AlexNet
Full_acc: 86.060000
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:
[20.29526915572396, 6.947154405565474, 1.3097954986483278, 0.2806041501204682, 0.06600583186782864, 0.015990427906057616, 0.003813768549117867, 0.0009404779007737146, 0.00022623305712286078, 6.948210405950218e-05, 9.299055436569503e-06, 4.588463785228213e-05, 6.323176802503827e-06, 6.744560112952103e-06, 2.7236538125521296e-06, 20.181323343778978, 4.010774698034702, 0.8670328491284963, 0.8666524823918315, 0.8660510033487936, 0.8660729611264287, 0.8664076192754275, 3.9742171794465233, 1.3682528628687918, 0.7097116431336872, 0.7504338769105835, 0.24382982572517414, 0.2372659926125888, 0.5545490309437322, 0.12446012187624539, 0.06295130822442739, 0.23713186361064312, 0.4803567676666072, 0.08751503503961693, 0.01583786418054705, 0.06300327659273015, 0.2371345332262401, 0.44688978958546705, 0.07385774436728046, 0.003964355381077269, 0.015665392460334736, 0.06300194864679118, 0.23713405078669267]
js_param_list:
[6.472271200739325, 1.9073607385855067, 0.3519049896730976, 0.07560821810352604, 0.017718723069791623, 0.004282963800527071, 0.001020443650571906, 0.00024306038592283128, 6.666702871534726e-05, 2.4975186637540503e-05, 1.3491321849468107e-06, 2.3169196998707343e-05, 1.0058927602988542e-05, 1.8907509311902882e-06, 5.974142388311065e-06, 6.447438061039491, 1.0709440642338761, 0.2624273939040286, 0.2623439973305667, 0.2621623043957625, 0.2621589243725357, 0.2621859683158946, 1.2312889431290226, 0.4446631646350267, 0.1915297162811837, 0.25331989546362266, 0.06450702860498402, 0.07244799510226177, 0.19089616432803086, 0.032201968185343655, 0.018948033485787396, 0.07244055043973999, 0.1665385503147391, 0.02219587159786096, 0.004789412520292082, 0.018971298231359603, 0.07244168608599733, 0.15578948141977655, 0.01861220259767605, 0.0011699346276903527, 0.004740313570757627, 0.018970282687255417, 0.07244162541940319]
ptq_acc_list:
[10.0, 10.17, 54.88, 77.5, 84.15, 85.84, 85.94, 86.08, 86.11, 86.09, 86.06, 86.06, 86.07, 86.07, 86.08, 10.0, 12.87, 74.42, 73.74, 74.54, 74.54, 74.52, 20.48, 67.91, 51.8, 79.33, 78.92, 82.86, 81.23, 83.41, 85.49, 82.7, 82.14, 84.26, 86.06, 85.62, 83.09, 82.39, 84.76, 85.96, 85.99, 85.53, 82.7]
acc_loss_list:
[0.883801998605624, 0.8818266325819196, 0.3623053683476644, 0.09946548919358589, 0.022193818266325778, 0.002556356030676259, 0.0013943760167325651, -0.0002323960027887058, -0.000580990006971847, -0.0003485940041831413, 0.0, 0.0, -0.00011619800139427033, -0.00011619800139427033, -0.0002323960027887058, 0.883801998605624, 0.850453172205438, 0.13525447362305368, 0.14315593771787133, 0.13386009760632112, 0.13386009760632112, 0.13409249360911, 0.7620264931443179, 0.21089937253079252, 0.3980943527771323, 0.07820125493841511, 0.08296537299558449, 0.03718336044620036, 0.056123634673483594, 0.03079247036950971, 0.006623286079479518, 0.039042528468510335, 0.045549616546595416, 0.02091564025098765, 0.0, 0.005112712061352518, 0.034510806414129666, 0.04264466651173602, 0.015105740181268848, 0.0011619800139438593, 0.000813386009760718, 0.006158494073901942, 0.039042528468510335]


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:
[28.523062559045258, 5.0572556337657435, 0.9222994515743476, 0.20228252172057867, 0.04733840794454623, 0.011456054210043627, 0.0027986331414157524, 0.0006547017959301428, 0.00018235688076410206, 7.889945211402782e-05, 3.896137579417227e-05, 3.0078232088860448e-05, 3.1099101543519137e-06, 5.861285826331164e-06, 4.279552306759359e-05, 22.01594004242986, 3.427301854013008, 1.3063413452820585, 1.4045641196426313, 1.356906249917974, 1.351080683822659, 1.3664221708008975, 4.283054483794392, 1.6324676164185732, 0.5531126050153183, 0.9627616968657938, 0.17653089935503774, 0.2652652914052897, 0.7331839328597248, 0.08298583534512317, 0.06625189064409207, 0.26513542399370454, 0.642524352709163, 0.05487889254662182, 0.017293229228320214, 0.0661235968993205, 0.26514059830510045, 0.6016803287731487, 0.04518600073910273, 0.004305085389680972, 0.017293366508607133, 0.06612324530096758, 0.5719832788177283]
js_param_list:
[9.051924388498541, 1.5532132254895608, 0.279235384076741, 0.06104835425311557, 0.014213577461106068, 0.0034475495538411212, 0.0008562487643766872, 0.00020370005038261856, 5.8245655176918376e-05, 1.9824314206317698e-05, 1.2478366906568228e-05, 1.027524534715929e-05, 1.080271489503737e-06, 1.080119362859344e-06, 1.7222549393826723e-05, 7.2301684811811935, 1.0026643585816455, 0.3883847860336896, 0.4152343837972867, 0.40173012752731296, 0.40068117689267724, 0.40442175933627295, 1.36308850130799, 0.5246718536237667, 0.1634848500226413, 0.3105133429143706, 0.05235117714725387, 0.08154295575886782, 0.23739024316614557, 0.024066363948542654, 0.021141573431830138, 0.08149152594104668, 0.20800683060508368, 0.01568816634762468, 0.005310852279338676, 0.02109452384982742, 0.08149265449474423, 0.19483586797504632, 0.012852646679949089, 0.0013603533217732317, 0.005315723494355893, 0.021096808338497135, 0.16840667478229432]
ptq_acc_list:
[10.0, 13.16, 37.45, 80.39, 85.4, 87.04, 87.38, 87.26, 87.23, 87.27, 87.25, 87.32, 87.3, 87.31, 87.31, 10.0, 14.77, 55.59, 51.7, 53.81, 55.49, 52.13, 17.32, 62.24, 69.42, 72.16, 81.77, 83.47, 76.18, 84.66, 86.6, 83.71, 78.13, 85.64, 86.99, 86.76, 83.56, 78.52, 85.64, 87.18, 87.02, 86.69, 79.88]
acc_loss_list:
[0.8854655824075135, 0.8492727064482878, 0.5710686061161379, 0.07925781697400071, 0.02187607376016489, 0.003092429274997091, -0.0008017409231473277, 0.0005726720879624001, 0.0009162753407398728, 0.00045813767037001775, 0.0006872065055549452, -0.00011453441759238237, 0.00011453441759254514, 0.0, 0.0, 0.8854655824075135, 0.8308326652158974, 0.3633031726033673, 0.40785706104684455, 0.3836902989348299, 0.3644485167792922, 0.40293208109036766, 0.8016263887298134, 0.28713778490436376, 0.20490207307295843, 0.17351964265261718, 0.06345206734623761, 0.04398121635551487, 0.12747680678043746, 0.030351620662009, 0.008131943649066635, 0.04123239033329525, 0.10514259534990272, 0.01912724773794527, 0.0036651013629596537, 0.006299392967586727, 0.04295040659718245, 0.10067575306379574, 0.01912724773794527, 0.001488947428702273, 0.003321498110182181, 0.007101133890734217, 0.08509907227121757]


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:
[14.262825155716163, 2.924289265562907, 0.5505950024563626, 0.11999170611395046, 0.02744225430159203, 0.006746828169761675, 0.0016618247316436267, 0.00044322956430803987, 0.00012768623230197918, 4.650674238497832e-05, 2.652061807080142e-05, 2.204594599459253e-05, 1.6918118686923485e-05, 2.011766220617495e-05, 2.067195538459942e-05, 14.917494972939796, 2.4171221602368393, 1.7598931061155216, 1.8031076352626845, 1.7405455628994735, 1.793194596897975, 1.8030161795108837, 2.5971766763412623, 1.0002184887481798, 0.31595235279138284, 0.5927951847220075, 0.10449790573630993, 0.15336463195724515, 0.456008781548831, 0.04802145042877176, 0.040792344467324326, 0.1533515894473453, 0.39956516741739173, 0.03170617607986788, 0.010133194077074878, 0.04078978612397213, 0.15334956958540794, 0.37421014652121226, 0.02645526524379531, 0.0025665850063961667, 0.010150208235922479, 0.040788831687284116, 1.2360329844220124]
js_param_list:
[7.646327343346346, 1.1369253976412526, 0.21223178228730832, 0.0462335545707114, 0.010691317072738505, 0.002701012583115348, 0.0006444077532065897, 0.00016180418230428466, 6.402129794029498e-05, 1.968498314365874e-05, 1.6924953659230635e-05, 6.065384498061266e-06, 9.299935263935805e-06, 1.1852805417376545e-05, 1.1821849182492628e-05, 8.602750549829853, 1.198344465680804, 1.052990177854398, 1.0729257331977795, 1.0820562338446593, 1.0805086622820688, 1.0756339188081119, 1.503943954991838, 0.6077287851397646, 0.14854021027605877, 0.36767343901811383, 0.04437681481233167, 0.09885630898936866, 0.2829765056435155, 0.01757503223494139, 0.025387881883922547, 0.09892526136629265, 0.2481673048125344, 0.010192293341661128, 0.0061815967921599645, 0.02538376152549722, 0.09892383354598411, 0.23245635974338605, 0.007921735530031428, 0.0015711629407955173, 0.006130501581707569, 0.025380028273212177, 0.6825620173760718]
ptq_acc_list:
[10.0, 10.79, 77.47, 88.08, 89.5, 89.93, 89.99, 90.01, 90.01, 90.03, 90.06, 90.07, 90.06, 90.09, 90.09, 10.0, 22.78, 77.33, 75.72, 77.74, 76.09, 77.69, 10.92, 55.56, 81.89, 80.03, 87.53, 86.94, 84.0, 89.09, 89.59, 87.0, 85.36, 89.28, 89.73, 89.35, 87.03, 85.68, 89.53, 89.9, 89.73, 89.45, 81.45]
acc_loss_list:
[0.8889629136131468, 0.8801909837885855, 0.13979569176104822, 0.021985343104596978, 0.006218076837663805, 0.0014434821230290412, 0.0007772596047080544, 0.0005551854319342345, 0.0005551854319342345, 0.00033311125916057226, 0.0, -0.00011103708638675222, 0.0, -0.00033311125916057226, -0.00033311125916057226, 0.8889629136131468, 0.7470575172107484, 0.14135021097046419, 0.15922718187874754, 0.13679769042860324, 0.1551188096824339, 0.13735287586053746, 0.8787475016655563, 0.38307794803464357, 0.09071729957805909, 0.11137019764601377, 0.028092382855873874, 0.03464357095269825, 0.06728847435043307, 0.010770597379524748, 0.005218743060182088, 0.03397734843437711, 0.05218743060182104, 0.008660892738174563, 0.0036642238507661367, 0.007883633133466666, 0.033644237175216536, 0.04863424383744165, 0.005884965578503233, 0.0017765933821896134, 0.0036642238507661367, 0.00677326226959804, 0.0956029313790806]


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:
[13.048974717343004, 2.6749312021528913, 0.4909782092613753, 0.10788846263262551, 0.024765729210361388, 0.006134660841831837, 0.001511714235343558, 0.00035217524779276296, 9.027838452787228e-05, 4.826876430404425e-05, 2.3137291736999405e-05, 1.935483645987856e-05, 2.0907217644717642e-05, 3.387203643630215e-05, 1.4449608674907743e-05, 13.81147885113297, 2.1226757078950094, 1.6530962572212622, 1.6875658424517532, 1.6481537280948702, 1.6834940394264948, 1.6566304454586653, 2.406336585421847, 0.939816429984288, 0.2922284769134882, 0.5545077160998108, 0.09259667141740417, 0.146967465597935, 0.42356516614972445, 0.04246028388371049, 0.03759871228427055, 0.14690249068281197, 0.3717209019427504, 0.027698966422784608, 0.009442294391095476, 0.037535971730376476, 0.14689964408599956, 0.3469994616021775, 0.02262714849993608, 0.0023915509517363483, 0.009467019535196476, 0.03753423478901108, 1.103711294382473]
js_param_list:
[7.87702175577721, 1.1811605933279172, 0.22674393351088745, 0.04917663913573108, 0.01150250664366638, 0.0027928304104144464, 0.0006812588208013448, 0.0001419666987856605, 4.487908372373006e-05, 4.4161934990693646e-05, 2.0421922284708402e-05, 1.0125851299536251e-05, 2.2663438017443415e-05, 1.7626631301269656e-05, 7.0688205745594876e-06, 8.778726407792607, 1.1730341880807205, 1.0298268062193983, 1.0443298310858409, 1.0362971008666828, 1.0415261153131727, 1.0389181506047174, 1.5705945195303064, 0.6537306062275565, 0.15144308109334406, 0.4032963612294232, 0.045927748342518185, 0.09826016473130708, 0.31379083728006496, 0.018516901788017837, 0.02573785465867853, 0.0982350784265641, 0.2765367058530107, 0.010813489695802557, 0.006358928752244081, 0.02563535210744919, 0.09823167663379691, 0.25956214400602157, 0.008427520460296526, 0.001612199066969595, 0.0063761376736868125, 0.02563587243935141, 0.5868812546140629]
ptq_acc_list:
[10.0, 10.82, 67.51, 88.12, 89.54, 90.05, 90.1, 90.12, 90.16, 90.13, 90.16, 90.18, 90.16, 90.17, 90.17, 10.0, 17.7, 67.89, 58.46, 68.4, 59.88, 61.53, 10.75, 59.68, 78.68, 81.82, 88.0, 86.99, 84.53, 89.13, 89.58, 87.11, 85.86, 89.36, 89.81, 89.53, 86.96, 86.77, 89.47, 90.12, 89.88, 89.48, 79.32]
acc_loss_list:
[0.889061459951187, 0.8799644996671843, 0.2510539161304637, 0.022409585089860174, 0.006656312402928714, 0.0009984468604393544, 0.0004437541601953212, 0.00022187708009758177, -0.00022187708009758177, 0.0001109385400488697, -0.00022187708009758177, -0.0004437541601953212, -0.00022187708009758177, -0.0003328156201464515, -0.0003328156201464515, 0.889061459951187, 0.803638784113601, 0.24683825160860884, 0.35145329487463944, 0.2411803860661193, 0.335700022187708, 0.3173951630796539, 0.8807410694475261, 0.33791879298868427, 0.12713556689593958, 0.09230086532061246, 0.023740847570445978, 0.034945640115376146, 0.062236520967384065, 0.011204792544930165, 0.006212558242733551, 0.03361437763479034, 0.047481695140891955, 0.008653206123807423, 0.0036609718216108087, 0.006767250942977584, 0.035278455735522594, 0.03738628799645002, 0.007432882183270487, 0.00022187708009758177, 0.0028844020412691937, 0.0073219436432216175, 0.1200355003328157]


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:
[24.501583051204396, 3.5853632714637826, 0.5764639203863853, 0.1254596836956013, 0.029294242308528968, 0.007074992528733897, 0.0017265789356264636, 0.00044525835147108414, 0.00010715587044753592, 2.763500892255966e-05, 1.3372514338448216e-05, 1.651875332239356e-05, 1.071087798827436e-05, 1.1416507626689443e-05, 1.8697256957320165e-05, 23.2714172433988, 2.7164069977501053, 2.8011785806535356, 2.6953667618375734, 2.8191085641023816, 2.773406742070304, 2.6137332471433825, 4.303955467683129, 1.728203312661921, 0.39222141068340766, 1.0466501003638464, 0.11544128460953085, 0.26217790777428135, 0.8060525439567119, 0.04629405404231517, 0.06617748628761817, 0.26216117578349835, 0.7067635183298785, 0.02682603064554569, 0.016838761834673067, 0.06618181366908193, 0.26216038591779744, 0.6617165182206839, 0.020762169553687215, 0.004244293114838931, 0.01680512193717317, 0.06618269148789903, 1.8439418092752666]
js_param_list:
[23.398090191439067, 3.662370609719416, 0.5152455334173763, 0.11217440188269354, 0.02624451610255668, 0.0063719985735158444, 0.001544632694210822, 0.00038196865652848907, 0.00010483607892653654, 2.9065382911872993e-05, 2.1424251686981593e-05, 1.6622652370079758e-05, 2.136174368302968e-05, 1.0926635195267737e-05, 1.957231372594437e-05, 23.937170004690962, 2.759034655091616, 3.7002130819772976, 3.532238910924999, 3.6297386953671507, 3.620141221546079, 3.4493545951768345, 4.26354002827198, 1.704408792013372, 0.37079297092866725, 1.0288180768202424, 0.10723518968423576, 0.2641344164185636, 0.7903383537153296, 0.041324052299147755, 0.06690974766269926, 0.2641313817787517, 0.6918113077016262, 0.022814864784890004, 0.017182124843102154, 0.06691562325891631, 0.264131453339321, 0.6472324961904546, 0.017213687801549447, 0.0043651611752884645, 0.017148119773601003, 0.06691453707221243, 2.5415331853471583]
ptq_acc_list:
[10.0, 10.71, 69.45, 89.97, 92.08, 92.86, 92.87, 92.9, 92.9, 92.88, 92.84, 92.86, 92.85, 92.85, 92.84, 10.0, 10.36, 18.61, 23.06, 16.98, 14.41, 19.57, 11.41, 13.97, 79.08, 38.49, 90.11, 84.51, 40.49, 91.79, 91.6, 79.59, 48.48, 92.36, 92.53, 91.33, 80.13, 51.38, 92.61, 92.73, 92.63, 90.82, 29.59]
acc_loss_list:
[0.8922994076467421, 0.8846526655896606, 0.2520193861066235, 0.03101777059773824, 0.008292945611200819, -0.00010770059235331305, -0.0002154011847066261, -0.0005385029617664122, -0.0005385029617664122, -0.0003231017770597861, 0.00010770059235316, -0.00010770059235331305, 0.0, 0.0, 0.00010770059235316, 0.8922994076467421, 0.8884221863220247, 0.799569197630587, 0.7516424340333872, 0.8171243941841679, 0.8448034464189553, 0.7892299407646742, 0.8771136241249328, 0.8495422724824987, 0.14830371567043615, 0.5854604200323101, 0.029509962304792622, 0.08982229402261702, 0.5639203015616585, 0.011416262789445214, 0.013462574044157244, 0.14281098546041995, 0.4778675282714055, 0.005277329025309584, 0.003446418955304181, 0.016370490037695164, 0.1369951534733441, 0.4466343564889606, 0.0025848142164781357, 0.0012924071082389913, 0.0023694130317716625, 0.021863220247711375, 0.6813139472267097]


