| format_id,max,mean,mean_bca95_high,mean_bca95_low,median,median_bca95_high,median_bca95_low,metric,min,n,q25,q75,std
|
| bf16,1.0000000883164262,1.000000008399452,1.0000000275233294,0.9999999900994163,1.0000000132986733,1.0000000361990984,0.9999999869465328,dinov2_large_image_cosine_to_bf16,0.9999998995136015,30,0.9999999812815303,1.0000000451444586,4.74838894516694e-08
|
| fp8_scaled,0.9990380046966528,0.9592263163287699,0.9745078495123376,0.9348029715126559,0.9710118776462895,0.9884617715728155,0.9414876221033244,dinov2_large_image_cosine_to_bf16,0.8339299280345938,30,0.9397423976879167,0.9892272838175618,0.040266986524845214
|
| int8_convrot,0.9994426207438029,0.9747110712306669,0.9840584932999488,0.9616270341773688,0.9838329627814222,0.9938522515155327,0.9637905948588256,dinov2_large_image_cosine_to_bf16,0.8697761881740599,30,0.9625561276707824,0.9944581270668518,0.02761079659221253
|
| mxfp8,0.9992130391924932,0.9650753241452109,0.9774617812160433,0.946008471820417,0.9794431846076316,0.9881060875147536,0.9644349477737532,dinov2_large_image_cosine_to_bf16,0.8435983265842217,30,0.9578004265676212,0.9892633205852963,0.03928833421484908
|
| nvfp4,0.9927072006236084,0.921143514382719,0.9436932438894632,0.8901975713664323,0.9347693606993568,0.9708130087272056,0.8923405128580253,dinov2_large_image_cosine_to_bf16,0.7742967238004093,30,0.8702379679626541,0.9744959468668348,0.06233988811743947
|
| int4_convrot,0.9885934446494875,0.8797392477061481,0.9184911643398956,0.8291553317568755,0.9112576965374248,0.9477555261091675,0.853636623680778,dinov2_large_image_cosine_to_bf16,0.5978301303822195,30,0.8420643736753057,0.960088658862235,0.09997125868348651
|
| gguf_q8_0,0.9989298610671624,0.9799612789541914,0.9872860044561044,0.9699668381011598,0.9905676394491303,0.9954137575354709,0.971682603107787,dinov2_large_image_cosine_to_bf16,0.9051122966099583,30,0.9686377648486635,0.995658466685398,0.0220019097699819
|
| gguf_q4_k_m,0.9914807061388438,0.9340293255680715,0.9556034447646925,0.9027629041747575,0.9545968283410777,0.9730674727912509,0.9047583077214002,dinov2_large_image_cosine_to_bf16,0.7899225185134612,30,0.898328574520977,0.9735982534716395,0.05512314457582849
|
| bf16,0.0,0.0,0.0,0.0,0.0,0.0,0.0,dists,0.0,30,0.0,0.0,0.0
|
| fp8_scaled,0.15055304765701294,0.051304304599761964,0.06978587482632605,0.03982391999423102,0.042738109827041626,0.05922994017601013,0.03169947862625122,dists,0.017882049083709717,30,0.0299847275018692,0.06542082130908966,0.031550285048114246
|
| int8_convrot,0.11818915605545044,0.03466375072797139,0.049908950680957465,0.02503633177239456,0.026795655488967896,0.03763192892074585,0.0206071138381958,dists,0.003576338291168213,30,0.01743854582309723,0.04030798375606537,0.02801484933406217
|
| mxfp8,0.1401481032371521,0.04750467340151469,0.06711637076102364,0.03476623075476806,0.035131752490997314,0.0532895028591156,0.03017646875185167,dists,0.004149675369262695,30,0.029238015413284302,0.05851832032203674,0.033330181739859764
|
| nvfp4,0.19701147079467773,0.08801797827084859,0.10204016213523202,0.07653043704416197,0.08443576097488403,0.101826012134552,0.06442761421203613,dists,0.03400731086730957,30,0.061743080615997314,0.11066558957099915,0.03621241900517073
|
| int4_convrot,0.17702502012252808,0.12543688615163168,0.1369599512166738,0.11351881173892175,0.13264748454093933,0.13990554213523865,0.11125904321670532,dists,0.0731390118598938,30,0.11017036437988281,0.14528340101242065,0.027280720580522343
|
| gguf_q8_0,0.12237286567687988,0.033796403805414835,0.050517101030767855,0.02391100492970594,0.024558991193771362,0.04111379384994507,0.016328811645507812,dists,0.004444301128387451,30,0.014626190066337585,0.0488194078207016,0.03025125586084626
|
| gguf_q4_k_m,0.13136398792266846,0.07589179476102194,0.08900632359113562,0.06476540160679556,0.06629142165184021,0.09222069382667542,0.0543857216835022,dists,0.03494572639465332,30,0.0522821843624115,0.09956756234169006,0.027637467069630696
|
| bf16,0.3447265625,0.27633056640625,0.2973443217993806,0.25089740725404247,0.2877197265625,0.308349609375,0.24310302734375,hpsv2_1,0.171142578125,30,0.244293212890625,0.31591796875,0.04651941224206469
|
| fp8_scaled,0.353271484375,0.27591552734375,0.2971720377604167,0.25152587890625,0.2857666015625,0.29736328125,0.2432861328125,hpsv2_1,0.177978515625,30,0.2413330078125,0.303955078125,0.04584655460162336
|
| int8_convrot,0.34619140625,0.27720540364583335,0.2979248046875,0.25203198506776453,0.28857421875,0.3095703125,0.2440185546875,hpsv2_1,0.17333984375,30,0.24517822265625,0.3150634765625,0.04610534438911367
|
| mxfp8,0.35205078125,0.276611328125,0.29768473307291665,0.25119830452813957,0.2896728515625,0.3048095703125,0.23974609375,hpsv2_1,0.171875,30,0.239959716796875,0.3074951171875,0.04670293512810871
|
| nvfp4,0.348876953125,0.2723795572916667,0.2933544879934367,0.2468966758232989,0.28564453125,0.2987060546875,0.236083984375,hpsv2_1,0.16455078125,30,0.23712158203125,0.3023681640625,0.046515017925069436
|
| int4_convrot,0.360595703125,0.27129720052083334,0.2940300277330276,0.24406670723930615,0.2864990234375,0.2998046875,0.232421875,hpsv2_1,0.1678466796875,30,0.23358154296875,0.302734375,0.05026433040140601
|
| gguf_q8_0,0.35107421875,0.27657877604166664,0.2976394644736054,0.25149739583333336,0.2867431640625,0.305908203125,0.2431640625,hpsv2_1,0.173828125,30,0.241455078125,0.307861328125,0.04657632596151615
|
| gguf_q4_k_m,0.34814453125,0.272607421875,0.2934651692708333,0.24733514061711268,0.28515625,0.302734375,0.2430419921875,hpsv2_1,0.170654296875,30,0.243316650390625,0.307373046875,0.0466383672297874
|
| bf16,0.0,0.0,0.0,0.0,0.0,0.0,0.0,lpips_alex,0.0,30,0.0,0.0,0.0
|
| fp8_scaled,0.3820990324020386,0.1264743079120914,0.18625874261914185,0.08270866140658097,0.09370071068406105,0.17221540212631226,0.04312717542052269,lpips_alex,0.021495753899216652,30,0.042709083296358585,0.17643478512763977,0.10711371911167711
|
| int8_convrot,0.28394433856010437,0.07244204020438096,0.1073777973725979,0.04725852738371055,0.04186439700424671,0.08600236475467682,0.02455641608685255,lpips_alex,0.005779309663921595,30,0.023480938747525215,0.09854498319327831,0.07215048423581227
|
| mxfp8,0.3678184747695923,0.10497030741535127,0.15554451843046357,0.06797323619550298,0.07122896611690521,0.1423274278640747,0.03228048235177994,lpips_alex,0.0031711203046143055,30,0.03099331259727478,0.15937044098973274,0.09732756936551985
|
| nvfp4,0.44609522819519043,0.21921894767632086,0.2616719525324047,0.1718276085328811,0.20512405037879944,0.2915562391281128,0.14014990627765656,lpips_alex,0.024270767346024513,30,0.13827631622552872,0.305231548845768,0.11252626171472946
|
| int4_convrot,0.5811458230018616,0.3219427287578583,0.3903633518012353,0.25173804133219274,0.3147275298833847,0.42824432253837585,0.20592859387397766,lpips_alex,0.06495121121406555,30,0.19599925726652145,0.4350004643201828,0.14858332009640987
|
| gguf_q8_0,0.32637086510658264,0.07161818519234657,0.11622448757877843,0.04494170486172527,0.04261758178472519,0.08880101144313812,0.01815104391425848,lpips_alex,0.0032204180024564266,30,0.01340003334917128,0.11634491570293903,0.0778392920187458
|
| gguf_q4_k_m,0.37078195810317993,0.18404781532784303,0.23395858958744575,0.1364341146223375,0.1532520204782486,0.24530509114265442,0.09799712151288986,lpips_alex,0.030456528067588806,30,0.0967559888958931,0.26177120208740234,0.1074229703808229
|
| bf16,0.0,0.0,0.0,0.0,0.0,0.0,0.0,lpips_vgg,0.0,30,0.0,0.0,0.0
|
| fp8_scaled,0.3665781617164612,0.14539796921114126,0.20123727477280212,0.1024217312374525,0.09543363004922867,0.18791768699884415,0.05986759997904301,lpips_vgg,0.0344182550907135,30,0.05911336001008749,0.21097444370388985,0.10244581089377869
|
| int8_convrot,0.30687659978866577,0.08575619366019964,0.12138620848125187,0.060260746336359965,0.050026947632431984,0.1094667911529541,0.034907590597867966,lpips_vgg,0.012240605428814888,30,0.034275008365511894,0.1303403116762638,0.07150329391836473
|
| mxfp8,0.35648101568222046,0.12272146384542187,0.17056539458576614,0.08620750131698147,0.0947742909193039,0.1796317845582962,0.05934765189886093,lpips_vgg,0.014053110964596272,30,0.0589706227183342,0.19296270608901978,0.09079705969066877
|
| nvfp4,0.44362935423851013,0.24042122587561607,0.28090796375735066,0.1982602925538945,0.2236902341246605,0.31399184465408325,0.18850541859865189,lpips_vgg,0.07175146043300629,30,0.1702096089720726,0.32828274369239807,0.10108864041707974
|
| int4_convrot,0.6063505411148071,0.3506282995144526,0.4056376737176297,0.3012407737400253,0.33684250712394714,0.42269468307495117,0.27550190687179565,lpips_vgg,0.17532223463058472,30,0.2674302011728287,0.434578500688076,0.11182686236550719
|
| gguf_q8_0,0.32499998807907104,0.08496197331696749,0.12823456054078602,0.05722080347294085,0.0550285205245018,0.11510779708623886,0.03076383750885725,lpips_vgg,0.004857093095779419,30,0.02981826849281788,0.14556844532489777,0.07668850594065887
|
| gguf_q4_k_m,0.398654580116272,0.2073124445974827,0.2544996279250258,0.16442673388569282,0.18820242583751678,0.2634657025337219,0.12846118211746216,lpips_vgg,0.07466328889131546,30,0.12124519608914852,0.2814710959792137,0.1005294351145594
|
| bf16,1.0,1.0,1.0,1.0,1.0,1.0,1.0,ms_ssim,1.0,30,1.0,1.0,0.0
|
| fp8_scaled,0.9930009841918945,0.8483239730199178,0.9084990327492932,0.7547556166882755,0.869319498538971,0.9625673294067383,0.8052575290203094,ms_ssim,0.43679410219192505,30,0.7964089959859848,0.9683683663606644,0.15242192268740185
|
| int8_convrot,0.9970208406448364,0.9166152695814769,0.9496642273638194,0.8550445410173996,0.9561639130115509,0.9839557409286499,0.9065420627593994,ms_ssim,0.5410804748535156,30,0.8975338190793991,0.9885507076978683,0.10305741897618577
|
| mxfp8,0.9977141618728638,0.8777395576238632,0.9255420200710697,0.7920319987248211,0.9172250628471375,0.9839997291564941,0.8452204763889313,ms_ssim,0.44286975264549255,30,0.825881615281105,0.9876376092433929,0.13564754304482293
|
| nvfp4,0.9860314130783081,0.7496655414501826,0.8174127541458134,0.6774230441580816,0.7687365114688873,0.8618973195552826,0.6211484670639038,ms_ssim,0.42906951904296875,30,0.5945302695035934,0.8774771094322205,0.16538902192354002
|
| int4_convrot,0.9679651260375977,0.658824426929156,0.7519351554629595,0.5632870644912248,0.6427672505378723,0.7973213195800781,0.5159263908863068,ms_ssim,0.2940448522567749,30,0.5152721256017685,0.823727935552597,0.19825342269859877
|
| gguf_q8_0,0.9988769888877869,0.9161211550235748,0.9518260902014738,0.8422306383646682,0.9526853859424591,0.9911565780639648,0.874070554971695,ms_ssim,0.4878024458885193,30,0.866970106959343,0.9929526001214981,0.11036125460810206
|
| gguf_q4_k_m,0.9910087585449219,0.7919322818517684,0.8606452808274617,0.7145820075656139,0.798898845911026,0.9215598702430725,0.7213739156723022,ms_ssim,0.4318520724773407,30,0.6792362779378891,0.9262368679046631,0.15538579788412427
|
| bf16,7.0,0.9333333333333333,2.1333333333333333,0.0,0.0,0.0,0.0,ocr_recognized_line_count,0.0,30,0.0,0.0,1.9640446187314116
|
| fp8_scaled,6.0,0.8666666666666667,1.8666666666666667,0.0,0.0,0.0,0.0,ocr_recognized_line_count,0.0,30,0.0,0.0,1.7952683659406263
|
| int8_convrot,7.0,0.9333333333333333,2.1333333333333333,0.0,0.0,0.0,0.0,ocr_recognized_line_count,0.0,30,0.0,0.0,1.9640446187314116
|
| mxfp8,7.0,0.9,2.0,0.0,0.0,0.0,0.0,ocr_recognized_line_count,0.0,30,0.0,0.0,1.9000907419347655
|
| nvfp4,7.0,0.9333333333333333,2.1666666666666665,0.26666666666666666,0.0,0.0,0.0,ocr_recognized_line_count,0.0,30,0.0,0.0,1.9640446187314111
|
| int4_convrot,6.0,0.9333333333333333,2.1333333333333333,0.0,0.0,0.0,0.0,ocr_recognized_line_count,0.0,30,0.0,0.0,1.946408422486513
|
| gguf_q8_0,8.0,0.9,2.0,0.0,0.0,0.0,0.0,ocr_recognized_line_count,0.0,30,0.0,0.0,1.971346467912661
|
| gguf_q4_k_m,4.0,0.7666666666666667,1.6,0.0,0.0,0.0,0.0,ocr_recognized_line_count,0.0,30,0.0,0.0,1.568731825465999
|
| bf16,1.000000125266627,0.9999999940734259,1.0000000141910794,0.999999969473375,0.9999999923568554,1.0000000049637345,0.9999999617486633,openclip_vith14_image_cosine_to_bf16,0.9999998769699886,30,0.9999999471789609,1.0000000300142222,6.385695605784303e-08
|
| fp8_scaled,0.9965124998783443,0.9791456502532384,0.9852222198590554,0.9696768922130987,0.9863771911451533,0.989969561094228,0.974226961250514,openclip_vith14_image_cosine_to_bf16,0.9313569096429853,30,0.9731082294139901,0.9910437253915281,0.016882672154409112
|
| int8_convrot,0.9984301021934913,0.988199698017437,0.992057110822077,0.9814200573576358,0.993389964999944,0.9951276246734035,0.9839241501162583,openclip_vith14_image_cosine_to_bf16,0.940550418707031,30,0.9818777282732937,0.9964521522736833,0.012568302358385589
|
| mxfp8,0.9992730458008162,0.9819962665894467,0.9874015691250904,0.973198318277606,0.9870062383489837,0.9896330012876107,0.9819852106407714,openclip_vith14_image_cosine_to_bf16,0.9318314106031923,30,0.9805235806302957,0.9913865440104338,0.01599301731225812
|
| nvfp4,0.9912252998774632,0.958928857737406,0.9665945685314776,0.9492745509886698,0.9602555988555297,0.9666151067279733,0.9525271345988313,openclip_vith14_image_cosine_to_bf16,0.890382264515351,30,0.9495445747135758,0.9763968999286123,0.023856647902892405
|
| int4_convrot,0.9876509999570782,0.9358737633573803,0.9497959565363328,0.9181532836742164,0.9462415885223231,0.9578240354699025,0.9164440142592085,openclip_vith14_image_cosine_to_bf16,0.8387275159607446,30,0.9099625896485063,0.960782174586309,0.034411418249800645
|
| gguf_q8_0,0.9987256809463121,0.9880865902818792,0.9915714453145625,0.9823098170013332,0.9908825270197752,0.9964932456318629,0.983805452001485,openclip_vith14_image_cosine_to_bf16,0.9615455220076895,30,0.9832659679085268,0.9966838814284764,0.010436481549087759
|
| gguf_q4_k_m,0.9916788527011178,0.9669160508560661,0.973849014342115,0.9569490916206972,0.9723147188803174,0.979873649463301,0.9572883294528889,openclip_vith14_image_cosine_to_bf16,0.9246293738786993,30,0.9546469852078003,0.9809999742574852,0.018762559601764484
|
| bf16,51.275699615478516,41.73448168436686,44.36252439097732,39.19454726451913,41.32732963562012,44.64219665527344,37.6806755065918,openclip_vith14_prompt_score,32.6300048828125,30,37.64154624938965,46.55621528625488,5.296917473155288
|
| fp8_scaled,51.483497619628906,41.69884287516276,44.21863258300701,39.38238897961775,41.257368087768555,45.165687561035156,37.25627899169922,openclip_vith14_prompt_score,34.211238861083984,30,37.541443824768066,45.91065788269043,4.960724074952656
|
| int8_convrot,51.184898376464844,41.74314206441243,44.36214682642037,39.22715620328133,41.76202392578125,44.18941116333008,37.436418533325195,openclip_vith14_prompt_score,32.58320236206055,30,37.313395500183105,46.82499980926514,5.236417859366287
|
| mxfp8,51.27956008911133,41.81309967041015,44.4804831635057,39.227317263288036,41.58754348754883,44.63146209716797,37.887760162353516,openclip_vith14_prompt_score,32.4578857421875,30,37.85694694519043,46.197611808776855,5.356400715433708
|
| nvfp4,49.52870178222656,41.10029900868734,43.5309717380504,38.58487844656003,41.326290130615234,43.966217041015625,37.42136764526367,openclip_vith14_prompt_score,28.00858497619629,30,37.34918022155762,44.098819732666016,5.1095241436151
|
| int4_convrot,50.72105026245117,41.702103805541995,44.36522000829101,39.14043778202504,40.899118423461914,44.61785888671875,37.635297775268555,openclip_vith14_prompt_score,32.33118438720703,30,37.25326633453369,45.3039608001709,5.349305842521763
|
| gguf_q8_0,50.974143981933594,41.508483759562175,44.17845900515991,38.92581449752202,41.2250862121582,44.00979804992676,37.84197998046875,openclip_vith14_prompt_score,31.58041000366211,30,37.912227630615234,46.42632865905762,5.379032727515447
|
| gguf_q4_k_m,51.412620544433594,41.257834370930986,43.939523695593266,38.74398414818252,40.99188423156738,44.78124237060547,36.48802947998047,openclip_vith14_prompt_score,31.60901641845703,30,36.83518981933594,45.60615253448486,5.293229603237661
|
| bf16,25.29480743408203,22.62093989054362,23.364877288009957,21.940722864313717,22.496188163757324,23.060813903808594,21.685227394104004,pickscore_v1,19.95904541015625,30,21.673014163970947,23.276992797851562,1.4286343462104703
|
| fp8_scaled,25.59395980834961,22.57025864919027,23.316283953961957,21.906389006773033,22.677390098571777,23.034337997436523,21.571516036987305,pickscore_v1,19.942903518676758,30,21.533616065979004,23.21449089050293,1.4147090190680083
|
| int8_convrot,25.285961151123047,22.61975015004476,23.3364960148654,21.94568962356075,22.668380737304688,23.17673683166504,21.630441665649414,pickscore_v1,20.049015045166016,30,21.60701560974121,23.310662746429443,1.4064606063365444
|
| mxfp8,25.251150131225586,22.549300765991212,23.263202289356617,21.88591665046901,22.493693351745605,22.990985870361328,21.66012191772461,pickscore_v1,19.957420349121094,30,21.716032028198242,23.318511486053467,1.3873977056236133
|
| nvfp4,25.195621490478516,22.525117937723795,23.230122006340505,21.759680550209257,22.693706512451172,23.060690879821777,21.559537887573242,pickscore_v1,18.805866241455078,30,21.60318946838379,23.374277591705322,1.4798059498521416
|
| int4_convrot,25.640050888061523,22.483275985717775,23.219870122476394,21.76913885668563,22.446505546569824,22.956897735595703,21.557964324951172,pickscore_v1,19.45649528503418,30,21.59214973449707,23.23176383972168,1.466307131164752
|
| gguf_q8_0,25.352222442626953,22.619608561197918,23.348931729878345,21.930928685048553,22.583970069885254,23.117713928222656,21.63036346435547,pickscore_v1,19.721363067626953,30,21.60446071624756,23.27887773513794,1.443138914792924
|
| gguf_q4_k_m,25.608129501342773,22.529804229736328,23.28704461176569,21.859929443718816,22.50207805633545,23.1097993850708,21.495193481445312,pickscore_v1,20.08012580871582,30,21.506459712982178,23.384817123413086,1.4512174875303723
|
| bf16,92.47869873046875,28.90343017578125,43.00375993383553,21.666648214461496,25.84674072265625,30.82025146484375,14.27899169921875,pyiqa_brisque,5.27423095703125,30,15.6673583984375,31.696044921875,20.044888654219015
|
| fp8_scaled,82.77606201171875,28.141845703125,40.763157580363455,20.75981295568797,25.12017822265625,32.8299560546875,11.59588623046875,pyiqa_brisque,4.93988037109375,30,13.748504638671875,33.50335693359375,19.201905236741815
|
| int8_convrot,84.04071044921875,28.76402587890625,41.203055989529304,21.658746992590913,26.58160400390625,32.2066650390625,14.94268798828125,pyiqa_brisque,5.02484130859375,30,16.05682373046875,32.88446044921875,18.782114217428536
|
| mxfp8,83.58953857421875,27.969059244791666,40.18382805892927,20.83837144237908,25.06439208984375,32.1849365234375,12.82952880859375,pyiqa_brisque,4.67498779296875,30,14.3382568359375,33.780609130859375,18.67648027263219
|
| nvfp4,78.13275146484375,27.870222981770834,38.09014017416803,21.19018756244045,26.21856689453125,30.67724609375,15.65789794921875,pyiqa_brisque,5.89056396484375,30,16.7606201171875,31.83233642578125,16.6439481517059
|
| int4_convrot,83.73358154296875,25.58603515625,38.106626885357386,18.181653644251153,23.49676513671875,29.96893310546875,11.358642578125,pyiqa_brisque,-0.64410400390625,30,11.086761474609375,33.8233642578125,19.41142901059096
|
| gguf_q8_0,92.15216064453125,28.83919677734375,42.26872859976268,21.707687106768315,25.5048828125,32.63690185546875,16.50970458984375,pyiqa_brisque,4.98822021484375,30,17.27166748046875,35.413970947265625,19.502029511076177
|
| gguf_q4_k_m,93.45404052734375,28.64237060546875,42.870060786656,20.629168414152705,25.18109130859375,33.87908935546875,15.51507568359375,pyiqa_brisque,1.51556396484375,30,16.346649169921875,34.28228759765625,21.106985424279305
|
| bf16,0.5886019468307495,0.4486085921525955,0.48511676900284917,0.4078449170011878,0.46450284123420715,0.5032989382743835,0.38209348917007446,pyiqa_maniqa,0.30211153626441956,30,0.3840566948056221,0.5086005926132202,0.07910948523631957
|
| fp8_scaled,0.5733467936515808,0.45054213603337606,0.4863341734884785,0.40986787821039034,0.460313081741333,0.5022063255310059,0.3907573074102402,pyiqa_maniqa,0.3129104673862457,30,0.39040523022413254,0.5153893381357193,0.07805641661014472
|
| int8_convrot,0.5910975933074951,0.4471082826455434,0.4847491893091786,0.40526333789322366,0.4587847888469696,0.503241240978241,0.38572658598423004,pyiqa_maniqa,0.29667970538139343,30,0.3857003524899483,0.506202444434166,0.08083502706969084
|
| mxfp8,0.5723727941513062,0.4488763362169266,0.4851128906167471,0.4068849264670546,0.4635789692401886,0.506023108959198,0.3849424421787262,pyiqa_maniqa,0.302993506193161,30,0.38602184504270554,0.514892190694809,0.07931189558985263
|
| nvfp4,0.5702823996543884,0.44783570766448977,0.4848345272047819,0.4055742587001569,0.4793853163719177,0.5045722424983978,0.3713224530220032,pyiqa_maniqa,0.3072735071182251,30,0.3742770627140999,0.5077926069498062,0.07980009796442984
|
| int4_convrot,0.588295042514801,0.45180230140686034,0.4924189709520967,0.40347478478778664,0.481753870844841,0.5042989253997803,0.3890146017074585,pyiqa_maniqa,0.2737230956554413,30,0.390000581741333,0.5076169967651367,0.08990674649087119
|
| gguf_q8_0,0.5705673694610596,0.4485794335603714,0.48429743712440787,0.4067599524783092,0.46295879781246185,0.5059154033660889,0.38571786880493164,pyiqa_maniqa,0.2999446392059326,30,0.38666193187236786,0.5177141278982162,0.07821080561262655
|
| gguf_q4_k_m,0.5795517563819885,0.4480923573176066,0.4835878719498311,0.4077174902818256,0.45679180324077606,0.4991296976804733,0.39013609290122986,pyiqa_maniqa,0.30576780438423157,30,0.38893187046051025,0.5104908719658852,0.07763019572295217
|
| bf16,77.23944854736328,68.20770530700683,71.81155596948581,57.766785831626656,71.56268310546875,73.33185577392578,69.0898323059082,pyiqa_musiq,28.860599517822266,30,68.82169532775879,73.8019905090332,11.43809754922697
|
| fp8_scaled,76.8619384765625,68.2199229558309,71.81130440217407,57.681499245837415,72.23281860351562,73.51761245727539,68.56974029541016,pyiqa_musiq,29.581417083740234,30,68.27790451049805,73.6502914428711,11.391187822474997
|
| int8_convrot,77.40489196777344,67.84555651346842,71.51309195603804,57.661750371630895,70.95245742797852,73.20479202270508,68.89421844482422,pyiqa_musiq,29.176006317138672,30,68.67657470703125,73.37248611450195,11.501212592171361
|
| mxfp8,76.84375762939453,68.21601829528808,71.87863158121218,57.214703988893525,72.05448913574219,72.9996452331543,69.21273803710938,pyiqa_musiq,28.116840362548828,30,69.35589027404785,73.52084159851074,11.695819942831415
|
| nvfp4,76.9495620727539,67.55103925069173,71.05050358005133,58.27716846965151,69.80179214477539,72.78083038330078,66.76284790039062,pyiqa_musiq,28.360130310058594,30,66.79618263244629,72.83377075195312,10.74531510096879
|
| int4_convrot,77.20024871826172,67.8231819152832,71.62994693748192,59.01985981159481,72.28760528564453,73.33744812011719,66.1318130493164,pyiqa_musiq,26.877826690673828,30,65.89234161376953,73.6420726776123,11.168834400463926
|
| gguf_q8_0,76.80199432373047,68.22193953196208,71.76803154067319,57.856934525862535,71.7872314453125,72.98062896728516,68.88428497314453,pyiqa_musiq,29.19369888305664,30,68.60127639770508,73.62247085571289,11.235965228139431
|
| gguf_q4_k_m,76.6702651977539,68.19413324991862,71.5472924627486,58.86751270901731,71.05509567260742,73.14620208740234,68.77481079101562,pyiqa_musiq,29.080718994140625,30,68.35689544677734,73.17464637756348,10.546104604593774
|
| bf16,11.766508692323699,5.2023862857583225,6.8796621736878,4.335730810914248,4.279002139260847,4.886892248269733,3.81730031543237,pyiqa_niqe,3.22929132562609,30,3.820825286903663,5.16346387413795,2.34490294456827
|
| fp8_scaled,11.69740062317578,5.271203360727984,6.90813936014333,4.418857757663049,4.447991296029056,5.187684336685193,3.8414335189670723,pyiqa_niqe,3.269988810959199,30,3.8046694760249737,5.233510314117815,2.312809300046681
|
| int8_convrot,12.175289572146195,5.299165102941194,7.060358575345349,4.381970076623147,4.369027962732032,5.083710502406942,3.7679025765240057,pyiqa_niqe,3.2159665728829796,30,3.7590264046582496,5.258197489205607,2.468737551280756
|
| mxfp8,10.800768208357503,5.143625343612843,6.500999803184008,4.3868278808955665,4.395213866557401,5.169401275111138,3.8833719283203068,pyiqa_niqe,3.1744788871393754,30,3.8754448711764953,5.236629870264908,2.032163639354589
|
| nvfp4,11.706782729018412,5.264681563158549,6.799029744182431,4.424006256479019,4.430766531945498,4.980185472286554,3.937436269506489,pyiqa_niqe,3.3403983826152035,30,3.9359129981531145,5.242094593319523,2.251213225292878
|
| int4_convrot,14.149234683278157,5.3472987000506285,7.4694056571762175,4.488172078434349,4.407180398716652,5.025684831036419,4.0668230271714805,pyiqa_niqe,3.3348031396697086,30,3.9486640475000074,6.188738431671974,2.5596107749831076
|
| gguf_q8_0,11.848173753427744,5.232919619155796,6.873776486889545,4.383284084901478,4.274705214211827,5.153565667979796,3.9038751240893883,pyiqa_niqe,3.2147219240628266,30,3.8480332156830257,5.163869909377158,2.3419787036314164
|
| gguf_q4_k_m,11.519495439612397,5.243562255857556,6.857154813558489,4.390186761047986,4.305879118204222,4.797207061722467,3.8538044732866052,pyiqa_niqe,3.3455887107659112,30,3.871188740703009,5.18297180941939,2.2959238331264493
|
| bf16,0.7204250693321228,0.5733892023563385,0.613338425282793,0.4965949223205985,0.5969395935535431,0.6177598834037781,0.5419432520866394,pyiqa_topiq_nr,0.2532931864261627,30,0.5382301807403564,0.6446931958198547,0.10809375919371231
|
| fp8_scaled,0.7197762131690979,0.5781486650307973,0.6172032911798129,0.5025298054088538,0.5981931686401367,0.652131199836731,0.5481460392475128,pyiqa_topiq_nr,0.25142282247543335,30,0.5435057431459427,0.6522476524114609,0.1063514700617778
|
| int8_convrot,0.7242098450660706,0.5722560465335846,0.6130299613350555,0.49809737080758554,0.5963552296161652,0.6225141882896423,0.5320471525192261,pyiqa_topiq_nr,0.25106868147850037,30,0.5285522937774658,0.6445451378822327,0.10811301007703494
|
| mxfp8,0.7195144891738892,0.577045539021492,0.6177614489462131,0.5012525020573673,0.5944256484508514,0.6503648161888123,0.538679301738739,pyiqa_topiq_nr,0.25287699699401855,30,0.5407610237598419,0.6643411815166473,0.10967850289783901
|
| nvfp4,0.7111228108406067,0.5711664328972499,0.6113230850916354,0.49761730441781954,0.5917383432388306,0.6285812854766846,0.5306038856506348,pyiqa_topiq_nr,0.2595398724079132,30,0.5260344743728638,0.6470286250114441,0.10660456934636497
|
| int4_convrot,0.7332409024238586,0.5817474275827408,0.6256688620527113,0.5103001238996923,0.6021197438240051,0.6348208785057068,0.554151713848114,pyiqa_topiq_nr,0.25270968675613403,30,0.5530534386634827,0.6615744382143021,0.1122885048603919
|
| gguf_q8_0,0.7143707871437073,0.5763738731543223,0.6159447964439949,0.5003112462979713,0.5987383127212524,0.6415439248085022,0.5449113249778748,pyiqa_topiq_nr,0.25323227047920227,30,0.5457082986831665,0.6582114398479462,0.10806990106612352
|
| gguf_q4_k_m,0.7092711329460144,0.5754699279864629,0.6149558965450272,0.5031733242482771,0.5831411182880402,0.6370316445827484,0.5469983816146851,pyiqa_topiq_nr,0.26395702362060547,30,0.5464213490486145,0.649240717291832,0.10486595833502303
|
|
|
