yolov5s not pretrained
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code/code-merge-no-pretrained/1_train.sh
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code/code-merge-no-pretrained/1_train.sh
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python ~/yolov5/train.py --img 640 --project merge --name run --batch 192 --epochs 300 --data cfg.yaml --weights '' --cfg yolov5s.yaml --cache ram
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code/code-merge-no-pretrained/2_prediction.sh
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code/code-merge-no-pretrained/2_prediction.sh
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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 \
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--conf-thres 0.2
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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 \
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--conf-thres 0.2
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code/code-merge-no-pretrained/3_create_sub.sh
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code/code-merge-no-pretrained/3_create_sub.sh
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for i in ./predictions/dev-0/labels/*txt ; do python change_to_nonrelative.py $i $i-nonrelative ; done
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for i in ./predictions/test-A/labels/*txt ; do python change_to_nonrelative.py $i $i-nonrelative ; done
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code/code-merge-no-pretrained/4_create_sub_files.py
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code/code-merge-no-pretrained/4_create_sub_files.py
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# stworz format pliku wyjsciowego
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for d in 'dev-0', 'test-A':
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with open(f'../../{d}/in.tsv') as f_in, open(f'../../{d}/out.tsv','w') as f_out:
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for line in f_in:
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pred_path = f'predictions/{d}/labels/' + line.rstrip().replace('jpg','txt') + '-nonrelative'
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try:
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s = open(pred_path).read()
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f_out.write(s + '\n')
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except FileNotFoundError:
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f_out.write('\n')
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code/code-merge-no-pretrained/change_to_nonrelative.py
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code/code-merge-no-pretrained/change_to_nonrelative.py
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import sys
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import cv2
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from labels_list import labels_list
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import subprocess
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im_name = sys.argv[1].split('/')[-1].split('.')[0] + '.jpg'
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if 'dev-0' in sys.argv[1]:
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im_path = '../../dev-0-dataset/images/' + im_name
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elif 'test-A' in sys.argv[1]:
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im_path = '../../test-A-dataset/images/' + im_name
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with open(sys.argv[1],'r') as f_in, open(sys.argv[2],'w') as f_out:
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refs = []
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# this is slower than code below
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#dims = cv2.imread(im_path).shape
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#bashCommand = f'file {im_path}'
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#process = subprocess.Popen(bashCommand.split(), stdout=subprocess.PIPE)
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#output, error = process.communicate()
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#x_total, y_total = str(output).split(', ')[-2].split('x')
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#y_total = int(y_total)
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#x_total = int(x_total)
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dims = cv2.imread(im_path).shape
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bashCommand = f'file {im_path}'
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process = subprocess.Popen(bashCommand.split(), stdout=subprocess.PIPE)
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output, error = process.communicate()
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x_total, y_total = str(output).split(', ')[-2].split('x')
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y_total = int(y_total)
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x_total = int(x_total)
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for line_in in f_in:
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cls, xcenter, ycenter, xwidth, ywidth, confidence = line_in.rstrip().split(' ')
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cls = labels_list[int(cls)]
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y_total, x_total, _ = dims
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xcenter = float(xcenter) * x_total
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ycenter = float(ycenter) * y_total
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xwidth = float(xwidth) * x_total
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ywidth = float(ywidth) * y_total
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xmin = xcenter - xwidth/2
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xmax = xcenter + xwidth/2
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ymin = ycenter - ywidth/2
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ymax = ycenter + ywidth/2
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refs.append(cls + ':' + str(round(xmin)) + ',' + str(round(ymin)) + ',' + str(round(xmax)) + ',' + str(round(ymax)))
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f_out.write(' '.join(refs))
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code/code-merge-no-pretrained/labels_list.py
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code/code-merge-no-pretrained/labels_list.py
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labels_list = ['photograph', 'illustration', 'map', 'cartoon', 'editorial_cartoon', 'headline', 'advertisement', 'combined']
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dev-0/out.tsv
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dev-0/out.tsv
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headline:4407,3743,5748,3921 cartoon:1647,726,5080,3507 illustration:195,4338,896,6074 headline:207,798,1560,1084 cartoon:200,4309,896,6067 headline:226,3726,1572,3928 headline:5060,2288,5754,2463 advertisement:4397,5646,5778,7007 illustration:4400,3714,5778,5633 advertisement:216,6042,897,7042 headline:5047,741,5744,1284
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advertisement:35,5862,664,6608 advertisement:2673,5396,3356,6581 cartoon:1314,315,3348,2400 advertisement:3353,4250,4703,6570
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illustration:2889,385,4579,935 advertisement:2930,4090,4584,4519 advertisement:180,3014,2957,7128 photograph:2904,2118,4059,3437 headline:2919,805,4552,1061 advertisement:421,327,2852,2986
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headline:829,4453,1499,4548 headline:2874,1508,3560,1643 photograph:1514,444,3514,2870 headline:4268,1230,4958,1373 headline:2206,4199,2882,4359 headline:822,4115,1508,4259 headline:1520,5352,2199,5555 headline:139,5872,835,6080 headline:2205,4673,2886,4885 headline:2199,2894,2889,3192 headline:818,3053,1512,3326 headline:1505,1467,2189,2028 headline:114,3051,817,3536 headline:1510,4702,2205,5001 headline:109,476,1479,993 headline:3591,494,4959,1007 advertisement:1529,5926,2893,6618 advertisement:2205,5441,2889,5920 advertisement:2887,4267,4888,6633 advertisement:2907,1944,4907,4241
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headline:3008,3872,3685,3965 headline:1619,3394,2302,3591 headline:930,4579,1629,4874 headline:3695,3850,4394,4046 headline:2337,5853,3027,6066 headline:941,5480,1635,5776 headline:257,444,946,1212 headline:1628,4547,2319,4978 headline:3685,2703,4391,2977 headline:1619,2290,2300,2708 headline:2303,2288,2994,2711 headline:2991,2279,3699,2712 headline:2316,4561,3011,4978 photograph:987,435,3652,2294 headline:4382,387,5063,1189 headline:3685,402,4385,1178 advertisement:3002,4485,5079,6669
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cartoon:3849,5838,6545,8898 headline:232,602,3020,947 headline:2981,2569,3900,2728 headline:2086,8081,2956,8241 headline:2966,4755,3881,4914 headline:243,6296,1148,6770 photograph:1138,607,3010,3532 headline:5731,4632,6646,5119 headline:254,955,1177,1423 headline:1139,4652,2049,5132 headline:2974,3592,3912,3948 headline:226,3262,1144,3757 headline:2043,3541,2972,4017 headline:1126,3517,2051,4007 advertisement:3914,458,6679,4583
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advertisement:855,2215,1520,3026 advertisement:233,2688,860,3012 photograph:529,685,1881,1504 photograph:257,696,858,1504 photograph:862,2221,1516,3028 photograph:236,1478,844,2667 photograph:2822,1652,4117,3425 advertisement:210,4797,1501,6255 advertisement:2780,3511,4063,5308 advertisement:215,3049,1506,4782 photograph:1510,2219,2827,3320 advertisement:1492,3333,2806,6268 advertisement:2786,5304,4062,6237
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map:4416,4543,6537,6164 cartoon:4432,2623,6557,4521 editorial_cartoon:4416,2611,6567,4512 editorial_cartoon:4439,4560,6548,6133 cartoon:4418,4545,6562,6162 headline:142,8238,1161,8439 headline:3354,5928,4397,6131 advertisement:2277,320,3327,4366 headline:3361,8933,4398,9110 headline:3348,7166,4402,7393 headline:132,3455,1199,4050 map:4403,1064,6518,2577 advertisement:4386,6189,6557,10278 advertisement:127,399,2290,3432
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headline:2041,259,2695,434 headline:21,1424,600,1512 headline:24,3407,628,3507 headline:653,5348,1334,5442 headline:2034,2986,2711,3084 headline:1327,915,2020,1003 headline:19,2331,617,2420 headline:1360,4015,2025,4114 headline:617,224,1322,400 editorial_cartoon:2727,218,4822,2400 headline:2730,2604,4101,2794
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photograph:143,13,4649,319 photograph:1505,1896,3269,4054 photograph:1611,4015,3225,6567 photograph:0,394,1655,3357 photograph:32,3448,2097,5037 photograph:1738,408,4755,2043 photograph:9,5077,1582,6567 photograph:3197,2068,4761,4758
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headline:4511,2892,5218,3048 headline:4520,4776,5224,4881 headline:198,1673,879,1769 headline:2368,208,3057,309 headline:1628,1371,2336,1504 headline:3091,2875,4475,3156 headline:183,3160,897,3316 headline:909,197,1621,441 cartoon:3055,187,5222,2888
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headline:256,761,2032,1024 cartoon:3941,5902,6614,8917 headline:4779,2601,5694,2943 headline:2036,3560,2958,3921 photograph:164,760,2017,4051 advertisement:266,8425,1164,8989 headline:2057,5311,2967,5650 headline:3859,1808,4778,2142 headline:2083,7402,3000,7750 headline:2968,4561,3880,4890 headline:3872,3889,4798,4218 advertisement:5706,4157,6636,4637 headline:3891,4957,4837,5303 advertisement:5673,784,6566,2354 headline:173,4050,2018,4531 headline:3874,2783,4781,3117 headline:2970,5711,3899,6058 headline:2957,2747,3876,3229 advertisement:4777,746,5670,2396 advertisement:5708,3445,6628,4156 headline:2998,6802,3930,7276 advertisement:238,7732,1156,8424 headline:2024,727,2942,1480 headline:2931,722,3847,1548 advertisement:4836,4683,6648,5858
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headline:3250,257,3871,422 headline:712,266,1343,452 headline:711,678,1346,848 headline:3255,1602,3880,1771 headline:1998,2437,2628,2614 headline:1382,3609,2647,3794 headline:1344,1655,2614,1826 headline:113,2692,1347,2861 advertisement:3908,4836,5215,6509 headline:3873,255,4509,795 headline:62,268,707,723 advertisement:2027,4775,2652,5376 advertisement:3267,3028,3898,4094 advertisement:4522,1240,5158,2670 map:1340,273,3270,1659 advertisement:2652,5151,3925,6425 advertisement:3885,2670,5185,4842 advertisement:1400,5383,2661,6450 advertisement:2655,4094,3915,5154
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headline:3619,5640,4183,5746 headline:2484,2907,3046,2985 headline:1936,332,2496,489 advertisement:3648,2891,4790,3076 advertisement:3648,306,4787,2853 headline:3046,5034,3619,5134 illustration:3648,330,4795,2803 headline:3623,4750,4189,4913 headline:1900,4826,2478,4958 headline:3619,5152,4187,5256 advertisement:4194,5430,4794,5816 headline:2514,328,3651,546 headline:220,1198,1340,1397 photograph:1913,316,2504,1921 headline:2493,1651,3629,1862 headline:202,328,1937,619 headline:3630,3064,4209,3522 advertisement:4201,4200,4781,5431 advertisement:4220,3077,4782,4194 advertisement:151,2846,1941,5734
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headline:2960,6007,3653,6162 cartoon:1534,441,2929,2312 headline:2956,5644,3648,5794 headline:2920,402,3630,971 headline:136,455,1522,1001 headline:3650,382,5012,901 headline:3633,3353,4336,3777 headline:4336,4979,5055,5303 headline:1549,2337,2905,2880 headline:4338,3358,5048,3840
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headline:4553,287,5286,634 headline:4598,1600,5180,1710 photograph:2073,286,2683,1380 headline:4612,2830,5172,2939 headline:3325,1604,3936,1704 headline:157,4196,797,4388 headline:162,5754,804,5958 headline:165,5051,796,5259 headline:3940,1691,4580,1891 headline:1439,3210,2060,3408 headline:1433,3818,2059,4017 headline:1438,2491,2056,2699 headline:2064,1647,2690,1837 headline:3321,1015,3943,1212 headline:2684,288,3324,751 headline:785,282,2059,698 headline:3948,290,4577,745 headline:140,273,800,1063 advertisement:2043,2161,4599,6472 advertisement:1447,4723,2036,6478
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headline:3945,3239,4830,3901 headline:3060,2767,3930,3062 headline:3047,3517,3940,4181 headline:3924,5114,4811,5573 headline:2160,7337,3044,7989 headline:3052,4948,3929,5627 headline:3961,562,4832,1220 headline:2193,564,3943,1270 headline:3915,6532,4804,7270 photograph:4816,3216,6563,5752 photograph:4770,5835,6608,8765 advertisement:414,4519,2178,8742 advertisement:4814,588,6574,2608 advertisement:381,557,2201,4140
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advertisement:3328,4773,3960,5233 advertisement:3340,5209,3958,5373 advertisement:3339,5353,3967,5592 advertisement:3326,4661,3960,4857 headline:1459,3682,2078,3886 headline:3952,3854,4567,4053 headline:2716,5550,3335,5735 headline:3938,3325,4565,3524 headline:2704,4482,3325,4686 headline:2086,4566,2701,4757 headline:2708,5021,3325,5222 headline:1460,5400,2090,5595 headline:1457,281,2087,691 headline:2083,4067,2699,4261 headline:3328,3821,3940,4023 headline:3931,258,4556,537 headline:828,3504,1450,3708 headline:3322,3108,3927,3311 headline:828,271,1456,553 headline:196,5676,828,5968 headline:3311,1756,3931,2038 headline:2699,1765,3310,2183 headline:2076,1761,2699,2046 headline:1459,2315,2082,2741 headline:3929,1360,4553,1789 headline:2077,3101,2703,3395 headline:833,1534,1461,1976 headline:188,271,828,1016 headline:831,4196,1457,4625 advertisement:3954,4235,5185,6434 headline:4547,260,5151,1001 headline:1456,4206,2083,4621 photograph:2087,5020,2717,6406 photograph:2107,290,3921,1768
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headline:2308,2493,3658,2648 headline:4378,5399,5065,5579 headline:4374,474,5050,655 headline:900,3353,1598,3527 headline:2985,5346,3681,5521 headline:1602,5253,2294,5432 headline:4384,3787,5072,3959 headline:208,3076,902,3250 headline:5074,3162,5736,3343 headline:3688,3372,4378,3547 headline:3684,5247,4371,5420 headline:1591,2681,2288,2865 headline:5062,5665,5747,5846 headline:899,461,1597,1368 headline:1593,465,2304,1369 headline:5057,468,5744,1394 headline:200,446,898,1377 headline:3682,470,4364,1388 photograph:2292,464,3672,2517
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photograph:240,5111,4185,6462 photograph:1744,879,5182,2439 photograph:3875,4667,5153,6566 photograph:4188,2029,5169,4516 photograph:234,830,1773,2588 photograph:2102,2501,4182,3638 photograph:2050,3667,4223,5111 photograph:271,2554,2098,5097
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headline:2369,1900,2989,2241 headline:3694,1894,4306,2252 photograph:2346,1869,3009,4031 headline:1036,1876,1661,2223 photograph:3678,1970,4318,3289 photograph:1018,2025,1682,3677 headline:3668,3296,4319,3933 headline:2350,5611,2995,5967 headline:347,4383,1007,4826 headline:2339,4010,3011,4804 headline:1014,3657,1674,4348 headline:357,5121,997,5620 headline:1004,5061,1674,5720 headline:336,1850,1021,3272 headline:1687,4421,2334,5260 headline:1677,1861,2342,3273 headline:3004,1871,3675,3281 headline:4315,1872,4991,3272 advertisement:3183,4074,5100,6291
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headline:974,5243,1857,5416 headline:3674,2040,4555,2484 headline:2776,1945,3663,2660 headline:4592,5201,5496,5563 headline:963,4317,1860,4790 headline:1859,4280,2762,4756 headline:961,2907,1860,3385 photograph:2770,1964,3681,3949 headline:1861,5111,2760,5855 photograph:216,325,4501,1936 headline:78,1975,976,2724 photograph:2775,6356,4559,8790 headline:1863,1977,2772,2755 advertisement:4597,6209,6390,8771 advertisement:4568,410,6361,4882
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photograph:1954,479,3380,1440 editorial_cartoon:1948,485,3395,1454 illustration:1941,475,3402,1454 headline:2649,5328,3372,5528 advertisement:4098,2736,4833,4261 headline:510,764,1213,941 advertisement:3384,2402,4098,2720 advertisement:4112,1028,4830,1519 advertisement:3384,2066,4102,2397 advertisement:3379,1740,4098,2055 advertisement:4095,681,4829,1015 advertisement:3379,666,4105,1004 advertisement:3379,2736,4097,3072 advertisement:3386,1005,4101,1359 advertisement:4100,1520,4834,2065 advertisement:3378,1367,4099,1727 advertisement:4108,2070,4829,2736 advertisement:3380,3084,4103,4271 advertisement:3362,4248,4829,6812
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headline:205,2033,974,2117 headline:210,207,985,323 headline:128,198,1784,310 headline:1011,229,1768,329 headline:1016,339,1772,445 photograph:175,203,994,2023
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headline:3792,5454,4462,5559 headline:1003,6534,1682,6638 headline:2387,1459,3062,1564 headline:3787,6534,4457,6645 headline:2390,4243,3069,4338 headline:1027,5582,1680,5678 headline:4475,982,5169,2089 map:3066,979,4472,2710 photograph:1008,4293,1684,5601 headline:290,998,1004,2155 photograph:3785,4037,4460,5478 photograph:1014,1008,2380,2673 headline:1690,2665,2372,3857 headline:3078,2674,3776,3880
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advertisement:4039,3372,4765,3715 headline:3285,5830,4054,5998 headline:265,3366,996,3464 headline:285,6420,1023,6520 headline:222,435,1007,1207 advertisement:225,437,1019,1265 headline:241,449,1024,772 headline:1043,5880,1777,6045 headline:3288,6361,4049,6525 headline:294,6057,1013,6151 headline:296,5592,1016,5700 headline:2531,5738,3271,5915 headline:1747,1841,2487,2310 headline:2525,4820,3254,5004 advertisement:3241,429,3986,1126 headline:2502,2241,3233,2549 headline:2502,1877,3239,2560 headline:1034,3905,1763,4645 headline:1779,5369,2518,5550 advertisement:4007,432,4736,1746 headline:3257,1134,3996,1876 headline:257,2941,1005,3102 headline:244,1286,997,2009 headline:1006,1838,1747,2547 photograph:1037,479,3201,1780 headline:1766,2632,2507,3365
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headline:1630,1579,2255,1919 headline:3575,1599,4904,2993 headline:2929,1572,3575,1918 headline:2278,5754,2913,5857 photograph:2913,1636,3566,3437 advertisement:3583,1590,4893,2996 headline:2260,3119,2912,3316 headline:2935,950,4900,1567 headline:229,947,2310,1539 headline:2260,3667,2913,3868 headline:2279,5148,2915,5804 headline:3583,5277,4236,5625 headline:2921,5479,3575,5829 headline:2919,4764,3575,5116 headline:2264,946,2916,1803 headline:2269,4182,2914,4828 headline:3580,4092,4238,4756 photograph:1606,1551,2257,3439 headline:2919,3434,3572,4053 headline:240,1574,1605,2988
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photograph:1269,332,2448,2666 cartoon:1194,312,2484,2704 headline:3097,290,4326,462 illustration:647,3315,1835,4991 illustration:1005,281,2506,2620 cartoon:634,3299,1863,4982 headline:613,224,2407,1315 headline:4340,1321,4964,1592 headline:1875,4656,2490,4860 headline:2481,4497,3102,4695 headline:34,5479,631,5763 headline:2461,267,3089,696 headline:36,4295,634,4581 headline:2470,2228,3091,2495 headline:1864,3425,2487,3711 headline:32,2971,623,3252 headline:2484,3594,3090,3873 headline:30,237,608,946 advertisement:1876,5319,3111,6420 advertisement:3727,2245,4979,3284 advertisement:3110,3268,5023,6442
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advertisement:2148,4480,5579,7014 cartoon:652,795,5550,2197 headline:1366,2220,2720,2674 headline:46,805,654,1687 advertisement:4820,2790,5516,3186 cartoon:1345,5103,2065,7058 advertisement:48,4064,660,4780 advertisement:22,4796,1318,7036
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advertisement:581,5199,1847,5439 cartoon:3076,3398,3689,3996 advertisement:598,5207,1835,6428 advertisement:571,940,1198,1283 advertisement:1831,4461,3086,6405 cartoon:3096,2459,4336,3388 cartoon:4319,4796,4977,6310 cartoon:3079,3989,3681,5026 cartoon:4301,2512,4962,3343 advertisement:562,307,1800,910 cartoon:3100,5029,4306,6359 cartoon:3705,3383,4942,4776 cartoon:3067,244,4937,2448
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||||
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||||
advertisement:2856,5899,3553,6138 headline:2184,2117,2863,2301 photograph:3564,2764,4247,4505 headline:768,5378,1465,5565 advertisement:4231,2375,5002,6200 headline:86,217,1445,544 headline:1474,4510,2155,4754 headline:4226,212,4912,615 photograph:1480,188,3531,2122 headline:3541,214,4243,610 advertisement:3567,4575,4244,6164 headline:2865,2112,3551,2505 headline:1474,2099,2159,2504 headline:3553,1569,4240,1975
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||||
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advertisement:4769,3631,5547,4456 illustration:139,1159,903,2473 headline:1654,239,3233,461 advertisement:4807,7563,5599,7856 headline:2474,4908,3229,5232 headline:3216,240,3956,958 headline:86,208,1687,592 headline:2481,6363,3236,6690 headline:148,5036,945,5349 photograph:1680,253,3214,1468 headline:1696,4456,2472,5096 headline:4744,196,5526,890
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||||
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||||
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||||
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||||
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|
||||
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||||
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||||
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|
||||
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||||
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||||
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|
||||
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|
||||
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||||
advertisement:179,333,5073,6604 illustration:0,427,4857,6589
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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
|
||||
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|
||||
photograph:328,514,4819,3499 map:177,3597,2606,6440 illustration:2567,3373,4964,6514
|
||||
|
|
1424
test-A/out.tsv
1424
test-A/out.tsv
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Reference in New Issue
Block a user