ofs | hex dump | ascii |
---|
0000 | 55 0d 0d 0a 00 00 00 00 16 4a 70 62 76 1f 00 00 e3 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 | U........Jpbv................... |
0020 | 00 03 00 00 00 40 00 00 00 73 4a 00 00 00 64 00 5a 00 64 01 64 02 6c 01 5a 01 64 01 64 02 6c 02 | .....@...sJ...d.Z.d.d.l.Z.d.d.l. |
0040 | 5a 02 64 01 64 02 6c 03 5a 04 64 01 64 03 6c 05 6d 06 5a 06 01 00 64 01 64 02 6c 07 5a 08 64 01 | Z.d.d.l.Z.d.d.l.m.Z...d.d.l.Z.d. |
0060 | 64 02 6c 09 5a 0a 47 00 64 04 64 05 84 00 64 05 83 02 5a 0b 64 02 53 00 29 06 7a 3d 0a 48 6f 6d | d.l.Z.G.d.d...d...Z.d.S.).z=.Hom |
0080 | 65 77 6f 72 6b 20 35 20 2d 20 43 4e 4e 73 0a 43 53 31 34 33 30 20 2d 20 43 6f 6d 70 75 74 65 72 | ework.5.-.CNNs.CS1430.-.Computer |
00a0 | 20 56 69 73 69 6f 6e 0a 42 72 6f 77 6e 20 55 6e 69 76 65 72 73 69 74 79 0a e9 00 00 00 00 4e 29 | .Vision.Brown.University......N) |
00c0 | 01 da 05 49 6d 61 67 65 63 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 40 00 00 | ...Imagec....................@.. |
00e0 | 00 73 40 00 00 00 65 00 5a 01 64 00 5a 02 64 01 5a 03 64 02 64 03 84 00 5a 04 64 04 64 05 84 00 | .s@...e.Z.d.Z.d.Z.d.d...Z.d.d... |
0100 | 5a 05 64 06 64 07 84 00 5a 06 64 08 64 09 84 00 5a 07 64 0a 64 0b 84 00 5a 08 64 0c 64 0d 84 00 | Z.d.d...Z.d.d...Z.d.d...Z.d.d... |
0120 | 5a 09 64 0e 53 00 29 0f da 08 44 61 74 61 73 65 74 73 7a 99 20 43 6c 61 73 73 20 66 6f 72 20 63 | Z.d.S.)...Datasetsz..Class.for.c |
0140 | 6f 6e 74 61 69 6e 69 6e 67 20 74 68 65 20 74 72 61 69 6e 69 6e 67 20 61 6e 64 20 74 65 73 74 20 | ontaining.the.training.and.test. |
0160 | 73 65 74 73 20 61 73 20 77 65 6c 6c 20 61 73 0a 20 20 20 20 6f 74 68 65 72 20 75 73 65 66 75 6c | sets.as.well.as.....other.useful |
0180 | 20 64 61 74 61 2d 72 65 6c 61 74 65 64 20 69 6e 66 6f 72 6d 61 74 69 6f 6e 2e 20 43 6f 6e 74 61 | .data-related.information..Conta |
01a0 | 69 6e 73 20 74 68 65 20 66 75 6e 63 74 69 6f 6e 73 0a 20 20 20 20 66 6f 72 20 70 72 65 70 72 6f | ins.the.functions.....for.prepro |
01c0 | 63 65 73 73 69 6e 67 2e 0a 20 20 20 20 63 03 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 06 00 | cessing......c.................. |
01e0 | 00 00 43 00 00 00 73 8e 00 00 00 7c 01 7c 00 5f 00 7c 02 7c 00 5f 01 69 00 7c 00 5f 02 69 00 7c | ..C...s....|.|._.|.|._.i.|._.i.| |
0200 | 00 5f 03 64 01 67 01 74 04 6a 05 14 00 7c 00 5f 06 74 07 a0 08 64 02 a1 01 7c 00 5f 09 74 07 a0 | ._.d.g.t.j...|._.t...d...|._.t.. |
0220 | 08 64 02 a1 01 7c 00 5f 0a 7c 00 a0 0b a1 00 01 00 7c 00 a0 0c 74 0d 6a 0e a0 0f 7c 00 6a 00 64 | .d...|._.|.......|...t.j...|.j.d |
0240 | 03 a1 02 7c 02 64 04 6b 02 64 05 64 05 a1 04 7c 00 5f 10 7c 00 a0 0c 74 0d 6a 0e a0 0f 7c 00 6a | ...|.d.k.d.d...|._.|...t.j...|.j |
0260 | 00 64 06 a1 02 7c 02 64 04 6b 02 64 07 64 07 a1 04 7c 00 5f 11 64 00 53 00 29 08 4e da 00 29 01 | .d...|.d.k.d.d...|._.d.S.).N..). |
0280 | e9 03 00 00 00 fa 06 74 72 61 69 6e 2f da 01 33 54 7a 05 74 65 73 74 2f 46 29 12 da 09 64 61 74 | .......train/..3Tz.test/F)...dat |
02a0 | 61 5f 70 61 74 68 da 04 74 61 73 6b da 0c 69 64 78 5f 74 6f 5f 63 6c 61 73 73 da 0c 63 6c 61 73 | a_path..task..idx_to_class..clas |
02c0 | 73 5f 74 6f 5f 69 64 78 da 02 68 70 da 0b 6e 75 6d 5f 63 6c 61 73 73 65 73 da 07 63 6c 61 73 73 | s_to_idx..hp..num_classes..class |
02e0 | 65 73 da 02 6e 70 da 05 7a 65 72 6f 73 da 04 6d 65 61 6e da 03 73 74 64 da 11 63 61 6c 63 5f 6d | es..np..zeros..mean..std..calc_m |
0300 | 65 61 6e 5f 61 6e 64 5f 73 74 64 da 08 67 65 74 5f 64 61 74 61 da 02 6f 73 da 04 70 61 74 68 da | ean_and_std..get_data..os..path. |
0320 | 04 6a 6f 69 6e 5a 0a 74 72 61 69 6e 5f 64 61 74 61 5a 09 74 65 73 74 5f 64 61 74 61 29 03 da 04 | .joinZ.train_dataZ.test_data)... |
0340 | 73 65 6c 66 72 08 00 00 00 72 09 00 00 00 a9 00 72 19 00 00 00 fa 36 2f 55 73 65 72 73 2f 73 6f | selfr....r......r.....6/Users/so |
0360 | 74 65 63 68 31 31 37 2f 44 6f 63 75 6d 65 6e 74 73 2f 63 76 2f 63 76 2d 63 61 72 74 6f 6f 6e 2f | tech117/Documents/cv/cv-cartoon/ |
0380 | 70 72 65 70 72 6f 63 65 73 73 2e 70 79 da 08 5f 5f 69 6e 69 74 5f 5f 15 00 00 00 73 28 00 00 00 | preprocess.py..__init__....s(... |
03a0 | 00 02 06 01 06 03 06 01 06 03 0e 03 0c 01 0c 01 08 03 04 01 0e 00 06 00 02 00 02 ff 06 02 04 01 | ................................ |
03c0 | 0e 00 06 00 02 00 02 ff 7a 11 44 61 74 61 73 65 74 73 2e 5f 5f 69 6e 69 74 5f 5f 63 01 00 00 00 | ........z.Datasets.__init__c.... |
03e0 | 00 00 00 00 00 00 00 00 0a 00 00 00 08 00 00 00 43 00 00 00 73 62 01 00 00 67 00 7d 01 74 00 a0 | ................C...sb...g.}.t.. |
0400 | 01 74 00 6a 02 a0 03 7c 00 6a 04 64 01 a1 02 a1 01 44 00 5d 32 5c 03 7d 02 7d 03 7d 04 7c 04 44 | .t.j...|.j.d.....D.]2\.}.}.}.|.D |
0420 | 00 5d 22 7d 05 7c 05 a0 05 64 02 a1 01 72 28 7c 01 a0 06 74 00 6a 02 a0 03 7c 02 7c 05 a1 02 a1 | .]"}.|...d...r(|...t.j...|.|.... |
0440 | 01 01 00 71 28 71 1a 74 07 a0 08 7c 01 a1 01 01 00 7c 01 64 03 74 09 6a 0a 85 02 19 00 7d 01 74 | ...q(q.t...|.....|.d.t.j.....}.t |
0460 | 0b a0 0c 74 09 6a 0a 74 09 6a 0d 74 09 6a 0d 64 04 66 04 a1 01 7d 06 74 0e 7c 01 83 01 44 00 5d | ...t.j.t.j.t.j.d.f...}.t.|...D.] |
0480 | 66 5c 02 7d 07 7d 08 74 0f a0 10 7c 08 a1 01 7d 09 7c 09 a0 11 74 09 6a 0d 74 09 6a 0d 66 02 a1 | f\.}.}.t...|...}.|...t.j.t.j.f.. |
04a0 | 01 7d 09 74 0b 6a 12 7c 09 74 0b 6a 13 64 05 8d 02 7d 09 7c 09 64 06 1d 00 7d 09 74 14 7c 09 6a | .}.t.j.|.t.j.d...}.|.d...}.t.|.j |
04c0 | 15 83 01 64 07 6b 02 72 e4 74 0b 6a 16 7c 09 7c 09 7c 09 67 03 64 08 64 09 8d 02 7d 09 7c 09 7c | ...d.k.r.t.j.|.|.|.g.d.d...}.|.| |
04e0 | 06 7c 07 3c 00 71 86 74 0b 6a 17 7c 06 64 0a 74 0b 6a 13 64 0b 8d 03 7c 00 5f 17 74 0b 6a 18 7c | .|.<.q.t.j.|.d.t.j.d...|._.t.j.| |
0500 | 06 64 0a 74 0b 6a 13 64 0b 8d 03 7c 00 5f 18 74 19 64 0c a0 1a 7c 00 6a 17 64 0d 19 00 7c 00 6a | .d.t.j.d...|._.t.d...|.j.d...|.j |
0520 | 17 64 0e 19 00 7c 00 6a 17 64 07 19 00 a1 03 83 01 01 00 74 19 64 0f a0 1a 7c 00 6a 18 64 0d 19 | .d...|.j.d.........t.d...|.j.d.. |
0540 | 00 7c 00 6a 18 64 0e 19 00 7c 00 6a 18 64 07 19 00 a1 03 83 01 01 00 64 03 53 00 29 10 7a a0 20 | .|.j.d...|.j.d.........d.S.).z.. |
0560 | 43 61 6c 63 75 6c 61 74 65 20 6d 65 61 6e 20 61 6e 64 20 73 74 61 6e 64 61 72 64 20 64 65 76 69 | Calculate.mean.and.standard.devi |
0580 | 61 74 69 6f 6e 20 6f 66 20 61 20 73 61 6d 70 6c 65 20 6f 66 20 74 68 65 0a 20 20 20 20 20 20 20 | ation.of.a.sample.of.the........ |
05a0 | 20 74 72 61 69 6e 69 6e 67 20 64 61 74 61 73 65 74 20 66 6f 72 20 73 74 61 6e 64 61 72 64 69 7a | .training.dataset.for.standardiz |
05c0 | 61 74 69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 41 72 67 75 6d 65 6e 74 73 3a 20 6e 6f 6e 65 0a | ation...........Arguments:.none. |
05e0 | 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 3a 20 6e 6f 6e 65 0a 20 20 20 20 20 20 20 20 72 | .........Returns:.none.........r |
0600 | 06 00 00 00 7a 04 2e 6a 70 67 4e 72 05 00 00 00 29 01 da 05 64 74 79 70 65 e7 00 00 00 00 00 e0 | ....z..jpgNr....)...dtype....... |
0620 | 6f 40 e9 02 00 00 00 e9 ff ff ff ff 29 01 da 04 61 78 69 73 29 03 e9 01 00 00 00 72 1e 00 00 00 | o@..........)...axis)......r.... |
0640 | 72 05 00 00 00 29 02 72 20 00 00 00 72 1c 00 00 00 7a 29 44 61 74 61 73 65 74 20 6d 65 61 6e 3a | r....).r....r....z)Dataset.mean: |
0660 | 20 5b 7b 30 3a 2e 34 66 7d 2c 20 7b 31 3a 2e 34 66 7d 2c 20 7b 32 3a 2e 34 66 7d 5d 72 01 00 00 | .[{0:.4f},.{1:.4f},.{2:.4f}]r... |
0680 | 00 72 21 00 00 00 7a 28 44 61 74 61 73 65 74 20 73 74 64 3a 20 5b 7b 30 3a 2e 34 66 7d 2c 20 7b | .r!...z(Dataset.std:.[{0:.4f},.{ |
06a0 | 31 3a 2e 34 66 7d 2c 20 7b 32 3a 2e 34 66 7d 5d 29 1b 72 15 00 00 00 da 04 77 61 6c 6b 72 16 00 | 1:.4f},.{2:.4f}]).r......walkr.. |
06c0 | 00 00 72 17 00 00 00 72 08 00 00 00 da 08 65 6e 64 73 77 69 74 68 da 06 61 70 70 65 6e 64 da 06 | ..r....r......endswith..append.. |
06e0 | 72 61 6e 64 6f 6d da 07 73 68 75 66 66 6c 65 72 0c 00 00 00 5a 16 70 72 65 70 72 6f 63 65 73 73 | random..shuffler....Z.preprocess |
0700 | 5f 73 61 6d 70 6c 65 5f 73 69 7a 65 72 0f 00 00 00 72 10 00 00 00 da 08 69 6d 67 5f 73 69 7a 65 | _sample_sizer....r......img_size |
0720 | da 09 65 6e 75 6d 65 72 61 74 65 72 02 00 00 00 da 04 6f 70 65 6e da 06 72 65 73 69 7a 65 da 05 | ..enumerater......open..resize.. |
0740 | 61 72 72 61 79 da 07 66 6c 6f 61 74 33 32 da 03 6c 65 6e da 05 73 68 61 70 65 da 05 73 74 61 63 | array..float32..len..shape..stac |
0760 | 6b 72 11 00 00 00 72 12 00 00 00 da 05 70 72 69 6e 74 da 06 66 6f 72 6d 61 74 29 0a 72 18 00 00 | kr....r......print..format).r... |
0780 | 00 da 09 66 69 6c 65 5f 6c 69 73 74 da 04 72 6f 6f 74 da 01 5f da 05 66 69 6c 65 73 da 04 6e 61 | ...file_list..root.._..files..na |
07a0 | 6d 65 5a 0b 64 61 74 61 5f 73 61 6d 70 6c 65 da 01 69 da 09 66 69 6c 65 5f 70 61 74 68 da 03 69 | meZ.data_sample..i..file_path..i |
07c0 | 6d 67 72 19 00 00 00 72 19 00 00 00 72 1a 00 00 00 72 13 00 00 00 2c 00 00 00 73 3c 00 00 00 00 | mgr....r....r....r....,...s<.... |
07e0 | 0a 04 01 20 01 08 01 0a 01 18 03 0a 03 0e 03 04 01 10 ff 04 04 10 01 0a 01 12 01 10 01 08 03 0e | ................................ |
0800 | 01 14 02 0a 07 14 01 14 03 06 01 08 00 08 00 08 ff 06 03 06 01 08 00 08 00 08 ff 7a 1a 44 61 74 | ...........................z.Dat |
0820 | 61 73 65 74 73 2e 63 61 6c 63 5f 6d 65 61 6e 5f 61 6e 64 5f 73 74 64 63 02 00 00 00 00 00 00 00 | asets.calc_mean_and_stdc........ |
0840 | 00 00 00 00 02 00 00 00 04 00 00 00 43 00 00 00 73 20 00 00 00 7c 01 74 00 a0 01 7c 00 6a 02 a1 | ............C...s....|.t...|.j.. |
0860 | 01 18 00 74 00 a0 01 7c 00 6a 03 a1 01 1b 00 7d 01 7c 01 53 00 29 01 7a ee 20 46 75 6e 63 74 69 | ...t...|.j.....}.|.S.).z..Functi |
0880 | 6f 6e 20 66 6f 72 20 61 70 70 6c 79 69 6e 67 20 73 74 61 6e 64 61 72 64 69 7a 61 74 69 6f 6e 20 | on.for.applying.standardization. |
08a0 | 74 6f 20 61 6e 20 69 6e 70 75 74 20 69 6d 61 67 65 2e 0a 0a 20 20 20 20 20 20 20 20 41 72 67 75 | to.an.input.image...........Argu |
08c0 | 6d 65 6e 74 73 3a 0a 20 20 20 20 20 20 20 20 20 20 20 20 69 6d 67 20 2d 20 6e 75 6d 70 79 20 61 | ments:.............img.-.numpy.a |
08e0 | 72 72 61 79 20 6f 66 20 73 68 61 70 65 20 28 69 6d 61 67 65 20 73 69 7a 65 2c 20 69 6d 61 67 65 | rray.of.shape.(image.size,.image |
0900 | 20 73 69 7a 65 2c 20 33 29 0a 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 3a 0a 20 20 20 20 | .size,.3)..........Returns:..... |
0920 | 20 20 20 20 20 20 20 20 69 6d 67 20 2d 20 6e 75 6d 70 79 20 61 72 72 61 79 20 6f 66 20 73 68 61 | ........img.-.numpy.array.of.sha |
0940 | 70 65 20 28 69 6d 61 67 65 20 73 69 7a 65 2c 20 69 6d 61 67 65 20 73 69 7a 65 2c 20 33 29 0a 20 | pe.(image.size,.image.size,.3).. |
0960 | 20 20 20 20 20 20 20 29 04 72 0f 00 00 00 da 03 6d 61 78 72 11 00 00 00 72 12 00 00 00 a9 02 72 | .......).r......maxr....r......r |
0980 | 18 00 00 00 72 39 00 00 00 72 19 00 00 00 72 19 00 00 00 72 1a 00 00 00 da 0b 73 74 61 6e 64 61 | ....r9...r....r....r......standa |
09a0 | 72 64 69 7a 65 62 00 00 00 73 04 00 00 00 00 0e 1c 03 7a 14 44 61 74 61 73 65 74 73 2e 73 74 61 | rdizeb...s........z.Datasets.sta |
09c0 | 6e 64 61 72 64 69 7a 65 63 02 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 03 00 00 00 43 00 00 | ndardizec....................C.. |
09e0 | 00 73 32 00 00 00 7c 00 6a 00 64 01 6b 02 72 1c 74 01 6a 02 6a 03 6a 04 a0 05 7c 01 a1 01 7d 01 | .s2...|.j.d.k.r.t.j.j.j...|...}. |
0a00 | 6e 12 7c 01 64 02 1b 00 7d 01 7c 00 a0 06 7c 01 a1 01 7d 01 7c 01 53 00 29 03 7a 2d 20 50 72 65 | n.|.d...}.|...|...}.|.S.).z-.Pre |
0a20 | 70 72 6f 63 65 73 73 20 66 75 6e 63 74 69 6f 6e 20 66 6f 72 20 49 6d 61 67 65 44 61 74 61 47 65 | process.function.for.ImageDataGe |
0a40 | 6e 65 72 61 74 6f 72 2e 20 72 07 00 00 00 72 1d 00 00 00 29 07 72 09 00 00 00 da 02 74 66 da 05 | nerator..r....r....).r......tf.. |
0a60 | 6b 65 72 61 73 da 0c 61 70 70 6c 69 63 61 74 69 6f 6e 73 da 05 76 67 67 31 36 da 10 70 72 65 70 | keras..applications..vgg16..prep |
0a80 | 72 6f 63 65 73 73 5f 69 6e 70 75 74 72 3c 00 00 00 72 3b 00 00 00 72 19 00 00 00 72 19 00 00 00 | rocess_inputr<...r;...r....r.... |
0aa0 | 72 1a 00 00 00 da 0d 70 72 65 70 72 6f 63 65 73 73 5f 66 6e 75 00 00 00 73 0a 00 00 00 00 03 0a | r......preprocess_fnu...s....... |
0ac0 | 01 12 02 08 01 0a 01 7a 16 44 61 74 61 73 65 74 73 2e 70 72 65 70 72 6f 63 65 73 73 5f 66 6e 63 | .......z.Datasets.preprocess_fnc |
0ae0 | 02 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 06 00 00 00 43 00 00 00 73 5e 00 00 00 7c 00 6a | ....................C...s^...|.j |
0b00 | 00 64 01 6b 02 72 1c 74 01 6a 02 6a 03 6a 04 a0 05 7c 01 a1 01 7d 01 6e 12 7c 01 64 02 1b 00 7d | .d.k.r.t.j.j.j...|...}.n.|.d...} |
0b20 | 01 7c 00 a0 06 7c 01 a1 01 7d 01 74 07 a0 07 a1 00 64 03 6b 00 72 5a 7c 01 74 01 6a 07 6a 08 74 | .|...|...}.t.....d.k.rZ|.t.j.j.t |
0b40 | 09 6a 0a 74 09 6a 0a 64 04 66 03 64 05 64 06 64 07 8d 03 17 00 7d 01 7c 01 53 00 29 08 7a 34 20 | .j.t.j.d.f.d.d.d.....}.|.S.).z4. |
0b60 | 43 75 73 74 6f 6d 20 70 72 65 70 72 6f 63 65 73 73 20 66 75 6e 63 74 69 6f 6e 20 66 6f 72 20 49 | Custom.preprocess.function.for.I |
0b80 | 6d 61 67 65 44 61 74 61 47 65 6e 65 72 61 74 6f 72 2e 20 72 07 00 00 00 72 1d 00 00 00 67 33 33 | mageDataGenerator..r....r....g33 |
0ba0 | 33 33 33 33 d3 3f 72 21 00 00 00 67 9a 99 99 99 99 99 b9 bf 67 9a 99 99 99 99 99 b9 3f 29 02 da | 3333.?r!...g........g.......?).. |
0bc0 | 06 6d 69 6e 76 61 6c da 06 6d 61 78 76 61 6c 29 0b 72 09 00 00 00 72 3d 00 00 00 72 3e 00 00 00 | .minval..maxval).r....r=...r>... |
0be0 | 72 3f 00 00 00 72 40 00 00 00 72 41 00 00 00 72 3c 00 00 00 72 25 00 00 00 da 07 75 6e 69 66 6f | r?...r@...rA...r<...r%.....unifo |
0c00 | 72 6d 72 0c 00 00 00 72 27 00 00 00 72 3b 00 00 00 72 19 00 00 00 72 19 00 00 00 72 1a 00 00 00 | rmr....r'...r;...r....r....r.... |
0c20 | da 14 63 75 73 74 6f 6d 5f 70 72 65 70 72 6f 63 65 73 73 5f 66 6e 7f 00 00 00 73 16 00 00 00 00 | ..custom_preprocess_fn....s..... |
0c40 | 03 0a 01 12 02 08 01 0a 0c 0c 01 08 01 0c 01 02 01 02 fd 08 05 7a 1d 44 61 74 61 73 65 74 73 2e | .....................z.Datasets. |
0c60 | 63 75 73 74 6f 6d 5f 70 72 65 70 72 6f 63 65 73 73 5f 66 6e 63 05 00 00 00 00 00 00 00 00 00 00 | custom_preprocess_fnc........... |
0c80 | 00 0b 00 00 00 09 00 00 00 43 00 00 00 73 fc 00 00 00 7c 04 72 26 74 00 6a 01 6a 02 6a 03 6a 04 | .........C...s....|.r&t.j.j.j.j. |
0ca0 | 7c 00 6a 05 64 01 64 02 64 02 64 03 64 02 64 04 64 05 8d 07 7d 05 6e 14 74 00 6a 01 6a 02 6a 03 | |.j.d.d.d.d.d.d.d...}.n.t.j.j.j. |
0cc0 | 6a 04 7c 00 6a 05 64 06 8d 01 7d 05 7c 02 72 42 64 07 6e 04 74 06 6a 07 7d 06 64 08 7d 07 74 08 | j.|.j.d...}.|.rBd.n.t.j.}.d.}.t. |
0ce0 | 7c 00 6a 09 83 01 72 5c 7c 00 6a 0a 7d 07 7c 05 6a 0b 7c 01 7c 06 7c 06 66 02 64 09 74 06 6a 0c | |.j...r\|.j.}.|.j.|.|.|.f.d.t.j. |
0d00 | 7c 03 7c 07 64 0a 8d 06 7d 05 74 08 7c 00 6a 09 83 01 73 f8 67 00 7d 08 74 0d a0 0e 7c 01 a1 01 | |.|.d...}.t.|.j...s.g.}.t...|... |
0d20 | 44 00 5d 24 7d 09 74 0d 6a 0f a0 10 74 0d 6a 0f a0 11 7c 01 7c 09 a1 02 a1 01 72 90 7c 08 a0 12 | D.]$}.t.j...t.j...|.|.....r.|... |
0d40 | 7c 09 a1 01 01 00 71 90 7c 08 44 00 5d 3c 7d 0a 7c 0a 7c 00 6a 09 7c 05 6a 13 7c 0a 19 00 3c 00 | |.....q.|.D.]<}.|.|.j.|.j.|...<. |
0d60 | 74 14 7c 05 6a 13 7c 0a 19 00 83 01 7c 00 6a 15 7c 0a 3c 00 7c 0a 7c 00 6a 0a 74 14 7c 05 6a 13 | t.|.j.|.....|.j.|.<.|.|.j.t.|.j. |
0d80 | 7c 0a 19 00 83 01 3c 00 71 ba 7c 05 53 00 29 0b 61 a6 02 00 00 20 52 65 74 75 72 6e 73 20 61 6e | |.....<.q.|.S.).a.....Returns.an |
0da0 | 20 69 6d 61 67 65 20 64 61 74 61 20 67 65 6e 65 72 61 74 6f 72 20 77 68 69 63 68 20 63 61 6e 20 | .image.data.generator.which.can. |
0dc0 | 62 65 20 69 74 65 72 61 74 65 64 0a 20 20 20 20 20 20 20 20 74 68 72 6f 75 67 68 20 66 6f 72 20 | be.iterated.........through.for. |
0de0 | 69 6d 61 67 65 73 20 61 6e 64 20 63 6f 72 72 65 73 70 6f 6e 64 69 6e 67 20 63 6c 61 73 73 20 6c | images.and.corresponding.class.l |
0e00 | 61 62 65 6c 73 2e 0a 0a 20 20 20 20 20 20 20 20 41 72 67 75 6d 65 6e 74 73 3a 0a 20 20 20 20 20 | abels...........Arguments:...... |
0e20 | 20 20 20 20 20 20 20 70 61 74 68 20 2d 20 46 69 6c 65 70 61 74 68 20 6f 66 20 74 68 65 20 64 61 | .......path.-.Filepath.of.the.da |
0e40 | 74 61 20 62 65 69 6e 67 20 69 6d 70 6f 72 74 65 64 2c 20 73 75 63 68 20 61 73 0a 20 20 20 20 20 | ta.being.imported,.such.as...... |
0e60 | 20 20 20 20 20 20 20 20 20 20 20 20 20 20 22 2e 2e 2f 64 61 74 61 2f 74 72 61 69 6e 22 20 6f 72 | .............."../data/train".or |
0e80 | 20 22 2e 2e 2f 64 61 74 61 2f 74 65 73 74 22 0a 20 20 20 20 20 20 20 20 20 20 20 20 69 73 5f 76 | ."../data/test".............is_v |
0ea0 | 67 67 20 2d 20 42 6f 6f 6c 65 61 6e 20 76 61 6c 75 65 20 69 6e 64 69 63 61 74 69 6e 67 20 77 68 | gg.-.Boolean.value.indicating.wh |
0ec0 | 65 74 68 65 72 20 56 47 47 20 70 72 65 70 72 6f 63 65 73 73 69 6e 67 0a 20 20 20 20 20 20 20 20 | ether.VGG.preprocessing......... |
0ee0 | 20 20 20 20 20 20 20 20 20 20 20 20 20 73 68 6f 75 6c 64 20 62 65 20 61 70 70 6c 69 65 64 20 74 | .............should.be.applied.t |
0f00 | 6f 20 74 68 65 20 69 6d 61 67 65 73 2e 0a 20 20 20 20 20 20 20 20 20 20 20 20 73 68 75 66 66 6c | o.the.images..............shuffl |
0f20 | 65 20 2d 20 42 6f 6f 6c 65 61 6e 20 76 61 6c 75 65 20 69 6e 64 69 63 61 74 69 6e 67 20 77 68 65 | e.-.Boolean.value.indicating.whe |
0f40 | 74 68 65 72 20 74 68 65 20 64 61 74 61 20 73 68 6f 75 6c 64 0a 20 20 20 20 20 20 20 20 20 20 20 | ther.the.data.should............ |
0f60 | 20 20 20 20 20 20 20 20 20 20 20 62 65 20 72 61 6e 64 6f 6d 6c 79 20 73 68 75 66 66 6c 65 64 2e | ...........be.randomly.shuffled. |
0f80 | 0a 20 20 20 20 20 20 20 20 20 20 20 20 61 75 67 6d 65 6e 74 20 2d 20 42 6f 6f 6c 65 61 6e 20 76 | .............augment.-.Boolean.v |
0fa0 | 61 6c 75 65 20 69 6e 64 69 63 61 74 69 6e 67 20 77 68 65 74 68 65 72 20 74 68 65 20 64 61 74 61 | alue.indicating.whether.the.data |
0fc0 | 20 73 68 6f 75 6c 64 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 62 65 | .should.......................be |
0fe0 | 20 61 75 67 6d 65 6e 74 65 64 20 6f 72 20 6e 6f 74 2e 0a 0a 20 20 20 20 20 20 20 20 52 65 74 75 | .augmented.or.not...........Retu |
1000 | 72 6e 73 3a 0a 20 20 20 20 20 20 20 20 20 20 20 20 41 6e 20 69 74 65 72 61 62 6c 65 20 69 6d 61 | rns:.............An.iterable.ima |
1020 | 67 65 2d 62 61 74 63 68 20 67 65 6e 65 72 61 74 6f 72 0a 20 20 20 20 20 20 20 20 e9 14 00 00 00 | ge-batch.generator.............. |
1040 | 67 9a 99 99 99 99 99 c9 3f 54 da 07 72 65 66 6c 65 63 74 29 07 da 16 70 72 65 70 72 6f 63 65 73 | g.......?T..reflect)...preproces |
1060 | 73 69 6e 67 5f 66 75 6e 63 74 69 6f 6e da 0e 72 6f 74 61 74 69 6f 6e 5f 72 61 6e 67 65 da 11 77 | sing_function..rotation_range..w |
1080 | 69 64 74 68 5f 73 68 69 66 74 5f 72 61 6e 67 65 da 12 68 65 69 67 68 74 5f 73 68 69 66 74 5f 72 | idth_shift_range..height_shift_r |
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