 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
9 headline:1370,5761,2024,5847 headline:4,2328,625,2413 headline:4138,4891,4832,5023 headline:1336,906,2026,995 headline:653,5345,1343,5448 headline:2020,228,2698,368 headline:62,4697,640,4790 headline:1358,4014,2035,4118 headline:618,230,1324,393 headline:2716,2599,4107,2789 editorial_cartoon:2742,174,4796,2588 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
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211 headline:884,2552,1589,2686 headline:889,4423,1585,4632 photograph:1570,2549,2288,4305 headline:4342,331,5030,519 headline:1585,4275,2271,4458 headline:1582,2580,2260,2805 headline:195,5285,885,5448 headline:2971,3377,3661,3550 headline:878,325,1572,517 photograph:2264,359,3654,2434 headline:184,4392,876,4626 photograph:880,345,1597,2528 headline:185,2337,878,2576 headline:3673,3060,4361,3244 headline:4357,1771,5058,1946 headline:2978,4399,3673,4571 headline:4360,2532,5057,2787 headline:2278,4965,3671,5447 photograph:4351,349,5032,1786 headline:3663,330,4342,923 headline:183,325,871,936 headline:1569,322,2276,923 headline:5040,332,5728,947 headline:2261,2444,3672,2939 advertisement:207,5779,1577,7051 advertisement:3693,3525,5745,6967 headline:2313,359,3644,503 photograph:876,298,1601,2382 photograph:1568,2629,2294,4270 headline:4352,331,5038,521 headline:2970,3372,3668,3555 headline:193,5277,888,5451 headline:884,319,1580,526 headline:1584,2584,2275,2794 headline:4360,1769,5051,1950 photograph:4356,343,5044,1749 headline:887,4420,1586,4638 headline:2970,4398,3678,4587 headline:1578,4271,2295,4481 photograph:2257,352,3666,2423 headline:3673,3058,4361,3249 headline:4364,2533,5050,2790 headline:186,2339,890,2569 headline:183,4388,881,4629 headline:2263,2443,3653,2951 headline:5041,330,5729,952 headline:1576,321,2272,927 headline:2282,4954,3700,5451 headline:171,328,880,957 headline:3652,332,4345,937 advertisement:196,5781,1580,7050 advertisement:3680,3554,5745,7007
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213 advertisement:4962,7206,5894,8316 advertisement:4093,6203,4981,6556 photograph:4083,5110,4986,6234 advertisement:4979,3048,5897,3538 advertisement:4962,6863,5882,7786 advertisement:4101,4141,4982,5141 headline:3185,3528,4082,3801 advertisement:4088,956,4981,3035 advertisement:4977,2635,5905,3096 advertisement:4088,3816,4997,4269 advertisement:4085,5197,4965,6183 advertisement:4081,2942,4975,3826 advertisement:4957,7000,5907,7393 headline:490,572,1369,1455 advertisement:4985,6549,5892,7004 advertisement:4983,4345,5890,4717 advertisement:4979,4703,5885,5183 advertisement:4075,550,4972,1073 advertisement:4978,5172,5881,5732 photograph:3182,4226,4084,5442 advertisement:4981,3551,5901,4344 advertisement:4983,5732,5895,6546 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 headline:1086,5027,1821,5159 headline:2575,3672,3298,4344 headline:1820,4134,2558,4429 headline:2584,5249,3338,6118 advertisement:2575,3135,3316,3511 advertisement:2579,2980,3308,3345 illustration:386,484,2570,2547 advertisement:3315,2906,4068,3099 advertisement:3329,3569,4052,4347 advertisement:2572,3282,3321,3652 headline:3310,4585,4980,5310 headline:362,4021,1094,4546 advertisement:3316,3095,4044,3571 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 photograph:328,514,4819,3499 map:177,3597,2606,6440 illustration:2567,3373,4964,6514 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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