AlexNet
Full_acc: 89.200000
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:
[72.47586903139205, 20.357851490126457, 4.023544864241921, 0.8553805386145032, 0.1899520622672781, 0.04528910654352502, 0.011100158996443895, 0.002750147627405226, 0.0006682028905090966, 0.0001619634768566911, 5.733654785409038e-05, 5.3580024990036894e-05, 2.0562486822339743e-06, 1.342468664395913e-05, 2.570616113086288e-05, 71.84533925852743, 11.468594152888866, 3.1487201197652466, 3.143749871483669, 3.1466604562955096, 3.145095426050407, 3.1421617111409135, 13.983627694914428, 5.072280547738527, 2.111992636667417, 2.8968971556144867, 0.6982631703822858, 0.8812669974501903, 2.1821031558902715, 0.3398179394683658, 0.22720821468439856, 0.8808475097736422, 1.8998833279665155, 0.23134253647984301, 0.05683388879436031, 0.22698963111765585, 0.8808482796073545, 1.7755364120097037, 0.19293769141730546, 0.014322587221196073, 0.05675665580446889, 0.2269928484550443, 0.880848756991021]
js_flops_wt_log_list:
[133.76103254420704, 37.572329550425486, 7.425830455317875, 1.578685231269704, 0.35057439562080145, 0.08358530549861494, 0.020486387381241263, 0.005075656093635648, 0.0012332312779141266, 0.0002989188289610865, 0.00010581999148104815, 9.888697524009663e-05, 3.795000330167116e-06, 2.4776521773069227e-05, 4.744313799290413e-05, 132.59733054800603, 21.16636911323429, 5.811259113431139, 5.802086052783091, 5.8074578107894785, 5.804569400283395, 5.799154953506438, 25.808100050174698, 9.361370791228854, 3.8978810407093363, 5.346496149518852, 1.2887103515443308, 1.6264611256335897, 4.027276597724286, 0.6271659666563699, 0.41933412879185017, 1.6256869216743335, 3.5064133629394907, 0.42696440849210654, 0.1048922869119857, 0.41893071226196993, 1.6256883424748512, 3.2769194349002615, 0.35608465501112024, 0.026433681734562498, 0.10474974616549423, 0.418936650160706, 1.625689223531305]
js_flops_wt_cbrt_list:
[298.8074779702571, 83.93246389391916, 16.588490892928267, 3.5266096821485826, 0.7831447545216751, 0.1867204062076916, 0.04576434279607774, 0.011338459097812326, 0.0027549034341206305, 0.0006677518833458881, 0.00023639025635388973, 0.0002209026583720119, 8.477614563709042e-06, 5.534803255529001e-05, 0.00010598276748476342, 296.20789532664327, 47.283347416018394, 12.981715575065909, 12.9612239635302, 12.973223881829462, 12.966771489512734, 12.95467620918143, 57.65246529962395, 20.9122757447843, 8.707438788778097, 11.94348608132516, 2.8788376005684615, 3.633335790874815, 8.996494273150313, 1.401019992152298, 0.9367464579771162, 3.631606304131929, 7.832942926445231, 0.9537916660625706, 0.2343178660821458, 0.9358452696895243, 3.631609478044475, 7.320278658365314, 0.7954540697240599, 0.05904994617892657, 0.2339994456860335, 0.9358585343041287, 3.631611446227973]
js_param_list:
[20.45373001769639, 5.700772882067947, 1.1512335382606107, 0.2416750284843947, 0.05282092340233431, 0.012649858538273405, 0.003092904958412703, 0.0007565363654742328, 0.00019060084584493709, 4.570834059402884e-05, 2.8692709015644802e-05, 2.3336288244710345e-05, 8.182006996979575e-07, 1.894832657102352e-05, 9.192248824267058e-06, 20.30708351756068, 3.174957531841112, 0.8534434610225798, 0.8526916337761649, 0.8527714110706294, 0.852694038475078, 0.8521871790815859, 3.90941511785069, 1.4328122255005904, 0.577958661354632, 0.8231742646368906, 0.19145508664124247, 0.23685204506682908, 0.6220938169889241, 0.09375707971237274, 0.0611628577031492, 0.23673470411206185, 0.5428423179802724, 0.063915228687228, 0.015442516864355212, 0.06110803706895241, 0.23673495124326852, 0.5080959529013864, 0.0533630359300532, 0.0038643017043627588, 0.015389590095221022, 0.061108798565360625, 0.23673763812869214]
ptq_acc_list:
[10.0, 10.01, 26.29, 66.22, 82.64, 88.08, 88.73, 89.1, 89.07, 89.18, 89.17, 89.2, 89.21, 89.22, 89.19, 10.0, 11.31, 67.07, 67.96, 67.98, 68.23, 68.42, 18.79, 62.53, 50.01, 77.49, 81.97, 86.23, 82.91, 86.62, 88.08, 85.83, 84.02, 87.25, 88.72, 88.12, 85.79, 84.35, 87.98, 88.94, 88.65, 88.17, 86.26]
acc_loss_list:
[0.8878923766816144, 0.8877802690582959, 0.7052690582959641, 0.2576233183856503, 0.07354260089686102, 0.012556053811659243, 0.005269058295964113, 0.0011210762331839521, 0.0014573991031391217, 0.0002242152466367267, 0.0003363228699551697, 0.0, -0.00011210762331828368, -0.0002242152466367267, 0.000112107623318443, 0.8878923766816144, 0.8732062780269058, 0.24809417040358756, 0.23811659192825121, 0.23789237668161434, 0.2350896860986547, 0.2329596412556054, 0.7893497757847533, 0.29899103139013455, 0.4393497757847534, 0.13127802690582968, 0.08105381165919287, 0.033295964125560525, 0.07051569506726464, 0.02892376681614348, 0.012556053811659243, 0.03778026905829601, 0.05807174887892384, 0.021860986547085234, 0.005381165919282556, 0.01210762331838563, 0.03822869955156947, 0.054372197309417135, 0.013677130044843036, 0.002914798206278084, 0.006165919282511179, 0.011547085201793735, 0.032959641255605354]


AlexNet_BN
Full_acc: 90.340000
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:
[27.634102196940486, 7.012404777478978, 1.29597549108144, 0.282436050917579, 0.0661692774018142, 0.015913561268237546, 0.003950051730942347, 0.000930804933873267, 0.000193001220070606, 5.474206160525341e-05, 2.468341079813552e-05, 3.1409940647373347e-06, 5.556454267522604e-06, 2.712985946714941e-05, 4.206349927864394e-07, 23.994840029573375, 4.178168213490908, 1.184543243998221, 1.197066281760024, 1.1976934437226956, 1.1989435253561826, 1.1954022290911797, 4.627860496950446, 1.6851486437215624, 0.7219299430078794, 0.9531354999576058, 0.2437266980936711, 0.27854797486750116, 0.7139549871749042, 0.1207200565330562, 0.07413060450991123, 0.27822959075987674, 0.6199458789927894, 0.08311994694720047, 0.018361549899065917, 0.07395713336326142, 0.2782296881657688, 0.5803972666606478, 0.06954732001512173, 0.004565916248152199, 0.018351466509887147, 0.0739543569719887, 0.29377269766827296]
js_flops_wt_log_list:
[51.03212253315309, 12.949865253664571, 2.393288538541831, 0.5215769651384415, 0.12219534574470232, 0.029387703743436605, 0.0072945928371091154, 0.0017189250839907187, 0.00035641693156876557, 0.00010109261287547825, 4.558305659469075e-05, 5.800499428033851e-06, 1.0261149539407475e-05, 5.010093336008856e-05, 7.767900813505041e-07, 44.311467324897094, 7.7158574110868035, 2.1875056965023667, 2.2106320927570056, 2.211790277882728, 2.2140988138591062, 2.2075590730839623, 8.546307828768958, 3.1119777823828363, 1.3331939300712747, 1.7601631230096528, 0.4500920866933067, 0.5143968232980543, 1.318466513911182, 0.2229347157110161, 0.1368975936270997, 0.5138088607625934, 1.1448591249758802, 0.15349828582556047, 0.03390842436891183, 0.1365772430418442, 0.5138090406428509, 1.0718243791329893, 0.12843360466608708, 0.008431914877900945, 0.033889803291648195, 0.13657211585737408, 0.5425124434099425]
js_flops_wt_cbrt_list:
[114.02884523508637, 28.93585662375745, 5.347689157686907, 1.1654388664182933, 0.27303967534014323, 0.0656654231812108, 0.016299419980725056, 0.0038408561636006657, 0.0007963966441453836, 0.00022588662465488412, 0.0001018531671380399, 1.2960939477596364e-05, 2.2928049524160727e-05, 0.00011194814741517927, 1.735700409265222e-06, 99.01186152795677, 17.240715590718928, 4.887877206269246, 4.939552036326575, 4.9421399457824045, 4.947298259379866, 4.932685520349816, 19.096317463672033, 6.953566015049198, 2.9789582869435276, 3.933000596081083, 1.005709313026237, 1.1493951817341692, 2.9460505775504697, 0.49813699555264723, 0.30589114741639556, 1.1480814074752888, 2.558133142375981, 0.3429846028231117, 0.07576675792813391, 0.3051753393039006, 1.1480818094091498, 2.3949404841616864, 0.28697876753880414, 0.01884071186776449, 0.07572515001860543, 0.3051638828546014, 1.212218194677521]
js_param_list:
[9.837910329101113, 2.6469255947662456, 0.47554368881281606, 0.10316395532461183, 0.02412694913200428, 0.0058055407041362125, 0.0014614350801527393, 0.0003520262240125475, 8.174534383732279e-05, 2.07342293053987e-05, 6.970436788161117e-06, 1.431238129607415e-05, 6.855751393802123e-06, 8.145102926500502e-06, 2.5903578062655976e-06, 8.8415731001622, 1.5166569904919542, 0.4001755197178754, 0.4033283566324972, 0.40400019518461333, 0.4040595304811504, 0.4030512053954862, 1.6467065412174244, 0.5899300877354661, 0.2623824386434859, 0.33339547346463205, 0.08800422337440013, 0.09900602479190491, 0.2503143578360415, 0.0439282908275743, 0.025642943905155792, 0.09897485903913568, 0.21788912397188961, 0.030420821833556436, 0.0064197899689837365, 0.025596578301106503, 0.09897391789801542, 0.2037844236244302, 0.025543743557473964, 0.0015952880146722559, 0.0064260535966354235, 0.025593228429370528, 0.10337833374226023]
ptq_acc_list:
[10.0, 12.35, 31.03, 76.05, 87.93, 90.01, 90.04, 90.23, 90.31, 90.32, 90.3, 90.31, 90.32, 90.35, 90.33, 10.0, 19.57, 69.21, 66.52, 70.22, 67.19, 66.8, 14.3, 56.25, 68.94, 76.64, 84.16, 86.28, 81.22, 87.76, 88.88, 86.16, 82.95, 88.53, 89.99, 89.03, 86.35, 85.02, 89.13, 90.26, 89.96, 88.93, 86.39]
acc_loss_list:
[0.889307062209431, 0.8632942218286473, 0.6565198140358645, 0.1581802081027231, 0.02667699800752708, 0.0036528669470887567, 0.0033207881337170373, 0.0012176223156962521, 0.00033207881337171945, 0.00022138587558125116, 0.00044277175116234506, 0.00033207881337171945, 0.00022138587558125116, -0.00011069293779046828, 0.00011069293779062558, 0.889307062209431, 0.7833739207438566, 0.23389417755147232, 0.2636705778171353, 0.2227141908346248, 0.2562541509851672, 0.2605711755589994, 0.8417090989594864, 0.3773522249280496, 0.23688288687181763, 0.1516493247730795, 0.06840823555457169, 0.04494133274297102, 0.10095195926499893, 0.028558777949966772, 0.016161168917423155, 0.0462696479964579, 0.08180208102723047, 0.020035421740093005, 0.003874252822670008, 0.014500774850564559, 0.04416648217843711, 0.05888864290458277, 0.013393845472658933, 0.0008855435023245328, 0.004206331636041728, 0.015607704228470186, 0.04372371042727477]


VGG_16
Full_acc: 92.220000
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:
[12.798857085257719, 3.0714151829653287, 0.5629288525115439, 0.1231144435114923, 0.028789664388994038, 0.0070208288291271105, 0.0017530491709936637, 0.0004289738531499819, 0.0001227577550943897, 6.62499372127492e-05, 3.430705713636773e-05, 3.7814641775733015e-05, 1.3139797419474906e-05, 2.758565502552535e-05, 6.182392511462575e-06, 12.567047884520019, 2.285881997041617, 1.5625290271367738, 1.527472954132658, 1.5272817882302363, 1.5235116078468798, 1.4684720013464767, 2.105950193422988, 0.753767041376289, 0.3231378360543848, 0.4332605055372091, 0.10790372658719181, 0.1292807432982466, 0.3250229428114355, 0.05294004341059009, 0.03405525104476679, 0.12925275638227038, 0.2828611905465128, 0.036058140087808735, 0.008562651105425175, 0.03402574571150178, 0.12924994104162785, 0.26445774647542025, 0.030134576217021394, 0.0021395641067249323, 0.008539756090885224, 0.03402563762507021, 1.0013752978135566]
js_flops_wt_log_list:
[32.29040876134581, 7.748914693952702, 1.420220776751261, 0.31060708615855714, 0.07263383167965574, 0.017712943525018687, 0.004422791342464933, 0.0010822639063684432, 0.0003097071921514628, 0.00016714285805075779, 8.655373608383823e-05, 9.540306856842251e-05, 3.3150571718222914e-05, 6.959622025545498e-05, 1.559764125721465e-05, 31.7055742095886, 5.767082449080179, 3.942125507896353, 3.8536820696010428, 3.853199774573502, 3.8436879357529237, 3.7048277719021407, 5.313130080575022, 1.9016890113497606, 0.8152487947124167, 1.093078759357215, 0.27223176375539326, 0.3261641268640622, 0.8200047559157071, 0.1335631478798502, 0.08591845110704474, 0.3260935182971549, 0.7136343037995494, 0.09097156682453639, 0.021602827692594785, 0.08584401170472776, 0.32608641543636474, 0.667204007116525, 0.07602692782766993, 0.0053979350747520765, 0.02154506555233747, 0.08584373901201515, 2.5263832133229136]
js_flops_wt_cbrt_list:
[88.74468146194975, 21.296570485470475, 3.9032345911120796, 0.8536506033321793, 0.1996216989203351, 0.048681004396668205, 0.012155287712850895, 0.002974417770251537, 0.000851177398127521, 0.00045936363971058535, 0.0002378781821832147, 0.00026219906329375117, 9.110869265108053e-05, 0.00019127334197514292, 4.286745687116499e-05, 87.13736343797463, 15.849842555139295, 10.834259642450803, 10.591187936021598, 10.589862430392166, 10.563720763605337, 10.182087285386764, 14.602231890324388, 5.226467921147829, 2.240572274377629, 3.004140549255044, 0.7481825744868714, 0.8964064765112555, 2.25364322263198, 0.3670755332103942, 0.23613220977017452, 0.89621242090716, 1.961302176106976, 0.25001983652812326, 0.05937168762483044, 0.2359276257682914, 0.8961928999056468, 1.833696424201744, 0.20894704500222652, 0.01483530395361875, 0.059212938233468376, 0.2359268763188776, 6.943333395814672]
js_param_list:
[6.976912401689799, 1.4373783899125656, 0.26901570154830307, 0.058284519951059446, 0.01350861479057626, 0.003299461623223444, 0.0008161555473985124, 0.0001918752196669562, 5.283003149195231e-05, 3.071924683685978e-05, 1.9919553638868325e-05, 1.5286239890305976e-05, 8.089437375349729e-06, 2.210039636837724e-05, 3.863953449166235e-06, 7.863356858366679, 1.177156230138372, 0.907183870553692, 0.9091138071023372, 0.9019609161880194, 0.9005215813559695, 0.8955795034267319, 1.3012998109929585, 0.5154783507405167, 0.15940116402140417, 0.3100955085464897, 0.05297007990265879, 0.08126256545472933, 0.23905359891828473, 0.023623585677493113, 0.023088125370315005, 0.08116838184789234, 0.2104565064633043, 0.015027275095623054, 0.005744859118843579, 0.02308290500464654, 0.08116690751771381, 0.19752701623392252, 0.012293088225753035, 0.0013929968691242039, 0.005785845039526407, 0.023082421464858952, 0.5408517444658735]
ptq_acc_list:
[10.0, 10.74, 43.06, 88.77, 91.48, 91.97, 92.19, 92.16, 92.18, 92.22, 92.22, 92.21, 92.22, 92.22, 92.23, 10.0, 15.82, 74.68, 77.59, 77.18, 77.78, 79.16, 13.54, 60.57, 83.52, 83.39, 90.13, 89.92, 86.46, 91.24, 91.71, 89.78, 87.37, 91.54, 92.16, 91.7, 89.81, 87.79, 91.73, 92.15, 92.14, 91.68, 81.94]
acc_loss_list:
[0.891563652136196, 0.8835393623942747, 0.5330730860984602, 0.037410540013012396, 0.008024289741921436, 0.0027109086965950986, 0.00032530904359142417, 0.0006506180871828483, 0.0004337453914551295, 0.0, 0.0, 0.00010843634786385943, 0.0, 0.0, -0.00010843634786385943, 0.891563652136196, 0.8284536976794622, 0.19019735415311204, 0.15864237692474512, 0.16308826718716105, 0.15658208631533288, 0.14161787031012799, 0.8531771849924096, 0.3432010409889395, 0.09433962264150947, 0.09574929516373887, 0.022663196703535064, 0.02494036000867488, 0.06245933636955113, 0.01062676209065283, 0.005530253741054057, 0.02645846887876814, 0.052591628713944856, 0.007373671654738588, 0.0006506180871828483, 0.005638690088917762, 0.026133159835176716, 0.04803730210366507, 0.005313381045326338, 0.0007590544350465537, 0.0008674907829104131, 0.005855562784645327, 0.11147256560399046]


VGG_19
Full_acc: 92.450000
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:
[11.40557120539798, 3.3002202330858013, 0.6498871824026272, 0.14036847320115792, 0.0326895689757745, 0.00800360597451915, 0.0019877673714792953, 0.0005031058002731434, 0.00012025253263492614, 4.269202175303555e-05, 1.97552809156436e-05, 1.7502205085866837e-05, 1.2696171827811907e-05, 2.8382741230306863e-05, 2.5105578682709327e-05, 12.081888080531417, 2.4726143499136675, 1.2896726027616525, 1.2568814321939659, 1.3015941785412792, 1.3078544423842748, 1.2924702210575814, 2.055755214652762, 0.729067529771689, 0.3486599880208672, 0.40650076809198243, 0.11969617306991892, 0.11929036397102841, 0.30439390144049583, 0.06127747735837676, 0.031338798432556186, 0.1192135599704649, 0.26470724717521893, 0.04270268822485882, 0.00786699590193287, 0.03128283812768163, 0.11921447783902754, 0.2475859835100893, 0.035986676373552795, 0.0019927131347548086, 0.0078611640620946, 0.03128191218727892, 0.7066002373360015]
js_flops_wt_log_list:
[29.900749300216972, 8.651829535578171, 1.703738757533563, 0.36798880575623, 0.08569869838822136, 0.020982185936339114, 0.005211114180202056, 0.0013189379238045258, 0.00031525302558554517, 0.00011192104424833873, 5.179027787178754e-05, 4.588363327439557e-05, 3.3284177009584055e-05, 7.44079550859044e-05, 6.58165733841797e-05, 31.673775917358277, 6.482184930632569, 3.3809948208717455, 3.2950297646068725, 3.4122483234128067, 3.4286601783170165, 3.388329033406816, 5.389350536591658, 1.9113172885470648, 0.914044084692103, 1.0656789860126858, 0.3137944780411499, 0.3127306123292836, 0.797996485364946, 0.16064451795061255, 0.08215752972182669, 0.31252926360901817, 0.6939542871812362, 0.11194900738093086, 0.02062405012194399, 0.08201082465842521, 0.3125316698855025, 0.6490693267233447, 0.09434236734100482, 0.005224079951502432, 0.020608761419798095, 0.082008397220873, 1.85241722414203]
js_flops_wt_cbrt_list:
[85.30626546050125, 24.683504071106373, 4.860734066100746, 1.0498650196069166, 0.24449674624949927, 0.05986177488247601, 0.014867209016667458, 0.0037629046524655088, 0.0008994108481298681, 0.00031930859709913725, 0.0001477566715149768, 0.00013090512753034835, 9.495911995734791e-05, 0.00021228447171005025, 0.0001877734241519711, 90.36467646391023, 18.493549539662883, 9.645913512534353, 9.400656852360791, 9.735079157099618, 9.781901865022444, 9.666837880521879, 15.375713930046786, 5.452951642080028, 2.607750279046673, 3.0403617502594256, 0.8952496399019512, 0.8922144513881258, 2.2766686992889213, 0.458315735016372, 0.23439385982137617, 0.8916400073429738, 1.9798382992129864, 0.31938837538121506, 0.058840020258638485, 0.23397531308339078, 0.8916468724037281, 1.851782366113771, 0.2691569683340839, 0.014904200114025743, 0.058796401884038264, 0.23396838765051486, 5.28491088566527]
js_param_list:
[6.721109781310786, 1.3023992172094805, 0.24303548088969865, 0.05276293139034465, 0.01243203356773205, 0.00302520512910436, 0.000772872810379482, 0.000172558197085106, 4.710829546218242e-05, 3.4815616769520837e-05, 1.2503731268019178e-05, 1.8285521905184843e-05, 1.1954934042543774e-05, 1.9825276074358968e-05, 2.2090830441526038e-05, 7.533720781550805, 1.1453230886662025, 0.7599914343151031, 0.7589304603734501, 0.7596466840087656, 0.7467759930394964, 0.7696472556168243, 1.277029215790578, 0.5111524834910087, 0.14680767858513416, 0.3088056456114875, 0.04746106623377593, 0.07841530430564249, 0.23859669916671356, 0.020912020222213498, 0.02198602076344491, 0.07817597539824613, 0.20965685372001935, 0.013251418223898604, 0.005385363357572388, 0.021767416709616415, 0.07817577454572809, 0.1967891057241319, 0.010628991196431216, 0.0013589275186255917, 0.005398274808939512, 0.021764705382284595, 0.41974352355577454]
ptq_acc_list:
[10.0, 12.48, 51.32, 89.34, 91.66, 92.1, 92.34, 92.43, 92.43, 92.44, 92.47, 92.46, 92.47, 92.46, 92.46, 10.0, 17.92, 76.51, 78.42, 72.81, 75.07, 75.81, 10.05, 25.62, 81.19, 75.97, 90.43, 89.25, 83.61, 91.35, 91.77, 89.26, 85.93, 91.59, 92.38, 91.6, 89.29, 86.69, 91.68, 92.22, 92.42, 91.61, 86.75]
acc_loss_list:
[0.8918334234721471, 0.8650081124932395, 0.444889129259059, 0.033639805300162244, 0.008545159545700447, 0.003785830178474943, 0.0011898323418063756, 0.00021633315305566274, 0.00021633315305566274, 0.00010816657652790823, -0.00021633315305566274, -0.00010816657652775451, -0.00021633315305566274, -0.00010816657652775451, -0.00010816657652775451, 0.8918334234721471, 0.8061654948620876, 0.17241752298539748, 0.15175770686857762, 0.2124391563007031, 0.18799351000540843, 0.1799891833423472, 0.8912925905895078, 0.7228772309356408, 0.12179556517036241, 0.1782585181179016, 0.02184964845862624, 0.034613304488912956, 0.09561925365062199, 0.01189832341806391, 0.00735532720389407, 0.03450513791238505, 0.07052460789616004, 0.009302325581395342, 0.0007571660356950502, 0.009194159004867588, 0.034180638182801475, 0.06230394808004332, 0.00832882639264463, 0.0024878312601406597, 0.000324499729583571, 0.009085992428339679, 0.06165494862087618]


Inception_BN
Full_acc: 93.550000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[18.441306121864027, 3.6045267543878516, 0.6025846587846972, 0.13107412977701777, 0.030652094169276486, 0.00742527321994123, 0.0018014076348463986, 0.00046744856262639076, 0.0001271676401872304, 3.2373373750880685e-05, 3.978018151309869e-05, 2.654106994720084e-05, 2.175310462963817e-05, 3.775584490641178e-05, 3.689584788817301e-05, 19.353428608103517, 2.8743176963418686, 2.659766159812214, 2.618483383880818, 2.767666081681822, 2.610112173993742, 2.6674708064858295, 3.3472906298831644, 1.3155811855702504, 0.36693714118039, 0.7878571891784008, 0.11431068730340314, 0.20018055893308564, 0.6054517386109057, 0.05085230042102291, 0.05095218255874415, 0.20011799070424624, 0.5307921271914122, 0.03236978664185223, 0.012872096943486898, 0.05096094424594298, 0.20011920959504145, 0.4973209836613034, 0.026189476122251962, 0.003246621877997434, 0.012862233682811334, 0.05096154199141503, 1.8865822761335538]
js_flops_wt_log_list:
[58.54474438956486, 11.443121007074, 1.9129970832053724, 0.4161148550526045, 0.0973097570360041, 0.02357266452882896, 0.005718843818684624, 0.001483986895146522, 0.00040371310688014475, 0.0001027742221049137, 0.00012628826521640386, 8.425868241741298e-05, 6.905855484453612e-05, 0.00011986169930975078, 0.00011713150735502345, 61.44041660800682, 9.124960765508318, 8.443834126130815, 8.312775645314764, 8.786378916817892, 8.28619996028293, 8.46829370438075, 10.626485620330202, 4.176513513954177, 1.1648980281268821, 2.5011730433369253, 0.36289674521691445, 0.6355037748981919, 1.9220990662460882, 0.1614383986739667, 0.16175548978363818, 0.6353051424943857, 1.6850807206964575, 0.10276283427913929, 0.04086443879485729, 0.16178330509856695, 0.6353090120494798, 1.5788214606718434, 0.08314249409134984, 0.010306897283787211, 0.04083312636658986, 0.16178520273291236, 5.989243733402017]
js_flops_wt_cbrt_list:
[210.86732111079033, 41.216001488570825, 6.890261020597664, 1.4987686029591305, 0.35049171361283615, 0.08490436968281481, 0.020598215748841398, 0.005345045817619843, 0.0014540998040518224, 0.00037017370424067197, 0.0004548669304406201, 0.0003034841611649709, 0.00024873611818938135, 0.00043171963086987647, 0.0004218859853460231, 221.2969958815052, 32.866417847180344, 30.41312590303907, 29.941077539916375, 31.646908766484536, 29.845356846833194, 30.501224771602626, 38.274632145815055, 15.043027780773894, 4.195746844906218, 9.008761841600727, 1.3070868325006368, 2.2889668400783405, 6.923044676937851, 0.5814711979315236, 0.5826133013524482, 2.28825140296587, 6.0693485151168645, 0.3701326874023654, 0.14718613647074558, 0.58271348696272, 2.288265340386301, 5.686622350057392, 0.29946385764112415, 0.03712353417642865, 0.1470733549062333, 0.5827203218900057, 21.572146137291533]
js_param_list:
[17.762675345532376, 3.177229035661919, 0.4999724640691748, 0.1087740307465647, 0.025464538388128413, 0.00616548688825202, 0.0015028108891923398, 0.00038311217811924777, 9.946751366617692e-05, 3.3694740971126795e-05, 2.760401045905604e-05, 2.2713949422416117e-05, 3.2168893819736915e-05, 3.8431876663570844e-05, 2.0427033353135584e-05, 19.80179660211298, 2.9592069602502704, 3.411535315233787, 3.447339609758915, 3.500569967625175, 3.489347311848807, 3.447534423108732, 3.3404348712835015, 1.33055644648669, 0.32487803921057024, 0.8024403172350606, 0.097707746460744, 0.20176217333635624, 0.6174177269206456, 0.04089733817708296, 0.051065661479267874, 0.20172758360647625, 0.541260171830535, 0.02468904815660497, 0.01296737154592153, 0.05107325397118935, 0.20173000734322236, 0.5068886998241199, 0.019491195443066656, 0.0032847893393351483, 0.012960688255798176, 0.05107351280821566, 2.5741448942992275]
ptq_acc_list:
[10.0, 12.02, 60.06, 86.43, 92.84, 93.37, 93.51, 93.47, 93.58, 93.54, 93.54, 93.53, 93.52, 93.52, 93.54, 10.0, 12.46, 18.6, 13.53, 17.46, 21.27, 22.16, 11.01, 13.13, 72.51, 38.07, 89.54, 68.47, 36.69, 92.4, 92.18, 84.79, 48.98, 92.77, 93.21, 92.05, 80.52, 77.02, 92.81, 93.37, 93.16, 92.1, 28.8]
acc_loss_list:
[0.8931052912880812, 0.8715125601282737, 0.35799037947621587, 0.07610903260288605, 0.007589524318546165, 0.0019241047568144588, 0.00042757883484759, 0.0008551576696953319, -0.00032068412613576845, 0.00010689470871182154, 0.00010689470871182154, 0.000213789417423795, 0.00032068412613576845, 0.00032068412613576845, 0.00010689470871182154, 0.8931052912880812, 0.8668091929449493, 0.801175841795831, 0.8553714591127739, 0.8133618385889899, 0.7726349545697488, 0.763121325494388, 0.8823089257081774, 0.8596472474612508, 0.224906467129877, 0.5930518439337252, 0.04286477819347933, 0.26809192944949223, 0.6078033137359701, 0.012292891501870566, 0.014644575093532767, 0.09363976483164074, 0.47642971672902196, 0.008337787279529676, 0.0036344200962052744, 0.016034206306787816, 0.13928380545163016, 0.17669695350080172, 0.007910208444681934, 0.0019241047568144588, 0.004168893639764838, 0.015499732763228252, 0.692143238909674]


MobileNetV2
Full_acc: 90.360000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[15.211960055412751, 2.340851849567847, 0.41455538577289175, 0.08992781665823964, 0.02101804107199718, 0.005028379926905157, 0.0012546541304640111, 0.00030702210727150716, 9.097884354069217e-05, 1.784341654890209e-05, 1.3981351360675022e-05, 8.318276308207472e-06, 7.541133543433443e-06, 1.1327164939819336e-05, 1.573743689031218e-05, 14.186085935950047, 1.469534034232936, 0.7474639986305238, 0.7473738581786574, 0.7457946312855404, 0.7455695455041967, 0.746570309601244, 2.677340563797658, 1.0572261149515019, 0.2775947958274768, 0.6308651141365945, 0.08527324704617666, 0.17713950377315277, 0.48217016957392533, 0.03534643573135067, 0.046646341666224715, 0.17710393443091055, 0.4210165699398403, 0.020992245105333273, 0.01196307621897752, 0.046639109106894165, 0.17710381690906096, 0.39387305829159386, 0.016395826989814902, 0.0029940810696585563, 0.011968600285551058, 0.04663862580231397, 0.22893320521545044]
js_flops_wt_log_list:
[26.95155407907077, 4.147367925297174, 0.7344820692224057, 0.1593282131328568, 0.03723838798712204, 0.008908954075374153, 0.0022229139785111536, 0.0005439616523745711, 0.0001611903536957948, 3.161379627091536e-05, 2.4771242228028465e-05, 1.4737776916889478e-05, 1.3360886287695836e-05, 2.0068728640229907e-05, 2.788255950384847e-05, 25.13397753349076, 2.603624112237347, 1.324307736009397, 1.324148031063135, 1.321350060331032, 1.3209512680921478, 1.3227243563453193, 4.74353658111315, 1.8731239568817128, 0.49182427015056013, 1.1177254724779278, 0.1510815516798064, 0.3138441659122769, 0.8542775127760331, 0.06262449879211497, 0.08264493171349942, 0.31378114648233446, 0.7459295719673519, 0.03719268438363955, 0.021195394577248623, 0.08263211753878312, 0.3137809382648219, 0.6978384765780173, 0.02904905194185342, 0.005304716655320924, 0.021205181756445174, 0.08263126125139593, 0.40560885240188094]
js_flops_wt_cbrt_list:
[59.26022782385234, 9.119101904157137, 1.6149560291387437, 0.35032585435778063, 0.08187859406680797, 0.01958872748599262, 0.00488767320848827, 0.001196045740167116, 0.0003544202703486357, 6.95114190408084e-05, 5.446622683078356e-05, 3.240495947468178e-05, 2.9377495747166886e-05, 4.412648813741795e-05, 6.130729321443078e-05, 55.26379779008282, 5.724766653759511, 2.911846118949766, 2.911494964746476, 2.905342874869118, 2.904466023060821, 2.9083646336391373, 10.429938758367683, 4.118565931354752, 1.0814077070626187, 2.457619547623826, 0.3321933550198873, 0.690070662292201, 1.8783584754845082, 0.13769677454915988, 0.18171707158185332, 0.6899320971554835, 1.6401264374457913, 0.08177810242366199, 0.04660376569674617, 0.18168889617828163, 0.6899316393333781, 1.5343852523286161, 0.06387214002913282, 0.01166384382188251, 0.04662528543795438, 0.18168701340055762, 0.8918399632981566]
js_param_list:
[13.134231321324735, 1.808311018893426, 0.32459652868811695, 0.0703797420690634, 0.016432307198264138, 0.003957055883056518, 0.0009738632854790072, 0.00023182815258816623, 6.73117360597706e-05, 1.0036738561112203e-05, 9.889758622075638e-06, 5.345097155425636e-06, 4.449658177008708e-06, 9.723265117908844e-06, 1.2464751082451292e-05, 12.487267215418651, 1.1944292480200664, 0.6705370797990136, 0.6702815873603426, 0.6674932025353318, 0.667400040880111, 0.6689245812864402, 2.295846612450366, 0.9041078863217845, 0.22743110036068323, 0.5395656343667699, 0.07017025457690586, 0.1528297940719215, 0.41277599823892136, 0.027589838071319258, 0.04181703432378976, 0.1528020465707898, 0.36084944232187216, 0.015680818674952603, 0.010591959490255695, 0.04181302495044444, 0.1528015971646472, 0.33750161512968324, 0.012029214580045841, 0.002646845238343008, 0.010602870869597537, 0.0418124388176175, 0.21857125704275876]
ptq_acc_list:
[10.0, 10.94, 60.47, 85.5, 88.91, 89.78, 90.09, 90.24, 90.23, 90.36, 90.34, 90.36, 90.34, 90.35, 90.35, 10.0, 16.22, 16.35, 17.94, 15.62, 11.49, 15.45, 10.04, 12.46, 66.46, 25.76, 84.7, 71.15, 35.39, 87.69, 88.33, 73.91, 41.82, 88.72, 89.56, 88.17, 71.97, 44.9, 88.92, 89.83, 89.37, 88.12, 71.02]
acc_loss_list:
[0.8893315626383356, 0.8789287295263392, 0.33078795927401505, 0.05378486055776892, 0.016046923417441378, 0.00641876936697652, 0.0029880478087648964, 0.0013280212483400239, 0.0014386896857015877, 0.0, 0.00022133687472328486, 0.0, 0.00022133687472328486, 0.00011066843736172108, 0.00011066843736172108, 0.8893315626383356, 0.8204957945993803, 0.8190571049136786, 0.801460823373174, 0.82713590084108, 0.8728419654714475, 0.8290172642762283, 0.8888888888888888, 0.8621071270473661, 0.2644975652943781, 0.7149181053563524, 0.06263833554670205, 0.21259406817175736, 0.6083444001770695, 0.029548472775564428, 0.022465692784417898, 0.18204957945993805, 0.5371845949535192, 0.018149623727312977, 0.008853474988933125, 0.02423638778220449, 0.20351925630810094, 0.5030987162461266, 0.015936254980079657, 0.005865427180168229, 0.010956175298804724, 0.02478972996901278, 0.2140327578574591]


ResNet_18
Full_acc: 89.400000
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:
[19.367526891268323, 3.911784973244561, 0.6956367860863596, 0.14937003377155955, 0.03494359194843906, 0.00849377965842345, 0.002086256098114944, 0.0005057734014148778, 0.00013636415791253495, 4.503875891850218e-05, 2.4424910027127207e-05, 1.3793582579141094e-05, 1.9756839182652803e-05, 9.476420885077941e-06, 2.8321615160289965e-05, 18.061365957713566, 2.621237076481687, 1.4394407819371993, 1.438955261011841, 1.4844383002186519, 1.4509707676077088, 1.3997460623903029, 3.227296406027789, 1.2204744351112982, 0.41343127179822947, 0.7154506848826242, 0.1341263041039015, 0.20219426620801162, 0.5436664837620968, 0.061656702554823604, 0.052932618016427554, 0.2021067634053575, 0.47460648952058027, 0.04076351320729487, 0.013204438437852583, 0.052897639635215224, 0.20210613384362117, 0.4441137741601547, 0.03359468612362406, 0.0033332691576835037, 0.013195326867748122, 0.05289622457353107, 0.6183185029539857]
js_flops_wt_log_list:
[30.05955470759487, 6.071323151775524, 1.0796697041069154, 0.23183118459258537, 0.05423453493835261, 0.013182851674869472, 0.0032379936616281496, 0.0007849904282993997, 0.0002116452910038281, 6.990283505341415e-05, 3.7908914406594745e-05, 2.1408461311513707e-05, 3.066379056005608e-05, 1.4707969356460283e-05, 4.395683274884215e-05, 28.03231518137464, 4.068315988119295, 2.2340977852206727, 2.2333442278408677, 2.303936612350281, 2.2519930093753233, 2.172489217409131, 5.0089561470211885, 1.8942489796148925, 0.6416699458954802, 1.1104220545841248, 0.2081720086706798, 0.3138175380245311, 0.8438027479233965, 0.09569487286330819, 0.08215457430439263, 0.31368172846566406, 0.736617525635415, 0.06326739919906225, 0.02049407453176925, 0.08210028577444568, 0.3136807513483707, 0.6892910161277365, 0.052140952796241306, 0.005173432166277187, 0.020479932832544318, 0.08209808951447153, 0.9596671258343779]
js_flops_wt_cbrt_list:
[63.74224600709266, 12.874434691184995, 2.289474097505499, 0.49160543275388596, 0.11500606385387598, 0.027954658101513107, 0.006866268996884369, 0.0016645972796540118, 0.00044880060056246083, 0.0001482311947702322, 8.038706399587655e-05, 4.539732610234062e-05, 6.502354743449393e-05, 3.11887188650668e-05, 9.321186804079275e-05, 59.44341983176734, 8.626994014777187, 4.737475721603303, 4.735877779107107, 4.885571185526377, 4.775423116084486, 4.606832785479045, 10.621651520389738, 4.01681547287823, 1.3606816183572186, 2.354685439073355, 0.4414353944213436, 0.6654601142526484, 1.7893106821706959, 0.20292403487032573, 0.17421139923258597, 0.6651721257446472, 1.5620209942872227, 0.13416054107270695, 0.04345833972589313, 0.17409627867059146, 0.6651700537362127, 1.4616636190353114, 0.11056655604224504, 0.010970428173392993, 0.04342835180093141, 0.17409162143115697, 2.0350047968075478]
js_param_list:
[22.39341765041649, 4.17178238362394, 0.7487421475161374, 0.1632710178345683, 0.038129659261993146, 0.00928447619442386, 0.0022695326681694324, 0.000554365935911477, 0.00014824012137658473, 7.279415069969987e-05, 2.8333372077377736e-05, 1.0851624200810761e-05, 3.921200700031057e-05, 1.8621368479834868e-05, 4.788302303764979e-05, 22.746121343966685, 2.820303221788956, 1.9163028585870345, 1.9813316155723297, 1.9658387860978548, 1.9550202676193438, 1.8770652302732342, 4.067384202055996, 1.582053249918024, 0.45933514187373287, 0.9410378508907615, 0.1442421479613022, 0.24730084973085972, 0.7203768268320053, 0.06442314769429515, 0.06362281534826547, 0.24720807564227104, 0.6308311053980703, 0.04117114546909489, 0.01601137575506769, 0.06357909487841379, 0.24720749122064958, 0.590736737087964, 0.03337218081195317, 0.00409287931870699, 0.016004820405844385, 0.06357823281396098, 1.1659715189402546]
ptq_acc_list:
[10.0, 10.3, 40.8, 79.38, 87.85, 88.92, 89.23, 89.29, 89.36, 89.37, 89.35, 89.37, 89.38, 89.4, 89.4, 10.0, 13.75, 17.84, 25.44, 20.03, 26.91, 18.28, 10.89, 23.18, 53.62, 44.67, 83.16, 76.47, 66.32, 85.86, 87.42, 75.57, 70.61, 86.78, 88.84, 87.29, 76.8, 72.56, 87.39, 89.28, 88.96, 87.42, 63.92]
acc_loss_list:
[0.8881431767337807, 0.8847874720357942, 0.5436241610738256, 0.11208053691275179, 0.01733780760626411, 0.0053691275167785674, 0.001901565995525746, 0.0012304250559284052, 0.00044742729306494685, 0.00033557046979867044, 0.0005592841163312234, 0.00033557046979867044, 0.00022371364653255292, 0.0, 0.0, 0.8881431767337807, 0.8461968680089486, 0.8004474272930648, 0.7154362416107383, 0.7759507829977629, 0.6989932885906041, 0.7955257270693512, 0.8781879194630873, 0.7407158836689037, 0.40022371364653253, 0.5003355704697987, 0.0697986577181209, 0.14463087248322154, 0.2581655480984341, 0.039597315436241676, 0.02214765100671145, 0.15469798657718134, 0.210178970917226, 0.02930648769574949, 0.006263982102908302, 0.02360178970917225, 0.14093959731543632, 0.18836689038031323, 0.022483221476510124, 0.0013422818791946818, 0.0049217002237137795, 0.02214765100671145, 0.28501118568232664]


ResNet_50
Full_acc: 90.440000
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:
[31.70300441854657, 4.206904121637693, 0.6697882859372895, 0.14473255885685415, 0.03393772666388998, 0.008206460856987417, 0.0020180336148332323, 0.0004995867565681138, 0.00013071836195911412, 3.163344782210143e-05, 2.613519845483747e-05, 1.3231709869775508e-05, 1.0169978894905671e-05, 5.2713506417494395e-06, 1.0774058667935128e-05, 28.414910502102497, 2.7249128010173878, 2.043537176429337, 2.1493092545042747, 2.078027330063764, 2.0338892493570895, 2.065719579430443, 5.167264761315, 2.0119926445497054, 0.5133394740048283, 1.1926503516529694, 0.1497560510767373, 0.3710968843065892, 0.9065932052081545, 0.057142375262565506, 0.0961019404201235, 0.371079051172069, 0.7905144035322644, 0.031002546199930356, 0.024900701528985093, 0.0961008369323092, 0.37107954399584436, 0.7383992438665229, 0.023144760970550005, 0.006264585903969609, 0.024887740234683008, 0.0961014224842513, 0.8452372961742068]
js_flops_wt_log_list:
[61.131071195027225, 8.111930086349759, 1.2915140424127922, 0.2790794286531674, 0.06544015694846705, 0.015824044191036363, 0.003891257590405501, 0.000963324269859791, 0.0002520566627037139, 6.0996949230016106e-05, 5.039499273779177e-05, 2.5513941436036104e-05, 1.9610182545118697e-05, 1.0164440793069503e-05, 2.0774994659611428e-05, 54.79082972616225, 5.254291872154107, 3.940434634293057, 4.144388819514138, 4.006940004242162, 3.921831094106406, 3.9832076800030114, 9.963738005307455, 3.879609136536148, 0.9898428400763429, 2.2997187457419663, 0.28876593837593967, 0.7155646750478833, 1.7481312824751012, 0.11018433976513951, 0.18530781765169266, 0.715530288445226, 1.524303237795177, 0.05978041809395016, 0.048014583661478, 0.18530568985991466, 0.7155312387288301, 1.423812587325378, 0.044628704964469246, 0.012079638946739517, 0.0479895911467529, 0.18530681894588358, 1.62982222905316]
js_flops_wt_cbrt_list:
[139.2668730706418, 18.480342575536135, 2.9422864461155585, 0.6357899282162349, 0.14908369595536222, 0.036049837026192265, 0.008864939977892252, 0.0021946148855861293, 0.0005742275174498038, 0.0001389613206516829, 0.00011480827866763896, 5.812505447791452e-05, 4.467529768438478e-05, 2.3156307555062364e-05, 4.732893580537686e-05, 124.82273547219145, 11.970161571369877, 8.976973564008027, 9.441615538541608, 9.128483994533113, 8.934591567108722, 9.074417764007872, 22.699072811391538, 8.838402838680068, 2.255028653579514, 5.239146515847003, 0.6578574283219519, 1.6301768123087481, 3.982537401488925, 0.2510184781727236, 0.4221624096453791, 1.630098473838082, 3.472619428865133, 0.13618985789140398, 0.10938530599258854, 0.4221575621774439, 1.630100638744135, 3.2436848070732913, 0.10167170422656442, 0.027519451418865398, 0.10932836883595289, 0.42216013442538985, 3.7130094576147537]
js_param_list:
[31.62515886014933, 3.8913876899162423, 0.6643400032269674, 0.14439967002554566, 0.03372391144542041, 0.008177262746415984, 0.002021563445901279, 0.0004984448170509274, 0.00014424612620721167, 2.2461140143016147e-05, 3.679047422849989e-05, 2.161166255412883e-05, 1.3192266461397928e-05, 6.280298477735425e-06, 1.3245919202714227e-05, 30.644010262165377, 2.751602547440911, 2.473414646473393, 2.6519859704817934, 2.481059306859417, 2.4823001786824603, 2.5135063393927117, 5.46314924686992, 2.120825574144022, 0.5154612897286349, 1.2567502438469402, 0.1518964242666349, 0.3795924463991365, 0.956191248005165, 0.05702688189395775, 0.10038751625063264, 0.37959111828083786, 0.8335983339020387, 0.03027094260496773, 0.026135758720916676, 0.10038506687525245, 0.37959144312521825, 0.778507167856402, 0.02232240900243175, 0.006584992806575628, 0.026125785498218763, 0.1003849405503075, 1.2923677044760538]
ptq_acc_list:
[13.12, 9.69, 22.07, 82.68, 88.19, 90.0, 90.55, 90.42, 90.42, 90.43, 90.45, 90.47, 90.45, 90.46, 90.44, 10.0, 12.99, 11.54, 13.84, 10.8, 16.27, 23.04, 9.95, 10.31, 61.35, 13.18, 84.34, 73.75, 19.21, 88.21, 88.32, 70.71, 26.16, 87.97, 89.72, 88.66, 71.53, 28.26, 88.3, 90.31, 90.07, 88.66, 56.86]
acc_loss_list:
[0.8549314462627156, 0.8928571428571429, 0.7559708093763822, 0.08580274214949128, 0.024878372401592217, 0.004865103936311342, -0.0012162759840778354, 0.00022114108801410905, 0.00022114108801410905, 0.00011057054400697595, -0.00011057054400713309, -0.00033171163202124214, -0.00011057054400713309, -0.00022114108801410905, 0.0, 0.8894294559929234, 0.8563688633348077, 0.8724015922158338, 0.846970367094206, 0.8805838124723574, 0.8201017249004865, 0.7452454666076958, 0.8899823087129588, 0.8860017691287041, 0.32164971251658553, 0.8542680229986731, 0.06744803184431661, 0.1845422379478107, 0.787593984962406, 0.024657231313578106, 0.023440955329500274, 0.21815568332596202, 0.7107474568774879, 0.02731092436974789, 0.007961079168509497, 0.019681556833259634, 0.20908889871738165, 0.6875276426360017, 0.02366209641751438, 0.0014374170720919445, 0.004091110128261881, 0.019681556833259634, 0.3712958867757629]


ResNet_152
Full_acc: 90.240000
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:
[29.680447121135096, 3.81406479993351, 0.6171960744182122, 0.1336378966308184, 0.031200011409096277, 0.007563481999101995, 0.0018744178909019672, 0.0004657902983917109, 0.00011949545737244453, 3.691498657193737e-05, 2.0492609181348652e-05, 1.639927750614377e-05, 1.2408399133020831e-05, 1.174884206301053e-05, 1.48188612190811e-05, 29.217641629324227, 3.3802445426072825, 3.2157786169377283, 3.2443460803448616, 3.2318705624939996, 3.3229282799630835, 3.2129099619785486, 4.883278329587889, 1.8812193259574128, 0.5051524151371539, 1.1047619549560517, 0.1544778002867222, 0.3826161136602792, 0.8377422884963033, 0.05525364738016926, 0.10798339251068984, 0.38258575636803377, 0.7292481618968714, 0.028157541411315438, 0.02745934933000796, 0.10797174350595944, 0.3825859282447193, 0.6807550789435542, 0.020307372224276737, 0.006865305829494591, 0.027448869916869244, 0.10797209359964278, 2.0107648290105247]
js_flops_wt_log_list:
[70.64680574067997, 9.07841764996171, 1.4690793233463306, 0.3180912499174451, 0.07426374461710356, 0.018002958019227217, 0.004461578226060835, 0.0011086961255021039, 0.00028442874628641844, 8.786679912953184e-05, 4.877747879086013e-05, 3.903433689983218e-05, 2.9535059210045322e-05, 2.796515023900662e-05, 3.527255521353078e-05, 69.54521419314563, 8.045818130129216, 7.654348545647642, 7.72234617484746, 7.692651356486835, 7.909391247600109, 7.64752043727006, 11.623410325325114, 4.477767323858413, 1.2023876997532579, 2.6296067206446163, 0.36769537546260017, 0.9107209923317999, 1.9940338659523398, 0.13151734800353518, 0.25702718435430866, 0.9106487344672427, 1.7357910081344459, 0.06702191345371744, 0.06536004359924727, 0.2569994568416165, 0.9106491435762688, 1.6203654757229027, 0.048336569013832695, 0.016341126038539048, 0.06533510000384704, 0.2570002901511801, 4.786117664788919]
js_flops_wt_cbrt_list:
[184.45322730428626, 23.703031110823364, 3.8356500271489793, 0.8305111180807693, 0.19389676890144736, 0.04700430080107511, 0.011648828195972908, 0.0028947179749255676, 0.0007426209810988257, 0.00022941326932502873, 0.00012735414274448598, 0.0001019155691665039, 7.711370574790278e-05, 7.301479747815072e-05, 9.209385443817747e-05, 181.5770588210334, 21.00699536017533, 19.98489920887665, 20.162435645569705, 20.08490482130375, 20.650795550293953, 19.967071557457402, 30.34780588181121, 11.691096651065827, 3.1393392718215622, 6.865695357046327, 0.9600235701793965, 2.3778205461401773, 5.206264856178217, 0.34338140318471966, 0.6710776681554418, 2.3776318865656085, 4.532013160671425, 0.17498891998068358, 0.1706499091110072, 0.6710052738108204, 2.377632954716948, 4.230646216428042, 0.1262029621571959, 0.042665388816850745, 0.17058478335445096, 0.6710074495162431, 12.496175025504746]
js_param_list:
[29.513813847192072, 3.5252890515550095, 0.5965626359472408, 0.12966470453571305, 0.03034752851740421, 0.007344950904139808, 0.0018198106917150696, 0.00045488868636628783, 0.00012051347361763302, 3.5039409314897576e-05, 2.21514772117209e-05, 1.4700960139617519e-05, 1.3608497827553243e-05, 1.3488181977359483e-05, 1.6929462794170096e-05, 30.130159718162872, 3.62234400291214, 3.623675677763459, 3.664591242641083, 3.633506801137264, 3.7416005874289677, 3.6281029316986824, 4.944391191382817, 1.898867653599768, 0.5017774612880233, 1.1133238658051539, 0.15318789510734107, 0.38802411729615366, 0.843221972982666, 0.05383642240723261, 0.1100842231225798, 0.3879866119535904, 0.7335276638094052, 0.026782762057868142, 0.028050933293330846, 0.11006535839448428, 0.38798644945512895, 0.6844793402720967, 0.01900371541899494, 0.007025297140432401, 0.02803681093088798, 0.11006559345928292, 2.4507077405691904]
ptq_acc_list:
[9.98, 10.71, 26.16, 83.73, 89.48, 90.12, 90.06, 90.28, 90.24, 90.26, 90.25, 90.27, 90.24, 90.26, 90.25, 10.0, 9.88, 11.32, 10.79, 12.89, 11.59, 10.96, 10.0, 10.0, 11.77, 12.51, 21.27, 11.46, 14.52, 29.1, 17.2, 14.44, 14.32, 22.37, 23.72, 17.14, 12.51, 16.21, 21.12, 29.28, 23.62, 16.39, 19.35]
acc_loss_list:
[0.8894060283687942, 0.8813164893617021, 0.7101063829787234, 0.07214095744680842, 0.008421985815602736, 0.0013297872340424463, 0.001994680851063748, -0.00044326241134758705, 0.0, -0.00022163120567387227, -0.00011081560283693613, -0.0003324468085106509, 0.0, -0.00022163120567387227, -0.00011081560283693613, 0.8891843971631206, 0.8905141843971631, 0.8745567375886524, 0.880429964539007, 0.8571586879432624, 0.8715647163120567, 0.8785460992907802, 0.8891843971631206, 0.8891843971631206, 0.869570035460993, 0.8613696808510638, 0.7642952127659575, 0.8730053191489362, 0.8390957446808511, 0.6775265957446808, 0.8093971631205673, 0.8399822695035462, 0.8413120567375886, 0.7521054964539007, 0.737145390070922, 0.8100620567375887, 0.8613696808510638, 0.8203679078014185, 0.7659574468085105, 0.675531914893617, 0.7382535460992907, 0.8183732269503546, 0.7855718085106382]


