AlexNet
Full_acc: 88.160000
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:
[1020.2421664266105, 315.1754872551783, 65.98671127536508, 18.720867379403302, 4.794779615320007, 1.1058867065321465, 0.25846980786744894, 0.06333175175253605, 0.015733811822498115, 0.003952638802166622, 0.000946705441078194, 0.0003151697974351115, 4.3000903376745556e-05, 5.000616512642608e-07, 1.010108597132575e-05, 1017.2183970747138, 182.26342551863434, 42.05032345529016, 41.83623863149336, 41.82916294692661, 41.81217192872177, 41.85164269080257, 201.5582567833174, 73.16670443469069, 34.102893786681285, 40.5924514155745, 11.312823243330202, 11.766481596852811, 29.68094460511102, 5.6109603403933965, 3.041349998214461, 11.734209276980751, 25.626946280495872, 3.8682222427574002, 0.7719464331031887, 3.0291643439940055, 11.734214309275503, 23.915842487979326, 3.247502904647542, 0.19717417402039264, 0.7646126076876036, 3.0291723490300084, 11.73421395000948]
js_flops_wt_log_list:
[1882.9528703857611, 581.686003511264, 121.78468160990566, 34.551121418185666, 8.849216721904016, 2.0410179238910633, 0.477030339117118, 0.11688470411556386, 0.02903822945982242, 0.007294966649149128, 0.00174723392773654, 0.0005816755024132115, 7.936221135224777e-05, 9.229108074564328e-07, 1.8642504152066264e-05, 1877.3722196658637, 336.3842933964257, 77.60782670658604, 77.21271302991248, 77.19965418858702, 77.16829566651022, 77.24114267009631, 371.9947191453377, 135.03603425302816, 62.94009780932869, 74.91718674661217, 20.878879249623377, 21.716148406937045, 54.77897471705289, 10.355555010599929, 5.613097456110281, 21.65658680544988, 47.29693953651396, 7.139167949508616, 1.4246997426960955, 5.590607685203928, 21.656596093023122, 44.13893656067954, 5.993572033304165, 0.363903482089952, 1.4111644781563533, 5.590622459250733, 21.65659542996389]
js_flops_wt_cbrt_list:
[4206.310220810214, 1299.422741988443, 272.0536233543201, 77.18341624344251, 19.768179718637207, 4.55941021633801, 1.0656334646622438, 0.26110761098176005, 0.0648682201727437, 0.01629615550096014, 0.003903128986377076, 0.0012993992836869838, 0.00017728647700495547, 2.061681534017834e-06, 4.164530986920985e-05, 4193.843659096926, 751.4456222919315, 173.3673740989079, 172.48473347485796, 172.45556145541812, 172.38550995599095, 172.5482421733283, 830.9954082429545, 301.6556919663227, 140.6012762602684, 167.35677949393525, 46.64112658792185, 48.511494067303374, 122.37022225130795, 23.13317426491138, 12.53904416375722, 48.37843998132832, 105.65617616585554, 15.948118291429472, 3.18262298729789, 12.488804481864548, 48.378460728748436, 98.60154383622108, 13.38898264494778, 0.8129204719764432, 3.152386690643676, 12.488837485464934, 48.37845924754682]
js_param_list:
[608.7232888383022, 216.61867458682656, 51.38856054484552, 20.836830211827625, 8.633429909933053, 1.6947684929135065, 0.1938079797698649, 0.04092757127916033, 0.00945392039774901, 0.0023297188232831835, 0.0005704133874965861, 0.00015561897220565203, 3.5493880702613275e-05, 1.991719870531483e-06, 4.811550279890886e-06, 601.6512576879582, 121.15442250417354, 25.993434019493115, 26.19574909903115, 26.039704956850215, 25.719511449596787, 26.113258574327514, 119.43090897701401, 42.01142331061515, 21.614453786553806, 23.077559679923798, 7.319097535101606, 6.992341669037263, 16.869079166757345, 3.711538186376228, 1.8151614749087326, 6.976071177341839, 14.564079968690514, 2.594863819112129, 0.46007988005470524, 1.8090518505476396, 6.976078322774788, 13.59433327554591, 2.190108218432631, 0.11716545611255333, 0.4563926401541665, 1.8090234738065607, 6.976057248815575]
ptq_acc_list:
[10.0, 10.0, 10.04, 10.54, 10.16, 17.32, 23.05, 30.0, 42.04, 58.75, 64.75, 71.18, 82.41, 86.21, 87.64, 10.0, 10.0, 12.83, 40.71, 41.49, 40.15, 39.06, 10.01, 10.28, 10.03, 10.01, 13.1, 27.1, 15.49, 19.19, 53.52, 78.17, 18.84, 26.1, 59.9, 86.35, 76.88, 21.23, 38.02, 73.25, 87.74, 86.5, 76.4]
acc_loss_list:
[0.8865698729582577, 0.8865698729582577, 0.8861161524500908, 0.8804446460980038, 0.8847549909255898, 0.8035390199637025, 0.7385435571687841, 0.6597096188747731, 0.5231397459165155, 0.33359800362976405, 0.26553992740471866, 0.19260435571687828, 0.06522232304900182, 0.022118874773139778, 0.005898366606170554, 0.8865698729582577, 0.8865698729582577, 0.8544691470054446, 0.5382259528130672, 0.5293784029038112, 0.5445780399274047, 0.5569419237749546, 0.8864564428312159, 0.8833938294010889, 0.8862295825771325, 0.8864564428312159, 0.8514065335753177, 0.6926043557168784, 0.8242967332123412, 0.7823275862068966, 0.3929219600725952, 0.11331669691470049, 0.7862976406533575, 0.7039473684210527, 0.3205535390199637, 0.02053085299455538, 0.12794918330308533, 0.7591878402903811, 0.5687386569872958, 0.16912431941923772, 0.004764065335753196, 0.018829401088929183, 0.13339382940108882]


AlexNet_BN
Full_acc: 89.020000
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:
[34.2949873689207, 10.092186239889795, 1.920683097007928, 0.42702710806280536, 0.10402053427158794, 0.02498501779286633, 0.006135765512561582, 0.0015438911858557665, 0.0003923436730160432, 0.00010034247199691392, 2.4272874113013817e-05, 3.0455731501405126e-05, 1.902388113629261e-05, 7.821244778092451e-05, 6.281829142910155e-05, 33.487462600063864, 5.909637171216701, 1.4854993207894585, 1.481572310394753, 1.4824694548122934, 1.4878883877421758, 1.4764487160370043, 6.556862351758255, 2.348684691211474, 1.0544934369192567, 1.3219531378289433, 0.35457769868795475, 0.3852662301379704, 0.9837751580795154, 0.17788519578974077, 0.09899956368330899, 0.3849574763042947, 0.8551483167479819, 0.12347912134407507, 0.02530344317086967, 0.09885665443905302, 0.3849582230785851, 0.7991699097536786, 0.10385222190352592, 0.0064204938045799055, 0.025239433599125193, 0.09885736840438641, 0.3849844948486603]
js_flops_wt_log_list:
[63.3328336564329, 18.637322868353536, 3.5469411835900524, 0.788594452909413, 0.19209557137338248, 0.04614003669855903, 0.011330968353529676, 0.0028511164796650983, 0.0007245442697493831, 0.00018530326368963534, 4.482491514069393e-05, 5.624284844646022e-05, 3.5131556881587765e-05, 0.00014443556697911757, 0.00011600705254278737, 61.841571061427345, 10.913375296172877, 2.743283744888099, 2.7360317026750622, 2.7376884666082484, 2.7476956543687145, 2.726569919071188, 12.10861133042318, 4.337335228025426, 1.9473416541546686, 2.4412616712491544, 0.6548015360879181, 0.7114742981034365, 1.8167456302504463, 0.3285020459025818, 0.18282330392389834, 0.7109041198736382, 1.579209390386283, 0.22802990326259195, 0.04672807544836619, 0.1825593922537447, 0.7109054989478277, 1.4758336083693706, 0.19178474754673625, 0.011856778419056004, 0.046609868448722086, 0.18256071073936506, 0.7109540152404898]
js_flops_wt_cbrt_list:
[141.514197897946, 41.644209557836575, 7.925471001500873, 1.7620767148306786, 0.42922839755000725, 0.10309771263037677, 0.025318508668905747, 0.006370683868689331, 0.0016189596336610838, 0.0004140513098018752, 0.00010015913619766613, 0.00012567196390695712, 7.849978922424193e-05, 0.0003227343895563839, 0.00025921222915990507, 138.18204271391872, 24.385416887789837, 6.129736762929142, 6.113532420289633, 6.117234380324816, 6.139594964359613, 6.0923905158447775, 27.056114832606543, 9.691568817814579, 4.351242101623005, 5.454882835970067, 1.46312281974474, 1.5897554050289238, 4.059431511373348, 0.7340221627524827, 0.40850995791840705, 1.5884813689533155, 3.5286681061162266, 0.5095219492626352, 0.10441165718658121, 0.4079202598714145, 1.5884844504288556, 3.2976798488473946, 0.4285338765255094, 0.026493406196360158, 0.10414752928048902, 0.4079232059646845, 1.5885928577721664]
js_param_list:
[267.07975718896716, 73.31117500931612, 13.782238309168012, 3.198213663053448, 0.8060788800911768, 0.195319431148546, 0.04769994097402521, 0.011892087169172746, 0.002941950693702072, 0.0007351702059170222, 0.00018647865057610423, 1.905370821184249e-05, 2.013237293458836e-05, 2.1831433795970412e-05, 1.8440481565737743e-05, 266.1899524598974, 41.547306390870396, 10.816220864937437, 10.794111912777911, 10.78117685176176, 10.778609337126428, 10.787103885740638, 51.631211374329304, 19.148736390878614, 7.704084073453693, 10.988627711536209, 2.5332146079171207, 3.01905240704633, 8.244575117821462, 1.2397064537040177, 0.7758990294930821, 3.015448661977383, 7.17844871153941, 0.8461019635302609, 0.19625192710899095, 0.7744569410119928, 3.0154544231373426, 6.71498607498684, 0.7070517434747303, 0.04960356958793626, 0.19542472736392935, 0.7744716732454135, 3.015461540734204]
ptq_acc_list:
[10.0, 10.0, 15.01, 45.7, 75.6, 87.04, 88.28, 88.75, 88.9, 89.0, 89.03, 89.02, 89.01, 89.02, 89.02, 10.0, 10.0, 60.71, 60.66, 62.9, 59.38, 58.06, 14.09, 40.87, 50.53, 67.2, 82.65, 84.95, 77.82, 85.57, 88.06, 84.68, 79.82, 86.46, 88.53, 88.17, 84.95, 81.27, 87.07, 88.71, 88.54, 88.14, 85.02]
acc_loss_list:
[0.8876656931026735, 0.8876656931026735, 0.8313862053471129, 0.4866322174792181, 0.15075263985621212, 0.02224219276567052, 0.0083127387104021, 0.003033026286227769, 0.0013480116827678087, 0.0002246686137946082, -0.00011233430689738392, 0.0, 0.00011233430689722428, 0.0, 0.0, 0.8876656931026735, 0.8876656931026735, 0.31801842282633114, 0.3185800943608178, 0.29341720961581663, 0.33295888564367554, 0.3477870141541226, 0.841720961581667, 0.5408896877106268, 0.43237474724780944, 0.24511345764996623, 0.07155695349359684, 0.04572006290721179, 0.12581442372500565, 0.038755335879577656, 0.01078409346214327, 0.048753089193439555, 0.10334756234554036, 0.028757582565715596, 0.005504381037968939, 0.009548416086272684, 0.04572006290721179, 0.087059087845428, 0.02190518984497869, 0.0034823635138171456, 0.005392046731071555, 0.009885419006964677, 0.04493372275893058]


VGG_16
Full_acc: 91.620000
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:
[18.64627424415145, 8.950773501728182, 3.1577337118782656, 1.291229820857623, 0.4789011306356713, 0.14884709650924563, 0.03660000104636694, 0.00907020348434925, 0.0022016183680255426, 0.0005511358846565404, 0.00014285205554687727, 5.304420653463737e-05, 2.496477512431461e-05, 1.7847573583002367e-05, 2.7326568761432746e-05, 19.268543044714693, 6.6835752775673445, 1.1676176263706077, 1.1120337010166463, 1.0741925360183047, 1.12124141309498, 1.0922721230191454, 5.168913822399699, 2.0470270628982745, 1.4613368519934489, 0.9229217713710606, 0.49835971321068334, 0.2309757144480617, 0.48900035271068815, 0.22359999467550903, 0.05905535132253138, 0.21709072882450575, 0.3339168380042632, 0.14689327525180002, 0.01722549896150749, 0.05369812608193352, 0.21708762808008178, 0.2876402356305345, 0.12150274696853358, 0.006011328692611109, 0.013885819742118121, 0.05369504290347704, 0.28831968062413815]
js_flops_wt_log_list:
[47.042936194148524, 22.582026908788297, 7.966688872046093, 3.257661089782565, 1.2082261065566942, 0.37552834266421914, 0.09233863512814396, 0.022883338418988434, 0.005554492605587239, 0.001390468139464132, 0.0003604033731512098, 0.00013382594242712426, 6.298396708622707e-05, 4.502788354884885e-05, 6.894256803352052e-05, 48.61286652431557, 16.862082001717198, 2.945798220990142, 2.8055647877793826, 2.7100948034157453, 2.8287950484804445, 2.7557080367384224, 13.040722235246042, 5.164472121706751, 3.68682640758908, 2.3284517557933806, 1.257318426369162, 0.5827317379817135, 1.233705569824514, 0.564123435320127, 0.14899154049824473, 0.5477011209161895, 0.8424432837736179, 0.3705990207232628, 0.043458443115666254, 0.13547572485211504, 0.5476932980063588, 0.7256914209486821, 0.30654091526339733, 0.015166062046805845, 0.035032721474468356, 0.13546794625970004, 0.7274056018656316]
js_flops_wt_cbrt_list:
[129.2894871179865, 62.06284967146606, 21.895085673320033, 8.953125922327056, 3.3206033950471645, 1.0320756047400705, 0.25377699061177217, 0.06289095296960516, 0.015265575626768568, 0.0038214645417387824, 0.000990507205545307, 0.0003677977792048671, 0.00017310069183664893, 0.00012375145858270682, 0.00018947689032130355, 133.60417288421036, 46.34255661139238, 8.096024014595123, 7.71061633974704, 7.4482333698024, 7.774460749442518, 7.573593562409076, 35.840201013065204, 14.193670843480628, 10.132613605643341, 6.399352541326853, 3.455525263524745, 1.6015387989408707, 3.3906293544035826, 1.5503970526577797, 0.4094778390625377, 1.5052631222880275, 2.3153116896353807, 1.0185282040643244, 0.11943811921479448, 0.37233192483521266, 1.5052416223545282, 1.994439106291337, 0.8424754260983508, 0.04168133501571243, 0.09628146026192716, 0.3723105467005724, 1.999150240193889]
js_param_list:
[59.477399729797796, 41.82124701293296, 20.63092545394198, 10.400490652026322, 4.178046691701964, 1.3370779021640422, 0.32882320005205184, 0.08123180981254484, 0.019816423414074125, 0.0049696886762884175, 0.0011959118896011952, 0.00030425019248398377, 9.393444047836174e-05, 1.6395485807107146e-05, 1.1144858390484956e-05, 60.18983086467781, 33.63585392935613, 3.5325323712043573, 2.67639267266417, 2.6307965399368056, 2.6767203761245746, 2.659835861647592, 25.677909930320446, 12.139196280530062, 9.086893458396096, 5.0182711955566575, 3.079032502226496, 0.8056084287953912, 1.9098258144726512, 1.217500933198603, 0.22572374753397093, 0.6706444688654639, 0.8015857777774394, 0.7376182387491544, 0.07567521597006992, 0.17273121233493913, 0.6706443152397759, 0.5210219776284817, 0.59100643479658, 0.03576451251441776, 0.04353254583448526, 0.17271000328019337, 0.7532189692833622]
ptq_acc_list:
[10.0, 10.01, 27.36, 12.1, 14.31, 16.55, 30.26, 57.41, 84.31, 90.52, 91.32, 91.54, 91.58, 91.62, 91.63, 10.0, 9.88, 26.06, 51.19, 61.53, 43.63, 57.97, 11.42, 10.4, 10.45, 11.3, 12.73, 73.29, 14.47, 22.11, 88.07, 88.19, 44.12, 65.9, 91.31, 90.95, 88.32, 73.78, 78.98, 91.48, 91.47, 90.9, 87.76]
acc_loss_list:
[0.8908535254311286, 0.8907443789565597, 0.7013752455795678, 0.8679327657716657, 0.843811394891945, 0.8193625845885179, 0.6697227679545951, 0.3733900895001092, 0.07978607290984503, 0.012006112202575948, 0.0032743942370662667, 0.0008731717965509528, 0.00043658589827555395, 0.0, -0.00010914647456877215, 0.8908535254311286, 0.892163283125955, 0.7155642872735211, 0.4412791966819472, 0.32842174197773416, 0.5237939314560139, 0.3672778869242524, 0.8753547260423489, 0.8864876664483736, 0.8859419340755293, 0.8766644837371753, 0.8610565378738266, 0.2000654878847413, 0.842065051298843, 0.7586771447282253, 0.03874699847194948, 0.037437240777122974, 0.5184457542021393, 0.2807247325911373, 0.0033835407116350386, 0.007312813796114404, 0.03601833660772769, 0.19471731063086664, 0.13796114385505348, 0.0015280506439642062, 0.0016371971185331334, 0.00785854616895873, 0.042130539183584365]


Inception_BN
Full_acc: 93.160000
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:
[17.68117799721503, 8.051702629177601, 1.7940944579483746, 0.4147412235914379, 0.1022648346795652, 0.024943354369008828, 0.006098844512810525, 0.0015095388132713892, 0.0003632829690227437, 0.00010140678037741721, 3.464970585803773e-05, 1.1452024976970843e-05, 7.610709558928563e-06, 1.332874101948134e-05, 1.8655884020139345e-05, 19.128810633782667, 5.675615313896114, 1.7382098360159648, 1.6205105881643667, 1.762281841376144, 1.8335119049463995, 1.7333966678048034, 3.81876660423519, 1.1332241317934173, 0.9326973316627165, 0.5394221311451176, 0.3340239074002578, 0.1996416212974325, 0.3660842459603092, 0.18337958008054614, 0.05084175551828808, 0.19913711570832673, 0.30717963212937327, 0.13426369146139225, 0.012949091416406164, 0.050655073881440006, 0.19913649690002924, 0.2840584209713243, 0.11541738853200562, 0.0033196689003825094, 0.01284006813516262, 0.050655952332081235, 0.8001437771464878]
js_flops_wt_log_list:
[56.13160149898979, 25.561360416175496, 5.695627021059705, 1.3166593929151593, 0.324655345277197, 0.07918649015975188, 0.019361713900018576, 0.004792261642700157, 0.0011532973002006087, 0.00032193132077157577, 0.00011000078623646765, 3.635620332904606e-05, 2.416136052437338e-05, 4.231412519610452e-05, 5.9225954718332436e-05, 60.72733252355984, 18.018108132351838, 5.518212748734308, 5.144558500234726, 5.594633008310449, 5.820763730126782, 5.502932610724325, 12.123258149448132, 3.5975931798710454, 2.9609902093802223, 1.7124779870403855, 1.0604099378604719, 0.6337928350161288, 1.1621903819156678, 0.5821665000914881, 0.1614049222688171, 0.6321912049275591, 0.9751886838087446, 0.42624060603208985, 0.041108869515039496, 0.16081227288491376, 0.6321892404260555, 0.9017868657227537, 0.36641013738751194, 0.010538796219019505, 0.04076275844835384, 0.16081506166071463, 2.5401786944149003]
js_flops_wt_cbrt_list:
[202.17562756769212, 92.06728376914835, 20.514593145805307, 4.742363159909301, 1.1693483959442057, 0.28521506451617706, 0.06973730579543172, 0.017260838444078965, 0.004153963172498819, 0.0011595369644292212, 0.0003962024491800336, 0.00013094830768654964, 8.702474357501388e-05, 0.00015240763826512754, 0.00021332091448860723, 218.72859914185048, 64.89788678675649, 19.875579811266864, 18.529746445277883, 20.150831425795808, 20.965312384376244, 19.820543585522532, 43.66572944785703, 12.957864009755145, 10.664938070830074, 6.1680283918494485, 3.8194001051229005, 2.2828043516556127, 4.185994404972833, 2.0968558594751974, 0.5813506221232607, 2.277035576854243, 3.5124489392930105, 1.5352396817133769, 0.14806653063250041, 0.5792160088587447, 2.2770285010838442, 3.248069191702665, 1.3197414200772046, 0.037958791170899266, 0.14681990270372924, 0.5792260535124271, 9.149252969143523]
js_param_list:
[9.05252973770469, 3.754294442247411, 0.7944823222744769, 0.1791782416971616, 0.043270364795606836, 0.01049832202883462, 0.0025660653640806916, 0.0006454284890096805, 0.00014696385492221297, 4.6284276858831826e-05, 2.1739416635154558e-05, 8.815165768416014e-06, 1.0390602260868296e-05, 1.5675540756955762e-05, 1.4391626926263224e-05, 10.941616897157827, 2.9312588289202726, 1.6254179977424212, 1.4024790941539542, 1.7173496495227005, 1.8585902198880357, 1.6748221655262017, 1.835732925394922, 0.5639643754126217, 0.4138714514179044, 0.2800674333574201, 0.14713096849824134, 0.0994284015381885, 0.1961314542715952, 0.0796834028283601, 0.02555642359633782, 0.09927991988634685, 0.16657844425898266, 0.05794621567065086, 0.006488352055608574, 0.025494946367431763, 0.09928001394158392, 0.15466530755417235, 0.049673420150651175, 0.0016581711245878244, 0.006464979091786633, 0.02549445991334841, 0.8887528076447424]
ptq_acc_list:
[10.0, 10.57, 40.6, 83.37, 92.12, 93.05, 93.04, 93.22, 93.2, 93.23, 93.18, 93.16, 93.17, 93.16, 93.16, 10.0, 10.03, 46.43, 38.63, 32.54, 40.74, 36.46, 10.0, 15.09, 39.62, 50.29, 85.89, 85.33, 74.66, 90.76, 92.11, 86.79, 73.45, 91.82, 92.92, 91.3, 81.72, 80.22, 92.0, 93.18, 92.95, 91.57, 54.47]
acc_loss_list:
[0.892657793044225, 0.8865392872477459, 0.5641906397595534, 0.10508802060970365, 0.011163589523400515, 0.001180764276513519, 0.0012881064834691966, -0.0006440532417346745, -0.0004293688278231672, -0.0007513954486905044, -0.00021468441391165986, 0.0, -0.00010734220695582993, 0.0, 0.0, 0.892657793044225, 0.8923357664233577, 0.5016101331043367, 0.5853370545298411, 0.6507084585659081, 0.5626878488621726, 0.6086303134392443, 0.892657793044225, 0.8380206097037355, 0.5747101760412194, 0.4601760412194075, 0.07803778445684839, 0.08404894804637182, 0.19858308286818377, 0.025762129669385913, 0.011270931730356346, 0.06837698583082857, 0.2115714899098325, 0.014383855732073889, 0.0025762129669385453, 0.019965650493774148, 0.1227994847574066, 0.13890081580077285, 0.012451696006869866, -0.00021468441391165986, 0.002254186346071208, 0.017067410905968264, 0.4153069987118935]


MobileNetV2
Full_acc: 91.660000
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:
[15.920392862809823, 7.423070167252823, 3.4227171982067026, 1.0649398682629783, 0.24960008595025393, 0.060582319916002, 0.014884040503795439, 0.0036991368989103286, 0.0009153808787656726, 0.00021548692701953652, 6.13927591150154e-05, 3.00046055812091e-05, 1.1648894244138173e-05, 6.792471915958498e-06, 1.0651051727246186e-05, 15.332036260906044, 5.598481868316186, 0.8134119554123899, 0.7946692823358026, 0.7968873048617099, 0.796469865854626, 0.7986185317517084, 5.164892103844858, 1.7985382812784843, 1.0235148882676417, 0.6437759404114258, 0.3274904698005964, 0.17845003854169048, 0.3595186256731896, 0.1660374686962875, 0.04591977779066673, 0.17629647852300465, 0.2768361963752948, 0.1170826607066467, 0.011916712198098636, 0.04510130493125089, 0.17629263460706654, 0.24886489551925106, 0.09951344777101664, 0.0032111025662945143, 0.011431299327778578, 0.04510807483755414, 0.2183616255599933]
js_flops_wt_log_list:
[28.20670890792902, 13.15170933375311, 6.064146061967197, 1.886790679563705, 0.4422250775129617, 0.10733578483666292, 0.026370567704086575, 0.0065538883755741455, 0.0016218118616622243, 0.00038178561774709, 0.00010877166790632932, 5.3160194149694916e-05, 2.0638747540659878e-05, 1.203445667137322e-05, 1.8870835551774448e-05, 27.16429723210124, 9.919023339857617, 1.441150004667488, 1.4079429646036243, 1.4118727115815173, 1.4111331205010023, 1.4149399859484608, 9.150817405664249, 3.1865322795078046, 1.8133966143346503, 1.1406000285038482, 0.5802261559364564, 0.31616608554380904, 0.6369715439014976, 0.29417430761183994, 0.08135765344609214, 0.31235054901237547, 0.4904802333475866, 0.20743938652625277, 0.021113249843007373, 0.07990753686332157, 0.31234373861398473, 0.44092251527986287, 0.17631140625043976, 0.005689221122963388, 0.020253227125523774, 0.07991953133971894, 0.3868788202595814]
js_flops_wt_cbrt_list:
[62.02002270967336, 28.917564052327393, 13.333653270419614, 4.148615890528319, 0.9723505652384409, 0.23600654138204502, 0.05798277329031753, 0.014410483237039815, 0.003565988815619464, 0.000839458185646221, 0.00023916371582872822, 0.00011688695973630318, 4.537982773350503e-05, 2.6460984104648148e-05, 4.1492598561988455e-05, 59.72800076486951, 21.809635955892055, 3.1687552173943394, 3.0957406241071754, 3.104381227929754, 3.1027550383675773, 3.1111254541532234, 20.120528955146373, 7.006446763614702, 3.987239332663333, 2.5079154006009343, 1.27578298784832, 0.6951760260107305, 1.4005529587707968, 0.6468211976888978, 0.17888664469161003, 0.6867865445188794, 1.0784524812929217, 0.45611118635759706, 0.046423148443604303, 0.17569817404483337, 0.6867715700295042, 0.9694865324460563, 0.3876679642180053, 0.012509280129003507, 0.0445321575930491, 0.17572454712157137, 0.8506569588359881]
js_param_list:
[15.84578449347336, 9.165277641074987, 5.397935202669104, 1.7701799445493756, 0.4144348376139199, 0.10059026641140113, 0.024739082887076987, 0.006144469677149246, 0.0015210578424430959, 0.0003578447131488114, 9.710997407497191e-05, 4.426117907441296e-05, 1.6615057415404865e-05, 4.043816332111038e-06, 1.0627932495119162e-05, 15.927904227733018, 7.730310358467607, 0.8140974687865655, 0.7804405356604674, 0.7849037707708275, 0.7838008812093467, 0.7861818708556347, 7.090579624620935, 2.4898513759480143, 1.4293208818533012, 0.7462933158874986, 0.44720326187076337, 0.18173166078811112, 0.34402384573257955, 0.22518511206063657, 0.04689016541209239, 0.17798404940751167, 0.23747407882863283, 0.15907341002647438, 0.012402179080473546, 0.045446775959800394, 0.1779760423082919, 0.20552491239433243, 0.1354811304255961, 0.003519758857807126, 0.011529218244190684, 0.04545835463932422, 0.25450369629930714]
ptq_acc_list:
[10.0, 10.02, 27.75, 81.62, 89.75, 91.28, 91.39, 91.54, 91.59, 91.68, 91.64, 91.68, 91.67, 91.68, 91.67, 10.0, 10.0, 13.64, 16.61, 13.53, 12.02, 13.52, 10.44, 14.88, 40.3, 15.17, 78.75, 70.82, 33.74, 86.46, 88.67, 71.15, 39.12, 88.52, 90.83, 88.83, 73.32, 44.82, 88.49, 91.45, 91.02, 89.05, 78.24]
acc_loss_list:
[0.8909011564477417, 0.8906829587606372, 0.6972507091424831, 0.1095352389264673, 0.020837879118481308, 0.004145756054985768, 0.002945668775910932, 0.0013091861226269949, 0.000763691904865734, -0.00021819768710462832, 0.00021819768710447328, -0.00021819768710462832, -0.00010909884355231416, -0.00021819768710462832, -0.00010909884355231416, 0.8909011564477417, 0.8909011564477417, 0.8511891773947196, 0.8187868208596989, 0.8523892646737944, 0.8688631900501855, 0.8524983635173468, 0.8861008073314423, 0.8376609207942396, 0.5603316604843989, 0.8344970543312241, 0.1408466070259655, 0.22736198996290644, 0.6319005018546803, 0.05673139864717437, 0.03262055422212519, 0.22376172812568176, 0.5732053240235654, 0.034257036875409125, 0.009055204014837424, 0.030874972725289093, 0.20008727907484186, 0.511018983198778, 0.03458433340606592, 0.002291075714597357, 0.0069823259873445405, 0.028474798167139423, 0.14641064804713072]


ResNet_18
Full_acc: 90.090000
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:
[25.418874552189077, 7.240082861902716, 1.3442524340774453, 0.2918200209718998, 0.0678502396360393, 0.016523380831439394, 0.00408867071195187, 0.0010175605923691132, 0.00023689020544294514, 5.224164563567157e-05, 2.7994430245779972e-05, 2.3149984164633426e-05, 1.3840717723447858e-05, 1.680395769938725e-05, 8.238124267023085e-06, 24.57741908116388, 4.650292488262814, 1.6009155451781116, 1.619244665751234, 1.606410846557817, 1.6229878288983595, 1.5428129216016386, 4.416529002891841, 1.5366189717926932, 0.7434215699872327, 0.8539510965099725, 0.2532675586781974, 0.2641782484368439, 0.6354692462403534, 0.1285977735943963, 0.06856854042838523, 0.2640548711019812, 0.5511661459453607, 0.09005283511668381, 0.017239550170039763, 0.06851662897023013, 0.26405330140122735, 0.5148933200872232, 0.07602101309987143, 0.004294139576458291, 0.017192240755745897, 0.068517247588803, 0.42167401492185647]
js_flops_wt_log_list:
[39.45160652140348, 11.237039612579702, 2.086359802664632, 0.4529220449478799, 0.10530761112212304, 0.025645270707278744, 0.006345860348471653, 0.0015793146159720614, 0.000367667701208457, 8.108214403503617e-05, 4.3449022283808184e-05, 3.5930153570122774e-05, 2.148161786149007e-05, 2.6080742709414783e-05, 1.278605928794084e-05, 38.145617537508464, 7.217530779331184, 2.484716230558908, 2.513164116843154, 2.4932452654421615, 2.518973728882531, 2.3945374998486284, 6.854715933811864, 2.384924121011807, 1.1538345334071642, 1.3253829385271156, 0.3930863283932535, 0.4100203684252564, 0.9862861004193525, 0.19959140019980676, 0.10642245671316057, 0.40982887945674723, 0.8554426700958003, 0.13976736105549858, 0.026756808155215136, 0.10634188703975184, 0.40982644318773104, 0.7991450849986903, 0.1179891379540366, 0.00666476025799612, 0.02668338112784429, 0.10634284717260405, 0.6544631739238365]
js_flops_wt_cbrt_list:
[83.65839190648246, 23.828501464644987, 4.424192610117312, 0.9604356648639527, 0.22330815342615895, 0.0543816157705366, 0.013456599586843969, 0.0033489870942250877, 0.0007796511055225431, 0.00017193727658773185, 9.213503972773084e-05, 7.61910384308096e-05, 4.555245690354457e-05, 5.530504806217807e-05, 2.7113247169535594e-05, 80.88900054643828, 15.305004580911241, 5.268920140925611, 5.329244792556397, 5.287006231854765, 5.341564260473404, 5.077693261703423, 14.535644110901528, 5.057307784781464, 2.4467429872251483, 2.810516860379614, 0.8335521164635502, 0.8694612893077226, 2.0914511827556166, 0.42323994005212967, 0.2256722191155912, 0.869055230832902, 1.8139935089734933, 0.29638115397334064, 0.05673866643684457, 0.2255013685493374, 0.8690500646466267, 1.6946126813540296, 0.25019973618340924, 0.014132837032218109, 0.05658296207968524, 0.22550340454172182, 1.3878100670698097]
js_param_list:
[35.41507388942745, 11.4273788772453, 2.176867648151144, 0.4728655209205628, 0.11052086491930233, 0.026782211415444297, 0.006581219010531642, 0.001636301723997944, 0.0003701171276225904, 7.243992484020456e-05, 5.279392893607949e-05, 3.939463490095397e-05, 4.416957763601402e-06, 7.930991311447145e-06, 1.0184300651134127e-05, 38.022060150368254, 7.150966520521558, 2.401348438517191, 2.3754591639266587, 2.282702932996093, 2.3383491324149075, 2.248717807702022, 6.762903036744426, 2.322778806883924, 1.1819698959396938, 1.2792627348647096, 0.406626593617735, 0.39414494602860783, 0.9487296030099757, 0.20952531772555974, 0.10229901099441852, 0.3939558519817304, 0.8230072467884747, 0.14763659574732413, 0.02587870817146058, 0.10219357562621037, 0.3939505040364, 0.7689372642247968, 0.12499745065607068, 0.006491944497656732, 0.025823633610068553, 0.1021893028247024, 0.7917628764929623]
ptq_acc_list:
[10.0, 10.12, 51.92, 80.74, 88.01, 89.48, 89.93, 89.96, 90.04, 90.08, 90.06, 90.09, 90.09, 90.09, 90.09, 10.0, 12.8, 20.13, 28.78, 35.0, 36.05, 30.08, 9.91, 18.93, 52.13, 51.72, 79.88, 80.89, 67.91, 85.39, 88.33, 82.34, 74.74, 87.2, 89.49, 88.53, 80.28, 76.5, 87.77, 89.93, 89.82, 88.23, 77.24]
acc_loss_list:
[0.888999888999889, 0.8876678876678876, 0.4236874236874237, 0.10378510378510387, 0.023088023088023067, 0.006771006771006764, 0.001776001776001738, 0.0014430014430015501, 0.0005550005550005234, 0.00011100011100016779, 0.00033300033300034563, 0.0, 0.0, 0.0, 0.0, 0.888999888999889, 0.8579198579198579, 0.7765567765567766, 0.6805416805416805, 0.6114996114996115, 0.5998445998445999, 0.6661116661116662, 0.88999888999889, 0.7898767898767898, 0.4213564213564214, 0.4259074259074259, 0.11333111333111341, 0.10212010212010215, 0.24619824619824626, 0.0521700521700522, 0.01953601953601959, 0.08602508602508602, 0.17038517038517048, 0.03207903207903209, 0.0066600066600067545, 0.01731601731601734, 0.10889110889110891, 0.15084915084915088, 0.025752025752025832, 0.001776001776001738, 0.0029970029970031106, 0.020646020646020637, 0.14263514263514274]


ResNet_50
Full_acc: 91.230000
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:
[33.95336814507865, 8.917976654960306, 1.542390515502202, 0.33314443388077053, 0.07742898398091703, 0.018765920823191406, 0.0046484834855213385, 0.0011551740717369672, 0.0002951371673827428, 8.058066824489261e-05, 2.7771983548555028e-05, 1.5169364887497982e-05, 1.55548844326665e-05, 1.5152166043721802e-05, 1.5124459254047317e-05, 31.225529242175682, 5.367642838499628, 1.9570706802528577, 1.9661837347191395, 1.975742271855932, 1.956524170928336, 2.011146332799624, 5.897958763998223, 2.11665932105902, 0.8923507430913189, 1.2008762567461062, 0.2921336974132803, 0.38348190002379756, 0.899924800628914, 0.14177139836399033, 0.09733843221909155, 0.3833128730944512, 0.7824217510777883, 0.09599938881312278, 0.024638826365294648, 0.0972804618610991, 0.3833126997043221, 0.7312111019735751, 0.07998796250053494, 0.006119104148075691, 0.02460623831136035, 0.09727898775991689, 0.48635463317251015]
js_flops_wt_log_list:
[65.47031751266837, 17.1960189833315, 2.974102491009983, 0.6423831582939319, 0.1493018349241066, 0.03618524057649393, 0.008963402053342076, 0.0022274554010625683, 0.0005690959428759484, 0.00015537904554369778, 5.355111083858831e-05, 2.9250209622987472e-05, 2.999358468144043e-05, 2.921704608651398e-05, 2.9163620685254985e-05, 60.21038340735776, 10.350115471006895, 3.773706286911044, 3.791278463163732, 3.809709637903995, 3.772652484565216, 3.877977242499722, 11.372693021371365, 4.081431839803183, 1.720668365895895, 2.3155802831298202, 0.5633045253146548, 0.7394459850828805, 1.7352729833149019, 0.27336959401038946, 0.18769207332654483, 0.7391200602236674, 1.5086986437693257, 0.18511007331472193, 0.04750962491799674, 0.1875802924355336, 0.7391197258855021, 1.4099521087405569, 0.1542361653113488, 0.011799114884738443, 0.04744678725697054, 0.18757745001141732, 0.9378095310457994]
js_flops_wt_cbrt_list:
[149.15240679887032, 39.17542660804519, 6.775506236315715, 1.4634569952720942, 0.34013471851742855, 0.08243607069013954, 0.020420139082160657, 0.005074518449392568, 0.0012964963788818591, 0.0003539796275536538, 0.00012199844710976076, 6.663690249853878e-05, 6.833043604679223e-05, 6.656135037857196e-05, 6.643963831905074e-05, 137.16939127036406, 23.57930573420833, 8.597138315938345, 8.63717069214112, 8.67916001153168, 8.594737576761538, 8.83468510929642, 25.908909569501198, 9.298188938436002, 3.9199722534779564, 5.275281768688429, 1.2833025545525816, 1.6845824575622725, 3.953244030997595, 0.6227819635117853, 0.42759414551956754, 1.683839945855684, 3.437069536264954, 0.4217119147507374, 0.10823492495297025, 0.42733948982883835, 1.6838391841770497, 3.2121083031116258, 0.3513759539529458, 0.02688037037264381, 0.10809177018091869, 0.4273330143081109, 2.1364880145469747]
js_param_list:
[37.41214182255085, 11.73358698644466, 2.2728765666665853, 0.49334701898145333, 0.11585499912652744, 0.028007944256143443, 0.006901480144685807, 0.0017303390663871595, 0.000441410638529141, 0.00010844341676261181, 3.466996901401665e-05, 2.0062866046214545e-05, 1.7774724767754936e-05, 1.865638100000858e-05, 2.231428277235614e-05, 37.39366363694135, 7.225607516490855, 2.1656178390756393, 2.2544380267122466, 2.3017804026693915, 2.1915483516204985, 2.2004211232257656, 7.155003695171174, 2.4616588800878008, 1.22882182031447, 1.355558785430177, 0.42028742325608176, 0.4235775769262994, 1.0050276305189831, 0.21467846884549674, 0.1098593545276636, 0.4232871311733021, 0.8716719692751755, 0.15053168066876388, 0.027710425387683417, 0.10975903011220567, 0.4232873048283283, 0.8143136692414167, 0.12717234676817643, 0.0070225470444649, 0.02765189964933404, 0.1097570231282434, 0.6622049035685255]
ptq_acc_list:
[10.0, 10.15, 15.72, 73.09, 88.84, 90.79, 91.13, 91.11, 91.21, 91.2, 91.23, 91.23, 91.21, 91.23, 91.23, 10.0, 11.76, 14.9, 13.41, 14.07, 14.07, 10.45, 10.61, 20.91, 27.53, 22.09, 78.23, 74.17, 38.92, 85.99, 89.0, 71.29, 66.68, 89.3, 90.5, 88.63, 74.95, 54.2, 88.39, 90.83, 90.53, 89.0, 77.08]
acc_loss_list:
[0.8903869341225474, 0.8887427381343855, 0.8276882604406446, 0.198838101501699, 0.026197522744711176, 0.004822974898607889, 0.0010961306587746193, 0.0013153567905294808, 0.00021922613175501734, 0.0003288391976323702, 0.0, 0.0, 0.00021922613175501734, 0.0, 0.0, 0.8903869341225474, 0.8710950345281157, 0.8366765318425956, 0.8530088786583361, 0.8457744163104242, 0.8457744163104242, 0.8854543461580621, 0.8837005371040229, 0.7707990792502467, 0.698235229639373, 0.7578647374767072, 0.14249698564068836, 0.18699989038693413, 0.5733859476049545, 0.057437246519785254, 0.02444371369067197, 0.21856845335964042, 0.2691000767291461, 0.021155321714348425, 0.008001753809054083, 0.028499397128137767, 0.17845007124849283, 0.40589718294420696, 0.031130110709196572, 0.004384522635098166, 0.007672914611421712, 0.02444371369067197, 0.15510248821659547]


