Publishers

Most people download a quantization built by someone other than the model's author. Two files both honestly labelled the same thing can differ measurably, because publishers make different choices about which tensors to keep at higher precision.

PublisherQuantizationsModelsAvg effective bpw
mradermacher31,92211584.345
bartowski13,6295935.131
unsloth4,5732485.207
TheBloke1,2411075.032
legraphista1,122474.563
lmstudio-community8892256.199
MaziyarPanahi553504.909
second-state444386.410
QuantFactory431295.308
prithivMLmods402356.798
QuantStack354206.378
calcuis3211812.418
llmfan46297366.614
silveroxides29637.772
DavidAU293367.028
handy-computer2804712.072
ibm-granite248225.995
city96241196.735
Qwen199397.058
DevQuasar179225.525
Mungert17075.459
ThomasBaruzier16864.908
fairy32216475.063
cstr162559.287
King3Djbl16085.024
LiquidAI157268.452
jinaai15235.265
Abiray150226.742
vantagewithai13885.510
LatitudeGames13164.475
ggml-org128638.836
arcee-ai12454.543
openbmb11185.635
audio-cpp106111.267
gguf-org10579.404
liodon-ai103145.364
Jackrong101136.002
fableforge-ai9955.064
backyardai9954.522
gabriellarson9844.698
TeichAI97117.533
ManniX-ITA9645.530
jayn79535.714
ReadyArt81158.647
oxide-lab7765.666
Phil2Sat7215.981
noctrex7275.337
InferenceIllusionist7144.693
mmnga6934.172
janhq6955.286
NousResearch6175.506
befox60210.425
nomic-ai5848.226
SupraLabs5736.744
theprint5636.063
EnlistedGhost5545.781
realrebelai5396.807
RemySkye5224.194
mudler521613.619
SicariusSicariiStuff5275.367
SanctumAI5135.807
chatpig5026.926
Doctor-Shotgun4824.383
claymorecrystal4835.266
dranger0034724.463
JMingo4535.581
bullerwins4445.350
NexaAI4436.179
qwp4w3hyb4333.981
Anbeeld4267.013
dphn4245.866
vcruz3053955.841
FadedRedStar3985.151
RobinsonLabs3843.927
brittlewis123724.325
empero-ai3659.460
ATH-MaaS3614.607
mistralai3698.315
WaveCut3634.936
ibm-research3436.042
spiritfather3414.510
squ11z13445.722
PrunaAI3425.606
Vikhrmodels3316.156
featherless-ai-quants3335.094
matrixportalx3346.367
Naphula3244.488
huihui-ai3297.452
zerofata3246.669
AtomicChat3287.340
Nimbz3155.764
williamliao30108.080
wanabmeya2925.581
Aqua002914.556
BahamutRU2814.547
Menlo2825.326
barozp2824.991
dahara12824.933
Guilherme342715.681
Voodisss2736.543
invinciblejha012714.157
eaddario2625.503
AIOpsInSpace2665.964
Melvin562636.481
reaperdoesntknow2578.744
Em-802513.784
titan01152514.764
Rixf1232514.280
skilledu2413.962
TMNE2414.446
lovegold2413.970
DripGhad12232413.664
KiyoEditz2413.858
viwo502415.006
ChristianAzinn2426.137
TheDrummer2425.436
skykholodovzz2413.962
Olak172414.115
lucaspetti2314.979
Syujil2313.691
Loverboy692316.562
DjeDjeB2313.733
Hi8211192315.281
dixlox72314.959
td-builder2215.121
GestaltLabs2215.962
colton69012215.121
DevQuasar-72226.076
DevQuasar-92226.074
lllyasviel2226.249
jobs-git2114.666
Da-master2115.244
oki6922114.800
ytu-ce-cosmos2115.401
Momix-44211—
akpsahan2014.541
ProCreations2045.857
piotreknow022015.602
Alittlehammmer2048.427
DhruvalLabs2025.064
hotdogs2039.580
lainlives2027.326
Lewdiculous201016.006
Majipa2016.394
RichardErkhov1915.069
Sci-fi-vy1913.499
tiiuae1936.391
violetahayashi691915.416
LGAI-EXAONE1837.570
juiceb0xc0de1826.329
DJLougen1825.831
Zynerji1835.999
wikeeyang1846.544
DuoNeural1735.506
tvall431746.727
egibson1715.151
hans0017112.337
larue3161614.783
KevinJK511614.783
tensorblock1683.648
mmnga-o1625.214
jhq2250161—
Anachronox391614.311
WhiskyAKM1617.102
Daex0321616.535
mrfakename1615.829
tepirale1528.544
MRockatansky1558.552
kvaer1515.880
morikomorizz1525.704
fzcfweasdferttgg1515.780
armandosds1514.489
kawaimasa1515.765
Xlnk1515.838
EasierAI1515.058
kirilldual09871515.631
TaimoorSiddiqui1515.979
groxaxo1424.246
desirel1415.771
Luckybalabala1413.610
AliceThirty1415.706
NotMe4041416.944
giladgd1416.107
FINAL-Bench1434.491
ponpoke1436.220
Edmon021414.739
NeuralNet-Hub1415.175
timteh6731427.184
wsbagnsv11417.073
speakleash1438.380
leliuga1419.827
owao1415.686
DraconicDragon1415.577
DoorZekor1415.771
LiteLLMs1415.095
haffner1415.290
Casual-Autopsy14110.004
lordx641445.795
squirrelae1315.418
Tesslate1315.754
Serveurperso13313.970
samuelchristlie1316.448
sahilchachra1315.276
zaakirio1326.430
LordNeel1317.175
TrevorJS1367.157
Vegss1326.206
rectangleworm1315.826
molbal13310.692
mzwing1316.061
Xviers1315.549
yabaimimi1315.508
allenai1315.872
nuofang1344.979
Studytime1711315.418
Atomic-Germ1215.623
servantofares1215.242
osmapi1216.732
Dzluck1215.067
thelamapi1215.583
Bahushruth1215.571
orangejuicesmith1215.061
B1ackJesus1215.066
dayuadg1215.822
rafacost1216.089
RachidAR1249.446
Darkhn-Quants1224.971
hellmans1215.976
tpls1226.465
DevQuasar-51225.554
hudsongouge1217.235
Blazed-Forge1225.860
duarteocarmo1215.946
todayzhxy1115.024
hum-ma1115.250
BioMistral1114.894
Bedovyy11111.809
RavichandranJ1116.304
pmysl1116.044
YOLOLOBOOM1114.991
knifeayumu1116.010
Kiijoku1115.250
ekampra1119.153
anthracite-org1125.478
jimmydsii1115.007
Reza2kn1115.749
slevinw1116.035
DevQuasar-101116.019
chfm1026.601
ahmedandaloes1015.093
Bshshhshsh1015.089
connorhzp10113.288
dominguesm1017.082
HeYujie1014.841
jennyzinhaa1015.185
Kausik-A1016.030
KuroTo4ka1015.937
leejet1036.225
protoLabsAI1016.196
pupsipups1015.218
re-l11015.185
saidutta691028.402
themrmmdhosen1015.087
wangzhang1039.733
Yingyaeliae1025.537
YarvixPA915.571
theLittleStone915.199
aisingapore916.618
Valent1qw914.303
CC-TM92—
sabafallah938.710
MuXodious916.311
trjxter926.024
Green-Sky925.177
KeinNiemand916.346
EmanuelOverride936.581
kasimat914.995
kekusprod916.970
AesSedai823.478
DrBujok816.321
SC1178612.377
mrexodia828.486
gaianet815.191
BlossomsAI815.394
intellectlabs8113.745
internlm815.369
Mindrend815.168
itlwas884.970
advanubis815.483
Darkhn-Quants-4815.533
ddh0814.319
deadbydawn101847.430
AmarettoLabs825.939
Azure99816.795
darthcrawl715.292
Rangle2716.989
migtissera727.767
Lunaunbanned717.351
litigerking716.917
rodrigomt718.334
large-traversaal716.982
khazarai728.046
schoggie716.895
ShahzebKhoso714.794
kai-os726.508
jauganaut1717.351
Sophia-AI717.038
stepfun-ai716.198
stephenlzc7210.680
igorls727.690
Handyfff715.978
zetasepic715.222
Felladrin716.197
eadx712.909
DevQuasar-4716.985
DevQuasar-11714.224
Vdr1716.250
allura-org717.411
phaseonx11716.744
PeterAM4717.889
Octavian710617.779
darksidewalker6111.144
M4-ai615.580
culturerevolt615.607
keithnull625.828
jwest33615.992
DollasAndSpence617.685
mlabonne615.518
CaelumAethryn612.919
prism-ml639.079
mykor619.334
PeppX625.712
transmutator617.756
tencent626.071
InternScience629.427
scragnog6221.026
t-tech616.147
densenet615.566
numind615.260
afrideva6118.278
GnLOLot6210.013
lazos626.823
ewinregirgojr619.891
ressl615.354
SandLogicTechnologies624.022
hiratagoh617.912
HauhauCS625.107
Sweaterdog5118.906
hjgycm515.412
nightmedia515.519
grayarea517.791
Gaboo518.862
Fortytwo-Network518.327
yuuko-eth517.422
poolside5210.432
keyserkazi515.149
dervig515.602
ZERO-POINT-AI518.382
deewu08095116.209
uxix51—
LuffyTheFox5210.500
zeeksa513.159
cmeka5127.034
0xgr3y518.658
8sp4rk515.745
modulsx5111.003
Avesed515.772
artokun513.595
QyrouNnet-AI517.057
JetBrains526.963
jfiekdjdk526.225
Stabhappy515.936
NullpoLab517.809
stronman515.149
inclusionAI517.795
Zyphra51—