Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-09T12:50:35.073834+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-09T12:50:35.073834+00:00",
"frameworkAttemptedAt": "2026-10-09T13:00:34.262270+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20661,
"successRate": 0.4946609844857307,
"wilsonLowerBound": 0.48986679683383055
},
"vllm": {
"framework": "vllm",
"modelCount": 55945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15281,
"successRate": 0.27314326570739117,
"wilsonLowerBound": 0.269466652283586
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 4157,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1250,
"successRate": 0.3006976184748617,
"wilsonLowerBound": 0.28694682591822473
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36553,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17092,
"successRate": 0.46759499904248625,
"wilsonLowerBound": 0.4624836141235629
},
"vllm": {
"framework": "vllm",
"modelCount": 39559,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10979,
"successRate": 0.27753482140600116,
"wilsonLowerBound": 0.2731439228545986
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12384,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5205,
"successRate": 0.42030038759689925,
"wilsonLowerBound": 0.4116326692136788
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64209,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18838480586833622,
"wilsonLowerBound": 0.18537896383119834
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28599,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6214,
"successRate": 0.21728032448687018,
"wilsonLowerBound": 0.2125388395927366
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7580,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.013588390501319261,
"wilsonLowerBound": 0.011217458497061716
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26590,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3267,
"successRate": 0.12286573899962391,
"wilsonLowerBound": 0.11897423335077327
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10155113911778962,
"wilsonLowerBound": 0.09703506300045812
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6012,
"successRate": 0.39659608153572135,
"wilsonLowerBound": 0.38883570398823947
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24690,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3805,
"successRate": 0.1541109761036857,
"wilsonLowerBound": 0.14966111926152778
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.066970331158439,
"wilsonLowerBound": 0.061736366111672984
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 50821,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12759,
"successRate": 0.2510576336553787,
"wilsonLowerBound": 0.24730651050184307
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3125,
"successRate": 0.13115923780743724,
"wilsonLowerBound": 0.12693215912231412
},
"vllm": {
"framework": "vllm",
"modelCount": 86955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9771,
"successRate": 0.11236846644816284,
"wilsonLowerBound": 0.11028639856964279
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45739,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5507,
"successRate": 0.12040053346159732,
"wilsonLowerBound": 0.1174499437836125
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 45461,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3645,
"successRate": 0.08017861463672159,
"wilsonLowerBound": 0.07771752161309667
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23022,
"successRate": 0.2494338927592446,
"wilsonLowerBound": 0.24665288026163554
},
"transformers": {
"framework": "transformers",
"modelCount": 5504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 582,
"successRate": 0.10574127906976744,
"wilsonLowerBound": 0.09789043011138934
},
"vllm": {
"framework": "vllm",
"modelCount": 112842,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14648800978359122,
"wilsonLowerBound": 0.14443691464978353
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 7,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.14285714285714285,
"wilsonLowerBound": 0.02567895594897479
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22711,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3938,
"successRate": 0.17339615164457753,
"wilsonLowerBound": 0.1685276266165374
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43585,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5671,
"successRate": 0.13011357118274636,
"wilsonLowerBound": 0.1269876467263019
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7879,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.09303211067394339,
"wilsonLowerBound": 0.08681487947522577
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33963,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6657,
"successRate": 0.1960074198392368,
"wilsonLowerBound": 0.19181992794571476
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12418,
"successRate": 0.20203367770275768,
"wilsonLowerBound": 0.1988780564249961
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14615,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4166,
"successRate": 0.2850496065685939,
"wilsonLowerBound": 0.2777877837542779
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15166,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3714,
"successRate": 0.2448898852696822,
"wilsonLowerBound": 0.23811103334217604
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18473,
"successRate": 0.2756135770234987,
"wilsonLowerBound": 0.27224373467711444
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 796,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 483,
"successRate": 0.6067839195979899,
"wilsonLowerBound": 0.5724149687395196
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21563,
"successRate": 0.4475044100861264,
"wilsonLowerBound": 0.44306897205892076
},
"vllm": {
"framework": "vllm",
"modelCount": 39367,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4645,
"successRate": 0.11799222699215078,
"wilsonLowerBound": 0.114842653406933
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10076,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 758,
"successRate": 0.07522826518459706,
"wilsonLowerBound": 0.0702384412979034
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3113,
"successRate": 0.4372191011235955,
"wilsonLowerBound": 0.42573381629266266
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7414,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03291070946857297,
"wilsonLowerBound": 0.02908547252009685
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17239,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5125,
"successRate": 0.2972910261616103,
"wilsonLowerBound": 0.2905137470309807
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28058,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14324,
"successRate": 0.5105139354194882,
"wilsonLowerBound": 0.5046636261096886
},
"vllm": {
"framework": "vllm",
"modelCount": 66822,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7087,
"successRate": 0.10605788512765257,
"wilsonLowerBound": 0.10374583489873253
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2181,
"successRate": 0.16165134894752445,
"wilsonLowerBound": 0.1555359626544916
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-09T13:00:34.262270+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1096.7682119205297,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.076002762200713,
"queueFactor": 0.9612863638656591,
"queueWeight": 0.9612863638656591,
"recentSuccess": 43,
"recentSuccessRate": 0.2847682119205298,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.218822241459768,
"running": 7,
"selectionWeight": 1.0343467827853288,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 27602
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1396.2461538461537,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.9097542865604282,
"queueFactor": 0.9270981436579528,
"queueWeight": 0.9270981436579528,
"recentSuccess": 47,
"recentSuccessRate": 0.36153846153846153,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.2840193143959103,
"running": 8,
"selectionWeight": 1.770529653912991,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 30252
},
"Biren_166m": {
"available": true,
"backlogHours": 238.5132743362832,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4004803849901451,
"queueFactor": 1.2084901828663384,
"queueWeight": 1.2084901828663384,
"recentSuccess": 23,
"recentSuccessRate": 0.20353982300884957,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.1396323173788541,
"running": 7,
"selectionWeight": 0.48397661369112205,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.833333333333332,
"waiting": 4492
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1240.2,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.989512983078556,
"queueFactor": 0.9437267186467209,
"queueWeight": 0.9437267186467209,
"recentSuccess": 24,
"recentSuccessRate": 0.3,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.21064429162615705,
"running": 7,
"selectionWeight": 0.9338298405790538,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 16536
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 459.4067796610169,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.32208989057946774,
"queueFactor": 1.0953184419017512,
"queueWeight": 1.0953184419017512,
"recentSuccess": 22,
"recentSuccessRate": 0.1864406779661017,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.12646899188610022,
"running": 5,
"selectionWeight": 0.3527909971018081,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.666666666666668,
"waiting": 9035
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 140.2127659574468,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.05673758865248227,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.02902676376760057,
"running": 14,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.5,
"waiting": 3295
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 247.06748466257667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5706147506589946,
"queueFactor": 1.2021195798046787,
"queueWeight": 1.2021195798046787,
"recentSuccess": 36,
"recentSuccessRate": 0.22085889570552147,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.16401276408080137,
"running": 3,
"selectionWeight": 0.6859471642925421,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.166666666666668,
"waiting": 6712
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1937.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.14127012032136985,
"queueFactor": 0.8826744727958787,
"queueWeight": 0.8826744727958787,
"recentSuccess": 8,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.08695410039453222,
"running": 2,
"selectionWeight": 0.12469552897647548,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.0,
"waiting": 15496
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 360.0,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.24393649054238542,
"queueFactor": 1.1361211241232767,
"queueWeight": 1.1361211241232767,
"recentSuccess": 24,
"recentSuccessRate": 0.16216216216216217,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.11146031697656601,
"running": 7,
"selectionWeight": 0.277141399849702,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.666666666666668,
"waiting": 8880
},
"MetaX_c-500": {
"available": true,
"backlogHours": 572.5486725663717,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3132878177145015,
"queueFactor": 1.0597371230774917,
"queueWeight": 1.0597371230774917,
"recentSuccess": 21,
"recentSuccessRate": 0.18584070796460178,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.12488614062641962,
"running": 4,
"selectionWeight": 0.3320027306399914,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.833333333333332,
"waiting": 10783
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1796.24,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8927201868031723,
"queueWeight": 0.8927201868031723,
"recentSuccess": 32,
"recentSuccessRate": 0.4266666666666667,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.32100563365956936,
"running": 4,
"selectionWeight": 2.2318004670079308,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 22453
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2477.4285714285716,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.08002726884636494,
"queueFactor": 0.8506870834508857,
"queueWeight": 0.8506870834508857,
"recentSuccess": 6,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.06715875684189934,
"running": 2,
"selectionWeight": 0.06807816393145412,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.0,
"waiting": 17342
},
"Vastai_va16": {
"available": true,
"backlogHours": 589.125,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.5530666760421854,
"queueFactor": 1.055209984848772,
"queueWeight": 1.055209984848772,
"recentSuccess": 35,
"recentSuccessRate": 0.21875,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.16170055490523763,
"running": 16,
"selectionWeight": 0.5836014788468351,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 15710
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1420.4634146341464,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.027438488000646,
"queueFactor": 0.9247098890034194,
"queueWeight": 0.9247098890034194,
"recentSuccess": 32,
"recentSuccessRate": 0.3902439024390244,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.2918451685297084,
"running": 6,
"selectionWeight": 1.874792419200338,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 19413
}
},
"queueAttemptedAt": "2026-10-09T12:54:50.546794+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-09T12:54:50.546794+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Vastai_va16",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}