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FFmpeg/libavfilter/vf_srcnn.h
Sergey Lavrushkin 9479955c62 Adds SRCNN filter.
Signed-off-by: Pedro Arthur <bygrandao@gmail.com>
2018-05-04 14:24:56 +00:00

856 lines
176 KiB
C

/*
* Copyright (c) 2018 Sergey Lavrushkin
*
* This file is part of FFmpeg.
*
* FFmpeg is free software; you can redistribute it and/or
* modify it under the terms of the GNU Lesser General Public
* License as published by the Free Software Foundation; either
* version 2.1 of the License, or (at your option) any later version.
*
* FFmpeg is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
* Lesser General Public License for more details.
*
* You should have received a copy of the GNU Lesser General Public
* License along with FFmpeg; if not, write to the Free Software
* Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA
*/
/**
* @file
* Default cnn weights for x2 upsampling with srcnn filter.
*/
#ifndef AVFILTER_SRCNN_H
#define AVFILTER_SRCNN_H
/// First convolution kernel
static const double conv1_kernel[] = {
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0.038421183824539185, -0.07726779580116272, 0.027273094281554222, 0.45762088894844055, 0.023581644520163536, -0.20363852381706238, -0.07738441973924637, 0.07288403809070587, 0.06679897010326385,
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-0.10098253190517426, -0.04282565042376518, 0.12107565999031067, 0.015420041978359222, -0.02609303407371044, 0.09977199882268906, 0.0654386356472969, -0.05860965698957443, -0.04621657729148865,
-0.024240786209702492, 0.003574902657419443, 0.09980470687150955, 0.041678234934806824, -0.047122664749622345, 0.01244963426142931, 0.02494264580309391, -0.03977813571691513, 0.08772413432598114,
0.12657013535499573, -0.076152004301548, -0.0581919401884079, -0.09207551181316376, -0.05024847760796547, 0.08484440296888351, 0.011602652259171009, -0.06636865437030792, 0.07597231864929199,
0.03471222519874573, 0.11924102157354355, -0.09907552599906921, 0.0718424990773201, -0.11197686940431595, 0.07318370789289474, 0.11031656712293625, -0.468844473361969, 0.09414266049861908,
-0.1416342854499817, 0.15163519978523254, -0.13412059843540192, 0.11831796914339066, 0.0874205157160759, 0.015127725899219513, 0.02830408699810505, 0.2779788076877594, 0.04213378205895424,
-0.11278911679983139, -0.019549937918782234, -0.1138615533709526, -0.0007093751919455826, -0.13948887586593628, 0.17623040080070496, 0.276247501373291, -0.2456439584493637, -0.16273942589759827,
0.1998843401670456, 0.029753731563687325, 0.11769873648881912, -0.0947619378566742, -0.3595242202281952, 0.08280224353075027, 0.14039701223373413, -0.5054993033409119, 0.32306021451950073,
-0.09488756209611893, 0.18297874927520752, 0.021063625812530518, -0.10248441249132156, 0.31057217717170715, 0.49288955330848694, -0.06318224221467972, -0.5325169563293457, 0.016925616189837456,
-0.23778969049453735, 0.22520707547664642, -0.28116437792778015, -0.25012317299842834, 0.045585665851831436, 0.21047309041023254, 0.13688251376152039, -0.01049390621483326, 0.18622957170009613,
-0.06745558977127075, 0.05942220240831375, 0.07465878874063492, 0.17600689828395844, -0.24391280114650726, -0.1395273208618164, -0.14145755767822266, -0.22604353725910187, 0.0404188446700573,
0.2511400878429413, -0.04146436229348183, 0.06866158545017242, 0.0936383605003357, -0.17196893692016602, 0.35007256269454956, 0.1466590315103531, -0.11697538942098618, -0.08733940124511719,
-0.1187233105301857, 0.06795468926429749, -0.19596466422080994, 0.09043551236391068, -0.07781103998422623, 0.06362947076559067, -0.04456653818488121, -0.13828079402446747, 0.1451389342546463,
0.002784173935651779, 0.01319826114922762, 0.03299565985798836, -0.009061452932655811, -0.03782084956765175, 0.05905524268746376, 0.03665812313556671, -0.03293836489319801, 0.007655598223209381,
-0.02654659003019333, -0.051362812519073486, -0.019685762003064156, -0.04363385960459709, -0.033689528703689575, -0.04015159234404564, -0.030751371756196022, -0.02246842533349991, 0.018601812422275543,
0.012158050201833248, 0.015349633991718292, 0.03493561968207359, -0.01330295018851757, 0.03794550150632858, -0.003826811444014311, -0.044383760541677475, -0.07613663375377655, 0.014979931525886059,
0.0436096116900444, 0.06885120272636414, 0.09881002455949783, 0.031302209943532944, 0.12420085072517395, 0.15065008401870728, 0.07978155463933945, -0.027734771370887756, -0.05383369326591492,
-0.0678027868270874, 0.002182385651394725, 0.13103488087654114, 0.05609790235757828, 0.05619135499000549, 0.08134319633245468, 0.10918274521827698, 0.10301676392555237, -0.02375829964876175,
-0.08856120705604553, -0.03078402765095234, 0.08737516403198242, 0.013652728870511055, 0.01163883414119482, -0.00604214845225215, 0.056429434567689896, 0.10691829025745392, 0.041128937155008316,
-0.04340420290827751, -0.002507368801161647, 0.012957162223756313, 0.012340170331299305, 0.11861597746610641, 0.09244049340486526, 0.034744489938020706, -0.024895809590816498, 0.035870663821697235,
-0.040758680552244186, 0.013552304357290268, -0.009587780572474003, 0.01752828061580658, 0.07450903207063675, 0.0692441463470459, 0.0011354148155078292, -0.06966304779052734, 0.008092116564512253,
0.02915072999894619, 0.04350604489445686, -0.03975748270750046, 0.014310178346931934, 0.0008435412310063839, -0.013759381137788296, 0.02635800465941429, 0.08823874592781067, 0.0821344256401062
};
/// First convolution biases
static const double conv1_biases[] = {
-0.01660689152777195,
-0.011107334867119789,
-0.00483096856623888,
-0.048673778772354126,
-0.030040957033634186,
-0.07297247648239136,
-0.01945866458117962,
-0.009738028049468994,
0.6951230764389038,
-0.07369442284107208,
-0.01354204025119543,
0.010336088016629219,
-0.02956176921725273,
0.018691286444664,
-0.02167515829205513,
0.004088825546205044,
-0.08033090084791183,
-0.02080247923731804,
-0.00025044166250154376,
0.015665635466575623,
-0.024439847096800804,
-0.00014609392383135855,
-5.004818376619369e-05,
-0.0011854040203616023,
-8.353819430340081e-05,
0.0,
-0.00037626884295605123,
0.02971580997109413,
-9.940328891389072e-05,
-0.020136557519435883,
-0.00029498152434825897,
0.019285818561911583,
0.005577716510742903,
-0.0700315311551094,
-0.024398552253842354,
-1.7726930309436284e-05,
0.0050997124053537846,
-0.011211924254894257,
0.004536128137260675,
-0.024612177163362503,
-0.0225357823073864,
-0.00016232267080340534,
-0.00017362962535116822,
-1.552602043375373e-05,
-0.06559696048498154,
-0.0065806107595562935,
6.683926585537847e-06,
0.0252289529889822,
-0.0013730665668845177,
0.030351819470524788,
0.0,
0.003285621991381049,
0.0055278814397752285,
0.020766519010066986,
-0.00849062204360962,
0.026332268491387367,
-0.04678987339138985,
0.010329566895961761,
-0.023649320006370544,
0.027851572260260582,
0.05440746247768402,
-0.08068252354860306,
-0.009446502663195133,
-0.04663233831524849
};
/// Second convolution kernel
static const double conv2_kernel[] = {
-0.24004751443862915, 0.10371380299329758, 0.11173403263092041, 0.04352091997861862, -0.2372848093509674, 0.1215374693274498, -0.23676058650016785, -0.28548064827919006, -0.6127380132675171, -0.12218937277793884, -0.06005159020423889, 0.18506519496440887, 0.16014674305915833, 0.13922938704490662, 0.2135942578315735, 0.10787945240736008, -0.26999104022979736, -0.14241325855255127, -0.0013871012488380075, -0.004951587878167629, 0.3402169644832611, 0.0005581695586442947, 4.7351106331916526e-05, 0.0037513396237045527, 0.0011569701600819826, 0.001654176157899201, -0.0011876021744683385, 0.049887992441654205, -7.201619882835075e-05, -0.17735491693019867, 0.0011244657216593623, -0.22381487488746643, 0.0035836962051689625, -0.3210694193840027, -0.16167263686656952, -0.0007922835648059845, 0.05056063085794449, 0.21074672043323517, 0.07716237753629684, -0.3315621614456177, 0.06265880912542343, 0.0002542850561439991, -0.0012989661190658808, 0.0004486947145778686, -0.41594547033309937, -0.019950004294514656, 0.0002566903131082654, 0.17913155257701874, -0.5950504541397095, 0.3259836733341217, 0.0013792524114251137, -0.08931709825992584, -0.13066786527633667, 0.21108511090278625, -0.05854453891515732, -0.11937838047742844, 0.08559372276067734, -0.11413642764091492, 0.28384047746658325, -0.011619674041867256, 0.32102328538894653, -0.20085231959819794, -0.34134379029273987, -0.029155191034078598,
-0.15286806225776672, -0.45100340247154236, -0.07077684253454208, 0.14408659934997559, 0.05953073874115944, -0.03657171502709389, 0.3870140314102173, -0.12762507796287537, 0.059950776398181915, 0.00540902791544795, 0.16427578032016754, -0.042501527816057205, 0.032962359488010406, -0.19972456991672516, -0.2558594048023224, -0.05479712411761284, -0.1335245817899704, 0.051931269466876984, -0.0005906695732846856, 0.14123854041099548, -0.06595169752836227, 0.0002593870449345559, 0.0004935731994919479, 0.0018757024081423879, -0.0004157331713940948, 0.0006128620007075369, -0.0008253702544607222, 0.00875023566186428, 0.000315613579005003, -0.031592708081007004, -0.0011055622017011046, 0.5397407412528992, 0.16837793588638306, 0.10016077756881714, -0.04458073899149895, -0.0008208212675526738, 0.14558495581150055, 0.05370355769991875, 0.3998671770095825, 0.3651335835456848, -6.220484647201374e-05, -0.0015507896896451712, 0.00019759316637646407, 0.001477571902796626, 0.17199119925498962, 0.20428548753261566, 0.0007169281598180532, -0.15589089691638947, 0.13173037767410278, 0.0430227592587471, 0.0005358970374800265, -0.14488573372364044, -0.056273844093084335, 0.04060659557580948, 0.12327120453119278, -0.0687263160943985, 0.1168481707572937, 0.20592212677001953, -0.07642778009176254, -0.10591034591197968, -0.2585831880569458, -0.234173983335495, 0.1204083263874054, -0.09154298901557922,
0.1729278564453125, 0.12093151360750198, 0.12173106521368027, -0.17765463888645172, -0.03842559829354286, 0.1379096508026123, -0.018014583736658096, -0.00353326671756804, 0.052375391125679016, -0.013713608495891094, -0.023778876289725304, 0.08754374086856842, 0.009544276632368565, 0.002218334935605526, 0.005476833321154118, 0.14335989952087402, -0.30521509051322937, -0.027671312913298607, 0.0002961017016787082, -0.09087705612182617, 0.08001929521560669, 0.000289166287984699, 8.447665459243581e-05, 0.0032733778934925795, -0.0009773650672286749, 0.000969415414147079, 0.0023891173768788576, 0.1590563803911209, 0.00069234031252563, -0.23975391685962677, 0.0003552400739863515, -0.15277449786663055, 0.09689000993967056, -0.13403186202049255, -0.10830442607402802, -0.0011496500810608268, -0.0791272521018982, -0.04548552632331848, 0.07143749296665192, -0.11953869462013245, 0.06519463658332825, 0.0004770815430674702, -0.0012068727519363165, 0.00023571185010951012, -0.02185177616775036, -0.10972553491592407, -0.0004428153915796429, -0.06199837476015091, -0.02185823768377304, 0.13159608840942383, 0.0011464811395853758, -0.12141252309083939, -0.06273757666349411, 0.2553664743900299, 0.1002097874879837, 0.13120368123054504, 0.16516226530075073, -0.14927655458450317, 0.14413973689079285, 0.039363794028759, 0.19443942606449127, -0.01614764891564846, -0.0876186192035675, 0.08571985363960266,
-0.034732215106487274, 0.08880914747714996, 0.115323506295681, -0.2509199380874634, -0.18177348375320435, 0.11170994490385056, -0.06447608023881912, -0.04730312153697014, -0.13159127533435822, 0.01896033063530922, -0.2969268262386322, 0.31513679027557373, 0.016690406948328018, 0.0855814516544342, 0.01695072464644909, 0.1360795795917511, -0.008597755804657936, -0.15839214622974396, -0.0006356500089168549, 0.14604529738426208, 0.029391299933195114, -0.0021237179171293974, -0.0021662425715476274, 0.0011421579401940107, 0.00031981870415620506, -0.00031888089142739773, -0.0013892676215618849, 0.4037177860736847, 0.0010367054492235184, -0.08923333138227463, 0.001726223505102098, 0.04937814548611641, 0.03052854910492897, -0.10994968563318253, 0.041772034019231796, -0.0003509650705382228, -0.09172547608613968, -0.1121240183711052, 0.018248941749334335, -0.1032114252448082, 0.03656036779284477, -0.0008534444496035576, 0.0005108112818561494, 0.001955348066985607, -0.17280977964401245, -0.15745718777179718, 0.0016406632494181395, 0.10295743495225906, -0.056333065032958984, 0.12174493074417114, -0.00029968394665047526, -0.046295735985040665, -0.05203622952103615, 0.17915867269039154, 0.17138905823230743, 0.20149874687194824, 0.14662422239780426, -0.06499027460813522, 0.0864318460226059, 0.026575079187750816, -0.26568517088890076, -0.10079117864370346, -0.20195038616657257, 0.07289135456085205,
0.20596843957901, 0.1484273374080658, 0.11689981073141098, -0.292439341545105, 0.02092818170785904, 0.14047744870185852, -0.032774657011032104, 0.013994990848004818, 0.04893071949481964, -0.0856017917394638, 0.07281561940908432, 0.0699431449174881, -0.006538144778460264, 0.08474163711071014, 0.013837413862347603, 0.10437792539596558, -0.32318544387817383, -0.033461928367614746, -0.0006234075990505517, -0.25232645869255066, 0.08134997636079788, -0.0012573037529364228, -0.00025874844868667424, 0.002164048608392477, 0.000704825681168586, 0.0008626107592135668, -0.0004994627670384943, 0.1802779585123062, 0.0005355331813916564, -0.3850158154964447, -0.000660755904391408, -0.15524353086948395, 0.0770384892821312, -0.1990944892168045, -0.04059717804193497, 0.00019839264859911054, -0.08954143524169922, -0.1745176762342453, 0.19342899322509766, -0.039949242025613785, -0.05351455509662628, 0.0010188281303271651, 0.0012863714946433902, -4.699235432781279e-05, 0.04647690802812576, -0.1538148671388626, -0.0009432003716938198, 0.06832418590784073, -0.07473438233137131, 0.19692155718803406, -0.00023191161744762212, -0.07189866900444031, -0.08010462671518326, 0.22581109404563904, 0.11592476069927216, 0.17914976179599762, 0.13195598125457764, -0.1110662892460823, 0.12462127208709717, 0.006350248120725155, 0.09321404248476028, 0.032797329127788544, 0.0406208336353302, 0.07625015079975128,
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4.970770169165917e-05, -0.0025146163534373045, 2.311794742126949e-05, 1.5305355191230774e-05, 0.0014284845674410462, -0.00043277646182104945, 0.00029742848710156977, 0.00020736988517455757, -0.0009878313867375255, -0.0017866966081783175, 0.0002106996689690277, -0.0007617949158884585, 0.0006641677464358509, 0.0011071038898080587, 0.001078135916031897, -0.003074847860261798, -0.000611280498560518, 0.0005082837305963039, 0.0025799130089581013, 0.001191113842651248, -0.0017789171542972326, 0.0015459605492651463, -0.0004226936143822968, 0.00028610375011339784, -0.0009467246127314866, -0.0005137818516232073, 0.0004890620475634933, 0.0006118919118307531, 0.0008442935068160295, -0.0006955136777833104, 0.0007786106434650719, -0.0008063556742854416, -0.001883144024759531, 0.0027368501760065556, 0.0005387529381550848, 0.0017444468103349209, 0.001049600075930357, 0.00025057903258129954, 0.0010602751281112432, 0.0009044823818840086, -0.0009020579745993018, -0.0009210603893734515, -0.00040788849582895637, -0.0010924988891929388, 0.0005280947079882026, 0.001131681026890874, -0.0007959590293467045, 0.0010164364939555526, -6.472439417848364e-05, -0.0016699479892849922, -0.0007493608281947672, -0.0006797112873755395, -0.0009642835357226431, -0.0027087812777608633, -0.0005998702254146338, 0.00010552174353506416, -0.0009133603889495134, -0.0018779592355713248, 2.6404981326777488e-05, -6.863032467663288e-05, -0.0007041083299554884, 0.0013223381247371435, -0.00032540818210691214, -0.0013105971738696098,
0.2008306086063385, 0.23285944759845734, 0.032523319125175476, -0.3651238679885864, -0.4688774347305298, -0.265067994594574, -0.3326340317726135, -0.06471677124500275, -0.7383081912994385, -0.1875872015953064, -0.20191927254199982, 0.28061121702194214, 0.1835753619670868, -0.0011513835052028298, -0.27076488733291626, 0.20028293132781982, -0.2847100496292114, -0.19433282315731049, -0.0007925034151412547, 0.005094475578516722, 0.21328584849834442, 0.0005703603965230286, -0.0004742382443509996, 0.001109711010940373, -0.00021286675473675132, 0.001028736005537212, -0.00041788932867348194, 0.17428971827030182, 4.756428825203329e-05, -0.2271847277879715, 0.001528558204881847, -0.06005639582872391, -0.04465782269835472, -0.08158594369888306, 0.15957322716712952, -0.0010575406486168504, -0.22036440670490265, -0.2788655459880829, 0.2829512357711792, -0.023275787010788918, 0.03609989956021309, 0.0005879831733182073, 0.0012141724582761526, -0.0008610974764451385, -0.09079775959253311, -0.09200086444616318, 9.190638229483739e-05, 0.11324892938137054, -0.24395419657230377, 0.20444488525390625, -0.001347557408735156, 0.0043305507861077785, -0.01617995835840702, 0.5016491413116455, 0.5222550630569458, 0.11929945647716522, 0.07638437300920486, -0.1246342808008194, 0.1602180153131485, 0.14887090027332306, -0.06664828211069107, -0.33419695496559143, 0.44983458518981934, -0.16605113446712494,
-0.28657612204551697, 0.10606735944747925, 0.19532410800457, -0.018673300743103027, -0.3525301516056061, 0.17785897850990295, -0.6952473521232605, -0.03807840868830681, -0.27942490577697754, -0.0858394056558609, 0.009105074219405651, -0.11475539952516556, 0.04365213215351105, 0.23203201591968536, 0.1461806446313858, 0.03170369565486908, -0.11271949112415314, -0.15111447870731354, 4.355954661150463e-05, 0.05246283486485481, 0.2124815434217453, -0.00018582690972834826, 7.506563179049408e-06, 0.0030571287497878075, 0.0004258464905433357, -0.00036943473969586194, 0.0002402888931101188, 0.234027698636055, 0.0011033815098926425, -0.31993141770362854, 0.0012660169741138816, -0.07348214834928513, 0.007266503293067217, -0.3315317928791046, -0.08673960715532303, -0.0005167861236259341, -0.14679645001888275, 0.02549666538834572, 0.056328680366277695, -0.20351658761501312, 0.16413918137550354, -0.0010637915693223476, 0.0009137586457654834, -0.002721658907830715, -0.3825833797454834, -0.1024346575140953, 6.492737884400412e-05, 0.14496567845344543, -0.5215505957603455, 0.1925288736820221, 0.000574815203435719, -0.021673772484064102, -0.1108362153172493, 0.2138546258211136, 0.03116424009203911, -0.18227392435073853, 0.03188356012105942, -0.011020283214747906, 0.1178126409649849, -0.0004974040784873068, -0.0630144402384758, 0.03483017534017563, -0.052280452102422714, 0.045389324426651,
0.0005521097918972373, 0.017729170620441437, -0.1722581833600998, 0.0037039422895759344, 0.001567360362969339, -0.10055038332939148, 0.021108632907271385, 0.020772647112607956, 0.14595064520835876, -0.04253007844090462, 0.013751122169196606, 0.0076897949911653996, 0.04191797226667404, 0.01694018393754959, 0.002107905922457576, -0.06683442741632462, 0.020539015531539917, 0.02914385125041008, -7.801321044098586e-05, 0.00048368109855800867, -0.01766815409064293, -0.0005448150914162397, 0.0010524365352466702, -0.0007671643979847431, -0.00012459020945243537, 0.0008768694824539125, -0.0005135779501870275, -0.0037997858598828316, 0.00038613981450907886, 0.014108768664300442, 0.0006932157557457685, -0.0067222160287201405, -0.0209006667137146, 0.026551542803645134, -0.0011496779043227434, -0.0007507435511797667, 0.02834414131939411, 0.009201196022331715, 0.0057718404568731785, 0.02169930189847946, -0.014502635225653648, -3.491714596748352e-05, -0.0003578605828806758, -0.001178428647108376, 0.06057244539260864, 0.020316433161497116, -0.0011969138868153095, -0.04873412102460861, 0.023842258378863335, -0.023542333394289017, 0.0017061911057680845, 0.021966224536299706, 0.0003367953177075833, -0.1909828633069992, 0.06507214158773422, -0.02517489530146122, -0.04564562439918518, 0.030473219230771065, -0.035557761788368225, 0.0190313421189785, 0.025006592273712158, 0.0028738449327647686, 0.013087435625493526, -0.017678551375865936,
0.5722816586494446, 0.44931724667549133, 0.033467985689640045, -0.05215294659137726, -0.1651076078414917, 0.09514902532100677, -0.2535097599029541, -0.31727728247642517, 0.020857004448771477, 0.01630846969783306, -0.09314350038766861, 0.1957118958234787, -0.39591383934020996, 0.26922011375427246, 0.3317633271217346, 0.11175347119569778, -0.2671031951904297, -0.056412164121866226, -0.0015118089504539967, 0.2937302589416504, 0.1793442815542221, -0.001025194302201271, 0.0010095476172864437, 0.0035850228741765022, 0.0006587953539565206, 0.000939257733989507, 0.0003379232657607645, 0.3479364216327667, -0.0004258739354554564, -0.0808158591389656, 0.00038307232898660004, -0.011362356133759022, -0.0033058011904358864, -0.08819703757762909, -0.32478445768356323, -0.0011537037789821625, -0.273912638425827, -0.11553899198770523, 0.17199908196926117, -0.0041303266771137714, 0.41343948245048523, 0.0003570480039343238, 0.0014987858012318611, 0.0013575225602835417, -0.55711829662323, -0.28808870911598206, -0.002448621904477477, 0.17940248548984528, -0.20062221586704254, 0.31715089082717896, 0.0008355412282980978, -0.07066480815410614, -0.13722951710224152, -0.10970398038625717, 0.05873332545161247, 0.24034948647022247, 0.182510644197464, 0.11015398055315018, 0.24339579045772552, -0.04150482639670372, 0.19960984587669373, -0.15185965597629547, -0.27342841029167175, 0.13767993450164795,
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};
/// Second convolution biases
static const double conv2_biases[] = {
0.12326373159885406,
0.13270756602287292,
0.07082673907279968,
0.051456157118082047,
0.05844561755657196,
0.1315319687128067,
0.08097290247678757,
0.10153213143348694,
0.055915363132953644,
0.052281659096479416,
-0.11212895810604095,
0.07462140917778015,
-0.10300768911838531,
0.108175128698349,
0.15686865150928497,
0.18225829303264618,
0.06780990958213806,
-0.027867194265127182,
0.10957542806863785,
0.03425288572907448,
0.05988423153758049,
-0.04818560183048248,
0.07478125393390656,
-0.07338137924671173,
-0.022100606933236122,
-0.04947621747851372,
0.00016185229469556361,
0.16787314414978027,
-0.08640440553426743,
0.060469429939985275,
-0.17337509989738464,
0.26549988985061646
};
/// Third convolution kernel
static const double conv3_kernel[] = {
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};
/// Third convolution biases
static const double conv3_biases[] = {
0.05037664
};
#endif