AlexNet
Full_acc: 87.330000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[9.77361085558411, 2.479563595916126, 0.44430045512672134, 0.0958056759769912, 0.02245261585245248, 0.0053918210118606, 0.0012884719676490438, 0.0003892981409782301, 7.42283057092763e-05, 1.2211032407095422e-05, 1.4114504686203013e-05, 9.672525006213742e-06, 9.431765981603251e-06, 5.91721715332687e-05, 4.7400273659832236e-06, 9.745560382060907, 1.3869853742370126, 0.4188167146248724, 0.41858764464746395, 0.41849686169738753, 0.4185104626312336, 0.41853267045144643, 1.8243750242955095, 0.681160018324127, 0.2557060099824116, 0.39484584618745944, 0.08392454868101795, 0.11527118974461374, 0.30025781656803335, 0.039722100368376916, 0.030512137719105395, 0.11522814516699598, 0.2628058818210259, 0.02666592884758961, 0.007520376004815472, 0.030573360227075866, 0.11522710862872872, 0.2459087651283948, 0.022142621303734202, 0.0018608540274093388, 0.007568314026438258, 0.03057435988336355, 0.11522753429840206]
js_flops_wt_log_list:
[18.03811802742162, 4.576267815500212, 0.8199982757277453, 0.17681838539566022, 0.04143841419054442, 0.009951112770067501, 0.0023779961951522384, 0.0007184863320815593, 0.00013699531924728345, 2.2536608736576685e-05, 2.6049645846382502e-05, 1.7851554585436096e-05, 1.7407211162492295e-05, 0.00010920780761862545, 8.748166296386058e-06, 17.98634824042959, 2.5598119520484603, 0.772965635924013, 0.7725428657370179, 0.7723753172646516, 0.7724004190672119, 0.7724414056880269, 3.3670556870719466, 1.2571448758952013, 0.4719294901892361, 0.7287251437985457, 0.15489064756874038, 0.2127438217561804, 0.5541540392735854, 0.07331087203379852, 0.05631301978139514, 0.21266437893990883, 0.48503297139969576, 0.049214479578837476, 0.013879561196970102, 0.056426011677739696, 0.21266246591105176, 0.4538477533949648, 0.04086629009636251, 0.0034343811181140453, 0.013968035324373983, 0.05642785663743479, 0.2126632515244675]
js_flops_wt_cbrt_list:
[40.29517754598936, 10.222880449238106, 1.8317862239078426, 0.3949928824105683, 0.09256887301069011, 0.022229694652205825, 0.005312182720041966, 0.0016050196739804483, 0.0003060325197809922, 5.034431246897984e-05, 5.819205211953967e-05, 3.987841527583627e-05, 3.888580079733613e-05, 0.00024395826608468964, 1.9542444149596472e-05, 40.179529519117004, 5.718339182354399, 1.726720464360927, 1.7257760421257349, 1.7254017572124587, 1.7254578318866212, 1.7255493915027762, 7.521633161039411, 2.8083237895560447, 1.0542387275354654, 1.627892056529932, 0.34600872078270795, 0.4752463675226859, 1.237919353139309, 0.16376844857996942, 0.12579711069594773, 0.47506890098313065, 1.0835104675830318, 0.10993975033581649, 0.03100541762960615, 0.12604952220126886, 0.4750646274864538, 1.0138461104477305, 0.09129081052554881, 0.007672030790829696, 0.031203059127823767, 0.12605364363890253, 0.4750663824606713]
js_param_list:
[3.6876790792391945, 0.7354808749246111, 0.13279509416192287, 0.02878319222837831, 0.006701915710043522, 0.0016354941350858782, 0.0003357735418399548, 0.00010818453039652098, 3.311944011332813e-05, 5.232918183272872e-06, 1.94368299872083e-05, 6.096077263682887e-06, 8.109164503877803e-06, 2.9776915021149546e-05, 1.370526710559261e-05, 3.6828958645359724, 0.4102143750455689, 0.14872265773144863, 0.1486344355433121, 0.14862066308175462, 0.1485973572392031, 0.1486065195646579, 0.7174121093715675, 0.2817493275376938, 0.07990256381590628, 0.16849032768981526, 0.02485125279540051, 0.04261276271395425, 0.12940432997257098, 0.011162834589360841, 0.010657878676352936, 0.04260455438761678, 0.11333632014273526, 0.007192081618058183, 0.0026876830044347527, 0.010716117109474694, 0.04260446712068692, 0.10618139847609967, 0.005866707553528726, 0.0007273759519408429, 0.002689605584193657, 0.010716744478476632, 0.042604591796474835]
ptq_acc_list:
[10.0, 10.07, 44.64, 76.89, 84.07, 86.45, 86.88, 87.2, 87.2, 87.24, 87.32, 87.34, 87.33, 87.33, 87.33, 10.0, 13.78, 63.83, 64.07, 64.13, 64.49, 64.22, 22.64, 57.95, 56.88, 70.7, 77.77, 81.67, 78.55, 82.92, 86.02, 82.15, 80.03, 84.56, 86.79, 86.17, 82.12, 80.94, 84.87, 87.18, 86.88, 86.15, 82.09]
acc_loss_list:
[0.8854918126646055, 0.8846902553532576, 0.48883545173479903, 0.11954654757815182, 0.03732966907133866, 0.010076720485514662, 0.005152868430092784, 0.0014886064353600763, 0.0014886064353600763, 0.0010305736860185895, 0.00011450818733545307, -0.00011450818733545307, 0.0, 0.0, 0.0, 0.8854918126646055, 0.8422077178518264, 0.269094240238177, 0.2663460437421276, 0.2656589946181152, 0.26153669987404105, 0.26462842093209665, 0.7407534638726669, 0.3364250543913889, 0.34867743043627614, 0.19042711553876096, 0.10946982709263715, 0.06481163403183324, 0.10053818848047637, 0.05049811061490893, 0.015000572540936704, 0.059315241039734255, 0.08359097675483794, 0.031718767891904226, 0.006183442116111211, 0.01328294973090572, 0.05965876560174045, 0.07317073170731708, 0.02816901408450697, 0.0017176228100308196, 0.005152868430092784, 0.013511966105576464, 0.06000229016374665]


AlexNet_BN
Full_acc: 88.170000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[30.676258885657155, 6.752506122292226, 1.1975613044403228, 0.2615889354922754, 0.06116750619356366, 0.0146795884576702, 0.0035961755433752242, 0.0009166885208440013, 0.00018741605563638242, 6.254568783795732e-05, 1.9828084062587516e-05, 1.5661980339161772e-05, 1.1503601232601968e-06, 8.208689703707249e-06, 2.3369941704032284e-06, 27.5985199480491, 4.238250800158914, 1.5985014742617267, 1.6112567135292075, 1.6181915384122534, 1.5964866129564175, 1.6271977252477536, 5.17056338972317, 1.9449676584957654, 0.6901332412050594, 1.1364631578308386, 0.22364418269246758, 0.3149602437537294, 0.873149308088429, 0.10602173484161402, 0.08058353858373231, 0.31500891278496074, 0.7642346896998464, 0.07057668275257911, 0.020437484931548008, 0.08055274772894576, 0.31501348637081195, 0.7156834611837101, 0.058401530068076996, 0.005087429925172956, 0.020364291675189855, 0.0805515168596381, 0.3749233715416447]
js_flops_wt_log_list:
[56.65009817054611, 12.469908281544793, 2.2115462551892664, 0.4830784265839787, 0.11295853394733917, 0.027108916062090326, 0.00664108678734536, 0.0016928561885982045, 0.00034610276272970474, 0.00011550363326152735, 3.661668500276645e-05, 2.892310718415266e-05, 2.124379447868114e-06, 1.5159054410770757e-05, 4.315746247637678e-06, 50.96641250311523, 7.82681241527326, 2.951965745895732, 2.9755209505699707, 2.988327548398097, 2.9482448850446334, 3.004959347284496, 9.54852169935892, 3.5917876819014185, 1.2744747008020387, 2.0987158081531057, 0.41300554125664624, 0.5816396580487286, 1.612451968316158, 0.19579120483290893, 0.14881427975667677, 0.5817295355467442, 1.4113184517775557, 0.13033453725201358, 0.03774207057147311, 0.14875741803331882, 0.5817379816251408, 1.3216585009996034, 0.10785058321481131, 0.00939499845046532, 0.03760690398634398, 0.14875514497690168, 0.6923740565443238]
js_flops_wt_cbrt_list:
[126.58194400291832, 27.86341564782524, 4.941594688705776, 1.079415717141053, 0.25240045967313096, 0.06057358073097671, 0.014839191863419279, 0.003782606459480844, 0.0007733501255234361, 0.0002580873627725847, 8.181823721891708e-05, 6.462730431557032e-05, 4.746824612756004e-06, 3.3872184489153165e-05, 9.643329270227302e-06, 113.88201930518872, 17.488639258644287, 6.596026746865996, 6.648659728896767, 6.677275461287335, 6.5877126606577345, 6.714438423105477, 21.335716584641705, 8.025678364264595, 2.8477529681305507, 4.689480433130111, 0.922841195064778, 1.2996460906978686, 3.6029470619154575, 0.43748611435432355, 0.3325184145362742, 1.2998469176829637, 3.1535238067085203, 0.2912263107896678, 0.084332857628062, 0.33239135972587763, 1.2998657900425388, 2.953182920546032, 0.2409869872436926, 0.02099267620303298, 0.08403083433662177, 0.3323862806896641, 1.5470768257226857]
js_param_list:
[9.247066205382364, 1.8291626132331038, 0.32484792383860195, 0.07078788606864135, 0.016559910946962644, 0.004002268657306018, 0.0009703928966982574, 0.00024542904958567565, 5.708190570910254e-05, 1.912911498100378e-05, 5.325805429046148e-06, 3.5924029933595005e-06, 1.4781240274808206e-07, 7.547117344749665e-06, 4.714974095097802e-06, 8.421436952611495, 1.1475635118022187, 0.4578410447572586, 0.4618981303871528, 0.4631248195552776, 0.45697519348414195, 0.46811381739834057, 1.5932687004441444, 0.6142567408123271, 0.1910668453117496, 0.36379568525081657, 0.060467040826875956, 0.0944652986898777, 0.2783494276404343, 0.02798978196957205, 0.02385603799422852, 0.09452078104335693, 0.24372357070150708, 0.01831664019479303, 0.0060155525475752356, 0.023864569761761305, 0.09452214101594421, 0.2282378529304508, 0.015064360638921925, 0.0015050323116371372, 0.006025602263673135, 0.023864085776068605, 0.11150396621668866]
ptq_acc_list:
[10.0, 13.44, 30.12, 69.95, 84.49, 87.75, 88.05, 88.12, 88.13, 88.18, 88.11, 88.18, 88.16, 88.18, 88.16, 10.0, 13.47, 47.92, 47.1, 48.51, 46.26, 43.22, 11.7, 27.76, 60.48, 51.34, 82.14, 77.59, 65.05, 85.14, 86.95, 77.65, 68.56, 85.9, 87.7, 86.84, 77.57, 70.97, 86.41, 87.99, 87.83, 86.75, 75.36]
acc_loss_list:
[0.8865827378927073, 0.8475671997277986, 0.6583872065328342, 0.20664625155948735, 0.0417375524554838, 0.004763525008506314, 0.0013610071452875643, 0.0005670863105364314, 0.0004536690484292418, -0.00011341726210735075, 0.0006805035726437822, -0.00011341726210735075, 0.00011341726210735075, -0.00011341726210735075, 0.00011341726210735075, 0.8865827378927073, 0.8472269479414767, 0.45650447998185323, 0.46580469547465125, 0.449812861517523, 0.47533174549166385, 0.5098105931722808, 0.8673018033344675, 0.6851536803901553, 0.3140523987750936, 0.4177157763411591, 0.06839060905069753, 0.11999546330951569, 0.2622207099920608, 0.03436543041850971, 0.013836905977089699, 0.11931495973687191, 0.22241125099240103, 0.025745718498355403, 0.005330611319042745, 0.015084495860269914, 0.12022229783373038, 0.19507769082454351, 0.01996143813088358, 0.0020415107179313466, 0.0038561869116479916, 0.016105251219235586, 0.14528751275944202]


VGG_16
Full_acc: 89.030000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[23.605684125304947, 2.8799485365176007, 0.515920049858074, 0.11131222030615666, 0.026339050646610164, 0.006392935911682317, 0.0015768483515481544, 0.0004155211929455521, 0.00013754723300831985, 2.9380204477488903e-05, 3.859661932568326e-05, 1.2108336980641176e-05, 3.6251534332109926e-05, 1.5495158638189566e-05, 1.608919364914052e-05, 23.140325405181265, 2.1778594855013904, 1.9516372839527187, 1.9916956523170342, 1.9286636368427774, 1.9757525247996541, 1.9893314480927673, 4.262649748125066, 1.6876677840214565, 0.37797035017480535, 1.0114076804137628, 0.10772749068300758, 0.26905387361946526, 0.7735102085747884, 0.041674583106026626, 0.06690853178052192, 0.26900786929275045, 0.6757229714149876, 0.023089172229154575, 0.01713271448244418, 0.06685480542031387, 0.26900779859284374, 0.6315635475439138, 0.017525207198115504, 0.004399907848984724, 0.017116331399230172, 0.06685365675362268, 1.1339683220199694]
js_flops_wt_log_list:
[59.555098116947214, 7.265860915261593, 1.3016216359881063, 0.28083109842353554, 0.06645114529362729, 0.01612882403469327, 0.003978251924134126, 0.0010483240089201873, 0.0003470197649871868, 7.41237132152051e-05, 9.737593025145307e-05, 3.054828629779566e-05, 9.145948376578968e-05, 3.909294423057186e-05, 4.059164315301323e-05, 58.38103834009739, 5.494551001168407, 4.92381196484366, 5.024875761413918, 4.86585144141744, 4.984652630470184, 5.018911078763871, 10.754296407602595, 4.257839761503218, 0.9535864824111144, 2.551694046380344, 0.27178713582130304, 0.6787996381335536, 1.9514993135381844, 0.10514136648984851, 0.1688044351478158, 0.6786835731986522, 1.7047905770862648, 0.05825198330398441, 0.04322435590493289, 0.168668888190707, 0.6786833948289063, 1.593380172394353, 0.044214581058667594, 0.011100586717201374, 0.04318302280384211, 0.16866599020405534, 2.860903938260118]
js_flops_wt_cbrt_list:
[163.67703025644096, 19.968979557905303, 3.577285079401766, 0.7718163792351882, 0.18262963982432134, 0.04432732214366175, 0.01093354693624378, 0.002881139750448261, 0.0009537246410350189, 0.00020371638422659994, 0.00026762113716475834, 8.395675498390099e-05, 0.0002513607930285949, 0.00010744029004999416, 0.00011155920844035658, 160.45032719164266, 15.100836349858726, 13.532257446107836, 13.810014054896865, 13.372962832439608, 13.699467639415216, 13.793621141889403, 29.556349567880346, 11.701946424504744, 2.6207698159987136, 7.01289590379714, 0.7469605904397956, 1.8655650384568958, 5.36336304173629, 0.2889631142974368, 0.4639302009855668, 1.8652460537777966, 4.685326154928134, 0.16009564143478044, 0.11879477043886581, 0.4635576732910225, 1.8652455635589702, 4.379133658295318, 0.1215162353943975, 0.03050806942518644, 0.11868117345973661, 0.4635497086689522, 7.862706556940782]
js_param_list:
[14.255871522650548, 1.5517057130410357, 0.2785646605227516, 0.060468507399652975, 0.014140065140259894, 0.0035224558177102596, 0.0008530366767683901, 0.00023753768584110712, 0.00010257568787997683, 1.9484122848915324e-05, 2.3987978783849505e-05, 1.0892382568622682e-05, 1.5862635260569302e-05, 2.1041012081489313e-05, 1.372793177490017e-05, 15.037268736964243, 1.3818109412276671, 1.448594555648352, 1.4334786771443346, 1.4356920885598843, 1.4378959956504607, 1.4403338823951508, 2.706965452711975, 1.058579364343309, 0.24818892010939028, 0.6307193938807106, 0.06588402498262305, 0.20044912273755333, 0.4807576663444964, 0.02295622597307408, 0.04782130040212223, 0.20048264085311596, 0.41931325326297403, 0.01134926934871423, 0.012181421811300077, 0.047749383272991795, 0.20048080393566348, 0.39143611089797836, 0.00798991163104407, 0.003077857310389632, 0.012206108425538893, 0.047750538346391445, 0.8952793427245047]
ptq_acc_list:
[10.0, 10.79, 22.37, 81.84, 87.79, 88.9, 88.87, 88.92, 89.01, 88.97, 88.97, 89.0, 89.0, 89.01, 89.01, 10.0, 10.09, 46.5, 41.49, 43.36, 44.65, 43.57, 11.84, 49.48, 73.42, 76.76, 86.23, 85.0, 81.83, 87.53, 88.11, 84.81, 82.59, 88.11, 88.64, 88.18, 84.85, 83.29, 88.15, 88.76, 88.63, 88.16, 67.08]
acc_loss_list:
[0.8876783106817927, 0.8788048972256544, 0.7487363809951701, 0.08075929461979106, 0.013927889475457653, 0.0014601819611366443, 0.001797147029091279, 0.0012355385825002744, 0.00022464337863637, 0.0006739301359092696, 0.0006739301359092696, 0.0003369650679546348, 0.0003369650679546348, 0.00022464337863637, 0.00022464337863637, 0.8876783106817927, 0.8866674154779287, 0.47770414467033584, 0.5339773110187577, 0.512973155116253, 0.49848365719420423, 0.5106143996405706, 0.8670111198472424, 0.4442322812535101, 0.17533415702572167, 0.13781871279344038, 0.03145007300909802, 0.04526564079523757, 0.08087161630910931, 0.016848253397731102, 0.010333595417275096, 0.04739975289228349, 0.07233516792092551, 0.010333595417275096, 0.004380545883410093, 0.00954734359204756, 0.04695046613501075, 0.06447264966865096, 0.009884308660002195, 0.0030326856115915537, 0.004492867572728358, 0.00977198697068409, 0.24654610805346516]


VGG_19
Full_acc: 88.670000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[22.64613813841908, 2.5744148465912473, 0.4685501548079211, 0.10137851372072057, 0.02347341095891982, 0.005717900069014295, 0.0014105304829670328, 0.0003459162217224385, 0.0001025663353431254, 3.415296185252337e-05, 1.9245433204116313e-05, 2.7662369299138115e-05, 4.449214890142153e-06, 1.9435948302376125e-05, 2.3054035766334464e-05, 22.300813632591403, 2.0678458733764074, 2.0597369835580177, 2.0527029260316754, 2.060098033221477, 2.0875206773142403, 2.0957662630186036, 3.9658918604423565, 1.5526936546675005, 0.3583156130135812, 0.9256710841230973, 0.10479981367005915, 0.2640462074681324, 0.7055723695476808, 0.03922003000484049, 0.0687705964560354, 0.26409684102672143, 0.615722693401841, 0.02081742974265003, 0.0179431293060982, 0.06873522574441217, 0.2640951228922021, 0.5759049446194897, 0.015374132403389001, 0.0045473284958226145, 0.017965617471264295, 0.068735512915018, 1.196962338984946]
js_flops_wt_log_list:
[59.36892479128787, 6.749064254340029, 1.2283471350263377, 0.26577305674592033, 0.06153769624194253, 0.014989998607555406, 0.0036978348205436986, 0.0009068510500995986, 0.0002688870398954968, 8.953511681456746e-05, 5.045366541028699e-05, 7.251943410533345e-05, 1.1664024240186298e-05, 5.09531181854603e-05, 6.0438265773235254e-05, 58.463624978588626, 5.421047305553049, 5.399789108379373, 5.381348682479536, 5.400735633132726, 5.472626605658391, 5.494243163614115, 10.396948660908404, 4.070528592752809, 0.9393571897567062, 2.426731508872203, 0.2747423078446818, 0.6922213110590295, 1.8497225746151567, 0.10281889995712873, 0.18028841579500296, 0.692354051569284, 1.6141734212443066, 0.05457479828062142, 0.047039556492278076, 0.1801956882356576, 0.6923495473223155, 1.5097875467800244, 0.040304695873935086, 0.011921238041543604, 0.047098511276457145, 0.18019644107969643, 3.1379463750883096]
js_flops_wt_cbrt_list:
[169.3784061228655, 19.254951142195377, 3.504450865966846, 0.7582454440649026, 0.1755658695618289, 0.04276617912245385, 0.010549851967358448, 0.002587228689027178, 0.0007671295783897695, 0.0002554419745917557, 0.00014394334174475085, 0.00020689655749831035, 3.327723791068452e-05, 0.00014536827095291654, 0.00017242921547743693, 166.79560308445124, 15.466144205225243, 15.405494975565434, 15.352884793418431, 15.408195392570494, 15.613298961210614, 15.674970587322669, 29.66229553452092, 11.613140166203527, 2.679968083309355, 6.9234185477657135, 0.7838345457803999, 1.974894151505069, 5.277223102140032, 0.29334035364912736, 0.5143593995870247, 1.9752728576402043, 4.605205875926097, 0.15570085494634128, 0.13420295434687987, 0.5140948496349951, 1.9752600071098132, 4.3073949739995685, 0.11498852590632992, 0.03401106396294776, 0.13437115121776264, 0.5140969974846287, 8.952500948601932]
js_param_list:
[14.313417339246161, 1.4583549161788254, 0.26215754555671145, 0.0569093314993998, 0.013342465446140553, 0.00319847300629592, 0.0007885907619884734, 0.0001804209733083404, 4.9177236808971345e-05, 1.9220158853538117e-05, 1.275090042723459e-05, 1.2731826937989241e-05, 1.76798824695433e-06, 6.543163985868865e-06, 1.265077465191911e-05, 15.007427567094211, 1.4419143034838962, 1.5754876911940663, 1.5752595373917164, 1.5847132233946344, 1.5884108572838913, 1.5787871651815366, 2.5010110409460626, 0.959856634411802, 0.2487824460945377, 0.5637721068909868, 0.07116750446958721, 0.20705761155611535, 0.42688919680221465, 0.023510235435859617, 0.05536111482159561, 0.20710659356356156, 0.3711832625727504, 0.010776413972281268, 0.0140759452315166, 0.05533250653153942, 0.2071092167844784, 0.34620498218426937, 0.007176265187113025, 0.0035567621854581117, 0.01406414896489224, 0.055333456435466936, 0.8839351374174705]
ptq_acc_list:
[10.0, 12.29, 40.65, 84.11, 87.59, 88.45, 88.52, 88.64, 88.6, 88.66, 88.71, 88.67, 88.69, 88.69, 88.69, 10.0, 11.0, 47.91, 45.77, 44.0, 43.35, 40.08, 10.87, 33.74, 74.22, 63.86, 84.99, 84.83, 74.6, 86.97, 88.04, 85.13, 78.4, 87.82, 88.51, 87.91, 85.14, 78.64, 88.02, 88.43, 88.47, 87.92, 71.58]
acc_loss_list:
[0.8872222848765084, 0.8613961881132287, 0.5415585880230067, 0.05142663809631219, 0.012179993233337074, 0.002481109732716802, 0.001691665726852438, 0.00033833314537048763, 0.0007894440058645245, 0.0001127777151235493, -0.00045111086049387663, 0.0, -0.00022555543024693831, -0.00022555543024693831, -0.00022555543024693831, 0.8872222848765084, 0.8759445133641592, 0.45968196684335183, 0.4838163978797789, 0.503778053456637, 0.5111086049396639, 0.5479869177850457, 0.8774106236607646, 0.6194879891733394, 0.16296379835344538, 0.2798015112213827, 0.04150219916544499, 0.043306642607420814, 0.15867824517875276, 0.019172211570993605, 0.007104996052779919, 0.0399233111537161, 0.11582271343182582, 0.009586105785496882, 0.001804443441975827, 0.008571106349385418, 0.039810533438592546, 0.11311604826886208, 0.007330551483027018, 0.0027066651629637406, 0.002255554302469864, 0.00845832863426187, 0.1927371151460472]


Inception_BN
Full_acc: 88.550000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[37.00856475254243, 3.8201358871556654, 0.5569503269575472, 0.12098860071538146, 0.028351791991631275, 0.006857406739649816, 0.0016963071300445834, 0.000413318819129965, 0.00010967275526530565, 3.372666440893336e-05, 4.502127574749881e-05, 1.7739837528982555e-05, 3.0305344175810765e-05, 2.7041498738468365e-05, 2.804244019906132e-05, 31.755206143862214, 2.53131668037521, 2.541549044744631, 2.52474576705468, 2.6019677251819666, 2.665918755165287, 2.686623910331779, 5.440759100541038, 2.0846010598188744, 0.5028294845415828, 1.2216849482404493, 0.1505418957152067, 0.4180739862916387, 0.9234280536861618, 0.04991507691434201, 0.11846023130208055, 0.4180162500506496, 0.8020425089347685, 0.022446261988629226, 0.030771630814681, 0.1184630203537209, 0.4180146276583736, 0.7477717683676754, 0.014748894551371534, 0.00775192934039569, 0.030756068490420608, 0.11846239688087609, 1.248436272122401]
js_flops_wt_log_list:
[117.48934426577661, 12.127605147325966, 1.768123923215822, 0.3840968018276769, 0.09000709625270238, 0.02176988560870428, 0.005385186205271797, 0.0013121437525876675, 0.00034817292121701516, 0.0001070704501018313, 0.0001429269197806155, 5.631782514663423e-05, 9.620894619319369e-05, 8.584737008824998e-05, 8.90250117136366e-05, 100.81175457123409, 8.036051624668172, 8.06853582901628, 8.015191256198918, 8.260344162937104, 8.463366480287176, 8.529098159418696, 17.27252119353558, 6.6178846224247865, 1.5963090384971095, 3.878425559809881, 0.47791825298741114, 1.3272397574026293, 2.9315634699601856, 0.15846303943032444, 0.37607010675272234, 1.3270564648826533, 2.5462065086312395, 0.07125908880540155, 0.09768924438381707, 0.37607896102336313, 1.3270513143504477, 2.3739157493251035, 0.04682261960366036, 0.02460968430112263, 0.09763983940729797, 0.37607698171354137, 3.9633517254730877]
js_flops_wt_cbrt_list:
[423.17484759235873, 43.681386528726215, 6.368454742914153, 1.38344550810031, 0.3241888826343797, 0.07841109406251075, 0.019396442851168226, 0.004726098660185433, 0.001254054346737168, 0.00038564792140631505, 0.0005147962810838951, 0.00020284637063977673, 0.00034652679693426033, 0.00030920631977586146, 0.00032065159610223396, 363.1052598242048, 28.94436889374873, 29.061370978576726, 28.86923371189149, 29.752229055801795, 30.48347782341867, 30.72023115175071, 62.21242078835336, 23.836394134120514, 5.749609364983835, 13.969370204825752, 1.7213729903203254, 4.780471672280673, 10.558948408133135, 0.5707545052618243, 1.3545348397648869, 4.77981148658732, 9.17096403901335, 0.2566620337635164, 0.3518585567216947, 1.354566731207063, 4.779792935324695, 8.550404648997386, 0.16864639970950634, 0.08863952274569957, 0.3516806091508794, 1.3545596020998456, 14.275258516959257]
js_param_list:
[31.420076652786115, 3.895922983453959, 0.4456515003293517, 0.09679968963085979, 0.022687161390963863, 0.005473259998868628, 0.001348886186021119, 0.00033306966278065807, 8.430234387160484e-05, 2.1275207710751863e-05, 3.905622507112506e-05, 1.921521208724247e-05, 2.2071602077168343e-05, 1.1833716297854345e-05, 2.3988188792299883e-05, 26.37758982238287, 2.1096990464756384, 2.5350296098798304, 2.6226263524521922, 2.696714319551626, 2.847237389431771, 2.8113059707874193, 4.3712238160418835, 1.6565341194865733, 0.4103636282662783, 0.9638706840230874, 0.12528582484375167, 0.34477876635694493, 0.7261184152241175, 0.04099939033910127, 0.10041466500920988, 0.3447177775272593, 0.6297363167544182, 0.01795686243435546, 0.026175838102123174, 0.10043509449239672, 0.34471656262939643, 0.5868003753135255, 0.011563241498306528, 0.006601666575454745, 0.026170708777066523, 0.1004344510621425, 1.4524937060928087]
ptq_acc_list:
[10.0, 12.1, 20.93, 66.84, 83.9, 87.7, 88.1, 88.37, 88.41, 88.43, 88.5, 88.55, 88.56, 88.56, 88.57, 10.0, 10.0, 10.8, 18.3, 17.11, 13.28, 11.31, 9.73, 14.9, 31.19, 46.02, 62.06, 52.58, 57.54, 80.49, 82.21, 49.08, 57.4, 84.25, 87.36, 82.92, 69.14, 59.56, 84.79, 88.17, 86.36, 85.5, 24.4]
acc_loss_list:
[0.8870694522868436, 0.8633540372670808, 0.7636363636363637, 0.2451722190852625, 0.05251270468661764, 0.009599096555618232, 0.005081874647092071, 0.002032749858836732, 0.0015810276679841962, 0.0013551665725577678, 0.0005646527385657499, 0.0, -0.00011293054771321418, -0.00011293054771321418, -0.00022586109542626788, 0.8870694522868436, 0.8870694522868436, 0.8780350084697911, 0.7933370976849238, 0.8067758328627894, 0.8500282326369283, 0.87227555053642, 0.8901185770750988, 0.8317334839073969, 0.6477696216826652, 0.48029361942405413, 0.2991530208921513, 0.4062111801242236, 0.350197628458498, 0.09102202145680409, 0.0715979672501412, 0.4457368718238284, 0.3517786561264822, 0.04856013551665723, 0.013438735177865587, 0.063579898362507, 0.21919819311123656, 0.3273856578204404, 0.04246188594014671, 0.004291360813099892, 0.024731789949181227, 0.034443817052512676, 0.7244494635798985]


MobileNetV2
Full_acc: 84.610000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[20.199695400098356, 2.342790399605169, 0.4090258650763467, 0.08759231541582455, 0.020585522100895776, 0.005036308713529635, 0.0011856790838455176, 0.0003237396068461287, 8.637934886645483e-05, 2.101893433109226e-05, 2.245353869550648e-05, 1.2182943826256843e-05, 1.2746905921235451e-05, 1.6312513350994315e-05, 2.2701872597252205e-05, 19.46437607016121, 1.5351081487052831, 1.0121378644139682, 1.0122502429366667, 1.011692454556928, 1.0125805271815815, 1.0121422806497415, 3.552402773738667, 1.3747820151871235, 0.33942906058385536, 0.8174602752660846, 0.09899190226144897, 0.2644486847550292, 0.6195063981685683, 0.03510565742159185, 0.06998656741141959, 0.264433125987863, 0.5392255904222267, 0.017708359436120872, 0.017736717497933617, 0.07001566690910287, 0.2644330133287734, 0.5034802676846727, 0.012590556475658909, 0.00449580075877099, 0.017742769747582425, 0.0700156389578681, 0.29339623872327997]
js_flops_wt_log_list:
[35.78849674686029, 4.150802521231921, 0.7246852267680864, 0.15519032506272018, 0.03647207921445894, 0.0089230017799903, 0.0021007085104272896, 0.0005735806227249393, 0.00015304127040885855, 3.723997060505688e-05, 3.9781708617037984e-05, 2.15849415972407e-05, 2.2584132684121952e-05, 2.890144229562652e-05, 4.02216903523427e-05, 34.48570613907564, 2.7198040315870426, 1.7932395489378048, 1.7934386538408416, 1.7924504009380962, 1.7940238298244664, 1.7932473733349787, 6.293914467188684, 2.4357486934147943, 0.6013781688230805, 1.4483225525225165, 0.17538736609028904, 0.46853285193700306, 1.0976008437932676, 0.06219790355962072, 0.1239976143459724, 0.46850528593280927, 0.955364568940763, 0.031374510927959766, 0.031424753883748484, 0.12404917092925474, 0.46850508633081617, 0.8920333482876934, 0.022307122981076517, 0.007965365201943795, 0.03143547686310918, 0.12404912140708844, 0.5198202313010137]
js_flops_wt_cbrt_list:
[78.69061889603884, 9.126653785469024, 1.5934150406638645, 0.3412275964604256, 0.08019365848505254, 0.01961961513623767, 0.004618971676149028, 0.0012611709988338794, 0.000336502322807555, 8.188207387725235e-05, 8.74707673238953e-05, 4.7460289409074874e-05, 4.965727928485078e-05, 6.354758059041765e-05, 8.843818529897744e-05, 75.8260839605916, 5.980219399416437, 3.9429186124490965, 3.9433563980357897, 3.941183458694613, 3.944643064548783, 3.942935816487044, 13.838860799462333, 5.355647472866916, 1.322291367250745, 3.184525989599885, 0.38563621383180247, 1.0301952706433084, 2.413370148230212, 0.13675879039462796, 0.2726420470670629, 1.0301346593819347, 2.1006255091698245, 0.0689852859689694, 0.06909575859692428, 0.2727554080577564, 1.030134220503362, 1.961374816862698, 0.049048199078799225, 0.01751399400504067, 0.06911933594604489, 0.27275529916997765, 1.1429643442441433]
js_param_list:
[16.32697281784347, 1.692197232592246, 0.29820042842024075, 0.06454944478201839, 0.015060550723462442, 0.00366768598303814, 0.0008801230876300767, 0.00025354129220515637, 7.235440043255049e-05, 2.0248561525279206e-05, 3.0133216351318382e-05, 1.2662763463374916e-05, 1.3118701301500071e-05, 1.867692215485625e-05, 2.037370454139592e-05, 15.700086298758913, 1.2747372151086926, 0.926718217515368, 0.926883268722745, 0.9264741858598228, 0.9270823912959991, 0.9268008990409753, 2.7558812080947015, 1.066972080595087, 0.27260221438750915, 0.6286149830016252, 0.0799023949143092, 0.22416943190674513, 0.476829940182954, 0.026581949666080833, 0.06149757827877358, 0.22414164033060022, 0.414994222657401, 0.012342519397345843, 0.01560580826910591, 0.061539133267352615, 0.22414172086791606, 0.38726291430344134, 0.008343637073036581, 0.003898858394887285, 0.015616816746903253, 0.06153915878337477, 0.2750791411080558]
ptq_acc_list:
[10.0, 9.84, 34.44, 71.05, 81.65, 83.81, 84.34, 84.51, 84.6, 84.56, 84.59, 84.54, 84.59, 84.6, 84.58, 10.0, 16.5, 11.96, 12.04, 11.84, 11.45, 11.15, 10.13, 12.23, 46.95, 16.14, 73.63, 55.09, 23.05, 80.66, 80.55, 54.03, 30.37, 82.04, 83.72, 80.49, 51.9, 32.51, 82.63, 84.28, 83.67, 81.18, 58.1]
acc_loss_list:
[0.8818106606784069, 0.8837016901075523, 0.5929559153764331, 0.1602647441200804, 0.03498404443919151, 0.009455147145727422, 0.0031911121616829694, 0.0011818933932158646, 0.00011818933932165366, 0.0005909466966079323, 0.00023637867864313936, 0.0008273253752510717, 0.00023637867864313936, 0.00011818933932165366, 0.000354568017964793, 0.8818106606784069, 0.8049875901193713, 0.8586455501713746, 0.8577000354568017, 0.8600638222432336, 0.8646732064767758, 0.8682188866564235, 0.8802741992672262, 0.8554544380096915, 0.44510105188511995, 0.8092424063349486, 0.12977189457510938, 0.34889492967734304, 0.7275735728637277, 0.04668478903202934, 0.04798487176456687, 0.36142299964543195, 0.6410589764803214, 0.03037466020564937, 0.010518851199621801, 0.04869400780049645, 0.38659732892093135, 0.6157664578655005, 0.0234014891856755, 0.003900248197612555, 0.011109797896229734, 0.040538943387306375, 0.31331993854154355]


ResNet_18
Full_acc: 84.320000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[23.977648658006217, 2.5703435285908354, 0.44873454950721126, 0.09689630468080668, 0.022652440304365563, 0.005533391768453214, 0.0013547212148875528, 0.00033512278505034665, 7.909558165277274e-05, 2.247525467652256e-05, 9.074229703141868e-06, 1.1583516331141077e-05, 1.637496420931184e-05, 1.9876633191019955e-05, 2.0394259621628437e-05, 18.429421282892605, 1.8435169128412672, 1.1881884486026975, 1.2518352166921287, 1.2656761302958621, 1.3173620442453833, 1.2313652271142637, 3.4302405230232442, 1.3509932274595458, 0.3219788958204206, 0.8075808650445306, 0.0948279125706275, 0.22439870558068833, 0.6183634039618191, 0.03691081052646126, 0.058276202219240986, 0.2243656164293477, 0.5409057913635112, 0.020475371999194487, 0.014928776323051686, 0.058277637737427335, 0.22436340829306797, 0.5059803953496315, 0.015503407066963295, 0.0037695860912099312, 0.014941526631541309, 0.05827880598480743, 0.47577493622052686]
js_flops_wt_log_list:
[37.21473813570765, 3.989326172038112, 0.6964627345467244, 0.1503888332190537, 0.035157935879598104, 0.00858815343415702, 0.0021026079737011274, 0.0005201305126636516, 0.00012276105138093131, 3.488293323711061e-05, 1.408374469916704e-05, 1.7978306926695664e-05, 2.5414919274315406e-05, 3.084971799252439e-05, 3.1653105027757457e-05, 28.603558956832043, 2.8612479955255394, 1.8441392065296416, 1.9429227795736737, 1.964404701453028, 2.044624316827778, 1.9111521371455409, 5.323937498107358, 2.096821915281251, 0.4997304141071521, 1.253413578816677, 0.1471785655301667, 0.3482801497881098, 0.9597368148715466, 0.05728777528234899, 0.09044813509720231, 0.3482287934553918, 0.8395179889734277, 0.031778996266458095, 0.02317034958152221, 0.09045036310688566, 0.34822536629643264, 0.7853116952087371, 0.02406221070453758, 0.005850622021586007, 0.02319013881933942, 0.09045217629636676, 0.7384310244727802]
js_flops_wt_cbrt_list:
[78.91504103806501, 8.459493586454819, 1.4768714770426432, 0.31890432499808496, 0.0745535261496308, 0.01821145370488076, 0.00445864737584649, 0.0011029533676234038, 0.00026031873104346345, 7.397037426130263e-05, 2.986503053847872e-05, 3.812357415337591e-05, 5.389314819838306e-05, 6.541781249447726e-05, 6.712142036681198e-05, 60.65476050595326, 6.067367776809044, 3.9105560982989847, 4.120029820570771, 4.1655829221539085, 4.335691179164107, 4.052659158391743, 11.28957953741749, 4.446377854132052, 1.059694306955124, 2.657903534059226, 0.3120968498121018, 0.7385391834021967, 2.0351525746370736, 0.12148055753879489, 0.19179815983075554, 0.738430280658095, 1.7802247139410667, 0.06738837676006043, 0.04913346646224812, 0.19180288439646265, 0.7384230132580419, 1.6652785363981029, 0.051024686464021606, 0.012406430894341352, 0.04917543017320485, 0.19180672932267948, 1.5658665765039048]
js_param_list:
[25.019965453487124, 2.234282434447261, 0.4030157762041818, 0.08760092547989393, 0.02046930149314366, 0.004964000130850394, 0.0012380860917145943, 0.0002929583694304512, 6.615616263627544e-05, 1.1569818518820438e-05, 7.894867032746332e-06, 1.5262947016171314e-05, 2.2188288562469575e-05, 3.0270781258863287e-05, 2.074052848019181e-05, 19.848037676391975, 1.6913738148518316, 1.3876737056985733, 1.5002883788119872, 1.517203298217617, 1.6205635163882692, 1.3995765300151835, 3.7537800430114965, 1.491068738307882, 0.3139510374792983, 0.8954109520400352, 0.08829294447216889, 0.24015678854002387, 0.6855674923874414, 0.03237130139013715, 0.06051411543292261, 0.2401406521011821, 0.598906505329306, 0.016670960148347402, 0.015666452794268194, 0.06053434630319065, 0.24013972500633615, 0.5597453631404266, 0.01209810345400558, 0.003948155083131268, 0.01569997958390292, 0.06053472996433339, 0.8580477415395857]
ptq_acc_list:
[10.0, 11.97, 28.56, 72.45, 81.54, 83.6, 84.09, 84.03, 84.28, 84.28, 84.33, 84.35, 84.3, 84.34, 84.34, 10.0, 14.43, 26.16, 19.97, 20.39, 15.88, 18.64, 12.03, 16.08, 38.73, 33.46, 73.51, 64.56, 47.25, 78.19, 81.53, 65.26, 54.81, 81.27, 83.15, 81.86, 65.06, 58.96, 81.3, 83.87, 82.85, 81.7, 57.89]
acc_loss_list:
[0.881404174573055, 0.8580407969639469, 0.6612903225806451, 0.14077324478178357, 0.03296963946869055, 0.008538899430740024, 0.002727703984819613, 0.00343927893738131, 0.00047438330170768557, 0.00047438330170768557, -0.00011859582542700565, -0.0003557874762808484, 0.00023719165085384278, -0.0002371916508540113, -0.0002371916508540113, 0.881404174573055, 0.8288662239089183, 0.689753320683112, 0.7631641366223909, 0.7581831119544592, 0.8116698292220115, 0.7789373814041746, 0.8573292220113852, 0.8092979127134725, 0.5406783681214421, 0.6031783681214421, 0.12820208728652738, 0.23434535104364318, 0.43963472485768496, 0.07269924098671722, 0.03308823529411756, 0.226043643263757, 0.34997628083491455, 0.03617172675521819, 0.013875711574952414, 0.02917457305502839, 0.22841555977229594, 0.30075901328273236, 0.03581593927893734, 0.005336812144212389, 0.0174335863377609, 0.03107210626185947, 0.3134487666034155]


ResNet_50
Full_acc: 82.100000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[32.43454990142351, 4.214043863283937, 0.5388255214190923, 0.11540611251969539, 0.02705915578990609, 0.006509442202278693, 0.0016039070460832647, 0.0003991510572820047, 9.85893471520507e-05, 3.197663217543934e-05, 1.4193172350008603e-05, 9.494402295860181e-06, 1.4965900384283742e-05, 1.1006413972908124e-05, 9.19979977724061e-06, 27.97930767247182, 2.468904213217743, 2.002059016208805, 2.103427360082547, 2.1176935160244597, 2.0745701738918623, 2.0688235336534557, 4.81856416779809, 1.8450247546811167, 0.504675683635617, 1.0805896157556816, 0.1492571288789468, 0.4201372520873196, 0.8164550600708292, 0.0489459586267891, 0.11690259957670662, 0.420099260792996, 0.7090480603755034, 0.02218520887551022, 0.029685969242844282, 0.11690145812467295, 0.420099664402911, 0.6608826611924046, 0.014722341213935834, 0.007446566935912076, 0.02968041538493898, 0.11690123534737493, 0.6443664633800725]
js_flops_wt_log_list:
[62.54166807113872, 8.125697237536077, 1.0389861123792599, 0.2225309370570455, 0.05217660626834425, 0.01255178119568444, 0.0030927212616783566, 0.0007696599154495928, 0.0001901041402971097, 6.165869178475788e-05, 2.7367873970458382e-05, 1.830750723306581e-05, 2.885788078035027e-05, 2.1223031965581613e-05, 1.77394422225007e-05, 53.950881964765536, 4.760645307913557, 3.8604546951048095, 4.0559174141726135, 4.083426018185369, 4.000273769796785, 3.989192855543097, 9.291358803430924, 3.557654604149022, 0.9731369538175249, 2.083638505085131, 0.2878038955363636, 0.8101263820285742, 1.5743231065990642, 0.09437966326537438, 0.22541652656196548, 0.8100531256113771, 1.3672163965051112, 0.04277845611540752, 0.057241738837094706, 0.22541432556597737, 0.8100539038690502, 1.2743418409037999, 0.028388239708287414, 0.014358784659900266, 0.057231029653872396, 0.22541389599738867, 1.2424946111899446]
js_flops_wt_cbrt_list:
[142.48045026238654, 18.511706463970096, 2.3669853023392213, 0.5069629430595606, 0.11886709426779113, 0.028595070958482575, 0.007045739768225618, 0.0017534148781806179, 0.00043308924020809105, 0.00014046888161168392, 6.234862494552844e-05, 4.170758398676049e-05, 6.574311133700011e-05, 4.834964022624979e-05, 4.041343624526502e-05, 122.90919304629132, 10.845551580739786, 8.79476579598787, 9.240062780881415, 9.30273201255859, 9.113297190045397, 9.088053001636661, 21.167279778281802, 8.10493620510138, 2.216969831843561, 4.746879345317246, 0.6556657327503118, 1.8456043025519484, 3.5865731120501874, 0.21501276400826458, 0.5135368018102701, 1.8454374120990906, 3.1147491550527016, 0.09745652581443902, 0.13040631909648226, 0.5135317875708184, 1.8454391851011087, 2.9031652797243033, 0.06467318989945364, 0.03271172910252679, 0.13038192177395289, 0.5135308089412451, 2.830611928187878]
js_param_list:
[33.03456091879867, 3.9984768996296913, 0.49915617472803026, 0.10781748223103156, 0.025283552892414147, 0.006117779274258625, 0.0015045989680227618, 0.00036642736274082035, 8.705934353284482e-05, 2.2445667334022087e-05, 1.1461111601173797e-05, 1.0002359152822217e-05, 2.114519755323751e-05, 1.358607891960662e-05, 8.62114865466085e-06, 28.339961742851614, 2.5108256813922205, 2.416008469752967, 2.5536338667635565, 2.5895696403940964, 2.5412725386390154, 2.5119317288745378, 4.668675643992857, 1.770042795036069, 0.4997155235783285, 1.025712051693073, 0.15168070213072746, 0.42727341005119857, 0.7717747429312491, 0.04781233863688248, 0.12432027178557617, 0.42721741424280274, 0.6692060893714656, 0.02037538716385666, 0.03146633038851121, 0.12432571514681283, 0.42721749408936366, 0.6235907633174202, 0.012870451493143545, 0.007864776888036686, 0.031451836616023056, 0.12432633116858423, 0.9692708078086846]
ptq_acc_list:
[10.0, 10.03, 16.75, 66.79, 78.99, 81.26, 81.8, 82.23, 82.08, 82.21, 82.1, 82.15, 82.11, 82.1, 82.07, 10.0, 10.23, 13.72, 11.43, 10.47, 16.49, 12.78, 9.95, 12.75, 16.68, 26.39, 59.63, 53.6, 31.92, 74.35, 76.66, 58.33, 33.49, 77.58, 80.77, 76.83, 51.55, 39.04, 77.84, 81.59, 80.94, 75.42, 49.87]
acc_loss_list:
[0.8781973203410475, 0.8778319123020706, 0.7959805115712546, 0.18647990255785615, 0.03788063337393422, 0.010231425091351878, 0.0036540803897685404, -0.0015834348355665002, 0.00024360535931785654, -0.0013398294762484706, 0.0, -0.000609013398294901, -0.00012180267965901482, 0.0, 0.0003654080389768714, 0.8781973203410475, 0.8753958587088916, 0.8328867235079171, 0.8607795371498173, 0.8724725943970767, 0.7991473812423874, 0.8443361753958587, 0.8788063337393422, 0.8447015834348356, 0.7968331303288672, 0.6785627283800243, 0.27369062119366616, 0.34713763702801453, 0.6112058465286235, 0.09439707673568819, 0.06626065773447014, 0.28952496954933005, 0.5920828258221681, 0.05505481120584648, 0.016199756394640663, 0.06419001218026792, 0.37210718635809986, 0.5244823386114494, 0.051887941534713655, 0.006211936662606467, 0.014129110840438448, 0.08136419001218019, 0.3925700365408039]


ResNet_152
Full_acc: 79.760000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[34.395640743617925, 3.503029669404365, 0.5665010081777374, 0.12284888808096202, 0.028694268658336224, 0.006941139055980186, 0.0017113686732310866, 0.0004272219889055042, 0.00011062316111393365, 2.88482591167858e-05, 1.828076430432278e-05, 1.5860396688294654e-05, 1.604485607656334e-05, 1.7353923347356936e-05, 1.0451333534658155e-05, 31.237778002381113, 2.981360635005943, 3.143829524004256, 3.2218300205350014, 3.2042351535053677, 3.1900783907814976, 3.0823922750431167, 5.244018540125816, 2.0048524207135237, 0.5612364336540991, 1.168937773772066, 0.16609668819390203, 0.47514408968838134, 0.8825127368217848, 0.05347642422798172, 0.13349439025341864, 0.4751185395366517, 0.7666849446225685, 0.023341455498657303, 0.033972227602133837, 0.13348612813137076, 0.47511821269455784, 0.7150214634868213, 0.015116210388604199, 0.008415063623769014, 0.033963959689082585, 0.13348561574672796, 1.5660946994139746]
js_flops_wt_log_list:
[81.8701328865851, 8.338077103360835, 1.3484125260408606, 0.2924107408588912, 0.06829945706353073, 0.01652162787526515, 0.004073480757045212, 0.0010168940088797359, 0.0002633104865886916, 6.866599244487472e-05, 4.3512740873738457e-05, 3.7751667258752014e-05, 3.819072622969262e-05, 4.1306630137871354e-05, 2.487675899694503e-05, 74.35363845085854, 7.096375764305536, 7.4830919075335345, 7.668752383051109, 7.626872247350913, 7.593175650329031, 7.3368560582255675, 12.482061257122474, 4.772044670581215, 1.3358815364583634, 2.782361043604784, 0.3953512026659835, 1.1309604624906184, 2.1005986071391796, 0.1272871172971714, 0.3177496692422843, 1.1308996468095567, 1.8248998111785566, 0.05555843770103233, 0.08086230487670391, 0.3177300033481372, 1.1308988688445274, 1.701927946880549, 0.03598031978765312, 0.02002993292848804, 0.08084262519853637, 0.31772878374594676, 3.727692765188247]
js_flops_wt_cbrt_list:
[213.75644761905772, 21.770060445086415, 3.520598554430379, 0.7634613381932741, 0.1783244853948795, 0.04313666484935379, 0.010635536371692504, 0.0026550299025940856, 0.0006874828737851819, 0.0001792814803120775, 0.00011360832806053685, 9.856662008972728e-05, 9.971296836857466e-05, 0.00010784834725524751, 6.495125198866898e-05, 194.13147459800393, 18.528076367596558, 19.53776165939733, 20.022506490151166, 19.913160765190888, 19.825181613059467, 19.155951412357304, 32.589675614453014, 12.45943154967126, 3.487881130824671, 7.264524823704857, 1.0322307496541274, 2.9528483994828516, 5.484496974710366, 0.3323366050816797, 0.8296192779295041, 2.9526896145452324, 4.7646692040747265, 0.1450586906300643, 0.21112508832345694, 0.8295679318338777, 2.9526875833400155, 4.443599383584156, 0.09394177181391433, 0.05229657211834265, 0.21107370623884245, 0.8295647475489308, 9.73271124899402]
js_param_list:
[34.573598806192116, 3.294925147777751, 0.554545115952515, 0.120654473923552, 0.028210152042126846, 0.006827639313272994, 0.001684914469636476, 0.0004225569496713925, 0.000108978856732773, 2.6407277518448736e-05, 2.1345037242811895e-05, 1.6695036439651395e-05, 1.8612698936728237e-05, 2.3916595609392664e-05, 1.3332924498732996e-05, 31.764417239538936, 3.081480872130916, 3.478690608554047, 3.5561727044199496, 3.5401642449640187, 3.5336853318116317, 3.4012489500320964, 5.234487884218976, 1.9908348386800327, 0.5570415039094814, 1.1565608134760599, 0.166702769588833, 0.4756209119461034, 0.8712121130896631, 0.05303711351404139, 0.13588938195327838, 0.4755935859575454, 0.755901865994144, 0.02273258776515624, 0.03458845336385294, 0.13587320889509194, 0.4755932029757784, 0.7045100320786581, 0.014470452325467596, 0.008611736782138136, 0.0345804892826189, 0.1358728514479267, 1.9126512380740057]
ptq_acc_list:
[10.0, 9.49, 17.94, 55.47, 77.37, 79.45, 79.58, 79.72, 79.85, 79.8, 79.81, 79.74, 79.68, 79.73, 79.75, 10.0, 9.84, 10.0, 10.0, 10.0, 10.04, 10.0, 10.14, 10.13, 11.88, 10.06, 27.02, 10.12, 12.51, 34.71, 31.75, 12.2, 14.27, 52.93, 31.75, 40.67, 10.16, 15.0, 48.75, 32.89, 35.42, 28.89, 22.8]
acc_loss_list:
[0.8746238716148446, 0.8810180541624876, 0.7750752256770311, 0.30453861584754266, 0.02996489468405216, 0.003886659979939848, 0.0022567703109328836, 0.0005015045135407003, -0.0011283851554662638, -0.000501504513540522, -0.0006268806419257416, 0.0002507522567704392, 0.0010030090270812223, 0.00037612838515548063, 0.0001253761283852196, 0.8746238716148446, 0.876629889669007, 0.8746238716148446, 0.8746238716148446, 0.8746238716148446, 0.8741223671013039, 0.8746238716148446, 0.8728686058174524, 0.8729939819458375, 0.8510531594784354, 0.8738716148445336, 0.66123370110331, 0.8731193580742226, 0.8431544633901704, 0.5648194583751254, 0.6019307923771314, 0.8470411233701103, 0.8210882647943832, 0.3363841524573722, 0.6019307923771314, 0.4900952858575727, 0.8726178535606821, 0.8119358074222668, 0.38879137412236714, 0.5876379137412236, 0.5559177532597793, 0.6377883650952859, 0.7141424272818456]


