AlexNet
Full_acc: 87.150000
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:
[35.311066408555135, 13.37020247855369, 2.6267547846436083, 0.5578432905598815, 0.12965500929031754, 0.031283100415830635, 0.00774254634109718, 0.0019494966934114131, 0.0005390533862208429, 0.00012997932001559677, 9.000539737556857e-05, 2.9654329656310097e-05, 6.822028105535338e-07, 1.0656474235427815e-05, 8.138780646021359e-06, 35.06702479199253, 7.781307201901994, 1.478647471541299, 1.4766887961222073, 1.4761457947368435, 1.476575513875985, 1.4759444833181186, 6.90416992739758, 2.263254291505926, 1.3778596363166196, 1.1942125307927134, 0.4771081087085134, 0.4182496835260322, 0.87096164970216, 0.2500989487081769, 0.10701005151658648, 0.41798840195733483, 0.7521799335808195, 0.1784904279165476, 0.026758174844390838, 0.1067945643296612, 0.4179872822004957, 0.7011191504194255, 0.15173383768452395, 0.006798474619081248, 0.026702464878614877, 0.10679308823196294, 0.4179863676140317]
js_flops_wt_log_list:
[65.16989400981979, 24.675966121659457, 4.847922997407303, 1.0295522570530076, 0.23929051350443017, 0.057735903946086804, 0.014289597447364879, 0.0035979794949306523, 0.0009948737214329924, 0.00023988905944887024, 0.00016611342572923237, 5.472985432594478e-05, 1.2590694470276166e-06, 1.9667525426899814e-05, 1.5020885122344502e-05, 64.7194922547055, 14.361134261380982, 2.7289829733062847, 2.725368053609866, 2.7243658934847113, 2.7251589805704373, 2.723994354328417, 12.74229492783807, 4.177048650645559, 2.5429695444544116, 2.2040315394752277, 0.8805478859235525, 0.771919126702679, 1.6074416371621014, 0.4615811312719333, 0.19749711420869692, 0.7714369069945084, 1.3882188088179317, 0.3294208714770094, 0.049384728241531776, 0.19709941233897962, 0.7714348403779503, 1.293981331303511, 0.2800390677866317, 0.01254722429585507, 0.049281910260253525, 0.1970966880618527, 0.7714331524226156]
js_flops_wt_cbrt_list:
[145.5823964444013, 55.12340225734819, 10.829728334898544, 2.299906837717651, 0.5345487656790905, 0.12897567788108677, 0.03192139364688421, 0.008037491623830086, 0.0022224387921200377, 0.0005358858516801899, 0.0003710791764615545, 0.00012226049268429764, 2.812623070410215e-06, 4.393509498953364e-05, 3.355501011705595e-05, 144.5762483162116, 32.08119904440247, 6.096248691919503, 6.088173357743274, 6.085934641924294, 6.08770631150092, 6.085104664193502, 28.464889501224093, 9.331068614814752, 5.680715090790501, 4.923564756872221, 1.9670474129892874, 1.7243826775245696, 3.5908483393775223, 1.0311216285538294, 0.44118689487239854, 1.7233054515785275, 3.101128581649285, 0.7358901013587634, 0.1103200671781725, 0.4402984725089198, 1.7233008349837697, 2.8906123913151784, 0.6255765673071519, 0.02802912310154681, 0.11009038308340002, 0.44029238677257265, 1.7232970642766592]
js_param_list:
[9.7618765851903, 3.697932937367412, 0.7234039218116686, 0.1537534865810826, 0.03571757028915834, 0.008586101603981603, 0.002131463912393883, 0.0005424596042225236, 0.0001383080386174278, 4.349068328362193e-05, 2.4367527335995125e-05, 7.315387928591655e-06, 3.464621295883319e-07, 3.973864595849364e-06, 7.90752313079679e-06, 9.70930449543552, 2.134130400180493, 0.3939161449930689, 0.39360981436146547, 0.3933654329461897, 0.393495507200394, 0.3934062600986581, 1.878273033228151, 0.6128464456412978, 0.37380890960380914, 0.3242360482004804, 0.13027057923471536, 0.10956590779968875, 0.23630108208585549, 0.0686196246177969, 0.028478968562719444, 0.10950021968697857, 0.20374638886956414, 0.04905350480680959, 0.007196386380628369, 0.028388299271820374, 0.1095005097462983, 0.1900653796647475, 0.04170031250612274, 0.0018140344958256095, 0.007191483406997917, 0.028387723281176534, 0.10949937847867021]
ptq_acc_list:
[10.0, 10.15, 42.94, 73.91, 84.72, 86.17, 86.99, 87.04, 87.22, 87.19, 87.18, 87.15, 87.16, 87.18, 87.14, 10.0, 10.94, 75.3, 74.89, 75.18, 75.01, 75.29, 15.83, 53.85, 52.79, 71.94, 79.37, 83.82, 77.89, 84.4, 86.06, 83.87, 81.78, 85.28, 86.99, 86.07, 84.12, 83.68, 85.85, 87.11, 87.12, 86.0, 84.02]
acc_loss_list:
[0.8852553069420539, 0.8835341365461847, 0.5072862880091796, 0.1519219736087207, 0.02788296041308097, 0.011244979919678759, 0.001835915088927261, 0.0012621916236374001, -0.0008032128514055441, -0.00045897877223169295, -0.00034423407917385124, 0.0, -0.0001147446930578417, -0.00034423407917385124, 0.00011474469305800477, 0.8852553069420539, 0.874469305794607, 0.1359724612736662, 0.14067699368904193, 0.1373493975903614, 0.13930005737234652, 0.13608720596672402, 0.8183591508892714, 0.38209982788296043, 0.39426276534710275, 0.17452667814113607, 0.08927137119908204, 0.03820998278829618, 0.10625358577165811, 0.03155479059093517, 0.01250717154331616, 0.03763625932300632, 0.06161790017211709, 0.021457257601835967, 0.001835915088927261, 0.012392426850258318, 0.03476764199655767, 0.03981640849110727, 0.014916810097533118, 0.000458978772231856, 0.00034423407917385124, 0.013195639701663863, 0.035915088927137226]


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:
[28.34542972445257, 7.592466006852456, 1.4017616658844982, 0.3052162499058463, 0.07160364821881604, 0.017347743622537954, 0.004268773101890292, 0.001066633404989284, 0.00022743536067713335, 9.348804661186706e-05, 6.307638079988287e-05, 2.4777847101481232e-05, 1.46496363750227e-05, 6.29750966431044e-05, 4.2512986232933206e-05, 27.313727386335778, 4.399390204398832, 1.1949816547358039, 1.1859390759435553, 1.1935124511994109, 1.185799451193582, 1.1899367528386484, 5.2698238726936415, 1.9218104244147758, 0.7895114207333976, 1.101757983469671, 0.2625945914999009, 0.31581190266998116, 0.8326758629682507, 0.1294327485236109, 0.08150750091885518, 0.31561155593181206, 0.7266312917702542, 0.08858189371868416, 0.02059589181172277, 0.08140615033197927, 0.315616259161768, 0.6805719784744779, 0.07410786319607146, 0.005203136505344816, 0.020565529277841495, 0.08140615308380574, 0.31659599456416987]
js_flops_wt_log_list:
[52.34573689581621, 14.021069069991055, 2.588644732725007, 0.5636453449183924, 0.1322310427775711, 0.03203622002661253, 0.007883178199507858, 0.0019697606324765625, 0.00042000674064715423, 0.0001726451402720128, 0.00011648366829459837, 4.575745288842849e-05, 2.7053603306101474e-05, 0.00011629662601392104, 7.850907936967453e-05, 50.44048375021752, 8.12438987096499, 2.206782394982214, 2.1900833907716555, 2.2040692047956463, 2.189825544603956, 2.197465933388905, 9.731826845064354, 3.549023028332148, 1.45799719770347, 2.0346254788233673, 0.48493557975803864, 0.5832124235346804, 1.537709326199836, 0.2390245152669009, 0.1505205685575928, 0.5828424415747637, 1.341875949280828, 0.1635849075991014, 0.038034601852625714, 0.15033340359991124, 0.5828511270679888, 1.2568178387204936, 0.1368555970568415, 0.009608674738377298, 0.03797853111298657, 0.15033340868173167, 0.5846604124483901]
js_flops_wt_cbrt_list:
[116.96405391196215, 31.329410489908575, 5.784203261480199, 1.2594386557490715, 0.29546396198516334, 0.07158340656825635, 0.017614585916709818, 0.0044013362400303424, 0.0009384850413743564, 0.00038576733640419803, 0.00026027720433832437, 0.00010224284734339044, 6.044998701433125e-05, 0.0002598592672779578, 0.00017542479553300677, 112.70685657646047, 18.1535618986634, 4.930950070153634, 4.893636941242157, 4.924887576012292, 4.893060796271272, 4.910132880814274, 21.74530319505284, 7.930122784341097, 3.25782523942859, 4.546273647257964, 1.0835654373829489, 1.3031603602066897, 3.435938190889044, 0.5340888857024177, 0.3363310355276824, 1.3023336531533096, 2.9983578450185626, 0.36552267837371705, 0.08498650483161113, 0.3359128243513976, 1.3023530604739066, 2.8082995514648856, 0.30579730808201816, 0.021470125682993252, 0.08486121743663014, 0.33591283570648306, 1.3063958224126024]
js_param_list:
[8.799590634835157, 2.4123049418725535, 0.4389000122886768, 0.09579143454709549, 0.022400024625311737, 0.00542295589265722, 0.00135018134861399, 0.0003273817262759041, 6.90366041088355e-05, 2.8363758177682995e-05, 1.7424378512274077e-05, 8.08438003345624e-06, 1.0055043617189839e-05, 1.9116609365309454e-05, 1.3836154751436515e-05, 8.514886270326267, 1.3786185615774904, 0.3619246475186809, 0.3592875045623714, 0.3614364700726146, 0.3596284490221087, 0.36088308631200383, 1.6170141291532427, 0.5885179776721339, 0.24599012825838476, 0.33633085189864675, 0.08195515661265507, 0.09642318855808786, 0.25363269503024666, 0.0406417591471982, 0.024888481859801963, 0.09639696720320688, 0.2212880694350999, 0.027914325339466754, 0.006247855044243767, 0.024817722597610874, 0.09640005199235512, 0.2070776173579275, 0.023366797560355507, 0.0015862183494694477, 0.006259983186041011, 0.024815790286256967, 0.09667671734939992]
ptq_acc_list:
[10.0, 14.86, 34.63, 77.96, 87.87, 88.77, 88.97, 89.1, 89.05, 89.06, 89.05, 89.03, 89.03, 89.01, 89.02, 10.0, 17.7, 65.76, 67.91, 67.93, 70.75, 68.94, 14.61, 56.05, 72.54, 76.93, 84.66, 83.86, 79.98, 87.17, 88.11, 83.84, 81.24, 87.84, 88.74, 88.33, 83.71, 81.42, 88.17, 89.08, 88.85, 88.33, 83.82]
acc_loss_list:
[0.8876656931026735, 0.8330712199505729, 0.6109862952145585, 0.12424174342844307, 0.012918445293192447, 0.0028083576724331613, 0.0005616715344866003, -0.0008986744551785924, -0.00033700292069199214, -0.000449337227589376, -0.00033700292069199214, -0.00011233430689738392, -0.00011233430689738392, 0.00011233430689722428, 0.0, 0.8876656931026735, 0.8011682767917322, 0.26128959784318123, 0.23713772186025614, 0.23691305324646136, 0.20523477870141538, 0.2255672882498315, 0.835879577623006, 0.3703662098404853, 0.18512693776679387, 0.13581217703886755, 0.048977757807234325, 0.05796450235902041, 0.10155021343518301, 0.02078184677600533, 0.010222421927656669, 0.058189170972815014, 0.08739609076612, 0.013255448213884437, 0.0031453605931251534, 0.0077510671759154996, 0.05964951696248037, 0.08537407324196804, 0.009548416086272684, -0.0006740058413839843, 0.0019096832172545688, 0.0077510671759154996, 0.058413839586609784]


VGG_16
Full_acc: 91.670000
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:
[10.108746086343771, 2.7305314005276338, 0.5008592253870917, 0.1087524357305037, 0.025494288381742166, 0.006187239508539377, 0.001516890225839242, 0.0004162398944452334, 9.70535268306172e-05, 2.6961578727649812e-05, 3.3646192785583554e-05, 2.7548545267455978e-05, 1.65688613487372e-05, 4.2442754164580034e-05, 2.7545475486856677e-05, 10.237148229284443, 1.7249460896828313, 0.7883360585516611, 0.7763803409983743, 0.7847340811616329, 0.7901838519638318, 0.7852284214036602, 1.8164917764084012, 0.6581522729845122, 0.28044916658629526, 0.37592537653739005, 0.09335334704262917, 0.11079867284433677, 0.284301808727179, 0.046333175538657824, 0.02861032057320222, 0.11077512347720783, 0.24819652915908222, 0.03175691713446556, 0.007305592113557693, 0.028544052172150034, 0.11077628910954862, 0.23228109792960727, 0.02663686938424192, 0.0018098529256600424, 0.007245119116744774, 0.02854547222359787, 0.4272937582331487]
js_flops_wt_log_list:
[25.50349152415138, 6.888894412321031, 1.263624479272366, 0.2743729834732538, 0.06431988320850192, 0.015609869811360727, 0.003826982761988782, 0.0010501372306045544, 0.0002448576487896433, 6.802172976599712e-05, 8.488643252067849e-05, 6.950259554747422e-05, 4.180180324671657e-05, 0.00010707939558995434, 6.949485075669339e-05, 25.8274390183509, 4.351889700471808, 1.9889036499409274, 1.9587404092500456, 1.9798161727155503, 1.9935654728043328, 1.9810633503639852, 4.5828515453471335, 1.6604612255853481, 0.7075489760942111, 0.9484271909041895, 0.23552241541304544, 0.27953546262183443, 0.7172688587924572, 0.1168945920239818, 0.07218136275355079, 0.2794760496066254, 0.626178363138795, 0.08011995355844939, 0.018431376647072863, 0.07201417331283107, 0.27947899039614266, 0.5860251075324968, 0.0672025161942364, 0.004566102299461968, 0.018278808509691134, 0.07201775597973697, 1.0780251722954692]
js_flops_wt_cbrt_list:
[70.09199692100829, 18.932951414919014, 3.4728563744534795, 0.7540673517037225, 0.17677222946280263, 0.04290106496669746, 0.01051780944252476, 0.002886123081008996, 0.0006729494880650498, 0.00018694612338882784, 0.00023329588269278183, 0.00019101603043263107, 0.00011488512706924142, 0.00029428945675485306, 0.0001909947451960175, 70.98231136068017, 11.96042664186497, 5.466162481157777, 5.383263958356269, 5.441187099841942, 5.478974706239926, 5.444614754906789, 12.59518588275328, 4.56349449254692, 1.9445776907406496, 2.6065903831914246, 0.6472931912215468, 0.7682555452004607, 1.9712911306440786, 0.3212648502056459, 0.19837816524396115, 0.768092258660845, 1.7209444385120076, 0.22019602817175543, 0.05065549530632601, 0.19791867357972942, 0.7681003409192917, 1.6105900634783026, 0.18469465460091208, 0.012549153436964416, 0.05023618780070556, 0.19792851992870875, 2.962768332553546]
js_param_list:
[4.961402155931791, 1.1296616883250303, 0.20746860154818111, 0.0449109423953304, 0.01051816136090789, 0.002567053669443602, 0.0005934493496828104, 0.00016344114889739816, 4.210806121108668e-05, 2.6227902230950837e-05, 2.9154426936399688e-05, 1.822315129499491e-05, 6.341555326732112e-06, 1.6399926998313174e-05, 1.9389907310355726e-05, 5.38646261044325, 0.7712023944167686, 0.4611057705681646, 0.4598777854260451, 0.45751136551795996, 0.46100941465204115, 0.46040841192715953, 0.9204522499690955, 0.3538231585652671, 0.11748794146457685, 0.209772963625879, 0.03916606378595014, 0.05477834272648655, 0.16120963248928666, 0.0180170573196551, 0.01478428688833779, 0.054843193208805416, 0.1414841547778738, 0.011993081651207774, 0.003787380955311598, 0.014631386839481363, 0.05484340504941017, 0.13263181423447634, 0.009855733382986048, 0.0009732370319088145, 0.0037284030959092427, 0.014641616365210611, 0.26652530596383184]
ptq_acc_list:
[10.0, 11.47, 63.43, 88.66, 91.54, 91.54, 91.73, 91.67, 91.69, 91.67, 91.67, 91.67, 91.67, 91.67, 91.67, 10.0, 18.01, 79.6, 79.05, 79.87, 80.62, 80.35, 13.94, 47.09, 82.93, 79.71, 90.08, 89.84, 84.8, 90.94, 91.38, 89.68, 86.2, 91.02, 91.7, 91.48, 89.86, 86.93, 91.1, 91.6, 91.78, 91.37, 84.85]
acc_loss_list:
[0.8909130577069925, 0.8748772771899204, 0.30806152503545325, 0.032835169630195324, 0.0014181302498090483, 0.0014181302498090483, -0.00065452165375807, 0.0, -0.00021817388458597164, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.8909130577069925, 0.8035344169302934, 0.13166793934766016, 0.13766772117377554, 0.12872259190574886, 0.12054107123377328, 0.12348641867568459, 0.8479328024435475, 0.4863095887422275, 0.09534198756408852, 0.1304679829824371, 0.017344823824588233, 0.019962910439620358, 0.07494272935529622, 0.007963346787389592, 0.0031635213264972865, 0.021708301516308443, 0.0596705574342751, 0.0070906512490455514, -0.000327260826879035, 0.0020726519035671183, 0.019744736555034385, 0.051707210646885514, 0.00621795571070151, 0.0007636085960511333, -0.0011999563652230767, 0.0032726082687901947, 0.07439729464383121]


VGG_19
Full_acc: 91.680000
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:
[9.288979856351963, 2.5405749051785684, 0.4667742391484616, 0.10159864850876543, 0.023836559565255072, 0.005760752546001823, 0.001439205246085693, 0.0003712385101332156, 0.00012256112699033926, 4.390461553542525e-05, 3.897290542604717e-05, 3.9004312406667404e-05, 4.483688876210791e-05, 3.712789243871969e-05, 1.757598261487988e-05, 9.42295564558682, 1.6129817061069969, 0.6740627568793178, 0.6636322793327664, 0.6582334722357649, 0.6870966507950584, 0.6620322183057537, 1.679151367441454, 0.6080843763901622, 0.2602089968686309, 0.3479214306009024, 0.08732030839119877, 0.10157579991505712, 0.263167325917142, 0.043224937799345005, 0.02652390436452618, 0.10154155583782759, 0.22947957938676722, 0.029746898957403352, 0.00661922168147049, 0.026498099971811056, 0.10154069317845658, 0.21469545290594133, 0.024929119587572757, 0.001683971434164398, 0.0066504993433871675, 0.02649951684381438, 0.3330723012600656]
js_flops_wt_log_list:
[24.35191126667066, 6.660349749271167, 1.2236914095080316, 0.26635016025008074, 0.0624897235662395, 0.01510234029989353, 0.0037730083377497795, 0.0009732357478795828, 0.0003213052170816128, 0.00011509996988365251, 0.0001021710402451203, 0.00010225337652069042, 0.00011754400951378956, 9.733416975470469e-05, 4.607704782236354e-05, 24.703141066043987, 4.228579240057331, 1.7671172397330457, 1.7397727877468645, 1.7256193205841437, 1.8012867861206687, 1.7355780812501733, 4.402049066268707, 1.5941488737728307, 0.6821617121067625, 0.9121078887874445, 0.22891818419292942, 0.2662902605694745, 0.6899172425956883, 0.11331813246179186, 0.06953484403229891, 0.26620048658535583, 0.6016017303469668, 0.07798421948067327, 0.01735289574682057, 0.06946719545393976, 0.26619822504482277, 0.5628437890246892, 0.06535396970827397, 0.004414685312546742, 0.01743489300156787, 0.06947090991363661, 0.8731795365154669]
js_flops_wt_cbrt_list:
[69.47553675419447, 19.001850357207815, 3.491168170172565, 0.7598919093166524, 0.17828198529647835, 0.04308668782050205, 0.01076432057314469, 0.002776622961206618, 0.0009166776346306863, 0.0003283780110928294, 0.0002914920222906435, 0.00029172692610894893, 0.0003353508093792905, 0.00027769252335800424, 0.0001314569355337939, 70.47758864935423, 12.06405563791265, 5.041551662767246, 4.963538464616784, 4.923158893695436, 5.139036724614385, 4.951571047267379, 12.558961731923723, 4.54807622525491, 1.946194308232511, 2.602226349188998, 0.6530991980644529, 0.7597210166743481, 1.9683206882784625, 0.3232944630321928, 0.19838157914426577, 0.7594648932159097, 1.7163582221701328, 0.2224874855795013, 0.04950747943550488, 0.19818857904498433, 0.7594584410840541, 1.6057825573951785, 0.18645362471873309, 0.012595012700700297, 0.04974141603389156, 0.19819917632740555, 2.4911645052361733]
js_param_list:
[4.909673099947618, 1.0558669980235038, 0.1960863245154005, 0.04249322736691104, 0.010035105011089741, 0.002444954603366522, 0.0006176232362627835, 0.0001495496363756992, 5.677266015724936e-05, 3.0652245177395615e-05, 3.2402104063774646e-05, 1.3187157644885763e-05, 2.600921518682889e-05, 2.3665910773343016e-05, 1.110912920095726e-05, 5.282912152138583, 0.7646712313134155, 0.4330661310603931, 0.4235658590421957, 0.41802322270770037, 0.42891972424501923, 0.425718941879512, 0.9240047496676567, 0.36047045211156675, 0.11126228877308444, 0.215995949774722, 0.036711716058334246, 0.05393049458281086, 0.16642594454902734, 0.016840971141331696, 0.014931042136526948, 0.05397800859585413, 0.14640072762629258, 0.011070804538263647, 0.0037402674153204324, 0.01495949439491221, 0.05397842419908961, 0.13746081134837645, 0.008875208900147072, 0.0008116802231543937, 0.0036908954513075478, 0.014960180176422908, 0.23379051509469487]
ptq_acc_list:
[10.0, 11.16, 60.49, 90.17, 91.39, 91.51, 91.67, 91.63, 91.65, 91.7, 91.7, 91.69, 91.68, 91.68, 91.68, 10.0, 18.66, 81.0, 79.84, 76.67, 77.94, 76.95, 10.14, 43.55, 82.5, 81.24, 89.72, 89.76, 85.9, 91.1, 91.12, 89.71, 87.4, 91.09, 91.55, 91.17, 89.78, 88.03, 91.39, 91.61, 91.62, 91.07, 86.0]
acc_loss_list:
[0.8909249563699826, 0.8782722513089005, 0.3402050610820245, 0.01647033158813269, 0.003163176265270574, 0.0018542757417103152, 0.00010907504363007325, 0.0005453752181502112, 0.00032722513089006474, -0.00021815008725999149, -0.00021815008725999149, -0.00010907504362991824, 0.0, 0.0, 0.0, 0.8909249563699826, 0.7964659685863875, 0.1164921465968587, 0.12914485165794068, 0.16372164048865623, 0.14986910994764407, 0.16066753926701574, 0.8893979057591623, 0.524978184991274, 0.10013089005235609, 0.11387434554973834, 0.021378708551483504, 0.02094240837696337, 0.0630453752181501, 0.006326352530541148, 0.006108202443281001, 0.02148778359511358, 0.04668411867364748, 0.006435427574171066, 0.0014179755671903322, 0.005562827225130945, 0.020724258289703375, 0.03981239092495643, 0.003163176265270574, 0.0007635253054102027, 0.0006544502617801295, 0.006653577661431213, 0.06195462478184998]


Inception_BN
Full_acc: 92.400000
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:
[18.789850068761115, 3.101083954207525, 0.5270291119382463, 0.11470128598901126, 0.026858685743949652, 0.0064974962892005, 0.0015982231257645, 0.0003737921480898302, 0.00011351786008651563, 2.2655216611807476e-05, 1.8362926203087765e-05, 3.0616330837651924e-05, 1.6694227335252057e-05, 1.2745124690585837e-05, 2.5749707479101948e-05, 18.535780039416682, 2.332323640080497, 1.877631670132598, 1.8811187556254851, 1.7308942310989472, 1.8512670140834868, 1.7347132595577326, 3.4403096526250145, 1.3758215020221167, 0.3382668083070035, 0.8311818646800002, 0.1022104507691941, 0.20660033043470866, 0.6404598237627288, 0.04308417758468814, 0.05235230231790444, 0.2065721098885874, 0.5617643922111636, 0.026200473670156092, 0.013181386197805206, 0.0523259864355059, 0.2065713765125279, 0.5263077233047716, 0.02081638800250542, 0.003314874769111333, 0.01315967066980172, 0.052327272263839, 1.1630908524482078]
js_flops_wt_log_list:
[59.6512504116859, 9.844864904357951, 1.673134453730614, 0.3641367604336629, 0.08526700230060723, 0.02062729488408599, 0.005073803544990788, 0.0011866602951078563, 0.0003603797940611208, 7.192244718805345e-05, 5.8295915359792904e-05, 9.719622087459323e-05, 5.299837580185605e-05, 4.0461345974775167e-05, 8.174638133048424e-05, 58.844666277854735, 7.4043178091579955, 5.960828666866334, 5.971898952642004, 5.494988242992057, 5.877130037327073, 5.50711233243879, 10.92178872271362, 4.36775560414646, 1.0738796751672661, 2.6387138463711954, 0.32448269524305406, 0.6558843205666102, 2.0332375823163606, 0.13677730564537857, 0.16620038391820469, 0.6557947301304293, 1.7834069090241595, 0.0831774074877603, 0.041846324796686436, 0.16611684012807248, 0.6557924019160577, 1.6708442952747418, 0.06608480476747819, 0.010523576516684632, 0.041777385534583884, 0.1661209221866096, 3.6924096486685656]
js_flops_wt_cbrt_list:
[214.8527507699419, 35.45937915905603, 6.026320275116372, 1.311553137539949, 0.30711594254533015, 0.07429569399136036, 0.018274900207188194, 0.004274130498083355, 0.001298021240821608, 0.00025905132773934125, 0.00020997108505288787, 0.00035008277739737324, 0.00019089032918473696, 0.00014573427082480278, 0.00029443531817234834, 211.94758417770788, 26.668980748822896, 21.46980033286383, 21.509673450934226, 19.791929445020433, 21.1683333783897, 19.835598168647074, 39.33825920174589, 15.731846353012168, 3.867915602996626, 9.504158328196933, 1.1687265425128002, 2.3623737891168184, 7.323345018161035, 0.4926465104753894, 0.5986229863984753, 2.3620511009665566, 6.423501225900469, 0.2995896092256381, 0.15072270790855344, 0.5983220771468541, 2.362042715169802, 6.018071548718395, 0.23802522143954458, 0.03790397262325812, 0.15047440146071606, 0.5983367799653105, 13.29937536113243]
js_param_list:
[17.412627503405528, 2.7331820793627695, 0.4496146283570642, 0.09788688762966251, 0.022947737939707107, 0.005541195791473513, 0.001360578988816906, 0.0003334226851268109, 0.00011347696173331826, 2.477935675392428e-05, 1.1512300006804475e-05, 1.7051820370420416e-05, 1.6836825376600026e-05, 2.245958949732943e-05, 1.1883649172800078e-05, 18.28581989228255, 2.253524725918134, 2.218227390427663, 2.2624667985078473, 2.0171870362461704, 2.1110807209001337, 1.9603054460242182, 3.317151345513068, 1.3336641898528143, 0.3034191686428555, 0.8077038944489773, 0.0893867203502547, 0.2004593324554517, 0.6223058017048475, 0.03613890314523507, 0.05042565131296881, 0.20041934830710176, 0.5456019656206686, 0.02109090850766096, 0.012775770579106957, 0.05039946307915701, 0.20041843839153567, 0.5109477981522788, 0.016408153112313736, 0.003214700782942353, 0.012768745713897798, 0.05039996977099034, 1.372684757768232]
ptq_acc_list:
[10.0, 12.05, 70.21, 89.14, 92.03, 92.24, 92.53, 92.44, 92.42, 92.4, 92.39, 92.4, 92.39, 92.4, 92.4, 10.0, 12.37, 27.55, 26.83, 30.53, 31.2, 35.4, 10.23, 13.31, 81.38, 33.3, 90.18, 87.56, 62.92, 91.41, 90.98, 87.2, 69.23, 92.04, 91.95, 90.82, 86.95, 69.9, 91.91, 92.34, 92.01, 91.25, 30.55]
acc_loss_list:
[0.8917748917748918, 0.8695887445887446, 0.24015151515151525, 0.03528138528138534, 0.004004329004329054, 0.0017316017316018485, -0.0014069264069263576, -0.00043290043290034676, -0.00021645021645017338, 0.0, 0.00010822510822516359, 0.0, 0.00010822510822516359, 0.0, 0.0, 0.8917748917748918, 0.8661255411255411, 0.7018398268398269, 0.7096320346320346, 0.6695887445887446, 0.6623376623376623, 0.6168831168831169, 0.8892857142857142, 0.8559523809523809, 0.11926406926406936, 0.6396103896103896, 0.024025974025974013, 0.05238095238095242, 0.3190476190476191, 0.010714285714285812, 0.015367965367965385, 0.05627705627705631, 0.25075757575757573, 0.0038961038961038896, 0.0048701298701299, 0.017099567099567232, 0.05898268398268401, 0.2435064935064935, 0.005303030303030401, 0.000649350649350674, 0.0042207792207792265, 0.012445887445887507, 0.6693722943722944]


MobileNetV2
Full_acc: 88.930000
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:
[12.831799711320127, 1.993271107564635, 0.35270115251888184, 0.07584820428274724, 0.017820575420393413, 0.00432754213409143, 0.0010585941112774115, 0.0002608063708472059, 5.7748640027636795e-05, 2.2079139706249858e-05, 1.8510216315203774e-05, 6.598093548300765e-06, 7.339584010540023e-06, 1.3159617416375918e-05, 6.234160995256087e-06, 12.57092879322021, 1.187412264130166, 0.583586694614265, 0.5873596916976219, 0.5892050999505944, 0.5843521934401908, 0.5859612625360875, 2.3705075655847287, 0.9287890646333746, 0.24106359886782278, 0.5542247166772163, 0.07309526703177732, 0.1553423866764422, 0.4234005047186028, 0.029852747687546522, 0.04043661294761285, 0.15534149384783863, 0.3700909930850026, 0.017542559489415382, 0.010349635478253204, 0.040430403892965844, 0.15534110238349375, 0.34610529077749097, 0.013684366045501894, 0.0025962286491194248, 0.010354257221157665, 0.040430568434830665, 0.1553424046493608]
js_flops_wt_log_list:
[22.734541938820872, 3.531547141465321, 0.6248927916741961, 0.13438287847722086, 0.031573327856063746, 0.007667255595699619, 0.0018755476831354906, 0.00046207963881377234, 0.0001023152564842449, 3.911837301995897e-05, 3.279518840552046e-05, 1.1690069815988018e-05, 1.3003794031628833e-05, 2.331534786874075e-05, 1.10452779647875e-05, 22.272347939414136, 2.10377924569088, 1.0339606666351948, 1.0406454156459632, 1.0439149890702146, 1.0353169272964935, 1.0381677704881038, 4.199909979777402, 1.6455676068258478, 0.42710068904432597, 0.9819390380379469, 0.12950540463916646, 0.27522546207267534, 0.7501532714036341, 0.052891142284026596, 0.07164294125557184, 0.2752238802174572, 0.6557029717388916, 0.031080757446247855, 0.01833680599178001, 0.07163194045938981, 0.2752231866465812, 0.6132066760274543, 0.024245063106243935, 0.004599827805456096, 0.018344994493023466, 0.07163223198388448, 0.2752254939159149]
js_flops_wt_cbrt_list:
[49.98799441445422, 7.76505457013427, 1.373994578993595, 0.29547683858309576, 0.06942243836545511, 0.016858519996726346, 0.004123895144266191, 0.0010160061489786882, 0.0002249675618453719, 8.601224591576993e-05, 7.210902683888234e-05, 2.5703757139190327e-05, 2.8592332547056773e-05, 5.1265052191067716e-05, 2.428600913516044e-05, 48.971736813007404, 4.6257235120829865, 2.2734401320955824, 2.288138347573666, 2.295327382589588, 2.2764222352997723, 2.2826905794750005, 9.234629717866756, 3.618222199504919, 0.9390955364665081, 2.1590566144180356, 0.28475240280473607, 0.6051570732248515, 1.6494133746709783, 0.11629537697231265, 0.1575262416527201, 0.6051535950914444, 1.4417390320433585, 0.06833939007000837, 0.04031839119357117, 0.1575020534487272, 0.6051520700896577, 1.3482995161571414, 0.05330928075852274, 0.010113956430939035, 0.04033639581207292, 0.15750269444359968, 0.605157143240763]
js_param_list:
[11.64306990393129, 1.8111948895845984, 0.3234632671815244, 0.07008450271665352, 0.016401300088192267, 0.003968574916230168, 0.000980312895789833, 0.0002411791224606334, 5.841659499907292e-05, 2.2969269213277244e-05, 2.1441167455345407e-05, 7.149071618997471e-06, 4.001053660470322e-06, 9.233829469391413e-06, 5.531670003141448e-06, 11.488326973180685, 1.0704022893653384, 0.5087476800631758, 0.5115176278659856, 0.5151777317759163, 0.5107807068971318, 0.511207269897487, 2.1723823401168723, 0.8517660834442466, 0.21703483248183933, 0.5087028498117648, 0.06586611649811078, 0.13765610714237508, 0.3893204918329101, 0.027210609441983842, 0.035735526223220127, 0.13765631650142093, 0.3405504207720941, 0.01614329098121896, 0.009145250003614254, 0.03572979707798319, 0.13765600942836523, 0.3186385336290934, 0.012647476530902785, 0.0023084517617242032, 0.009138672692023779, 0.03573015773675336, 0.13765851036927695]
ptq_acc_list:
[10.0, 11.35, 33.25, 79.93, 87.2, 88.7, 88.84, 88.96, 88.87, 88.89, 88.88, 88.94, 88.93, 88.94, 88.94, 10.0, 12.79, 14.81, 14.26, 14.87, 12.75, 13.63, 9.95, 10.56, 55.94, 20.36, 79.57, 71.76, 29.54, 84.64, 86.41, 72.23, 39.52, 85.82, 88.54, 86.71, 71.01, 46.36, 86.71, 88.78, 88.64, 86.77, 72.19]
acc_loss_list:
[0.8875520071966716, 0.8723715281682223, 0.6261104239289329, 0.1012031935229956, 0.019453502754975868, 0.0025863038344765992, 0.0010120319352299944, -0.0003373439784098383, 0.0006746879568199963, 0.00044979197121338413, 0.0005622399640167701, -0.00011244799280322617, 0.0, -0.00011244799280322617, -0.00011244799280322617, 0.8875520071966716, 0.856179017204543, 0.8334645226582705, 0.8396491622624536, 0.8327898347014505, 0.8566288091757562, 0.8467333858090633, 0.8881142471606882, 0.8812549195996852, 0.37096592825818064, 0.7710558866524233, 0.10525132126391558, 0.19307320364331498, 0.6678286292589678, 0.048240188912627976, 0.028336894186438887, 0.18778814798155855, 0.5556055324412459, 0.0349713257618353, 0.004385471719329816, 0.024963454402339064, 0.2015068031035646, 0.4786911053637693, 0.024963454402339064, 0.0016867198920499907, 0.0032609917912965955, 0.024288766445519066, 0.18823793995277194]


ResNet_18
Full_acc: 87.720000
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:
[17.132639553663317, 3.308895598329574, 0.5969859721989359, 0.1296859127412463, 0.03001997911872445, 0.007394401042947096, 0.00181295555481838, 0.00046620035198360736, 0.00013848358136903994, 5.1418622719264556e-05, 1.1630965815506488e-05, 3.529150979065299e-05, 2.2553957490436983e-05, 1.6323174006368734e-05, 2.0846042808995603e-05, 15.86387656996309, 2.09194566490344, 1.0067098365080311, 1.0114686434065223, 1.0227339732911203, 1.0028485780921184, 1.0088029481993872, 2.980140440745267, 1.1406015989849505, 0.3655457247955589, 0.6706065397624208, 0.1160780841779645, 0.188962558981352, 0.5115645448947981, 0.052565932886952396, 0.048786617224968055, 0.18893002583131316, 0.4468136786569628, 0.03417551495071177, 0.012085716024163274, 0.04875248505850929, 0.18892985360382042, 0.4181034086772375, 0.02793278111985615, 0.0030658456267059504, 0.012060601315533916, 0.048753518217516126, 0.3693456183633073]
js_flops_wt_log_list:
[26.59087651408034, 5.135602951172363, 0.9265577681511328, 0.20128025693396, 0.046592794717997085, 0.011476550616308907, 0.00281381494851934, 0.0007235706997504785, 0.00021493476238017064, 7.980476347322088e-05, 1.8051951351156087e-05, 5.47745241414394e-05, 3.5005084689579684e-05, 2.5334537796214163e-05, 3.235429942975194e-05, 24.62168083237961, 3.246824207990701, 1.562473596917016, 1.569859548521016, 1.5873440111406518, 1.5564806939901266, 1.565722230867476, 4.625355375408584, 1.7702815830200722, 0.5673487262626922, 1.0408212717312657, 0.1801600969132216, 0.2932811407091893, 0.7939786277340253, 0.08158545715423707, 0.07571973425959604, 0.29323064732359116, 0.6934814286353692, 0.053042433713325385, 0.01875775074682243, 0.0756667591053228, 0.29323038001626955, 0.6489213804696711, 0.043353339170327236, 0.004758374926153147, 0.018718771223920627, 0.07566836262960662, 0.5732463872921068]
js_flops_wt_cbrt_list:
[56.38680309114762, 10.890210114312508, 1.9647953461649206, 0.4268212147072706, 0.09880150960194208, 0.024336392199209172, 0.005966784485388187, 0.0015343547832185934, 0.0004557760296978478, 0.00016922855030060107, 3.827973950800843e-05, 0.00011615112820892563, 7.422940031837991e-05, 5.372269670629064e-05, 6.860832549583026e-05, 52.21106074233106, 6.884994452537129, 3.3132751753341, 3.3289373216539087, 3.366013683178355, 3.3005670332349126, 3.320164007403356, 9.80821383009477, 3.7539386482721313, 1.2030810979415458, 2.2070947556434284, 0.3820352407017765, 0.6219120277121923, 1.683657043682318, 0.17300456813528742, 0.16056611535723694, 0.6218049548750251, 1.4705495226200787, 0.11247817512464464, 0.039776409673213976, 0.16045377985031425, 0.6218043880413104, 1.3760585170181832, 0.09193214062900647, 0.010090286036745609, 0.03969375234970352, 0.1604571801747825, 1.2155872765546443]
js_param_list:
[20.786070261472137, 3.8243340754773674, 0.6913034612539486, 0.15047848475908562, 0.03519389620659456, 0.00857323746402218, 0.002098806560194455, 0.0005585881712651304, 0.00017491804563323177, 7.238506060690497e-05, 2.3566719856301874e-05, 8.156965721694642e-05, 2.77128079482547e-05, 2.498257132773363e-05, 4.04262486266973e-05, 20.84375053153798, 2.4612026942605736, 1.4760387225423475, 1.4948973001010017, 1.4996030129654683, 1.4510430756203132, 1.4879770246827977, 3.9001480781366054, 1.5283178272873799, 0.42936798576685126, 0.9135918339152062, 0.13363340554224395, 0.238449785974722, 0.7010061595913828, 0.058970222119830114, 0.061078493213794556, 0.23841129362895874, 0.6143271316547569, 0.037240379174542565, 0.015461384466492747, 0.0610395868818998, 0.23841018837515324, 0.575452359230672, 0.0300949004306533, 0.0038842069111853735, 0.015426270994102766, 0.06104015135699442, 0.7022645451361362]
ptq_acc_list:
[10.0, 9.73, 53.99, 79.63, 86.56, 87.49, 87.76, 87.82, 87.68, 87.72, 87.72, 87.73, 87.72, 87.72, 87.72, 10.0, 13.51, 19.57, 21.67, 22.33, 21.76, 25.87, 9.88, 21.23, 50.37, 51.52, 80.87, 81.73, 68.14, 85.64, 86.37, 81.76, 72.22, 86.59, 87.58, 86.38, 81.32, 74.02, 86.32, 87.74, 87.57, 86.23, 75.94]
acc_loss_list:
[0.886000911992704, 0.889078887368901, 0.3845189238486092, 0.09222526219790246, 0.013223894208846291, 0.002621979024167852, -0.00045599635202925505, -0.0011399908800728946, 0.00045599635202909307, 0.0, 0.0, -0.00011399908800735427, 0.0, 0.0, 0.0, 0.886000911992704, 0.8459872321021431, 0.7769037847697219, 0.7529639762881897, 0.7454400364797081, 0.7519379844961239, 0.7050843593251254, 0.8873689010487916, 0.7579799361605106, 0.42578659370725036, 0.41267669858641126, 0.07808937528499765, 0.06828545371637021, 0.22321021431828544, 0.023711810305517538, 0.015389876880984888, 0.06794345645234831, 0.1766985864113087, 0.01288189694482439, 0.0015959872321021497, 0.015275877792977696, 0.07295941632466947, 0.15617875056999547, 0.015959872321021498, -0.00022799817601454653, 0.001709986320109504, 0.016985864113087036, 0.13429092567259462]


ResNet_50
Full_acc: 89.520000
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:
[29.7677753915303, 4.062077691426077, 0.6963673542361583, 0.15067134586507205, 0.03532845168247791, 0.008582309848246072, 0.0020944201540720317, 0.0005308624271256868, 0.000129461777807359, 3.455474378865376e-05, 1.4683295087827954e-05, 1.4334196140826647e-05, 1.5821202706575886e-05, 9.923054396377083e-06, 1.5187357995324608e-05, 28.500446892296846, 2.5130823354184835, 1.6073710380844661, 1.5778466391534316, 1.6039559283183118, 1.5148962192809852, 1.5973463878725747, 5.306755183948775, 2.0870301990571187, 0.5241027793573747, 1.2451286157807306, 0.15415646961125287, 0.3729572825322485, 0.9516476438335548, 0.05960446109256321, 0.09652126955592964, 0.37292768706107793, 0.830958510676339, 0.032827149345821885, 0.02488237339593698, 0.09651782668580297, 0.37292798157640267, 0.7765255245892075, 0.024776426789531195, 0.00627665006472412, 0.024879365104048583, 0.09651755665839988, 0.5624834423951455]
js_flops_wt_log_list:
[57.39948090574831, 7.832669650988351, 1.3427649237180703, 0.2905308484182635, 0.068121811627046, 0.016548772079279368, 0.004038549339379836, 0.001023631337867791, 0.0002496336641061883, 6.662991541061519e-05, 2.8312949319923004e-05, 2.7639801996044727e-05, 3.0507110817574302e-05, 1.9134052305218882e-05, 2.92849046929262e-05, 54.955764603932934, 4.845831427748187, 3.0994006772583065, 3.0424704851157722, 3.092815518467126, 2.921086828596199, 3.080070723613601, 10.232709325642674, 4.024299716215401, 1.0105970997393612, 2.4009095495608266, 0.29725101112078084, 0.719151973427634, 1.835007152626073, 0.1149318375787476, 0.18611638578980005, 0.7190949061909995, 1.6022892721975617, 0.06329869489010496, 0.04797924258176694, 0.18610974710231004, 0.7190954740878791, 1.4973292909945275, 0.04777495186365207, 0.012102901570693252, 0.04797344186637804, 0.1861092264240745, 1.0846043141250659]
js_flops_wt_cbrt_list:
[130.76568208855215, 17.84414028356169, 3.0590445830493884, 0.6618781905634846, 0.15519295683432627, 0.03770088918100717, 0.009200495382169712, 0.002332004540655938, 0.0005687075186744611, 0.00015179416605663184, 6.450166571780904e-05, 6.296812277344748e-05, 6.95003350494001e-05, 4.359059282989802e-05, 6.671594370960997e-05, 125.19848489451272, 11.039619904858322, 7.060956601557251, 6.931260038287369, 7.0459545010608355, 6.654727630873298, 7.016919712491294, 23.31183476691597, 9.168032341333824, 2.3023103515714154, 5.469676204855689, 0.6771878527010864, 1.638349282025914, 4.180455261338257, 0.2618340775477382, 0.4240044640059107, 1.6382192732522165, 3.6502847460611965, 0.14420508481969202, 0.10930479306248467, 0.4239893399580255, 1.6382205670169274, 3.4111682363395577, 0.10883938440935563, 0.027572447593055105, 0.1092915780561386, 0.42398815376533616, 2.4709112468392886]
js_param_list:
[30.69524926956487, 3.8836694182220084, 0.6824733904919843, 0.14882558983807073, 0.03484222157902474, 0.008430327210360945, 0.002082452633129232, 0.0005276637670812718, 0.00012606606751967495, 3.234656861447193e-05, 1.857721120485012e-05, 1.9004037739922423e-05, 2.0749932611249685e-05, 1.6430572176630244e-05, 2.4097736501868746e-05, 30.273973315857234, 2.4709641293182507, 1.80897656364437, 1.750042804512283, 1.792667065720219, 1.636262254419038, 1.7987184857704557, 5.526061234093648, 2.1433093163903214, 0.5228266005917082, 1.2685707061461515, 0.15466299502148095, 0.3789765355265202, 0.9649675859701402, 0.058633262301952184, 0.10005960600695782, 0.37895863929590123, 0.8408741213489173, 0.03159662988857441, 0.025931983759404996, 0.10005216395970003, 0.37895872370755523, 0.7851965965469262, 0.023526393725487368, 0.006566531891578675, 0.0259316744717014, 0.10005129655776644, 0.7550371985096369]
ptq_acc_list:
[10.0, 9.84, 29.25, 81.68, 88.0, 89.3, 89.64, 89.53, 89.52, 89.52, 89.5, 89.53, 89.53, 89.53, 89.52, 10.0, 10.81, 10.06, 10.03, 9.95, 18.85, 10.33, 10.0, 10.53, 58.89, 23.38, 83.91, 79.27, 43.52, 86.35, 87.73, 79.28, 50.28, 88.15, 89.32, 87.35, 79.99, 50.99, 88.3, 89.55, 89.08, 87.32, 55.17]
acc_loss_list:
[0.8882931188561215, 0.8900804289544235, 0.6732573726541555, 0.0875781948168006, 0.01697944593386948, 0.002457551385165314, -0.0013404825737265923, -0.00011170688114393561, 0.0, 0.0, 0.0002234137622877125, -0.00011170688114393561, -0.00011170688114393561, -0.00011170688114393561, 0.0, 0.8882931188561215, 0.8792448614834674, 0.8876228775692583, 0.8879579982126898, 0.8888516532618409, 0.789432529043789, 0.8846067917783735, 0.8882931188561215, 0.8823726541554959, 0.3421581769436997, 0.7388293118856122, 0.06266756032171582, 0.11449955317247543, 0.5138516532618409, 0.03541108132260949, 0.019995531724754156, 0.11438784629133149, 0.43833780160857905, 0.015303842716711242, 0.0022341376228776012, 0.024240393208221647, 0.10645665773011619, 0.43040661304736366, 0.01362823949955316, -0.0003351206434316481, 0.004915102770330628, 0.024575513851653293, 0.38371313672922247]


ResNet_152
Full_acc: 88.920000
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:
[28.686310703302077, 3.3932087208092927, 0.6061009590823148, 0.1319442589971631, 0.03085864771272258, 0.007477060772068394, 0.0018380342604652654, 0.00046042016469972056, 0.00011334558121989824, 3.720126570205286e-05, 1.650623354577907e-05, 1.3288177717338037e-05, 1.2759841369322621e-05, 1.819689317249517e-05, 1.4257175535155987e-05, 28.4749996590581, 2.810808173571048, 2.342710816108272, 2.300945594626436, 2.3248148944700535, 2.322196853397037, 2.382205501867068, 4.903655309128148, 1.8918837213720505, 0.5068719460450458, 1.11117095127199, 0.15390591395741046, 0.3892249568043773, 0.8422381938332751, 0.054463263181182754, 0.10930544224205266, 0.38919825259307567, 0.7330977874276017, 0.02741513107343332, 0.02774185047542788, 0.10929008681094653, 0.3891977646490629, 0.6842361988504659, 0.01957097252956391, 0.006951054299062933, 0.027736067483432606, 0.10928992835429206, 1.1241558566258438]
js_flops_wt_log_list:
[68.2805151621134, 8.076676080997915, 1.4426702044201056, 0.31405997342044284, 0.07345121458188518, 0.017797254122207198, 0.004374976185966498, 0.0010959138789883925, 0.00026979051984377166, 8.854821427163992e-05, 3.92889187302227e-05, 3.162914985791866e-05, 3.037157866326484e-05, 4.331310683408624e-05, 3.393560435030332e-05, 67.77754260807347, 6.690418719170394, 5.576231222417695, 5.476819664475138, 5.533634502281853, 5.527402916943814, 5.670238343712172, 11.671912576968667, 4.503151222831526, 1.2064806086477613, 2.6448617171706768, 0.36633414454017693, 0.9264516737418941, 2.004735232736783, 0.12963603810485305, 0.2601739897299123, 0.9263881111135892, 1.744954069119811, 0.06525479321101454, 0.06603246620327835, 0.2601374400056446, 0.9263869496861437, 1.6286514021720526, 0.0465837555886324, 0.01654522860638216, 0.06601870125188046, 0.260137062839612, 2.6757690037877166]
js_flops_wt_cbrt_list:
[178.27502958706097, 21.087563031509564, 3.7666979044714792, 0.8199857736970838, 0.19177531718531698, 0.0464672241806022, 0.01142271711254798, 0.0028613445393266897, 0.0007044017285643495, 0.0002311923904158988, 0.00010258026220869086, 8.258121095522658e-05, 7.929779193879914e-05, 0.00011308709935801336, 8.86031813796565e-05, 176.9618079931691, 17.46815460132523, 14.559099089990498, 14.299543367667258, 14.447882419692986, 14.43161224279295, 14.804544255282197, 30.474441428222423, 11.757372005458254, 3.150025533524954, 6.905524947531651, 0.9564695038049168, 2.4188921122692686, 5.234205279234327, 0.3384694516996775, 0.6792937283317385, 2.4187261552694603, 4.555937188842502, 0.17037510866417857, 0.17240555139554528, 0.6791982998898213, 2.4187231228741757, 4.252280115635909, 0.12162650481067067, 0.043198284493379195, 0.1723696121951468, 0.6791973151391137, 6.986221430606312]
js_param_list:
[29.170052782219717, 3.303806319397033, 0.5959659622681815, 0.12970443743012838, 0.03039701895628507, 0.007358429601290915, 0.0018106872688447033, 0.00045290392546223007, 0.00011216616155640409, 3.701588742186668e-05, 1.912862706028629e-05, 1.460306354877511e-05, 1.3361649062109465e-05, 2.1714641450158115e-05, 1.5708731184005286e-05, 29.45276476186047, 2.917225716451529, 2.5405618880115255, 2.4932447850064565, 2.5226851356723863, 2.517664913087458, 2.5850642529566183, 5.038639900459697, 1.9410390226978973, 0.5058390817667794, 1.14034915320807, 0.15266149239541862, 0.39424332023458886, 0.8643002355414382, 0.05346738233877521, 0.11041236732489446, 0.3942130421288897, 0.7521360232175813, 0.026447411864721156, 0.028189150987024562, 0.11039354223296356, 0.39421289139832993, 0.7019246938177399, 0.018641393353090733, 0.007078942183055831, 0.028183960437794454, 0.11039351593506737, 1.3402905976736923]
ptq_acc_list:
[10.0, 9.69, 24.61, 83.49, 87.96, 88.81, 88.87, 88.9, 88.9, 88.91, 88.92, 88.89, 88.91, 88.91, 88.94, 10.0, 10.2, 10.72, 10.0, 10.05, 10.03, 10.04, 10.18, 10.37, 15.46, 10.0, 32.64, 20.77, 10.02, 54.09, 37.21, 17.35, 10.04, 37.63, 43.98, 33.22, 25.65, 10.05, 40.35, 41.28, 44.64, 28.09, 23.51]
acc_loss_list:
[0.8875393612235718, 0.8910256410256411, 0.7232343679712101, 0.061066126855600616, 0.010796221322537202, 0.0012370670265407044, 0.0005623031938821093, 0.00022492127755281176, 0.00022492127755281176, 0.00011246063877648578, 0.0, 0.00033738191632929753, 0.00011246063877648578, 0.00011246063877648578, -0.00022492127755281176, 0.8875393612235718, 0.8852901484480431, 0.8794421952316689, 0.8875393612235718, 0.8869770580296896, 0.8872019793072424, 0.887089518668466, 0.8855150697255961, 0.8833783175888439, 0.826135852451642, 0.8875393612235718, 0.6329284750337382, 0.7664192532613586, 0.887314439946019, 0.39170040485829954, 0.5815339631129105, 0.804880791722897, 0.887089518668466, 0.5768106162843005, 0.5053981106612686, 0.6264057579847053, 0.7115384615384616, 0.8869770580296896, 0.546221322537112, 0.5357624831309041, 0.4979757085020243, 0.684098065677013, 0.7356050382366172]


