AlexNet
Full_acc: 88.910000
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:
[34.08698085638661, 9.529156204897387, 1.8124827750519978, 0.38184765825259287, 0.08884375060304205, 0.021438695299264742, 0.005264174533104677, 0.0013424482298871076, 0.00032480434874334214, 6.424055987152854e-05, 5.101576475215808e-06, 2.165563416065552e-07, 9.595217569001947e-06, 2.5811229939423754e-05, 1.8684019643020523e-05, 33.86696275210702, 5.422747233995497, 1.471489918367148, 1.4705240648560032, 1.4703524023146604, 1.4710983025028217, 1.470734617369435, 6.605847076675886, 2.413660453619744, 0.9884972330329851, 1.382904855470519, 0.3296553670623794, 0.4012132051362278, 1.0395468697425083, 0.16294763611696944, 0.10459875773286055, 0.4010959237640444, 0.9063474823327556, 0.11075149980082473, 0.027116228352962648, 0.1045984295584822, 0.4010924809671434, 0.8450929088040069, 0.09248655883280817, 0.006667217057420956, 0.027067618290722385, 0.10459837134590665, 0.40109353455222907]
js_flops_wt_log_list:
[62.91072899988264, 17.586953978986045, 3.3451074226448423, 0.7047357655046707, 0.16396949735939811, 0.039567128451929244, 0.009715529188563578, 0.0024776144634990876, 0.0005994569729676505, 0.00011856199497120492, 9.415439180626215e-06, 3.9967509523400443e-07, 1.770887643941322e-05, 4.763705236066707e-05, 3.4483115455216915e-05, 62.50466489606197, 10.008190021582257, 2.715773035766249, 2.7139904622743574, 2.7136736429097046, 2.7150502718577503, 2.7143790567400434, 12.19171205001454, 4.454637368300557, 1.8243646102444553, 2.552280970898227, 0.6084099835064305, 0.7404767035790562, 1.9185815159336415, 0.3007351874346324, 0.19304684475226716, 0.7402602497765546, 1.672749519266348, 0.2044023088948578, 0.050045549665996475, 0.1930462390755876, 0.7402538957710838, 1.5596984429182799, 0.1706926425480815, 0.012304976121234205, 0.04995583522442863, 0.19304613163880463, 0.7402558402614475]
js_flops_wt_cbrt_list:
[140.53566956065907, 39.287326538115806, 7.472603145237761, 1.5743024161860733, 0.36628987559452253, 0.08838862588279423, 0.021703426766099886, 0.005534719007018134, 0.0013391211389232483, 0.0002648544948152939, 2.1033058597356846e-05, 8.928303328917993e-07, 3.955968794423856e-05, 0.00010641595091697333, 7.703149837995773e-05, 139.62856688322717, 22.3571989727856, 6.066739140106062, 6.062757066408831, 6.062049326691789, 6.06512456479546, 6.063625143830456, 27.23494773113733, 9.951171368642365, 4.075430472661565, 5.701515796340247, 1.3591211826463696, 1.654143752359736, 4.285900707794081, 0.671809428987148, 0.431245480939874, 1.6536602183020783, 3.7367389860925844, 0.45661234255188954, 0.11179626977228563, 0.43124412792459266, 1.6536460241506608, 3.484195279133497, 0.3813086446608754, 0.02748796724528175, 0.1115958575482432, 0.4312438879226014, 1.6536503679288932]
js_param_list:
[9.961239275836823, 2.705316687985323, 0.5131537184726842, 0.10722989038659306, 0.024873288631771857, 0.006035844170212003, 0.001484872148965179, 0.00037341058356369315, 9.14765900298704e-05, 1.5320182111956624e-05, 1.409228414943442e-05, 2.84718938011963e-07, 2.653078695479039e-06, 1.6908174716258054e-05, 5.9373453871407475e-06, 9.91127328741361, 1.5057648843708138, 0.4077517570388736, 0.4074022563199942, 0.40747726648881144, 0.4074480170569041, 0.4074052074141073, 1.8972020452892577, 0.7006123912714691, 0.27415786727356534, 0.40446242879491423, 0.0909882520546512, 0.11314812323988674, 0.3061930232966958, 0.044502158126589864, 0.0294023563704407, 0.1131398216596534, 0.26741498515138346, 0.03030842278832954, 0.0074250792085407795, 0.02935361540861882, 0.11313883037981877, 0.25029743385359177, 0.025288839691646737, 0.0018812273808870542, 0.007421758626773649, 0.029354114068612724, 0.11313930294887717]
ptq_acc_list:
[10.0, 10.02, 38.71, 78.22, 86.89, 88.17, 88.74, 88.83, 88.92, 88.97, 88.87, 88.93, 88.93, 88.91, 88.91, 10.0, 11.77, 68.79, 69.06, 69.54, 69.21, 68.97, 23.13, 69.03, 57.91, 80.51, 82.29, 84.44, 84.02, 86.11, 87.69, 84.13, 85.05, 87.07, 88.72, 87.97, 84.41, 84.42, 87.62, 88.9, 88.68, 87.83, 84.42]
acc_loss_list:
[0.8875267124058036, 0.8873017658306153, 0.5646159037228657, 0.1202339444381959, 0.022719604094027623, 0.008323023281970475, 0.0019120458891013577, 0.0008997863007535519, -0.00011247328759425392, -0.0006748397255652038, 0.00044989315037669605, -0.00022494657518850784, -0.00022494657518850784, 0.0, 0.0, 0.8875267124058036, 0.8676189405016309, 0.22629625463952302, 0.22325947587447975, 0.21786075806995828, 0.2215723765605669, 0.22427173546282755, 0.7398492857946238, 0.22359689573726235, 0.34866719154200876, 0.09447756157912486, 0.07445731638735789, 0.05027555955460577, 0.054999437633562034, 0.031492520526374954, 0.013721741086491946, 0.05376223147002589, 0.043414689011359794, 0.020695084917332175, 0.0021369924642897055, 0.010572489033854434, 0.05061297941738837, 0.05050050612979412, 0.014509054099651244, 0.0001124732875940941, 0.0025868856146664017, 0.01214711506017319, 0.05050050612979412]


AlexNet_BN
Full_acc: 90.150000
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:
[25.285092945372888, 5.60860519311973, 1.0204605089615462, 0.22066907725177062, 0.052055574667772185, 0.012646543777735535, 0.003044880729065153, 0.0007528694549592104, 0.00013611946336894223, 6.784174317417345e-05, 3.840394103950117e-05, 3.912801899393803e-06, 1.3534021294374837e-05, 6.177665369762054e-07, 3.332203311372433e-06, 22.82241801378766, 3.399609952373232, 1.1478114768670011, 1.2281287194799113, 1.1485961742680921, 1.1878158092494089, 1.151043949191644, 4.3401284894116605, 1.6335118078373596, 0.5899444822750272, 0.9540445465065329, 0.19274530418147298, 0.26494500130849585, 0.722946910114741, 0.09137445900594629, 0.06898014983845337, 0.2649354598770586, 0.6314795689015886, 0.06118844438163122, 0.017030771111870294, 0.0689780205143233, 0.2649335763726143, 0.5909410612118904, 0.05083688870236846, 0.004316473917450096, 0.017101115292008588, 0.06897847434498293, 0.2926378562616656]
js_flops_wt_log_list:
[46.69418793686359, 10.357457080225085, 1.8844927677561758, 0.40751138970735123, 0.09613145547654398, 0.023354475824357995, 0.0056230061449831755, 0.001390330179831221, 0.00025137292625920674, 0.00012528390196481324, 7.092087200505446e-05, 7.225803268539919e-06, 2.499338781258859e-05, 1.1408345162500615e-06, 6.153607107603573e-06, 42.146345999668476, 6.278087502826325, 2.1196728417296433, 2.267995350539096, 2.1211219488379016, 2.1935491695164764, 2.1256422748084014, 8.014950777225046, 3.0166196152425737, 1.0894553002901595, 1.7618418667062121, 0.35594432960329037, 0.48927610077444506, 1.335071971544802, 0.16874196075414, 0.12738620686222088, 0.48925848053497506, 1.1661584844589756, 0.11299720067048692, 0.031450864298796476, 0.12738227462193513, 0.4892550022519135, 1.0912956907634057, 0.09388089813718513, 0.007971267685724231, 0.03158076947156916, 0.12738311271472597, 0.5404167225030374]
js_flops_wt_cbrt_list:
[104.33593715745599, 23.143244133393935, 4.21080926080445, 0.9105647753194368, 0.21480115493211369, 0.05218446298392169, 0.012564339197251287, 0.0031066265134994104, 0.0005616808214488905, 0.0002799409069907393, 0.00015846930788638032, 1.6145712968772547e-05, 5.584653369905735e-05, 2.549140346020509e-06, 1.374994175589311e-05, 94.17400113229542, 14.028087265369734, 4.7363079256909595, 5.067727501487072, 4.73954588644929, 4.901381058643025, 4.749646339358483, 17.909025460371364, 6.740492736043911, 2.43433593706837, 3.9367516688498077, 0.7953406375812051, 1.0932641246930426, 2.9831546810948937, 0.3770458678256741, 0.2846384070727263, 1.0932247531078567, 2.6057255458572692, 0.252486858622865, 0.07027545709679854, 0.2846296206692473, 1.0932169810501562, 2.438448201854331, 0.20977239183538537, 0.017811417674669316, 0.07056572401312582, 0.2846314933476387, 1.2075354062084704]
js_param_list:
[8.360216678687635, 1.8570109677817088, 0.3333807431540638, 0.0725281408182254, 0.017012654076048763, 0.004110735113433596, 0.0010220934798935851, 0.00024139679695401383, 5.199705611840244e-05, 1.7795754961684394e-05, 1.156257793403137e-05, 7.149903936472302e-06, 8.418665385323183e-06, 5.16164228426419e-06, 2.0073634046824657e-06, 7.694125822174103, 1.0882545841027151, 0.362805687759871, 0.38593277658512304, 0.36282039813499795, 0.374535373080802, 0.3639321077001404, 1.4448951770175773, 0.5443081315109297, 0.19089445786617618, 0.3183779568451513, 0.062180055212836115, 0.08661770572930828, 0.24215678408107494, 0.02961121954891416, 0.02232756441454233, 0.08661743556154042, 0.2117682760759882, 0.019791635633312356, 0.005586465366161675, 0.02231621540081869, 0.0866164227122127, 0.1983056267930965, 0.01638151171031815, 0.0014116120198250856, 0.005639933403755662, 0.022316637482142368, 0.09446733495030342]
ptq_acc_list:
[10.0, 11.65, 42.95, 80.46, 87.53, 89.88, 89.89, 90.09, 90.12, 90.14, 90.15, 90.14, 90.15, 90.15, 90.15, 10.0, 18.93, 58.93, 53.07, 59.04, 56.75, 55.55, 15.18, 57.36, 72.86, 73.97, 85.88, 86.28, 79.63, 87.99, 88.98, 86.45, 82.47, 88.68, 89.94, 89.09, 86.37, 82.58, 88.64, 89.84, 89.87, 88.98, 86.56]
acc_loss_list:
[0.8890737659456461, 0.8707709373266777, 0.5235718247365502, 0.10748752079866901, 0.02906267332224076, 0.0029950083194676676, 0.002884082085413257, 0.0006655574043261483, 0.00033277870216307415, 0.00011092623405441059, 0.0, 0.00011092623405441059, 0.0, 0.0, 0.0, 0.8890737659456461, 0.7900166389351081, 0.3463117027176928, 0.41131447587354414, 0.3450915141430949, 0.37049362174154193, 0.3838047698280644, 0.8316139767054908, 0.3637271214642263, 0.19179145867997788, 0.1794786466999446, 0.047365501941209205, 0.04292845257903499, 0.11669439822518037, 0.02396006655574055, 0.01297836938435942, 0.04104270660011095, 0.08519134775374383, 0.016306156405990004, 0.0023294509151415193, 0.011758180809761534, 0.04193011647254577, 0.08397115917914594, 0.01674986134220749, 0.0034387132556849944, 0.0031059345535219204, 0.01297836938435942, 0.03982251802551307]


VGG_16
Full_acc: 92.140000
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:
[13.641211824971252, 3.169712474264897, 0.5755907792663381, 0.1260512239343909, 0.028980261751639622, 0.007135236122326657, 0.001744593998903511, 0.0004684411944800341, 0.00014830649614421966, 2.519718073686583e-05, 2.1314622597865098e-05, 3.890285764919899e-05, 2.5651149605125267e-05, 2.8391795393574226e-05, 1.774567592027045e-05, 14.60086144348995, 2.4601868383791516, 1.9075639147595784, 1.8948428468226037, 1.944390173591926, 1.9011108764232212, 1.8892560675864127, 2.4221807979274215, 0.9145159521397388, 0.334387431561167, 0.5352458137349727, 0.10819431484357288, 0.1527237718128384, 0.40661633535055164, 0.05148536027950881, 0.03907713476530778, 0.15266662587828553, 0.3550581403765451, 0.03434281252675792, 0.009794518150671592, 0.039085618306572124, 0.15266766479118357, 0.3326012484411065, 0.02847960761924577, 0.0024560402837546383, 0.009785229043448966, 0.03908577597995974, 1.4117296982000362]
js_flops_wt_log_list:
[34.4155968688634, 7.996910252857111, 1.452165722139351, 0.3180163290046971, 0.07311469233054536, 0.01800158322449214, 0.004401459675026202, 0.0011818365928811217, 0.00037416445472899655, 6.35703063333739e-05, 5.3774948160929765e-05, 9.81485430385825e-05, 6.471563049969399e-05, 7.163004263740056e-05, 4.4770804564411296e-05, 36.836709804434115, 6.206838478730163, 4.812618668656655, 4.78052451518424, 4.905528132597565, 4.796338211406013, 4.766429554673758, 6.110952527866615, 2.307244601346285, 0.8436305505906201, 1.3503788657199003, 0.2729648927775619, 0.3853088589520533, 1.025857823870325, 0.12989310823428268, 0.09858822911987981, 0.3851646847048163, 0.8957809600052332, 0.08664394383937686, 0.024710721637004517, 0.09860963236028984, 0.3851673057921463, 0.8391241651622052, 0.07185158528314536, 0.006196377080272093, 0.02468728602339867, 0.09861003015660111, 3.5616718517716466]
js_flops_wt_cbrt_list:
[94.58539853190959, 21.978143984326138, 3.99102982541023, 0.8740136436738066, 0.20094326241016836, 0.04947428138415894, 0.012096661262938358, 0.0032480763173510186, 0.0010283271913565269, 0.00017471214525928178, 0.00014779127388710314, 0.00026974453164371916, 0.00017785987339929908, 0.00019686295593047962, 0.00012304492083792042, 101.23941452280762, 17.058437003747727, 13.226661635173645, 13.138456327902656, 13.482007451424408, 13.181917574996476, 13.099718732786831, 16.794910820819744, 6.341068294136561, 2.3185746899976225, 3.7112860099410803, 0.7501974545716584, 1.058955685723631, 2.819395272369621, 0.35698905515724233, 0.2709529338512097, 1.0585594473935243, 2.461901196199993, 0.23812610281468893, 0.06791320409037391, 0.27101175700722735, 1.0585666510050336, 2.306189658196223, 0.19747182810896982, 0.017029685634241395, 0.06784879530324187, 0.27101285028254607, 9.788647653659925]
js_param_list:
[8.009374619790865, 1.321144393616359, 0.240979567038955, 0.05221474460419919, 0.012251316426940318, 0.0029463550153740335, 0.0007292732627541021, 0.0001987700560922061, 0.00010187036981475034, 6.2562519844568955e-06, 1.3131870914994346e-05, 1.6785325208226396e-05, 1.3474710531836242e-05, 1.9863718775907645e-05, 7.25516235615164e-06, 8.987281444571327, 1.2089481377532683, 1.0191620116037927, 1.0362185795943388, 1.0155824900700519, 1.0312461080540078, 1.0028005708398315, 1.5016587541191626, 0.5860505516145746, 0.1608998314630143, 0.34912362397775093, 0.04942858276119339, 0.09972931830649734, 0.26741277979249006, 0.02046316582204935, 0.026154169438368347, 0.09983267280518633, 0.23414609672219786, 0.012321641145594106, 0.006541855309547202, 0.026144727744760975, 0.09983132347641265, 0.2193265994823164, 0.009723986855427426, 0.001665293169888134, 0.006537799295047079, 0.026145442233956713, 0.6492463233003857]
ptq_acc_list:
[10.0, 11.84, 61.06, 89.22, 91.66, 91.86, 92.16, 92.1, 92.11, 92.14, 92.12, 92.14, 92.14, 92.14, 92.14, 10.0, 20.11, 73.81, 74.28, 73.59, 72.66, 78.11, 13.93, 54.63, 79.28, 79.79, 90.12, 89.07, 85.12, 91.22, 91.5, 89.25, 87.24, 91.47, 92.03, 91.47, 89.03, 87.52, 91.56, 92.05, 92.06, 91.48, 81.17]
acc_loss_list:
[0.8914695029303235, 0.8714998914695029, 0.3373127848925548, 0.03169090514434558, 0.005209463859344519, 0.0030388539179509563, -0.00021706099413930998, 0.0004341219882787742, 0.00032559149120904205, 0.0, 0.00021706099413930998, 0.0, 0.0, 0.0, 0.0, 0.8914695029303235, 0.7817451703928804, 0.19893640112871716, 0.19383546776644237, 0.20132407206425001, 0.21141740829173003, 0.15226828738875625, 0.8488170175819406, 0.4070978945083568, 0.13957021923160406, 0.13403516388105052, 0.021923160408074627, 0.03331886260039079, 0.07618840894291291, 0.009984805730410263, 0.006945951812459307, 0.03136531365313654, 0.05317994356414159, 0.007271543303668349, 0.0011938354677664361, 0.007271543303668349, 0.03375298458866941, 0.05014108964619063, 0.006294768830041223, 0.0009767744736271261, 0.0008682439765573941, 0.007163012806598617, 0.1190579552854352]


VGG_19
Full_acc: 92.270000
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:
[13.300130641135755, 2.766255624757825, 0.500419521326824, 0.10889609318331517, 0.02531930023370591, 0.006178066906245539, 0.001520363870459331, 0.0003820634902518314, 0.00011398771334963874, 4.7228083667157684e-05, 1.411225743952449e-05, 3.196493566071779e-05, 3.113180789123023e-05, 3.224161726796637e-05, 3.4888009154587396e-05, 14.240838472772179, 2.0696096124329135, 1.43356526884602, 1.4712603991762299, 1.4565978024341697, 1.4845232152142436, 1.4679831577711817, 2.443270091040176, 0.940647908218263, 0.29665481811870226, 0.5580085033609947, 0.0953604189031691, 0.1462424640710768, 0.4278998386206458, 0.04389343963971811, 0.0378407174693863, 0.14623836025786988, 0.3751251987139573, 0.028966056335861693, 0.009396054005880386, 0.03787723802057925, 0.14623816003116025, 0.3513479572255884, 0.023785332330103538, 0.002338465396360128, 0.009383665608766157, 0.03787655113895168, 0.960121119124881]
js_flops_wt_log_list:
[34.86751034200901, 7.251992420778777, 1.3118955975695772, 0.28548107967677694, 0.06637686400017076, 0.01619636810791092, 0.003985773103077633, 0.0010016144244822396, 0.0002988292281722347, 0.00012381274591429626, 3.69965751088062e-05, 8.379900579958175e-05, 8.161488506403222e-05, 8.452435196816343e-05, 9.146211062373463e-05, 37.333662061372195, 5.425671108991726, 3.7582226209745797, 3.857043856802661, 3.818604516818792, 3.891813543495762, 3.8484522683689084, 6.405256269000815, 2.4659946246354063, 0.7777077697845356, 1.462870387279669, 0.24999607011684405, 0.3833880106912782, 1.1217786088735207, 0.11507067124970191, 0.09920290584455474, 0.3833772521691783, 0.9834250578902705, 0.07593716904810999, 0.02463261595422441, 0.09929864781362063, 0.38337672725652466, 0.9210908420942255, 0.06235542667851463, 0.006130501165141504, 0.024600138636808797, 0.0992968470905376, 2.517045430149948]
js_flops_wt_cbrt_list:
[99.47633965014415, 20.689795575123206, 3.7428130305055993, 0.8144720562799047, 0.18937192255556848, 0.046207928217351375, 0.011371334376359564, 0.0028575867823930788, 0.0008525540684571532, 0.0003532353943478569, 0.00010555052068003838, 0.00023907695965376134, 0.0002328457049987744, 0.0002411463583897768, 0.00026093965104712015, 106.51222330394745, 15.479335827937323, 10.722137206180042, 11.00407230058331, 10.894405599328884, 11.10326955123544, 10.979560663222713, 18.27407354042323, 7.035435465551714, 2.2187853820590564, 4.173541215927996, 0.7132340031798076, 1.0937986565495985, 3.200412900548347, 0.328294422650937, 0.2830239916551954, 1.093767962691963, 2.8056928676462123, 0.2166472898754421, 0.07027638185516635, 0.28329714166046255, 1.0937664651262087, 2.627854543041718, 0.17789883884620886, 0.017490202487858004, 0.07018372469018751, 0.28329200423197204, 7.18108243658479]
js_param_list:
[8.3387907115147, 1.2190752591059653, 0.22485935766170984, 0.0486448508444762, 0.011336327947276856, 0.0027981550393282005, 0.0006956795596520919, 0.00018611873168182226, 4.8133517648193625e-05, 3.430532808847619e-05, 8.674319196086524e-06, 2.128742393333305e-05, 2.2659909379671383e-05, 2.083387209285803e-05, 2.9691968975044337e-05, 9.139225010632934, 1.0828044205957803, 0.8980029317192395, 0.8927713498976024, 0.8863165983950725, 0.8923838108497576, 0.8903497655990152, 1.6296236542404483, 0.6480972104618413, 0.15922780489786742, 0.38964452977132497, 0.04625922091891728, 0.10715956636657878, 0.2992250684701924, 0.01813946543607426, 0.02670481779878899, 0.10720786355946778, 0.26199597771698346, 0.010695520549743303, 0.006529405363552598, 0.026711195481184686, 0.10720810961983916, 0.24502473452465054, 0.00828989678757824, 0.001627246400466536, 0.00655433396965262, 0.026709219886149528, 0.5227248410063146]
ptq_acc_list:
[10.0, 10.48, 48.35, 89.0, 91.56, 92.0, 92.21, 92.21, 92.26, 92.27, 92.24, 92.28, 92.27, 92.27, 92.28, 10.0, 20.98, 77.86, 79.16, 76.42, 78.8, 77.53, 11.45, 54.5, 81.99, 82.08, 89.7, 89.57, 85.4, 91.33, 91.52, 89.52, 87.06, 91.24, 92.03, 91.53, 89.52, 87.21, 91.41, 92.21, 92.05, 91.58, 84.82]
acc_loss_list:
[0.8916224124850981, 0.8864202882843828, 0.4759943643654492, 0.03543947111737288, 0.007694808713557969, 0.0029261948629023087, 0.0006502655250894361, 0.0006502655250894361, 0.00010837758751480335, 0.0, 0.0003251327625447181, -0.00010837758751495736, 0.0, 0.0, -0.00010837758751495736, 0.8916224124850981, 0.7726238213937358, 0.15617210360897363, 0.14208301723203642, 0.1717784762111195, 0.14598461038257288, 0.15974856399696538, 0.8759076622954373, 0.4093421480437845, 0.11141215996531918, 0.11043676167768504, 0.02785303999132972, 0.02926194862902355, 0.07445540262273752, 0.010187493226400756, 0.008128319063617644, 0.02980383656659803, 0.05646472309526383, 0.01116289151403491, 0.0026010621003575906, 0.008019941476102688, 0.02980383656659803, 0.054839059282540396, 0.00932047252628156, 0.0006502655250894361, 0.00238430692532783, 0.007478053538528208, 0.08074130269860197]


Inception_BN
Full_acc: 92.780000
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:
[24.848217490903977, 3.2708952819836266, 0.5567268020661914, 0.12104854006868221, 0.028348168357583057, 0.006883730500960081, 0.0017000974081696713, 0.0004051360296128354, 0.00010574818135927088, 3.926831057021473e-05, 1.4112278110129494e-05, 2.691068416781206e-05, 2.625966576984522e-05, 1.8099734553551073e-05, 1.1095893727718466e-05, 22.95526257408921, 2.6051774030951287, 2.385504720387069, 2.4016519290510616, 2.411961486072148, 2.383570724888951, 2.462496521502844, 4.246467237196871, 1.7071033702313791, 0.38276944131367524, 1.034152021323611, 0.11239825980700917, 0.25956483202623115, 0.7966014992207354, 0.044649091844730746, 0.06576091078258045, 0.2595283601253564, 0.6982188687000102, 0.02560519898553945, 0.016714138298419872, 0.06572526025523454, 0.25952840381589637, 0.653743804723548, 0.019767112613876217, 0.0042080288206791175, 0.016722842439297152, 0.06572532556111359, 1.7745617389559578]
js_flops_wt_log_list:
[78.88446360187883, 10.383956914078336, 1.7674143092902868, 0.38428708846435433, 0.08999559247267117, 0.02185345441164575, 0.005397219022390729, 0.0012861662368136633, 0.0003357137616190757, 0.00012466325268672965, 4.4801583426481904e-05, 8.543207924329056e-05, 8.336532185365617e-05, 5.746037324874225e-05, 3.522561025614557e-05, 72.87498894680007, 8.270533775958933, 7.573149275450822, 7.62441105688818, 7.657140321105184, 7.567009511198784, 7.817571513584551, 13.481059167799524, 5.419460519570768, 1.2151600843108055, 3.2830736254934476, 0.3568254518822619, 0.8240282246320648, 2.5289331918268765, 0.14174536510604538, 0.20876806052401253, 0.8239124390092892, 2.2166024969104217, 0.08128761703462414, 0.05306158619712342, 0.2086548824770224, 0.823912577711585, 2.07540960986624, 0.0627537197013978, 0.013359030540602479, 0.05308921882246047, 0.20865508980051517, 5.63361741972846]
js_flops_wt_cbrt_list:
[284.1272208194104, 37.40108868579932, 6.365898845043888, 1.3841308853060308, 0.32414744815032615, 0.07871209340563615, 0.01943978282878264, 0.004632532461929831, 0.0012091787625134614, 0.00044901393641909445, 0.0001613670018917652, 0.0003077105191045712, 0.0003002664419515789, 0.00020696161719254292, 0.00012687612093375484, 262.4822066509735, 29.788930153799104, 27.27708040640242, 27.4617158444724, 27.57960058953924, 27.254966113248038, 28.157444017390354, 48.556277119157386, 19.519892580336766, 4.376781457859674, 11.825022854497066, 1.2852191589032067, 2.9679969749567396, 9.108748752582219, 0.5105405400849312, 0.7519438698589741, 2.9675799365982605, 7.983791463513528, 0.2927829341864249, 0.19111800131577733, 0.751536223505297, 2.9675804361782285, 7.475240847034763, 0.2260272702724415, 0.048116752615563266, 0.19121752891199173, 0.7515369702461014, 20.291246052019066]
js_param_list:
[22.376322125614507, 3.02586645089218, 0.4836367204225824, 0.10510893380080222, 0.024645269341281507, 0.005969294795109833, 0.001496105381208345, 0.0003536383194705052, 8.500224584797425e-05, 3.44891489528618e-05, 1.8608716687978036e-05, 2.9195713892187336e-05, 2.3259451942551137e-05, 1.8678130940779195e-05, 1.8570740922767502e-05, 22.361218819280907, 2.624674226813863, 2.882002824420018, 2.8292324368810373, 3.0166989859863693, 2.9144326525822404, 3.024674433282705, 4.056468489415542, 1.6303346980246423, 0.34962596163763965, 0.986652555227066, 0.10077209863047813, 0.25092707578327306, 0.7590834123809459, 0.038549749038723456, 0.06343597319305173, 0.25091135136131804, 0.6647809214983476, 0.02118492111664206, 0.01617983438017046, 0.06341866967569981, 0.25090912280263694, 0.6220858854981818, 0.01597187243967527, 0.004084708080905273, 0.016177643729275073, 0.06341890690885256, 2.332671606843097]
ptq_acc_list:
[10.0, 12.85, 57.18, 87.24, 91.89, 92.47, 92.72, 92.75, 92.71, 92.76, 92.73, 92.76, 92.74, 92.76, 92.78, 10.0, 13.52, 24.25, 23.13, 14.28, 18.13, 12.53, 12.04, 18.99, 68.57, 41.99, 89.05, 84.47, 57.3, 91.51, 91.01, 82.12, 67.88, 92.13, 92.34, 91.22, 81.67, 70.2, 92.19, 92.61, 92.38, 90.61, 25.95]
acc_loss_list:
[0.892218150463462, 0.8615003233455487, 0.38370338435007545, 0.05971114464324215, 0.009592584608751892, 0.003341237335632704, 0.0006466910972192527, 0.00032334554860962637, 0.000754472946755846, 0.0002155636990730332, 0.0005389092476826596, 0.0002155636990730332, 0.00043112739814621956, 0.0002155636990730332, 0.0, 0.892218150463462, 0.8542789394266006, 0.7386290148738952, 0.7507005820219875, 0.8460875188618237, 0.8045915067902566, 0.8649493425307179, 0.8702306531580083, 0.7953222677301143, 0.2609398577279587, 0.5474240137960767, 0.040202629877128734, 0.08956671696486314, 0.38241000215563703, 0.013688294891140288, 0.019077387367967193, 0.11489545160594952, 0.2683768053459798, 0.007005820219875034, 0.004742401379607649, 0.01681396852769996, 0.11974563483509376, 0.2433714162535029, 0.006359129122655781, 0.0018322914421211652, 0.004311273981461583, 0.023388661349428776, 0.7203061004526837]


MobileNetV2
Full_acc: 88.980000
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:
[16.257379508308613, 2.0872636706319843, 0.3673569039704757, 0.07968336516522288, 0.018337585272396234, 0.004493122602240293, 0.0010984497350990364, 0.0002694257873428869, 6.388189765335462e-05, 1.3099535396595918e-05, 1.10230860963334e-05, 1.2672575818299502e-05, 9.33353813857396e-06, 1.688814875686345e-05, 7.241302087656968e-06, 15.17292863895635, 1.3862298709085517, 0.8238612142634946, 0.8237263833222047, 0.823783901504274, 0.8236382344883858, 0.8236706411154064, 2.7748006955848035, 1.0847080062116685, 0.2753605921395851, 0.6455869889525454, 0.08282928548961851, 0.1966944980866937, 0.49264531599876277, 0.031141350974544027, 0.05282158451941949, 0.19661441355706435, 0.43113995208418615, 0.016957700971581377, 0.01333679763105676, 0.05280339096658972, 0.1966144830802525, 0.4031867580589643, 0.012775418917760356, 0.0033427705774578946, 0.01334780100863115, 0.05280348996445171, 0.21436596992758317]
js_flops_wt_log_list:
[28.80375976574097, 3.6980770059477583, 0.6508588917939833, 0.14117776523405268, 0.032489332035335064, 0.007960620219685995, 0.0019461612659263166, 0.0004773509561829447, 0.00011318176047046787, 2.3208898482903436e-05, 1.9529981669776462e-05, 2.2452439478139052e-05, 1.6536551304007493e-05, 2.9921315389862627e-05, 1.2829664560480558e-05, 26.882400772884356, 2.456031254073747, 1.4596633168235733, 1.4594244321964465, 1.4595263391426208, 1.4592682558685424, 1.4593256718068888, 4.91621005664466, 1.9218145710954924, 0.4878658544501161, 1.1438087256420213, 0.14675150073181503, 0.348490423517311, 0.8728366908390031, 0.0551742051536023, 0.09358582237472975, 0.34834853499516527, 0.763865517127118, 0.030044543446566756, 0.023629264163571733, 0.09355358822993869, 0.3483486581717946, 0.714339879555814, 0.022634650143081744, 0.005922501877739683, 0.023648759226973712, 0.09355376362786383, 0.37979957942105924]
js_flops_wt_cbrt_list:
[63.3327993218331, 8.13121518854432, 1.4310880217049553, 0.31041722146661277, 0.07143651949012658, 0.017503560887573957, 0.004279158064963306, 0.0010495842403871636, 0.00024886048838990957, 5.103099463587363e-05, 4.29419082755363e-05, 4.936771641339245e-05, 3.6360047914910196e-05, 6.579004541224335e-05, 2.8209462152985254e-05, 59.10817571333743, 5.400244128108922, 3.2094617047800025, 3.2089364527895006, 3.209160522571503, 3.2085930572010635, 3.208719301557034, 10.809607755157737, 4.22562531957135, 1.0727040673562915, 2.5149705827573334, 0.32267257544205513, 0.7662497617569168, 1.9191658113809233, 0.12131530366708894, 0.20577355720335788, 0.7659377817455499, 1.679563428473676, 0.06606099538021748, 0.05195528144815347, 0.2057026817815391, 0.765938052582441, 1.5706680172114325, 0.049768355481728206, 0.013022210501567764, 0.0519981465792421, 0.20570306744096986, 0.835091347158088]
js_param_list:
[14.378767704512425, 1.7642008979547863, 0.3172581244353037, 0.06872861944752165, 0.01604360877251897, 0.0038832136474442366, 0.0009495657272641881, 0.00023202358015285537, 5.295823140423917e-05, 1.588461536902086e-05, 1.3103930608435511e-05, 9.670751775829211e-06, 4.134339961343103e-06, 1.742488683173134e-05, 5.714308287624648e-06, 13.626820593353402, 1.19882863080523, 0.7288842053003567, 0.7288302575953983, 0.7291628958821641, 0.729005146686173, 0.7288945267461153, 2.4862192507339054, 0.9774023520806081, 0.23736847125525187, 0.582285561982151, 0.07230331940344965, 0.1713579859361879, 0.4446992495955345, 0.026967966696905668, 0.04730208296466469, 0.1713030264699067, 0.3884133880408106, 0.014487887085049132, 0.012000210156688437, 0.047273661143663374, 0.17130304887218364, 0.36307559697994757, 0.010763739690967786, 0.0030059266028757145, 0.012011478563072811, 0.04727356569791278, 0.20347025929202792]
ptq_acc_list:
[10.0, 11.4, 43.33, 83.74, 87.95, 88.62, 88.69, 88.8, 88.94, 89.0, 88.97, 88.96, 88.94, 88.96, 88.98, 10.0, 12.5, 10.71, 10.38, 10.15, 10.47, 10.76, 9.84, 11.0, 63.26, 13.64, 83.58, 70.08, 21.39, 86.92, 85.8, 74.76, 28.28, 87.49, 88.5, 85.89, 74.4, 34.97, 88.02, 88.89, 88.48, 85.47, 74.52]
acc_loss_list:
[0.8876151944257137, 0.8718813216453135, 0.5130366374466172, 0.05888963812092615, 0.011575634974151507, 0.004045853000674302, 0.0032591593616543746, 0.002022926500337231, 0.0004495392222972157, -0.000224769611148528, 0.00011238480557434384, 0.0002247696111486877, 0.0004495392222972157, 0.0002247696111486877, 0.0, 0.8876151944257137, 0.8595189930321421, 0.8796358732299394, 0.8833445718138908, 0.8859294223420993, 0.8823331085637222, 0.8790739492020678, 0.8894133513149022, 0.876376713868285, 0.2890537199370646, 0.8467071251966735, 0.060687795010114697, 0.21240728253540128, 0.7596089008766015, 0.023151269948303015, 0.03573836817262314, 0.15981119352663517, 0.6821757698359182, 0.01674533603056877, 0.005394470667565789, 0.03472690492245452, 0.16385704652730948, 0.6069903349067206, 0.010788941335131579, 0.0010114632501686154, 0.005619240278714317, 0.03944706675657457, 0.16250842886041816]


ResNet_18
Full_acc: 89.240000
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:
[19.634024657363646, 3.0915857482955906, 0.5385152042628397, 0.11826505943160853, 0.02757539761660052, 0.006614136254944384, 0.0016376958204389971, 0.0003862673113095914, 0.00011132333867250922, 2.8336162705276282e-05, 2.1814901994788646e-05, 6.138414172118801e-06, 2.198147723790611e-05, 1.4520397742061373e-05, 1.4539346800832022e-05, 17.305264927922686, 2.2250078126861483, 1.4844314552301077, 1.5958173575037944, 1.5781102433330383, 1.5195455894264163, 1.515195586210641, 3.1729814190630723, 1.2331539262978317, 0.35046401625194956, 0.7327472839305194, 0.1078662219246328, 0.2042766114270692, 0.559948333635334, 0.046576590736551175, 0.0521588702023082, 0.2042360173068515, 0.49063541280574663, 0.0288203774519327, 0.013254343200123003, 0.05214674678935153, 0.20423487905192614, 0.4589766187125356, 0.02310853773423418, 0.0033246759695705346, 0.013244511952799711, 0.05214811326315113, 0.7563499709273178]
js_flops_wt_log_list:
[30.473175105509785, 4.798325127200901, 0.8358076554786383, 0.1835544127001643, 0.04279865869780145, 0.010265533215220302, 0.002541801407338161, 0.0005995098621136274, 0.000172780448832993, 4.39794114046939e-05, 3.385802656346418e-05, 9.527184222362902e-06, 3.411656125720857e-05, 2.2536521712553423e-05, 2.2565931779825902e-05, 26.858801371528603, 3.4533445827003737, 2.30392598852057, 2.476803539787077, 2.449321044468099, 2.3584252151802025, 2.3516737512283563, 4.924656053814952, 1.9139283047618687, 0.5439410167706241, 1.1372674059939605, 0.16741479783393928, 0.3170494617690429, 0.8690731482049148, 0.07228964158401795, 0.08095367163473435, 0.31698645727784786, 0.7614953687952211, 0.044730941517395324, 0.02057152969370392, 0.08093485537610413, 0.316984690638442, 0.7123590356761794, 0.03586582624278692, 0.005160095026762956, 0.020556271012592105, 0.08093697622478896, 1.1739001813095515]
js_flops_wt_cbrt_list:
[64.6193412739358, 10.17500171427277, 1.7723568332391129, 0.3892329957590859, 0.0907559229678002, 0.02176839111436422, 0.005389971081866601, 0.0012712798138979028, 0.0003663864612054905, 9.32597468017994e-05, 7.179702691928843e-05, 2.020269848852122e-05, 7.23452579962398e-05, 4.7789414218528366e-05, 4.785177920568148e-05, 56.95494631020095, 7.322927504382867, 4.885548657356098, 5.252141027373784, 5.1938635181241715, 5.0011160084605, 4.986799313475732, 10.442890479787394, 4.058546110506578, 1.153444302206545, 2.411611864310128, 0.35500842685678236, 0.6723135117963845, 1.8428973732282072, 0.15329249426468686, 0.17166484675885316, 0.672179908760133, 1.614775255427943, 0.0948533904133413, 0.04362258587107343, 0.17162494628134417, 0.6721761625448377, 1.5105800913934917, 0.07605463027826351, 0.010942146342999405, 0.0435902293503387, 0.17162944360873064, 2.4892928345973884]
js_param_list:
[22.67168893393059, 3.5166976269264856, 0.6338906597128334, 0.13813099283110955, 0.03235524374072725, 0.007761652301977761, 0.0019051573235626, 0.00045399778788963194, 0.00011969297933960909, 5.575635729216976e-05, 1.2642954050159805e-05, 7.295257896923202e-06, 3.241961021277539e-05, 6.6367596214680345e-06, 9.89624185452531e-06, 22.537005058367622, 2.6374999308870173, 2.2483874006459956, 2.4822964090248867, 2.4568183913775723, 2.3605886118658823, 2.3523085356979863, 4.164380176479744, 1.6526508796222692, 0.41459521978182506, 0.9943441201153862, 0.12545056403489277, 0.2560131083644279, 0.7641929606925943, 0.05256780741359665, 0.06525352104407976, 0.2559191123325789, 0.6696051326825595, 0.03175708109824689, 0.01651696205480994, 0.06525656209641477, 0.25591907886111154, 0.6270376914669819, 0.02514405941058533, 0.004171133503944475, 0.01650378165959455, 0.06526099213168313, 1.386806619038747]
ptq_acc_list:
[10.0, 11.43, 32.42, 80.79, 87.98, 88.83, 89.05, 89.28, 89.2, 89.22, 89.24, 89.28, 89.25, 89.25, 89.24, 10.0, 14.29, 16.93, 29.52, 15.74, 21.24, 17.47, 10.49, 18.81, 57.96, 43.02, 83.4, 78.58, 57.97, 86.57, 86.9, 77.9, 64.36, 87.1, 88.78, 86.46, 78.51, 66.59, 87.35, 88.98, 88.62, 87.11, 58.91]
acc_loss_list:
[0.8879426266248319, 0.871918422232183, 0.636709995517705, 0.0946884805020169, 0.014119229045271077, 0.004594352308381853, 0.002129090094128168, -0.00044822949350074246, 0.0004482294935005832, 0.0002241147467502916, 0.0, -0.00044822949350074246, -0.00011205737337522542, -0.00011205737337522542, 0.0, 0.8879426266248319, 0.8398700134468847, 0.8102868668758405, 0.6692066337965038, 0.8236216943074854, 0.761990138951143, 0.8042357687135814, 0.8824518153294487, 0.7892200806813088, 0.35051546391752575, 0.5179291797400268, 0.06544150605109804, 0.11945316001792915, 0.3504034065441506, 0.0299193186911699, 0.026221425369789213, 0.12707306140744049, 0.2787987449574182, 0.02398027790228598, 0.0051546391752576625, 0.031151949798296743, 0.12023756163155525, 0.25380995069475565, 0.021178843567906776, 0.0029134917077542686, 0.006947557149260313, 0.02386822052891075, 0.3398700134468848]


ResNet_50
Full_acc: 89.850000
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:
[31.83704611388645, 3.8516944444240644, 0.6048486478821427, 0.13039055342800818, 0.030715211770088274, 0.007454410332335868, 0.001827429986037497, 0.0004525573498987203, 0.00011202413892903265, 3.127425135003992e-05, 1.6877799561591186e-05, 1.3263596996545557e-05, 1.8906519930125092e-05, 9.720838570247528e-06, 6.058470455608143e-06, 28.648168482850167, 2.572851346998403, 2.2067399717784575, 2.2432599639066675, 2.1568859465365597, 2.2084178277876516, 2.282073260714797, 5.098990965166972, 1.967784148923632, 0.5007878736140631, 1.159351606696317, 0.14699214314458967, 0.38393925748951574, 0.8798900526261768, 0.05245931982472846, 0.10324849363251126, 0.3839183569134797, 0.766648509418362, 0.026667422307958245, 0.02610411253488137, 0.10324001583825021, 0.38391861879027256, 0.7165367631175784, 0.01919721016553306, 0.0065989746125180776, 0.02609118215501123, 0.10323966615833328, 0.9098904757948152]
js_flops_wt_log_list:
[61.38953604942225, 7.426999794563097, 1.1662946914352523, 0.25142456845836053, 0.059226367718926934, 0.01437390862792751, 0.0035237276286354986, 0.0008726401829697578, 0.0002160096728380127, 6.030433143213481e-05, 3.2544485468747605e-05, 2.557542753972047e-05, 3.645634970869e-05, 1.8744131214438748e-05, 1.1682198439782121e-05, 55.24060760966001, 4.9610805585217665, 4.255129152516006, 4.325548542721352, 4.1589985168769985, 4.258364465289487, 4.400389979803051, 9.832089589971833, 3.794364449380834, 0.9656403144428252, 2.235510700290623, 0.28343645444608934, 0.7403278810517697, 1.6966411366179601, 0.10115427461417865, 0.19908810318734207, 0.7402875796789153, 1.4782840134671367, 0.05142124923472442, 0.050335051554902255, 0.19907175594662926, 0.7402880846408003, 1.381656429204863, 0.03701687088964243, 0.012724421367964275, 0.05031011865068963, 0.19907108167905466, 1.7544892187867938]
js_flops_wt_cbrt_list:
[139.85569952773784, 16.919956046332796, 2.6570156808946837, 0.5727875003305968, 0.13492763784937437, 0.032746184048177175, 0.008027644842458008, 0.0019880212668001943, 0.0004921064051566876, 0.00013738342068921917, 7.4141817545872e-05, 5.826513017477415e-05, 8.305370294103513e-05, 4.2702286932492766e-05, 2.66140150253335e-05, 125.84740522174036, 11.30217682972784, 9.693900662922456, 9.854327890610847, 9.474898889028678, 9.701271250163282, 10.024829285641681, 22.399155555075104, 8.644201088343793, 2.199891225108176, 5.0928697773377385, 0.6457159665827559, 1.6865915650678318, 3.8652341796200007, 0.23044646932984908, 0.4535562203385999, 1.6864997517547626, 3.367779887400924, 0.1171462637626534, 0.11467172256047463, 0.4535189785718044, 1.6865009021429591, 3.1476459808700747, 0.08433066456848748, 0.028988374339067622, 0.11461492120662324, 0.45351744247674025, 3.9970218509186894]
js_param_list:
[31.956057828244052, 3.6781639668772703, 0.6141538527740996, 0.13330863275702742, 0.03123701650588441, 0.007585242497140086, 0.0018671523361780372, 0.0004621250002368864, 0.00011846044173816939, 2.6062206353594685e-05, 2.747291246795935e-05, 1.416447670351295e-05, 3.3991025341785555e-05, 1.2811940759827942e-05, 6.1681174538745776e-06, 30.93497336748605, 2.6118116888082588, 2.7362817349561666, 2.7646933782712653, 2.5991994314260247, 2.676614353664408, 2.810640990555061, 5.318147614534668, 2.0406562989800165, 0.5038261286110767, 1.1993098035371026, 0.15193232234543597, 0.3897359095174924, 0.9088494117138247, 0.053981933311736154, 0.10871032464814381, 0.3897054267805748, 0.7906229272787243, 0.026929365934415236, 0.028108390887867356, 0.1087211208636762, 0.3897057522419193, 0.7377119053553417, 0.01906486880376661, 0.00713978154647066, 0.028086525808140382, 0.10872103282474936, 1.3247868721360945]
ptq_acc_list:
[8.93, 9.55, 37.51, 83.33, 88.58, 89.49, 89.68, 89.71, 89.77, 89.86, 89.87, 89.88, 89.85, 89.86, 89.85, 10.0, 11.89, 11.46, 11.27, 15.6, 18.19, 12.68, 10.61, 10.03, 56.58, 12.2, 83.96, 69.28, 31.0, 87.29, 86.91, 68.55, 34.74, 87.97, 89.29, 87.11, 68.77, 42.91, 88.18, 89.6, 89.25, 86.85, 63.29]
acc_loss_list:
[0.9006121313299944, 0.8937117417918754, 0.5825264329437952, 0.07256538675570391, 0.014134668892598732, 0.004006677796327206, 0.0018920422927099334, 0.0015581524763494778, 0.0008903728436282504, -0.00011129660545359061, -0.00022259321090718122, -0.0003338898163606137, 0.0, -0.00011129660545359061, 0.0, 0.8887033945464663, 0.8676683361157485, 0.8724540901502503, 0.8745687256538676, 0.8263772954924875, 0.7975514746800223, 0.8588759042849192, 0.8819143016138008, 0.8883695047301057, 0.3702838063439065, 0.8642181413466888, 0.06555370061213134, 0.2289371174179187, 0.6549805230940456, 0.02849193099610449, 0.032721202003338876, 0.2370617696160267, 0.613355592654424, 0.02092376182526428, 0.0062326099053977525, 0.03049526989426817, 0.23461324429604896, 0.5224262659988871, 0.018586533110739985, 0.002782415136338342, 0.006677796327211957, 0.033388981636060105, 0.2956037840845854]


ResNet_152
Full_acc: 89.350000
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:
[30.627356547056827, 3.508123437462832, 0.5771908401215131, 0.12472600494350392, 0.02910628348229935, 0.007052040796604915, 0.0017338477327802524, 0.00042984751015978683, 0.00011139901508254095, 3.3235367203821945e-05, 1.5142626350115095e-05, 1.4694906490850088e-05, 1.1186725752392825e-05, 1.0949788302823225e-05, 9.67040989068593e-06, 29.582794760903646, 3.4372029592546154, 3.6959787092144736, 3.7615447526297228, 3.8768585308416044, 3.823413459382687, 3.814715615625443, 4.872341466063144, 1.8678059168695311, 0.5058669970869822, 1.0926263549786188, 0.1550712216029171, 0.40243989565498695, 0.8270144396298036, 0.05305877312425442, 0.1159220308389062, 0.4024146458476917, 0.7188630030540977, 0.02530931001141556, 0.029623528885693976, 0.11591286884283702, 0.40241544262426465, 0.6707128920562425, 0.017493582101068165, 0.007370448938047219, 0.029620082838057393, 0.11591281031972718, 2.36403248413144]
js_flops_wt_log_list:
[72.90068439668833, 8.350201531306475, 1.373856970245162, 0.29687874330505787, 0.0692801542582868, 0.016785601449997432, 0.0041269864790689295, 0.0010231433988994452, 0.0002651572109449532, 7.910839486298072e-05, 3.60431963101562e-05, 3.497751229958022e-05, 2.6627174377733344e-05, 2.6063204640211563e-05, 2.3017967559307827e-05, 70.41436896857765, 8.181393250670965, 8.797343544923597, 8.953406946308265, 9.227882261835354, 9.100669771883805, 9.079966752290705, 11.597377884853731, 4.445840092362056, 1.2040885815489155, 2.600720990902971, 0.36910786498058135, 0.9579064969810354, 1.9684989320682982, 0.1262930043624174, 0.2759231072334371, 0.9578463961940191, 1.7110717612727944, 0.060242418199080716, 0.07051132626134801, 0.2759012994165314, 0.957848292719349, 1.5964625869509097, 0.04163905251692631, 0.01754349158631911, 0.07050312381557752, 0.27590116011705407, 5.626982066323527]
js_flops_wt_cbrt_list:
[190.33792637446095, 21.801716368384643, 3.5870319876371792, 0.7751269395203039, 0.1808850082760557, 0.043825878993884904, 0.01077523558389394, 0.002671346566111044, 0.0006923045251519011, 0.00020654576787095048, 9.410593744569017e-05, 9.13235207040352e-05, 6.95214482307271e-05, 6.804896781073914e-05, 6.009809442601459e-05, 183.84635325939544, 21.360971286813626, 22.969168832941342, 23.37663804188408, 24.09327140178674, 23.761129642807454, 23.707075694594874, 30.27983723681431, 11.60773717250694, 3.1437801397869696, 6.790276999230642, 0.9637114686964429, 2.501018170198093, 5.139595161568077, 0.3297410547634758, 0.7204134296439638, 2.5008612517923354, 4.467473160421456, 0.15728819358405088, 0.18409950108928919, 0.7203564911572689, 2.500866203470109, 4.168237662641855, 0.10871627581906577, 0.04580467025162074, 0.18407808515153673, 0.7203561274573408, 14.69160553311559]
js_param_list:
[30.28208224346576, 3.173931046714681, 0.5485285595463477, 0.11917701675799117, 0.027903458577392418, 0.006751971372850573, 0.001656986563142275, 0.00041002456395797607, 0.00010731725879695602, 3.00861834384405e-05, 1.7693339838233405e-05, 1.5325070486412483e-05, 9.94082216480857e-06, 1.131527175793998e-05, 9.115562031790243e-06, 30.32786677297207, 3.7384564402172398, 4.231465807159617, 4.309608692386125, 4.419230588163285, 4.372004751552683, 4.367897412046836, 4.863031399597199, 1.8582782655278205, 0.4989174845526915, 1.0843942646398455, 0.1531128181021214, 0.40696253073293254, 0.818875122807061, 0.0511142814680861, 0.11834351619697606, 0.40694961481155234, 0.711378984533064, 0.023515193842725074, 0.030281401622506046, 0.11833668701798057, 0.4069513289177797, 0.6634083656642765, 0.015800865126435668, 0.007570232112869489, 0.030279649287160683, 0.11833607067827753, 2.921567452403827]
ptq_acc_list:
[10.0, 12.05, 30.14, 80.45, 87.72, 88.96, 89.09, 89.29, 89.31, 89.38, 89.3, 89.36, 89.34, 89.34, 89.37, 10.0, 10.15, 10.09, 10.48, 10.02, 10.82, 10.04, 10.0, 10.72, 14.7, 12.94, 18.66, 16.28, 13.07, 19.28, 23.28, 20.04, 17.84, 19.17, 28.41, 24.26, 17.14, 19.02, 18.89, 24.28, 25.41, 23.54, 10.0]
acc_loss_list:
[0.8880805819809737, 0.8651371012870733, 0.6626748740906547, 0.09960828203693332, 0.018242865137101237, 0.004364857302742033, 0.0029099048684945823, 0.0006715165081140242, 0.00044767767207601615, -0.00033575825405709163, 0.0005595970900950997, -0.00011191941801908356, 0.00011191941801892451, 0.00011191941801892451, -0.00022383883603816713, 0.8880805819809737, 0.8864017907106883, 0.8870733072188024, 0.8827084499160603, 0.8878567431449357, 0.8789031897034136, 0.8876329043088976, 0.8880805819809737, 0.8800223838836038, 0.8354784555120313, 0.85517627308338, 0.7911583659764969, 0.8177951874650251, 0.8537213206491326, 0.7842193620593173, 0.7394515948517068, 0.7757134862898714, 0.800335758254057, 0.7854504756575266, 0.6820369334079462, 0.7284834918858422, 0.8081701175153889, 0.787129266927812, 0.7885842193620592, 0.7282596530498041, 0.7156127588136542, 0.7365416899832121, 0.8880805819809737]


