AlexNet_BN
Full_acc: 61.600000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[30.954255140265232, 7.030371194622713, 1.2766689998565226, 0.2757054729770005, 0.06451857175083886, 0.015585305989074583, 0.0038385109756588084, 0.0009950807589378492, 0.00025233382343069265, 8.335952043027284e-05, 4.7757709274679696e-05, 6.513127580280553e-06, 2.5334270287130868e-05, 5.838298274428465e-05, 2.8918684686232932e-05, 28.06200547785621, 4.513798009748275, 1.7107755508915887, 1.696105464302549, 1.683014471954045, 1.6757721772460925, 1.6458029650269048, 5.219215206849903, 1.953296714437447, 0.7214552016271162, 1.127399234195052, 0.23986693504483542, 0.31747890361149234, 0.852028550485009, 0.11518958928234876, 0.08394291108809784, 0.31737116729413617, 0.7507391195379884, 0.07750244862722218, 0.02080548195662084, 0.08396576977211927, 0.31737483455527477, 0.7028746165055548, 0.06444410228676635, 0.005224109463362765, 0.02069640091183959, 0.08396411549703782, 0.6095935891910232]
js_flops_wt_log_list:
[57.17303700760195, 12.985215462816626, 2.358029409672615, 0.5092327093087785, 0.11916690205186196, 0.028786325888006052, 0.007089795217845674, 0.001837931127675612, 0.00046606487411504454, 0.00015396645549698413, 8.820930328922014e-05, 1.2029857688231946e-05, 4.679282916430444e-05, 0.00010783436454625576, 5.341330367295668e-05, 51.83100256888476, 8.337061883310653, 3.159831610859667, 3.1327357108078235, 3.108556424741473, 3.0951797829362855, 3.039826136998688, 9.63997947357203, 3.6077723348636375, 1.3325400580645537, 2.0823256074778063, 0.44303831870854443, 0.586388947918881, 1.5737112596531846, 0.21275713536273982, 0.1550439879886748, 0.5861899571038426, 1.3866279537305686, 0.14314834401490867, 0.03842807990296501, 0.15508620836779813, 0.5861967305976916, 1.298221400549966, 0.11902935568203137, 0.00964901924879733, 0.0382266053534452, 0.15508315289351765, 1.1259297526781527]
js_flops_wt_cbrt_list:
[127.75935038177916, 29.01687191947318, 5.269272393573333, 1.137935704303978, 0.2662913637267626, 0.06432616645571654, 0.015842916150341474, 0.004107056388959455, 0.0010414724959387158, 0.0003440547391642728, 0.00019711325260474887, 2.688202138412569e-05, 0.00010456365044526526, 0.00024096757990011566, 0.00011935781858315996, 115.82199519953035, 18.63006875361259, 7.060986350358903, 7.000437623724479, 6.946406387284803, 6.9165148307615185, 6.792821106999562, 21.54157938248916, 8.06195846769949, 2.977705245103374, 4.6531823534113625, 0.9900171611473642, 1.310349685415696, 3.5166284448917593, 0.4754288879112317, 0.34646260235221843, 1.3099050188632115, 3.0985705126400402, 0.3198804960656622, 0.08587171124334571, 0.3465569483672631, 1.309920154969657, 2.9010164837654817, 0.2659840014494256, 0.021561779740399623, 0.0854214945168547, 0.3465501205786828, 2.5160121152660033]
js_param_list:
[16.731479038484657, 4.656304031293315, 0.8706428224280062, 0.1886976773523543, 0.04412411803201098, 0.010671571029085497, 0.0026153783759564103, 0.0006713288941462956, 0.00014957330824896432, 5.290273061274497e-05, 2.049375903972184e-05, 1.0072775420606918e-05, 7.688045246927898e-06, 1.6384201149413303e-05, 1.5270479061967546e-05, 15.979923054948255, 2.8109546070051508, 0.7815154856447334, 0.7752273475131825, 0.773336670470333, 0.7735214074768411, 0.765129995435047, 3.0218284756335874, 1.0780299834242775, 0.4795985502521087, 0.6096152108202557, 0.16222198695304593, 0.17722546998411262, 0.45771631314033673, 0.08168191462113031, 0.04587221230256364, 0.17712998097245, 0.3986340598582839, 0.056789196450664124, 0.011615201470204397, 0.0458520675046164, 0.17713069024889352, 0.3729067953998436, 0.04774167281168079, 0.0029558263237104256, 0.011534944288256953, 0.04584962927416049, 0.2590319710287575]
ptq_acc_list:
[1.0, 0.99, 9.16, 37.17, 56.28, 60.51, 61.12, 61.35, 61.56, 61.73, 61.63, 61.58, 61.61, 61.61, 61.6, 1.0, 1.85, 13.68, 11.25, 13.22, 9.9, 9.83, 2.22, 9.86, 25.87, 21.26, 47.85, 45.98, 29.56, 53.17, 57.76, 45.59, 35.14, 57.07, 60.37, 57.89, 45.49, 36.72, 57.6, 61.44, 60.37, 58.01, 43.74]
acc_loss_list:
[0.9837662337662337, 0.9839285714285714, 0.8512987012987012, 0.39659090909090905, 0.08636363636363636, 0.01769480519480525, 0.007792207792207856, 0.004058441558441558, 0.0006493506493506355, -0.0021103896103895365, -0.00048701298701300544, 0.0003246753246753754, -0.00016233766233763003, -0.00016233766233763003, 0.0, 0.9837662337662337, 0.9699675324675324, 0.7779220779220779, 0.8173701298701299, 0.7853896103896104, 0.8392857142857143, 0.8404220779220779, 0.963961038961039, 0.839935064935065, 0.5800324675324676, 0.6548701298701299, 0.2232142857142857, 0.2535714285714286, 0.5201298701298702, 0.13685064935064933, 0.06233766233766239, 0.25990259740259736, 0.42954545454545456, 0.07353896103896106, 0.019967532467532533, 0.06022727272727274, 0.261525974025974, 0.4038961038961039, 0.06493506493506493, 0.0025974025974026572, 0.019967532467532533, 0.05827922077922083, 0.28993506493506493]


VGG_16
Full_acc: 63.290000
title_list:
['INT_2', 'INT_3', 'INT_4', 'INT_5', 'INT_6', 'INT_7', 'INT_8', 'INT_9', 'INT_10', 'INT_11', 'INT_12', 'INT_13', 'INT_14', 'INT_15', 'INT_16', 'POT_2', 'POT_3', 'POT_4', 'POT_5', 'POT_6', 'POT_7', 'POT_8', 'FLOAT_3_E1', 'FLOAT_4_E1', 'FLOAT_4_E2', 'FLOAT_5_E1', 'FLOAT_5_E2', 'FLOAT_5_E3', 'FLOAT_6_E1', 'FLOAT_6_E2', 'FLOAT_6_E3', 'FLOAT_6_E4', 'FLOAT_7_E1', 'FLOAT_7_E2', 'FLOAT_7_E3', 'FLOAT_7_E4', 'FLOAT_7_E5', 'FLOAT_8_E1', 'FLOAT_8_E2', 'FLOAT_8_E3', 'FLOAT_8_E4', 'FLOAT_8_E5', 'FLOAT_8_E6']
js_flops_list:
[16.42101660644123, 4.463932477307743, 0.8282606299780116, 0.1791754541527371, 0.042021239718482935, 0.010193030906997514, 0.0023648854705972653, 0.0005985344200239009, 0.00016669397776832847, 5.06575770050397e-05, 2.2607080808961125e-05, 1.639855746564467e-05, 1.4810840757795204e-05, 1.313501123970745e-05, 2.407361345529002e-05, 16.251339425711258, 3.044407251235511, 1.498938339962735, 1.4200699262372136, 1.5197331022553802, 1.4741567021338744, 1.5446690426380056, 2.7547288528300524, 0.9683869668057979, 0.4576982294995759, 0.5384629955250636, 0.15567193144042218, 0.16607241825978808, 0.40134474210030135, 0.07892531679189357, 0.0432792045417152, 0.16593509166381434, 0.34721635812394636, 0.05493566383077612, 0.011307189681095477, 0.043225216519882516, 0.16593891515269915, 0.32421387695148235, 0.04616882660025991, 0.002792132631874573, 0.011259087522936794, 0.043224878627175826, 0.8894719013976583]
js_flops_wt_log_list:
[41.43671612446248, 11.264266232360654, 2.0900289807882517, 0.45213049886852513, 0.10603619880207424, 0.02572104628257017, 0.005967540881334133, 0.0015103389423235666, 0.000420634800024152, 0.00012782909171942203, 5.704660145805195e-05, 4.138004283413638e-05, 3.737360595595808e-05, 3.314482562656249e-05, 6.074724304496506e-05, 41.008553524106226, 7.682242948784175, 3.78241396191911, 3.583397777412654, 3.834887367351148, 3.7198800934976544, 3.897810602111538, 6.95126983976195, 2.4436231205333034, 1.1549535610970445, 1.3587549920842121, 0.39282182012490646, 0.4190663596816859, 1.012751435860093, 0.19915977343669036, 0.10921054132447254, 0.4187198303948529, 0.8761641261423541, 0.13862439590809858, 0.02853250929648413, 0.10907430820392842, 0.41872947856873405, 0.8181197732654556, 0.11650220004552485, 0.007045654360001822, 0.028411128536670906, 0.1090734555670605, 2.244489215390195]
js_flops_wt_cbrt_list:
[113.90211996715433, 30.96345279598221, 5.745115780640566, 1.2428258592753079, 0.2914745415765391, 0.07070255496497892, 0.01640370234294081, 0.004151651566279505, 0.0011562498174517793, 0.00035137930565212847, 0.00015681090227991044, 0.00011374633523039414, 0.00010273335696811116, 9.110919633369247e-05, 0.000166983303990556, 112.72517757324597, 21.117111581452367, 10.397179341188412, 9.850119452200799, 10.541419345696795, 10.22528492364923, 10.714384061647543, 19.107797269320848, 6.717082815961371, 3.174760728563265, 3.734974404088432, 1.0797969112028285, 1.15193845553033, 2.7838725249789698, 0.5474545892700481, 0.30020024130904277, 1.1509859085118255, 2.408418444816564, 0.3810536656831507, 0.07843076384456708, 0.2998257608315573, 1.1510124296158526, 2.2488649023750757, 0.3202437067204954, 0.01936724343091128, 0.07809710984977603, 0.2998234170853365, 6.1696993340027735]
js_param_list:
[20.271194529297738, 5.93027933694188, 1.1318814554174204, 0.24568611637642826, 0.05756450266756366, 0.013878914621940313, 0.0033348875153812346, 0.0008568417282392247, 0.00019412855112987382, 3.899460808457422e-05, 6.123464184651261e-06, 1.580848006667668e-05, 1.8556590947365059e-06, 5.469557139151149e-06, 4.0998876509133865e-05, 21.410733078392443, 3.8634348092078628, 1.4541121459209971, 1.4421389614681546, 1.4213795606912738, 1.4564450181560846, 1.4804955996177944, 3.9016241349323155, 1.3920826560714143, 0.6223750421202993, 0.787901156410768, 0.21140724957664925, 0.2237914482111064, 0.5920410312690766, 0.10723405710502064, 0.05774293502685638, 0.22359087834159397, 0.5159200627882348, 0.07492795409809361, 0.014570543995158319, 0.057658728748871825, 0.2235930175192116, 0.48287569520908163, 0.06290535988771455, 0.0036722136313423162, 0.014510795463934651, 0.05765763115455179, 0.7364045539295738]
ptq_acc_list:
[1.0, 1.03, 8.91, 47.1, 60.23, 62.92, 63.21, 63.26, 63.24, 63.3, 63.33, 63.31, 63.29, 63.31, 63.31, 1.0, 1.03, 22.44, 27.23, 22.75, 24.82, 17.93, 1.12, 5.02, 41.43, 29.51, 58.18, 57.96, 42.84, 61.48, 62.45, 57.48, 48.3, 61.35, 63.12, 62.24, 57.82, 49.41, 62.11, 63.12, 63.05, 62.31, 42.94]
acc_loss_list:
[0.9841997155948807, 0.9837257070627271, 0.859219465950387, 0.2558066045188813, 0.04834887027966507, 0.0058461052298940976, 0.0012640227524095165, 0.00047400853215359673, 0.0007900142202559197, -0.00015800284405116148, -0.0006320113762047582, -0.00031600568810243523, 0.0, -0.00031600568810243523, -0.00031600568810243523, 0.9841997155948807, 0.9837257070627271, 0.645441617949123, 0.5697582556486017, 0.6405435297835361, 0.6078369410649391, 0.7167009006162111, 0.9823036814662665, 0.9206825722863011, 0.34539421709590773, 0.5337336072049297, 0.08073945331015958, 0.0842155158792858, 0.3231158160846895, 0.028598514773265957, 0.013272238900300147, 0.09179965239374313, 0.23684626323273822, 0.03065255174593139, 0.0026860483488703067, 0.016590298625375213, 0.08642755569600251, 0.21930794754305583, 0.01864433559804076, 0.0026860483488703067, 0.0037920682572286615, 0.015484278717016858, 0.3215357876441776]


VGG_19
Full_acc: 60.840000
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:
[14.015103864594977, 3.8435144527962457, 0.7076177452584133, 0.15381967561171, 0.03602518650714564, 0.008724838120785536, 0.0021896544260230875, 0.0005529540029432198, 0.0001629760751164309, 7.131949008052141e-05, 2.9227706692427575e-05, 4.224468367340833e-05, 4.549431386534403e-05, 2.3138856170440975e-05, 3.33318153549819e-05, 15.39734483339301, 2.714644205355139, 1.4196819338218691, 1.540437303413022, 1.4157837024298614, 1.4685023190873225, 1.535824519309249, 2.5227128354643056, 0.9000526079719748, 0.3973690280265586, 0.5114831995065607, 0.1325113586016059, 0.15449947546200804, 0.3835608915821099, 0.06609197184321991, 0.03961150494349369, 0.15443438377230523, 0.33322336767462624, 0.045447834097109396, 0.010056585171781585, 0.03957312688799412, 0.15443565138102808, 0.3115842624046735, 0.038112580157972815, 0.0025701294365993665, 0.010064025655704877, 0.03957409556427708, 0.844387471733455]
js_flops_wt_log_list:
[36.74726120988221, 10.077601345335646, 1.8553565048809766, 0.4033114455328517, 0.09445716218037192, 0.02287631319296751, 0.005741220609553466, 0.0014498319369959012, 0.0004273193021704335, 0.000186997967097853, 7.663433555463681e-05, 0.0001107645323697674, 0.00011928498363807712, 6.066951768663627e-05, 8.739520857517953e-05, 40.371463386773456, 7.117731032881023, 3.722371475882786, 4.038989115804229, 3.7121504080546304, 3.85037733777645, 4.026894508157807, 6.614491652574597, 2.359916031113744, 1.0418919196522805, 1.3410964997708963, 0.3474415569698888, 0.4050938641942251, 1.0056873219805018, 0.17329154151574813, 0.1038604018306481, 0.404923195368135, 0.8737035594940974, 0.1191631148170684, 0.02636812154638754, 0.10375977550323766, 0.4049265190073531, 0.8169663521650905, 0.09993025752635584, 0.006738816826646022, 0.026387630314135442, 0.1037623153488743, 2.2139633987677203]
js_flops_wt_cbrt_list:
[104.85476350118113, 28.755462881685077, 5.294080732126931, 1.1508102875240702, 0.2695243965216137, 0.06527535197595877, 0.01638201894243332, 0.0041369555135521855, 0.0012193143895175794, 0.0005335806525351083, 0.00021866868076934857, 0.00031605590358466085, 0.00034036818899715025, 0.0001731146136967676, 0.0002493737934358624, 115.19607465272355, 20.309758592758797, 10.6214277722082, 11.524865651963363, 10.592262941563282, 10.986680145683465, 11.490354856256383, 18.873813587085262, 6.733792646798202, 2.972938043054819, 3.8266894371415896, 0.9913909523347744, 1.1558962471587473, 2.8696317175888852, 0.4944706899000793, 0.29635563338694737, 1.1554092601342043, 2.493028788666761, 0.3400204480775739, 0.0752388901291326, 0.29606850587280825, 1.1554187438179593, 2.3311346430807323, 0.2851413459003671, 0.019228563473071236, 0.07529455651517215, 0.29607575307722, 6.317330895822822]
js_param_list:
[15.48721233615551, 5.038649289056825, 0.9805414226093438, 0.21248447040121501, 0.0495578065878288, 0.012001135256917515, 0.003004822777167226, 0.0007228562814786265, 0.00021507286158543073, 6.094618761402669e-05, 1.3936222034342194e-05, 3.5241469722179125e-05, 2.8869367953322092e-05, 1.6632959955752478e-05, 3.3417124642363266e-05, 16.37163630644863, 3.2369734271078485, 1.03654177030809, 1.0745363407793256, 1.0523130489969477, 1.0448524450751904, 1.1006536161908438, 2.9967337832454364, 1.0261928088209593, 0.5314980935211822, 0.5656530882303566, 0.18388125278642936, 0.1706968179771684, 0.4199915941156042, 0.09560615249284497, 0.04429630850628619, 0.1705218979415742, 0.36461441659812127, 0.06754368352095583, 0.011241337203897597, 0.04419386157704079, 0.17052542977686416, 0.34078178281609445, 0.05721551424670466, 0.002847753216944273, 0.011174315993409518, 0.04419458953738452, 0.5084200788650286]
ptq_acc_list:
[1.0, 0.97, 5.33, 33.99, 52.84, 59.66, 60.93, 60.81, 60.89, 60.85, 60.85, 60.84, 60.83, 60.85, 60.85, 1.0, 0.99, 23.69, 25.0, 24.98, 24.18, 24.35, 0.96, 1.23, 32.37, 27.31, 52.21, 53.02, 40.75, 58.14, 59.57, 52.88, 44.72, 58.94, 60.39, 59.45, 53.2, 46.95, 59.88, 60.69, 60.63, 59.81, 42.89]
acc_loss_list:
[0.9835634451019066, 0.9840565417488495, 0.9123931623931624, 0.4413214990138067, 0.13149243918474687, 0.019395134779750276, -0.0014792899408283416, 0.0004930966469428195, -0.0008218277449046212, -0.0001643655489809009, -0.0001643655489809009, 0.0, 0.00016436554898101768, -0.0001643655489809009, -0.0001643655489809009, 0.9835634451019066, 0.9837278106508875, 0.6106180144641684, 0.589086127547666, 0.5894148586456278, 0.6025641025641026, 0.5997698882314267, 0.9842209072978304, 0.9797830374753452, 0.467948717948718, 0.5511176857330703, 0.14184746877054571, 0.12853385930309008, 0.33021038790269563, 0.04437869822485212, 0.020874424720578617, 0.13083497698882315, 0.264957264957265, 0.031229454306377476, 0.007396449704142058, 0.022846811308349778, 0.12557527942143326, 0.22830374753451677, 0.01577909270216964, 0.002465483234714097, 0.0034516765285996192, 0.01692965154503618, 0.29503616042077585]


Inception_BN
Full_acc: 68.440000
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:
[21.71831660555812, 4.697612319470905, 0.7047081291631722, 0.15340213253769422, 0.03591944913709296, 0.00869243794117787, 0.0021348319103553373, 0.000565929566061959, 0.00010927400352406203, 6.0877663578580146e-05, 4.8938011472047214e-05, 2.3124638859600032e-05, 3.095444712318846e-05, 1.7562018791028706e-05, 1.96634308605024e-05, 20.337903723937306, 2.9287138069294056, 2.3827509775633873, 2.2791241597204044, 2.313675344931919, 2.517667888963041, 2.420379552390045, 3.596532276314623, 1.3790708377263001, 0.4310201285871601, 0.81372898334754, 0.13694590672105744, 0.22301281454319888, 0.6207682134481936, 0.062281192511334835, 0.05752468396335935, 0.22295542729537426, 0.5429266349561096, 0.040273516009724265, 0.01454000506810312, 0.057493410271407586, 0.22295641293271715, 0.5081720800586023, 0.032879550163518, 0.00365648681431155, 0.014561366155643511, 0.05749414078959679, 1.6236628786529401]
js_flops_wt_log_list:
[68.9481149459668, 14.913288173153338, 2.2372036459061917, 0.48699851186710197, 0.1140317803114764, 0.02759547257800063, 0.006777350133473437, 0.0017966298899139896, 0.0003469070228792437, 0.00019326544604215078, 0.00015536119587363585, 7.34126998483684e-05, 9.826962269222351e-05, 5.5753312389653275e-05, 6.242456613119945e-05, 64.56578330565321, 9.297649531102756, 7.564407098044206, 7.235427929083466, 7.345115946472126, 7.992721450592023, 7.683864759037016, 11.417741314755448, 4.378071116886187, 1.3683392644827506, 2.583307007521594, 0.4347557082562601, 0.7079882594405575, 1.9707235562020946, 0.19772116311926508, 0.18262089986850474, 0.7078060748527139, 1.7236035699286567, 0.1278544309647863, 0.04615946801760657, 0.18252161675431886, 0.7078092039090789, 1.6132699243939008, 0.10438115647811108, 0.01160807615757133, 0.04622728205429525, 0.1825239358959445, 5.154565928107548]
js_flops_wt_cbrt_list:
[248.33833413894462, 53.714900608338795, 8.057992984859936, 1.754078400257928, 0.41072134290607865, 0.0993937788606428, 0.024410759356396312, 0.006471127952883577, 0.0012494948154920021, 0.0006961063250872148, 0.000559582239533728, 0.0002644189416820687, 0.00035394897184606736, 0.00020081310029179553, 0.00022484172010384004, 232.553987604558, 33.4884107820973, 27.24559270328526, 26.060670695625593, 26.455746609371033, 28.78830163568875, 27.67585706300471, 41.124588539626714, 15.769000918464473, 4.9285044811574314, 9.304593161395807, 1.565909502099771, 2.5500425222239356, 7.098181079774878, 0.7121549923668377, 0.6577666421749271, 2.549386327096826, 6.208100679873033, 0.46050796926007986, 0.16625785057670905, 0.657409042794518, 2.549397597378048, 5.810699333178481, 0.3759615840924008, 0.04181013937492564, 0.16650210417110686, 0.657417395912923, 18.565791346126876]
js_param_list:
[18.32723971827104, 6.621253743239008, 0.861933701911443, 0.18789982007951292, 0.04395796559434963, 0.010623812268730234, 0.002611874104488947, 0.0006858536781494174, 0.0001485722244224492, 6.123368155953467e-05, 5.664373689038539e-05, 2.1275306823323014e-05, 1.9210450771633464e-05, 2.9407106742084076e-05, 2.2788188711075516e-05, 18.978629559677433, 3.4103876644527706, 2.9848876761403993, 2.7472829539231682, 2.8294276855419622, 3.0776664326209304, 3.0348223591240493, 3.1576499562573233, 1.1330692970868683, 0.4869886890415182, 0.6418872885961755, 0.16301100077808972, 0.1897346798912318, 0.4819072568356359, 0.08109993364229118, 0.04895814031554814, 0.1896555118674395, 0.4194379033173077, 0.05582817152546735, 0.012417857808916272, 0.0489046170295227, 0.18965622798305004, 0.39219254222988986, 0.0468403253289113, 0.0031186607016981892, 0.012428292248452783, 0.04890472579998137, 2.1307484643587236]
ptq_acc_list:
[1.0, 0.99, 18.15, 54.29, 65.94, 67.72, 68.38, 68.36, 68.52, 68.4, 68.41, 68.43, 68.43, 68.45, 68.43, 1.0, 1.06, 2.67, 1.78, 2.71, 3.03, 3.66, 1.07, 1.75, 30.72, 2.8, 57.67, 50.06, 6.13, 64.38, 63.32, 46.54, 11.57, 65.84, 67.87, 66.54, 29.29, 18.75, 66.35, 68.27, 67.69, 65.69, 5.27]
acc_loss_list:
[0.9853886616014027, 0.9855347749853888, 0.7348042080654588, 0.20675043834015194, 0.03652834599649328, 0.010520163646990047, 0.000876680303915872, 0.0011689070718877601, -0.0011689070718877601, 0.0005844535359437762, 0.000438340151957936, 0.00014611338398584024, 0.00014611338398584024, -0.00014611338398604786, 0.00014611338398584024, 0.9853886616014027, 0.9845119812974868, 0.9609877264757452, 0.9739918176504968, 0.9604032729398013, 0.9557276446522501, 0.9465225014611339, 0.984365867913501, 0.9744301578024547, 0.5511396843950906, 0.9590882524839276, 0.15736411455289298, 0.26855639976621853, 0.9104324956165984, 0.05932203389830512, 0.0748100526008182, 0.3199883109292811, 0.8309468147282291, 0.03798947983635293, 0.008328462887200369, 0.027761542957334767, 0.5720338983050848, 0.7260374050263004, 0.030537697253068433, 0.002483927527761568, 0.010958503798947984, 0.04018118059614261, 0.9229982466393922]


MobileNetV2
Full_acc: 50.300000
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:
[24.943058840686717, 3.893947362340972, 0.6866993578702529, 0.14941589537450753, 0.034537665473809966, 0.008377922613199295, 0.0020675590896694503, 0.0005277259420932586, 0.00013953845297348135, 3.3769229097913906e-05, 9.89793747312717e-06, 9.66509468936261e-06, 1.1227369808491925e-05, 6.138225473374198e-06, 7.894201357233607e-06, 23.738344515592697, 2.285147128881083, 1.1085230231764136, 1.1081885728167844, 1.1079220932485532, 1.107702181324594, 1.1081500840432619, 4.549060714027057, 1.7909816975415174, 0.4559357214826594, 1.0733191392627879, 0.1367259627503318, 0.28954548605424946, 0.8246443175920913, 0.056461880183734235, 0.07344399062115757, 0.2894901687664786, 0.7221736506676362, 0.03366192186997838, 0.018724227613793155, 0.07343372898773493, 0.28949074317336, 0.6769354706149453, 0.026331287861963485, 0.004721447912070984, 0.018710270282897467, 0.07343436432320832, 0.31530800794071917]
js_flops_wt_log_list:
[44.21261345213266, 6.902184316436191, 1.2172032893504303, 0.264845914368036, 0.0612194543935329, 0.014850217705659056, 0.003664834830597785, 0.00093541627093357, 0.00024733773521641063, 5.985736882627956e-05, 1.7544507522827225e-05, 1.7131783964764304e-05, 1.9900981856214543e-05, 1.088026099243471e-05, 1.399280157858383e-05, 42.07720700034872, 4.050518716881178, 1.9649033520517059, 1.9643105248221484, 1.9638381786588992, 1.963448375589852, 1.9642423018637347, 8.063400090749399, 3.174589852792386, 0.8081651068412848, 1.9025029976513859, 0.24235247884235359, 0.5132314658555307, 1.4617164912317975, 0.10008104055273692, 0.130182540499748, 0.5131334136528296, 1.2800829547898636, 0.05966716228346395, 0.033189475395375895, 0.1301643513259662, 0.5131344318130149, 1.1998963914368128, 0.04667330736673084, 0.008368963598412701, 0.03316473544348563, 0.13016547748462529, 0.5588966117782364]
js_flops_wt_cbrt_list:
[97.22925657385598, 15.178796217269259, 2.6767874975525965, 0.5824304276540145, 0.13462949990469666, 0.032657549842521144, 0.008059445896153148, 0.0020571013904986104, 0.0005439276767429551, 0.00013163409753524834, 3.8582641698974954e-05, 3.767500920255127e-05, 4.376483360488162e-05, 2.3927101454187458e-05, 3.077198085890482e-05, 92.53322153818104, 8.90761465632946, 4.321076662122754, 4.3197729583534885, 4.318734208035145, 4.31787698065919, 4.319622927242231, 17.732459926394817, 6.981333769108412, 1.7772596187325975, 4.183850210335258, 0.5329644530555695, 1.128662387928496, 3.214503660094255, 0.2200911552223829, 0.2862882477053805, 1.1284467584501712, 2.8150680163214767, 0.13121580874140748, 0.07298794997184281, 0.2862482473591804, 1.1284489975161336, 2.6387273901227903, 0.10264064082127715, 0.018404433609162253, 0.07293354361713665, 0.286250723927758, 1.229085951312921]
js_param_list:
[26.089298367664295, 4.370053256116123, 0.7869862183623308, 0.17056755863537207, 0.03990258208152068, 0.009672586532405027, 0.0023807657690726406, 0.0006086038460787329, 0.00016859429652491142, 4.0041267543034166e-05, 1.2522874249115467e-05, 9.133500232666013e-06, 9.649836320315574e-06, 3.5987794909059226e-06, 1.0537985858346685e-05, 24.731258628120905, 2.604903153666661, 1.1432817285729853, 1.143141719791697, 1.1425625712807268, 1.1424401731436173, 1.1427752659915693, 4.727417561722829, 1.8532421603793925, 0.49805644984465886, 1.1075984611633638, 0.15327424975276238, 0.28947395726853087, 0.8491768020826799, 0.06628769060108393, 0.07409990300052388, 0.28939540644091033, 0.7436098724468654, 0.041090835950582626, 0.01883602993099688, 0.07408649516268899, 0.2893964389155294, 0.6962273651556354, 0.032906093987645824, 0.004726829206045366, 0.018810946611709636, 0.07408736223387083, 0.3258388955068092]
ptq_acc_list:
[1.0, 1.11, 5.68, 33.68, 44.84, 48.81, 50.22, 49.97, 50.27, 50.19, 50.29, 50.28, 50.25, 50.28, 50.28, 1.0, 1.43, 1.59, 2.04, 1.42, 1.49, 1.95, 1.05, 1.22, 11.38, 3.04, 33.19, 16.76, 5.75, 42.03, 45.26, 17.89, 7.87, 44.72, 48.36, 44.23, 18.69, 9.08, 45.43, 50.08, 49.12, 44.75, 19.96]
acc_loss_list:
[0.9801192842942346, 0.9779324055666004, 0.8870775347912525, 0.33041749502982104, 0.10854870775347901, 0.029622266401590356, 0.0015904572564611988, 0.006560636182902551, 0.0005964214711728436, 0.0021868787276341835, 0.00019880715705761454, 0.00039761431411522907, 0.000994035785288214, 0.00039761431411522907, 0.00039761431411522907, 0.9801192842942346, 0.9715705765407555, 0.9683896620278329, 0.9594433399602386, 0.9717693836978131, 0.9703777335984095, 0.9612326043737573, 0.9791252485089463, 0.9757455268389662, 0.7737574552683896, 0.9395626242544731, 0.34015904572564615, 0.6667992047713717, 0.885685884691849, 0.16441351888667985, 0.10019880715705765, 0.6443339960238569, 0.8435387673956263, 0.11093439363817095, 0.038568588469184845, 0.12067594433399603, 0.6284294234592445, 0.8194831013916501, 0.09681908548707749, 0.004373757455268367, 0.023459244532803177, 0.11033797216699796, 0.6031809145129224]


ResNet_18
Full_acc: 43.260000
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:
[46.311099294601945, 9.548303298968824, 1.7068367445029802, 0.3690169578949064, 0.08744178551322478, 0.020969894114682308, 0.005193754056287901, 0.001289666218046486, 0.00032020181224332234, 9.251734120127963e-05, 3.093387880740029e-05, 2.2315740581704047e-05, 1.7777078448398154e-05, 1.4924990035261266e-05, 2.5591690802796662e-05, 41.84219818922616, 6.424586394489597, 2.9036512979876132, 3.0275134763395477, 2.8653664753646004, 2.9401542897087785, 3.0035196956581642, 7.661224630509365, 2.8805547522073174, 1.0140070022483827, 1.6784576855410833, 0.32870288355107435, 0.47857924130777696, 1.274373233158023, 0.15485956930700528, 0.12357650602487279, 0.4783970006581733, 1.1129624975475279, 0.10272283076757197, 0.031025385803962198, 0.12349215653738986, 0.47839373946143815, 1.0409729168710533, 0.0847966975499837, 0.007782104196933858, 0.030982875843929922, 0.12349244712610134, 1.3100030176859263]
js_flops_wt_log_list:
[71.88322523002209, 14.820698429940787, 2.6493201846816574, 0.5727812447144618, 0.13572550983031995, 0.032549078831111335, 0.008061648250725096, 0.002001795868278863, 0.0004970112853967791, 0.00014360369277672418, 4.801499017341939e-05, 3.463807663482422e-05, 2.7593249858072923e-05, 2.3166291377271925e-05, 3.972294551446642e-05, 64.946680220695, 9.972123267189673, 4.506993429694263, 4.699249994525819, 4.447568441529013, 4.56365269314146, 4.662007295321729, 11.891610090043557, 4.471143401781969, 1.5739227709486943, 2.605270738258521, 0.510206489847105, 0.7428417791272324, 1.9780583821487325, 0.24037013737692053, 0.19181314956953593, 0.7425589085873173, 1.7275196465289284, 0.1594444634828936, 0.04815702562807657, 0.1916822238670774, 0.7425538466185235, 1.615778761065105, 0.13161985359000175, 0.01207923710022796, 0.048091042460368105, 0.1916826749134597, 2.0333622696644182]
js_flops_wt_cbrt_list:
[152.43295444381062, 31.428234353250442, 5.618052079972356, 1.2146190867540996, 0.28781458247907515, 0.06902239339949089, 0.017095238236911624, 0.004244935552331316, 0.0010539440652880636, 0.00030452077086066834, 0.00010181884280100494, 7.345224620628446e-05, 5.8513242625285314e-05, 4.9125595392301354e-05, 8.42350343157908e-05, 137.72356924273325, 21.14652211042868, 9.557366436310195, 9.965058719102375, 9.431351966524907, 9.677516010793385, 9.886083204954595, 25.21691609299277, 9.481344170279737, 3.337603415461339, 5.524642425099377, 1.0819253361953858, 1.5752432742732378, 4.194598702109221, 0.5097201757876295, 0.4067519925058309, 1.5746434292887315, 3.663315366519636, 0.3381121334029251, 0.10212003802311528, 0.40647435622038985, 1.5746326950617118, 3.4263617066231378, 0.27910827709781644, 0.025614791110486035, 0.10198011651618263, 0.40647531269295245, 4.311874115660411]
js_param_list:
[97.81722707993141, 22.73239077300788, 4.1429612857486955, 0.9051066244569851, 0.2123234938429031, 0.05120082275701424, 0.0125970394999174, 0.0031343074684991737, 0.0007879633449540001, 0.00022757400273937378, 6.47977291347397e-05, 4.595541245012092e-05, 2.6343920545673693e-05, 2.5207733679211142e-05, 1.710209183983391e-05, 96.76805130718965, 15.417926002759907, 6.8064063417673175, 7.183530213004662, 6.713597808537161, 6.874996418338524, 7.066415702786158, 17.7478938276552, 6.646934943267997, 2.405351970591189, 3.8718121712536933, 0.7873832018324953, 1.0715453586195163, 2.941115688672916, 0.37673368505084254, 0.27741269676365804, 1.0711173153398603, 2.5703957050923085, 0.25275853273544635, 0.07004410235166722, 0.2771727906181428, 1.0711062086309968, 2.4056015001106976, 0.20973276395637827, 0.017605165510262966, 0.06992661593008742, 0.27717556472297894, 3.3668324246675914]
ptq_acc_list:
[1.0, 1.42, 9.05, 31.18, 40.7, 42.74, 43.14, 43.14, 43.25, 43.25, 43.28, 43.3, 43.27, 43.27, 43.29, 1.0, 1.5, 3.79, 1.6, 2.49, 2.56, 2.13, 1.14, 3.64, 15.84, 13.98, 33.29, 27.58, 21.1, 39.24, 40.47, 28.76, 24.81, 40.48, 42.96, 40.82, 27.59, 26.0, 40.9, 43.15, 42.8, 40.33, 16.98]
acc_loss_list:
[0.9768839574664817, 0.967175219602404, 0.7907998150716596, 0.27924179380490055, 0.05917706888580664, 0.012020342117429405, 0.0027739251040221325, 0.0027739251040221325, 0.00023116042533513663, 0.00023116042533513663, -0.0004623208506704375, -0.0009246417013407108, -0.0002311604253353009, -0.0002311604253353009, -0.0006934812760055742, 0.9768839574664817, 0.9653259361997226, 0.9123901987979658, 0.9630143319463708, 0.9424410540915394, 0.9408229311141932, 0.950762829403606, 0.9736477115117892, 0.9158576051779935, 0.6338418862690707, 0.6768377253814146, 0.23046694405917706, 0.36245954692556637, 0.5122515025427646, 0.09292649098474333, 0.06449375866851594, 0.33518261673601474, 0.4264909847434119, 0.0642625982431808, 0.006934812760055413, 0.05640314378178451, 0.36222838650023115, 0.39898289412852517, 0.054553860379103085, 0.002542764678686996, 0.01063337956541842, 0.06773000462320851, 0.6074895977808599]


ResNet_50
Full_acc: 37.100000
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:
[38.37237809889991, 5.246261241387925, 0.7754120557277933, 0.1668912034928133, 0.03906485368457993, 0.009485100609602, 0.002337019188278503, 0.0005853575140575716, 0.00014612157339234067, 3.7508880691788716e-05, 2.1247760613417826e-05, 1.6771571663420586e-05, 1.273911537180461e-05, 1.1578714388590811e-05, 1.0678311601581226e-05, 33.472594844739106, 3.1253180157294405, 2.310301727722747, 2.3562521237083858, 2.450588535171482, 2.3449475271695834, 2.40319084852709, 6.129155830656942, 2.389971497133795, 0.6015240414213472, 1.4174562107697137, 0.1776237283207883, 0.4437904127539243, 1.0797579519238398, 0.06561295493894756, 0.11793938875573966, 0.4437573132314104, 0.9408953669480978, 0.035047808297243986, 0.029808419005175665, 0.11792546678810481, 0.4437592433449091, 0.8786793832680858, 0.025876138724446832, 0.007555920273236011, 0.02979701265824952, 0.11792465578571457, 0.9838703174427896]
js_flops_wt_log_list:
[73.99909773976927, 10.11713679483832, 1.4953410589384712, 0.3218408420594206, 0.07533450021117902, 0.018291513892426853, 0.0045068176615849385, 0.001128830946672456, 0.00028178771103213636, 7.233388874849514e-05, 4.0975180384470415e-05, 3.2343087196010536e-05, 2.4566708925016877e-05, 2.232893712070371e-05, 2.0592558059980522e-05, 64.55012538278302, 6.0270101768974, 4.4552944547112805, 4.5439073583723095, 4.725830128816315, 4.522107042998907, 4.634426201814515, 11.819752224010912, 4.608933383170657, 1.1600072379990285, 2.7334891888183006, 0.34253794745364136, 0.8558262937133854, 2.082255991895274, 0.12653110664677447, 0.2274398613870332, 0.8557624630382228, 1.814466855357199, 0.0675878410524368, 0.05748395644770392, 0.22741301361020047, 0.8557661851598248, 1.694486627771432, 0.04990076230519226, 0.01457119184461297, 0.057461959912100465, 0.2274114496350674, 1.8973417700633484]
js_flops_wt_cbrt_list:
[168.59101358531396, 23.049718157663378, 3.4068126839698896, 0.7332450723488758, 0.17163344062937108, 0.04167327658478704, 0.010267813808795344, 0.002571798295909496, 0.000641992635989423, 0.00016479719338689003, 9.335312731990723e-05, 7.368676131740369e-05, 5.596995753501045e-05, 5.0871676229088e-05, 4.691571034900252e-05, 147.0635642560528, 13.731245186061955, 10.15042927391165, 10.352314698210842, 10.766786566114712, 10.302647372830652, 10.558542395988434, 26.928760871936024, 10.50046249683306, 2.6428267640276024, 6.227666647882724, 0.780398971291869, 1.949815966912249, 4.7439720069593925, 0.2882738867258745, 0.5181727606434839, 1.9496705424604357, 4.133872109324737, 0.15398434544627654, 0.13096481955082095, 0.5181115937637922, 1.949679022513203, 3.860522990258247, 0.11368814421626247, 0.0331973237142475, 0.13091470517988912, 0.518108030583146, 4.322684761071398]
js_param_list:
[49.945718323491185, 7.44807442429426, 1.2068698334049077, 0.26343882101115146, 0.06137353593833893, 0.014881871606304302, 0.003682648051475471, 0.0009193966025286882, 0.00022807705200574002, 6.18077100265939e-05, 3.442866724336601e-05, 2.5122784867850573e-05, 2.0130562501819766e-05, 1.3678309485367636e-05, 1.0095147817679504e-05, 45.007906204119216, 4.589554523953724, 3.0832926106129595, 3.150104947891661, 3.303810391657527, 3.1297490888092074, 3.2184388272932445, 8.444122701642135, 3.320489217723546, 0.8392835371246071, 1.984797846403652, 0.25266529455515846, 0.5507232081921996, 1.5199836485663667, 0.10228204035022223, 0.1430896593264097, 0.5506574324215415, 1.3291535361589786, 0.05952715689294671, 0.03659003048680164, 0.14305481919196644, 0.550659740459459, 1.243222111597989, 0.04618834437089072, 0.009243521839648905, 0.03658159618440049, 0.14305265911851456, 1.414802210943476]
ptq_acc_list:
[1.0, 1.04, 3.5, 23.35, 34.27, 36.68, 36.76, 36.92, 37.08, 37.14, 37.12, 37.11, 37.11, 37.1, 37.11, 1.0, 1.01, 1.77, 2.31, 1.75, 2.12, 1.69, 1.0, 1.54, 5.97, 1.66, 26.26, 20.46, 3.58, 33.43, 34.02, 18.35, 4.11, 34.56, 36.38, 33.36, 18.47, 4.98, 35.06, 36.86, 36.49, 33.71, 8.05]
acc_loss_list:
[0.9730458221024259, 0.9719676549865229, 0.9056603773584906, 0.37061994609164417, 0.07628032345013472, 0.011320754716981178, 0.009164420485175294, 0.004851752021563334, 0.0005390835579515668, -0.0010781671159029419, -0.0005390835579513752, -0.0002695417789756876, -0.0002695417789756876, 0.0, -0.0002695417789756876, 0.9730458221024259, 0.9727762803234502, 0.9522911051212937, 0.9377358490566037, 0.9528301886792453, 0.942857142857143, 0.9544474393530998, 0.9730458221024259, 0.9584905660377359, 0.8390835579514825, 0.955256064690027, 0.2921832884097035, 0.4485175202156334, 0.9035040431266846, 0.09892183288409707, 0.08301886792452826, 0.5053908355795148, 0.8892183288409704, 0.06846361185983825, 0.019407008086253338, 0.10080862533692728, 0.502156334231806, 0.865768194070081, 0.05498652291105119, 0.006469002695417843, 0.0164420485175202, 0.0913746630727763, 0.7830188679245282]


ResNet_152
Full_acc: 38.560000
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:
[33.66854346221386, 4.154697929171488, 0.6787129152558027, 0.14747151575352796, 0.03448815229468351, 0.008341607924202353, 0.0020673235097247796, 0.000512707024238025, 0.00012720980204321603, 3.9677057618262354e-05, 2.0056850957330397e-05, 1.8724513245024113e-05, 1.640912415376573e-05, 1.3640162378495634e-05, 1.3084535140359858e-05, 32.37820625905684, 3.5554461953275474, 3.4296427937882705, 3.579874842605743, 3.567857679796559, 3.6048307928777223, 3.398603467915731, 5.664133830023334, 2.1992671598090263, 0.5476609775673071, 1.301018702611541, 0.16208696107237489, 0.41433650181429, 0.9889468949881792, 0.05892148576366311, 0.11162578635099828, 0.41430854036032155, 0.8615209273455552, 0.030365965428374823, 0.0286719451513968, 0.11160863344587821, 0.4143088747267852, 0.8044598801299715, 0.022023678061550856, 0.00720633651260789, 0.028664658465049106, 0.11160903338209736, 2.139758314664933]
js_flops_wt_log_list:
[80.14251184444474, 9.889585166415209, 1.6155661117598328, 0.3510320460182508, 0.08209345785545138, 0.01985584593575831, 0.004920928612500273, 0.0012204159888544257, 0.00030280231986927627, 9.44448061346346e-05, 4.774208356278029e-05, 4.457066953920834e-05, 3.9059261008009835e-05, 3.2468196202356765e-05, 3.1145615599386294e-05, 77.07107322686993, 8.463163520605345, 8.163708909233511, 8.521311956875948, 8.492707048147048, 8.580715552475684, 8.089824823805957, 13.482552729690216, 5.234999090528037, 1.303618210591343, 3.0968641961274055, 0.38582174521899265, 0.9862609008169458, 2.3540278282031006, 0.14025304884383472, 0.26570709584809876, 0.9861943431068279, 2.050710961153298, 0.07228126000587932, 0.0682489192464756, 0.26566626613702754, 0.9861951390120116, 1.9148863847957367, 0.05242379676706152, 0.017153516307139856, 0.06823157447040644, 0.26566721812038896, 5.09334792785858]
js_flops_wt_cbrt_list:
[209.25233064489606, 25.82173552533868, 4.218247799031159, 0.9165456892958245, 0.21434625633264953, 0.05184367127209551, 0.012848558866004821, 0.003186509683147471, 0.0007906177345715357, 0.0002465956624785721, 0.00012465471851875388, 0.00011637414731379309, 0.00010198384366910652, 8.477455436343253e-05, 8.132129257679828e-05, 201.2327955146802, 22.097344474963432, 21.31546761697896, 22.249170210555512, 22.174482710979444, 22.404273170792877, 21.122556055842832, 35.20298424394774, 13.668597794178515, 3.4037509251873566, 8.08592138948926, 1.007381694714773, 2.5751300697993544, 6.146373480413772, 0.3662011169251766, 0.6937619971659957, 2.57495628742538, 5.354412261662942, 0.18872657931582398, 0.17819812590900544, 0.6936553906720815, 2.5749583655361215, 4.999773899231263, 0.13687868526075386, 0.04478788078156616, 0.17815283864843104, 0.6936578763033967, 13.298746198003496]
js_param_list:
[35.64931536330689, 4.658213924601981, 0.8023829211088676, 0.17474871555875185, 0.0408733507736506, 0.009907835396837386, 0.002445121924268682, 0.000602245475093518, 0.00014976819273500744, 4.356943795178302e-05, 2.1737175879709135e-05, 1.9698749128066407e-05, 1.9920456092062944e-05, 1.5797760223147713e-05, 1.5120632188557826e-05, 35.4227787977079, 4.133444357825877, 3.8702658650770454, 4.041708078037307, 4.02899935226451, 4.0655213543433195, 3.8387725234234376, 6.259461479874493, 2.4405641709634938, 0.6076009961373882, 1.4491747943412618, 0.1810519820147383, 0.43515448218732355, 1.1046365092390036, 0.06890011038225868, 0.11574239945601895, 0.4351194006313603, 0.9638271859206384, 0.03748131594762573, 0.029742992361991686, 0.1157150903462242, 0.43511924572879146, 0.9006129278534172, 0.028047717722324936, 0.007477854161178018, 0.02973171027232506, 0.11571523498310131, 2.5197745411619548]
ptq_acc_list:
[1.0, 1.19, 3.77, 31.35, 37.12, 38.47, 38.39, 38.55, 38.46, 38.54, 38.51, 38.52, 38.54, 38.56, 38.53, 1.0, 0.99, 1.01, 1.03, 1.0, 0.97, 0.91, 1.0, 0.99, 1.32, 1.0, 2.77, 1.9, 1.13, 7.99, 3.02, 1.66, 1.06, 6.68, 3.68, 2.76, 1.84, 1.28, 11.22, 5.78, 5.13, 2.94, 1.15]
acc_loss_list:
[0.9740663900414938, 0.9691390041493777, 0.9022302904564314, 0.18698132780082988, 0.03734439834024909, 0.0023340248962656486, 0.004408713692946102, 0.0002593360995851949, 0.002593360995850659, 0.0005186721991702056, 0.0012966804979254217, 0.0010373443983402268, 0.0005186721991702056, 0.0, 0.0007780082987552162, 0.9740663900414938, 0.9743257261410788, 0.9738070539419088, 0.9732883817427386, 0.9740663900414938, 0.9748443983402489, 0.9764004149377594, 0.9740663900414938, 0.9743257261410788, 0.9657676348547718, 0.9740663900414938, 0.9281639004149377, 0.9507261410788382, 0.9706950207468878, 0.7927904564315352, 0.9216804979253111, 0.9569502074688797, 0.9725103734439834, 0.8267634854771785, 0.9045643153526971, 0.9284232365145229, 0.9522821576763485, 0.966804979253112, 0.7090248962655602, 0.850103734439834, 0.866960580912863, 0.9237551867219918, 0.9701763485477178]


AlexNet
Full_acc: 56.880000
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:
[33.87359446965535, 16.740572236264075, 3.8246736674371498, 0.833928087283217, 0.1946716118354284, 0.047067667751298656, 0.011615297169904466, 0.002902892826769317, 0.000730158297205726, 0.00020891966597511133, 7.95563599103879e-05, 5.2209678902559896e-05, 7.887115795261579e-06, 7.152630183898668e-06, 1.6723434333818066e-05, 33.8311148521711, 10.488390582380545, 1.3429597361471546, 1.3382069314135554, 1.338223249744882, 1.3381893231696378, 1.338210073262586, 7.258449801385262, 2.0160824353992757, 1.8050176598979768, 0.8980064073289054, 0.647597640019581, 0.3764314204520171, 0.5963570555891465, 0.35556753508190725, 0.09788623073706697, 0.37576247481030245, 0.4969683201711997, 0.26011238737184705, 0.024912719409893935, 0.0975442185037343, 0.3757619024857827, 0.4587752260822144, 0.2235077581418984, 0.006317632878853032, 0.024808516446777278, 0.09754686903029722, 0.3757628998916201]
js_flops_wt_log_list:
[62.52739923899464, 30.901487134582304, 7.059979937379987, 1.5393510864895057, 0.3593450823365269, 0.08688239021607877, 0.02144072203712518, 0.0053584611131251335, 0.0013478020290390354, 0.0003856456206620018, 0.00014685339291565844, 9.63740485174821e-05, 1.4558857596771575e-05, 1.3203067761768185e-05, 3.0869852214074516e-05, 62.44898594853805, 19.36056080220566, 2.4789745788328323, 2.470201358165361, 2.4702314802363645, 2.4701688550397085, 2.4702071577166556, 13.398400603573009, 3.7214943766851367, 3.3318890900397844, 1.6576335056656009, 1.1954029921450808, 0.6948562170982561, 1.100817798867428, 0.6563434902784869, 0.18068857247434625, 0.6936214077470918, 0.9173557471827785, 0.48014246338035554, 0.04598648525673686, 0.18005725076807239, 0.6936203512910438, 0.8468549668651244, 0.4125738364988264, 0.011661743002069475, 0.045794136603495524, 0.18006214338532153, 0.6936221924063426]
js_flops_wt_cbrt_list:
[139.68911739076165, 69.03535916139256, 15.772323465423446, 3.438981906225315, 0.8027936232952317, 0.19409929972770973, 0.047899570013122235, 0.011971051292316686, 0.003011052404951551, 0.000861550248875403, 0.0003280773083783373, 0.00021530410573011345, 3.252516485033172e-05, 2.9496267315427067e-05, 6.896468527797117e-05, 139.5139384537053, 43.252393087919664, 5.538144480113536, 5.518544697192303, 5.518611991299587, 5.518472083698219, 5.518557653659573, 29.93264996689242, 8.31399148502611, 7.4435951582215365, 3.7032303307343666, 2.6705858700562013, 1.5523410994424647, 2.4592781501126844, 1.4663018769057627, 0.40366667283032076, 1.5495824779339848, 2.049415395761236, 1.0726605895611911, 0.10273594641068477, 0.402256270782381, 1.549580117762049, 1.8919133742827652, 0.9217091352026001, 0.026052876131477637, 0.10230623057523344, 0.40226720111681974, 1.5495842308992371]
js_param_list:
[16.908999565606642, 8.938215392372381, 2.2406724487195606, 0.49450757096648745, 0.11290482808020397, 0.02724221263697541, 0.006689312570274382, 0.001667825756809197, 0.0004132059555793042, 9.423551553131659e-05, 4.1809971545706765e-05, 1.7976497508185753e-05, 5.959596778938092e-06, 3.0228186088649967e-06, 7.170491602584759e-06, 16.900737113597582, 5.7971680827348155, 0.6602696296814521, 0.6573461876334223, 0.6574078853478714, 0.6573612661856714, 0.6573367159300887, 3.9010552175892337, 1.0336175916249588, 0.9979067410050385, 0.4347818470896162, 0.360209614136694, 0.18502362163867106, 0.2783401308316823, 0.1995933769954112, 0.04802116166788542, 0.18465816480058367, 0.22852847589063074, 0.14686012481332805, 0.012197579452241356, 0.04785543629494371, 0.18465781703645243, 0.21003939159009058, 0.12643302822656555, 0.003118306121547932, 0.012115905553535242, 0.04785527191586849, 0.18465819751280046]
ptq_acc_list:
[1.0, 0.98, 11.4, 38.64, 51.7, 55.32, 56.63, 56.79, 56.73, 56.87, 56.83, 56.93, 56.87, 56.89, 56.89, 1.0, 0.96, 25.06, 25.67, 25.69, 25.05, 25.18, 4.83, 23.01, 20.31, 43.33, 39.41, 48.06, 47.11, 49.65, 51.15, 48.14, 49.37, 51.37, 55.57, 51.37, 48.05, 48.35, 52.41, 56.65, 55.61, 51.32, 48.18]
acc_loss_list:
[0.9824191279887482, 0.9827707454289734, 0.79957805907173, 0.3206751054852321, 0.0910689170182841, 0.027426160337552782, 0.004395218002812939, 0.001582278481012718, 0.0026371308016878633, 0.00017580872011260752, 0.0008790436005626628, -0.0008790436005625379, 0.00017580872011260752, -0.0001758087201124826, -0.0001758087201124826, 0.9824191279887482, 0.9831223628691983, 0.559423347398031, 0.5486990154711674, 0.5483473980309423, 0.5595991561181435, 0.5573136427566807, 0.9150843881856541, 0.5954641350210971, 0.6429324894514769, 0.23822081575246137, 0.3071378340365683, 0.1550632911392405, 0.17176511954992973, 0.12710970464135027, 0.10073839662447263, 0.15365682137834039, 0.1320323488045008, 0.09687060478199727, 0.023030942334739842, 0.09687060478199727, 0.1552390998593531, 0.1499648382559775, 0.07858649789029545, 0.004043600562587974, 0.022327707454289785, 0.09774964838255981, 0.15295358649789034]


