AlexNet
Full_acc: 86.070000
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:
[3806.6554297042253, 1742.015153345221, 425.358251800215, 102.70556529578258, 25.13516598845947, 6.284990710624555, 1.5226463858972383, 0.37637188590897513, 0.0937218483840339, 0.02356942857993605, 0.005913245649293143, 0.0014840293248440614, 0.0004124549331586565, 0.00012464459306113474, 4.4241644032453234e-05, 3806.626823601337, 1119.5684059386515, 67.22826637442971, 65.2584135547821, 65.25849993476412, 65.25854846334343, 65.2585426561475, 663.9931633855356, 150.21247755919424, 156.37541828099458, 46.0525243022747, 55.87336577063952, 18.37679391322827, 21.364867094811032, 31.17330007882125, 4.767773367697066, 18.12624943589473, 14.65885675436464, 23.174095613967566, 1.229944644119404, 4.67310792527002, 18.126250551950505, 12.643838288241945, 20.052928560737637, 0.3380601265152883, 1.1750614507345885, 4.673106245697662, 18.12777438545329]
js_param_list:
[1064.8615010864344, 482.2225667072016, 116.87681175824119, 28.202862327123864, 6.8951693631537, 1.724479789021284, 0.4170550164496115, 0.10312659284974346, 0.02567170871100962, 0.006452665587276742, 0.0016207288256828358, 0.000411124521601818, 0.00011448728661560505, 3.4554701236429785e-05, 1.256408327153913e-05, 1064.8533560327176, 308.84553439789335, 18.799006637521117, 18.2646496648573, 18.264688604564057, 18.264684586733694, 18.264687473646386, 183.50218430540403, 41.5957977020034, 43.26997180631621, 12.847152788616123, 15.472483192451259, 5.139796185842727, 6.030818858640326, 8.635462553039364, 1.3329236199853485, 5.072315166766056, 4.170099277689426, 6.420378956568966, 0.3434601272612782, 1.3073140127584826, 5.0723155455971, 3.6093530667552316, 5.556115140184075, 0.09416124202888529, 0.3287037001727009, 1.3073135613517266, 5.075342519571067]
ptq_acc_list:
[10.0, 10.06, 51.65, 77.22, 83.96, 85.47, 86.07, 86.0, 86.06, 86.04, 86.07, 86.06, 86.09, 86.06, 86.07, 10.0, 12.28, 74.5, 74.64, 74.57, 74.5, 74.25, 20.54, 68.16, 52.38, 79.55, 79.14, 82.92, 81.3, 83.3, 85.45, 82.91, 82.06, 84.44, 85.91, 85.51, 82.82, 82.62, 85.01, 86.06, 85.98, 85.48, 82.88]
acc_loss_list:
[0.8838154990124317, 0.8831183920065063, 0.39990705239920993, 0.10282328337399785, 0.024514929708376897, 0.00697107005925403, 0.0, 0.0008132915069128986, 0.0001161845009874626, 0.0003485535029625529, 0.0, 0.0001161845009874626, -0.00023236900197525542, 0.0001161845009874626, 0.0, 0.8838154990124317, 0.8573254327872661, 0.1344254676426164, 0.13279888462879044, 0.1336121761357035, 0.1344254676426164, 0.1373300801673056, 0.7613570349715348, 0.20808644126873474, 0.3914255838271174, 0.07575229464389446, 0.08051585918438472, 0.03659811781108391, 0.05542000697107002, 0.03218310677355636, 0.007203439061229121, 0.03671430231207153, 0.04658998489601477, 0.018938073660973574, 0.0018589520158010526, 0.0065063320553036845, 0.03775996282095969, 0.04008365284071092, 0.012315557104682098, 0.0001161845009874626, 0.001045660508887989, 0.0068548855582664025, 0.037062855815034254]


AlexNet_BN
Full_acc: 87.310000
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:
[3632.5462719527304, 1153.6671007438044, 258.53006140593516, 61.17532279693054, 14.891223739277061, 3.708468609799996, 0.9327535718553865, 0.2290387991705687, 0.0558845133577796, 0.014370449214296995, 0.003571630291049879, 0.0008625562856728075, 0.00023265116615085678, 2.582518881799345e-05, 5.500940913937269e-06, 3632.5290002264333, 707.8994232280825, 66.09579658259983, 65.1197204024375, 65.11971100025693, 65.11958369494646, 65.11959010588745, 502.53342155216836, 125.74848822462886, 106.7977490011123, 50.340123700280365, 37.91919519151391, 18.217442279952905, 30.826013119263497, 20.928424709525203, 4.712420598057065, 18.085518803241957, 24.785147412778223, 15.410974606040625, 1.2015424694844759, 4.66620720799309, 18.085515618418324, 22.628848887626468, 13.29073707534331, 0.3150020990484127, 1.1736005029204484, 4.666208204984376, 18.096500236447497]
js_param_list:
[1015.8729315394377, 316.80440575739027, 70.45411939495952, 16.637757426403944, 4.0480464268365335, 1.008581365757596, 0.2542549327402086, 0.06247395741987976, 0.01521756945701585, 0.0039055598906891386, 0.0009750390687994653, 0.0002388051307656589, 6.268083549538516e-05, 1.1420448279403141e-05, 9.514402586825453e-07, 1015.8657756982868, 193.51164061931982, 18.487584223270957, 18.224827841004352, 18.224824861932166, 18.22477461172962, 18.224794934502942, 138.7951197584608, 34.86550339450208, 29.34660124544504, 14.111192248397439, 10.428013148625217, 5.099791885771236, 8.714878912611212, 5.751938045273537, 1.319394969858532, 5.063761997837521, 7.033866884554059, 4.234439261320504, 0.3362723593071352, 1.3068606576090431, 5.063761194055209, 6.430008897204431, 3.651427775331254, 0.08801919927931902, 0.32871521234415546, 1.30685917092583, 5.069624667109006]
ptq_acc_list:
[10.0, 13.33, 38.66, 79.33, 85.48, 87.0, 87.49, 87.36, 87.24, 87.29, 87.25, 87.28, 87.31, 87.31, 87.32, 10.0, 14.81, 49.61, 54.45, 54.28, 56.42, 50.9, 20.48, 61.29, 70.85, 72.36, 81.95, 83.32, 76.64, 84.76, 86.75, 83.52, 77.85, 85.42, 86.87, 86.71, 83.64, 78.32, 85.69, 87.16, 87.07, 86.73, 79.48]
acc_loss_list:
[0.8854655824075135, 0.8473256213492154, 0.5572099415874471, 0.09139846523880431, 0.020959798419425017, 0.0035505669453671086, -0.002061619516664673, -0.0005726720879624001, 0.0008017409231474904, 0.0002290688351849275, 0.0006872065055549452, 0.0003436032527774726, 0.0, 0.0, -0.00011453441759238237, 0.8854655824075135, 0.8303745275455274, 0.4317947543236743, 0.37636009620891075, 0.3783071813079831, 0.3537968159431909, 0.4170198144542435, 0.7654335127705876, 0.29801855457565, 0.18852365135723292, 0.1712289543007674, 0.06139044782957278, 0.04569923261940223, 0.12220822357118316, 0.029206276486084034, 0.006413927385179272, 0.04340854426755247, 0.10834955904249235, 0.02164700492497996, 0.0050395143740693815, 0.00687206505554929, 0.04203413125644258, 0.1029664414156455, 0.01855457564998287, 0.0017180162638873633, 0.002748826022219781, 0.0066429962203642, 0.08968044897491693]


VGG_16
Full_acc: 90.060000
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:
[4803.919675134635, 1287.1382930872844, 279.9264367424686, 65.25738246026505, 15.72176171355718, 3.863929102877906, 0.9633695234465877, 0.24037554092498606, 0.06003798427713084, 0.014859649305759608, 0.0036989349617955183, 0.0009297590950600473, 0.00023777455542695435, 6.177451735386848e-05, 1.687348277800094e-05, 4803.9126735699, 780.6742574825653, 90.85871885068245, 89.98441565230418, 89.98439740063434, 89.98447368346076, 89.98460526006676, 609.734857829675, 163.97601192015594, 121.10715205180763, 73.45937603752851, 42.80441037433894, 24.85925755673281, 48.867139323033896, 23.336643195538816, 6.477995998407114, 24.744689884301835, 40.82625887892399, 17.053899721476558, 1.6444280482850528, 6.436495589986837, 24.7446915417418, 37.74966086128042, 14.645385768954204, 0.42431402914077926, 1.619551796382776, 6.436509160682666, 24.763244303170193]
js_param_list:
[3468.943478398751, 780.3214366978973, 166.04031924610246, 38.151388298670724, 9.14175442167032, 2.2421934202373506, 0.5572632738247393, 0.1404745912003612, 0.03522789057832243, 0.008541134041069957, 0.0021640374431170254, 0.0005385031232900044, 0.0001413481065553399, 3.903370734086286e-05, 1.5885526939603433e-05, 3468.9449224664572, 471.25549248508725, 68.06340397833709, 67.6246439579611, 67.62469670868062, 67.62460844256277, 67.62469563891236, 410.2968176053128, 118.54872617685369, 75.29372245845758, 58.36820486947816, 26.416316296085885, 18.41059254585881, 41.195915783732055, 14.112047898448875, 4.859251633385958, 18.353329865236514, 35.23899741349211, 10.192427088266959, 1.2270888971031126, 4.8384185581718, 18.353331704123484, 32.851415181489216, 8.718847369799665, 0.3129867228456511, 1.2147891895642164, 4.838426537801942, 18.35858860501769]
ptq_acc_list:
[10.0, 12.22, 75.73, 87.93, 89.36, 89.98, 89.9, 89.98, 90.04, 90.04, 90.07, 90.07, 90.05, 90.04, 90.06, 10.0, 21.34, 73.34, 75.79, 76.82, 76.91, 76.59, 11.03, 54.96, 82.07, 79.84, 87.91, 87.24, 84.55, 89.4, 89.31, 87.16, 85.59, 89.38, 89.84, 89.41, 87.09, 85.57, 89.41, 89.89, 89.83, 89.35, 82.0]
acc_loss_list:
[0.8889629136131468, 0.8643126804352654, 0.15911614479236064, 0.02365089940039968, 0.0077725960470797556, 0.0008882966910948067, 0.0017765933821896134, 0.0008882966910948067, 0.00022207417277366224, 0.00022207417277366224, -0.00011103708638675222, -0.00011103708638675222, 0.00011103708638691001, 0.00022207417277366224, 0.0, 0.8889629136131468, 0.7630468576504552, 0.18565400843881855, 0.15844992227403948, 0.14701310237619375, 0.14601376859871204, 0.14956695536309125, 0.8775260937153009, 0.38974017321785476, 0.08871863202309581, 0.11347990228736396, 0.023872973573173504, 0.031312458361092685, 0.061181434599156176, 0.007328447701532273, 0.008327781479013991, 0.032200755052187495, 0.04963357761492337, 0.007550521874306094, 0.002442815900510758, 0.007217410615145522, 0.03297801465689539, 0.04985565178769719, 0.007217410615145522, 0.0018876304685765235, 0.002553852986897668, 0.007883633133466666, 0.0894958916278037]


VGG_19
Full_acc: 90.140000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[5144.206275389696, 1314.5031915215789, 284.75228418572925, 66.08828138577456, 15.924547195347134, 3.945508489581075, 0.9744824621662432, 0.240145204857737, 0.060970177786898, 0.015168279581215922, 0.0038762319348639397, 0.0009231650198397274, 0.00023264343031430685, 5.850058697982251e-05, 2.2746126922737273e-05, 5144.199599261901, 796.5924672633316, 98.79804986382494, 97.90326891150325, 97.90339725838194, 97.90342733252247, 97.9033895034332, 646.5794756970722, 179.30711630045755, 124.80812987710833, 83.28759482337827, 43.904681597578175, 27.154587219689308, 56.692876023912184, 23.776916070113252, 7.026013234767483, 27.04269180301487, 47.72767446760083, 17.299138622395738, 1.7806228432719848, 6.983728619409324, 27.04269089121566, 44.240986013374624, 14.849377566405725, 0.45780853948607875, 1.7553917796752694, 6.983728425473142, 27.059538268599393]
js_param_list:
[4036.5180986336604, 829.4606793443687, 174.56442102431618, 40.01640309397311, 9.582595067338994, 2.350277999553833, 0.5824392818690054, 0.14468797282940982, 0.03658160405467158, 0.00915174920249928, 0.002339405326979436, 0.0005618663309452209, 0.00013767900536115093, 4.960963871634183e-05, 1.221981967301472e-05, 4036.5197593916123, 499.33260286171014, 81.26284288453259, 80.81754200216422, 80.81764201292202, 80.81764351085528, 80.81763076484798, 474.4480804814884, 145.68195465957422, 81.48766551558924, 75.4339569457211, 28.164690222709147, 22.24136690419591, 54.58554288393205, 14.858657158099888, 5.747360506023278, 22.184649628754382, 47.06499217070044, 10.642578971997688, 1.4449041773182094, 5.72664701483485, 22.18464837310006, 43.9639668331577, 9.077944964333957, 0.3670860046163598, 1.4324142167409286, 5.726646439297058, 22.190228135948722]
ptq_acc_list:
[10.0, 10.7, 71.16, 88.29, 89.71, 90.02, 89.98, 90.13, 90.21, 90.12, 90.13, 90.14, 90.14, 90.13, 90.14, 10.0, 19.03, 68.1, 66.57, 66.96, 61.69, 65.38, 11.04, 62.01, 78.65, 81.66, 87.93, 86.94, 84.67, 89.09, 89.4, 87.17, 85.78, 89.24, 89.94, 89.56, 87.18, 86.51, 89.38, 90.05, 89.81, 89.53, 78.62]
acc_loss_list:
[0.889061459951187, 0.8812957621477701, 0.21056134901264703, 0.020523629909030335, 0.004770357222099033, 0.001331262480585806, 0.0017750166407809694, 0.0001109385400488697, -0.0007765697803416151, 0.00022187708009758177, 0.0001109385400488697, 0.0, 0.0, 0.0001109385400488697, 0.0, 0.889061459951187, 0.7888839582871089, 0.24450854226758384, 0.26148213889505223, 0.2571555358331485, 0.3156201464388729, 0.27468382516086093, 0.8775238517861105, 0.31207011315731087, 0.12746838251608603, 0.09407588196139344, 0.024517417350787593, 0.03550033281562018, 0.060683381406700675, 0.011648546705125329, 0.008209451963612103, 0.032948746394497436, 0.04836920346128244, 0.00998446860439323, 0.0022187708009762906, 0.006434435322831133, 0.032837807854448564, 0.040270690037719055, 0.00843132904370984, 0.0009984468604393544, 0.0036609718216108087, 0.006767250942977584, 0.12780119813623247]


Inception_BN
Full_acc: 92.850000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[2511.2094588241143, 514.6224944443054, 121.72162693805204, 34.91936699749214, 11.830727046720341, 4.61389921181382, 1.9815037610235493, 0.9090898451724668, 0.445693145985502, 0.22169278207806847, 0.10797906282345335, 0.05346285125971105, 0.02532186120284057, 0.012302718294603427, 0.005881463105781766, 2511.197114436539, 317.43921605650036, 53.10258916165484, 49.56627028116844, 49.55384989557891, 49.55381038799659, 49.55343630864873, 314.49013802009296, 104.54996263349719, 53.443062402939, 54.960874258820255, 19.04872998828755, 14.524522578886899, 38.56171912282987, 9.638177596411147, 3.80774697251023, 13.940455390214797, 32.05389710796874, 6.417397878853529, 1.0179720739751408, 3.5521641738404086, 13.938914251013315, 29.187816906242272, 5.153629153112564, 0.2840957063401789, 0.8982905850077583, 3.5514526481610735, 13.972900328027036]
js_param_list:
[2744.038379989026, 516.638349887526, 129.91342844973485, 40.73366137533873, 15.109998796040331, 6.340951315617309, 2.873664540067067, 1.3703147138534952, 0.6729131813965019, 0.33525752212052057, 0.16545026015840456, 0.07993866540433915, 0.038260218032434255, 0.018713906292927, 0.009382849493313599, 2744.0333295413316, 324.6756368084103, 60.080916610025525, 54.766434780856635, 54.747717700492004, 54.747529170172136, 54.74718325245878, 349.4332999050808, 124.12611787269181, 56.2261930410738, 67.01936850231559, 20.017832250515283, 16.607070029075818, 47.101684942696515, 9.810136391111984, 4.36989863546681, 15.72518888008714, 38.93910436603853, 6.231147896753903, 1.1879888395822027, 3.9838019674079073, 15.722349515453137, 35.26415154400586, 4.7847528600807925, 0.339524681842086, 1.0097705140107518, 3.9826169398840015, 15.75149388072123]
ptq_acc_list:
[10.0, 10.91, 58.96, 88.94, 91.98, 92.73, 92.86, 92.93, 92.88, 92.89, 92.86, 92.85, 92.85, 92.85, 92.85, 10.0, 11.58, 23.08, 12.96, 23.49, 14.39, 25.34, 11.25, 15.72, 69.72, 26.39, 89.61, 75.18, 44.08, 91.88, 91.65, 80.29, 54.62, 92.51, 92.64, 91.66, 83.23, 47.87, 92.44, 92.81, 92.66, 91.2, 29.07]
acc_loss_list:
[0.8922994076467421, 0.8824986537425956, 0.3649973074851911, 0.042110931610123824, 0.009369951534733337, 0.0012924071082389913, -0.00010770059235331305, -0.0008616047388261983, -0.0003231017770597861, -0.00043080236941309916, -0.00010770059235331305, 0.0, 0.0, 0.0, 0.0, 0.8922994076467421, 0.8752827140549273, 0.7514270328486806, 0.8604200323101776, 0.7470113085621971, 0.8450188476036617, 0.7270866989768443, 0.8788368336025848, 0.8306946688206786, 0.2491114701130856, 0.7157781367797522, 0.03489499192245552, 0.19030694668820666, 0.525255788906839, 0.010446957458266008, 0.01292407108239083, 0.13527194399569187, 0.4117393645665051, 0.0036618201400106538, 0.0022617124394183497, 0.01281637049003767, 0.10360796984383404, 0.4844372644049542, 0.004415724286483539, 0.0004308023694129461, 0.0020463112547118765, 0.01777059773828747, 0.6869143780290792]


