Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T00:12:39.691478+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T00:12:39.691478+00:00",
"frameworkAttemptedAt": "2026-09-26T23:25:40.078539+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15456,
"successRate": 0.4519562547517399,
"wilsonLowerBound": 0.4466870773777446
},
"vllm": {
"framework": "vllm",
"modelCount": 38181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10784,
"successRate": 0.28244414761268694,
"wilsonLowerBound": 0.2779504935644781
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4335,
"successRate": 0.4194890652215986,
"wilsonLowerBound": 0.4100061738757588
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64122,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18856242787186925,
"wilsonLowerBound": 0.18555345441815213
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 21815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4507,
"successRate": 0.20660096264038505,
"wilsonLowerBound": 0.20128017173109503
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6790,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 74,
"successRate": 0.010898379970544918,
"wilsonLowerBound": 0.008690623081188628
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26395,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3245,
"successRate": 0.12293995074824778,
"wilsonLowerBound": 0.11903325889759624
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10168668850867613,
"wilsonLowerBound": 0.0971649021199942
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5201,
"successRate": 0.41382877148313174,
"wilsonLowerBound": 0.4052455373267606
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3794,
"successRate": 0.15544083906915765,
"wilsonLowerBound": 0.15094953339266573
},
"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": 45990,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11448,
"successRate": 0.24892367906066537,
"wilsonLowerBound": 0.2449929180062535
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3092,
"successRate": 0.13154088317876286,
"wilsonLowerBound": 0.12728014870742704
},
"vllm": {
"framework": "vllm",
"modelCount": 86763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11253644986918387,
"wilsonLowerBound": 0.11045071994022279
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5187,
"successRate": 0.1228593761102821,
"wilsonLowerBound": 0.1197622275807068
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36647,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3507,
"successRate": 0.09569678281987612,
"wilsonLowerBound": 0.09272710607385085
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89842,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21666,
"successRate": 0.24115669731306072,
"wilsonLowerBound": 0.2383704832017292
},
"transformers": {
"framework": "transformers",
"modelCount": 5353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.10779002428544741,
"wilsonLowerBound": 0.09976182124253666
},
"vllm": {
"framework": "vllm",
"modelCount": 112719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16523,
"successRate": 0.1465857575031716,
"wilsonLowerBound": 0.14453297651148447
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3680,
"successRate": 0.1898375032241424,
"wilsonLowerBound": 0.18437838455653657
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5601,
"successRate": 0.1299264654712473,
"wilsonLowerBound": 0.1267854699564439
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7136,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 612,
"successRate": 0.08576233183856502,
"wilsonLowerBound": 0.07948623330640471
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5988,
"successRate": 0.1864491219329929,
"wilsonLowerBound": 0.18222712215271233
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20266052197218545,
"wilsonLowerBound": 0.19949416666317507
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2961,
"successRate": 0.29427549194991054,
"wilsonLowerBound": 0.28545087928858304
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3529,
"successRate": 0.2515503599686364,
"wilsonLowerBound": 0.24443883676843695
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17406,
"successRate": 0.2738730233655889,
"wilsonLowerBound": 0.27041970257084336
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 187,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 125,
"successRate": 0.6684491978609626,
"wilsonLowerBound": 0.5981796683409485
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47174,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20822,
"successRate": 0.4413872048162123,
"wilsonLowerBound": 0.4369112081499924
},
"vllm": {
"framework": "vllm",
"modelCount": 37504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3876,
"successRate": 0.10334897610921502,
"wilsonLowerBound": 0.10030855969883865
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 4.3148248291150565e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 743,
"successRate": 0.07400398406374502,
"wilsonLowerBound": 0.06904470201407993
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2739,
"successRate": 0.4311348968991028,
"wilsonLowerBound": 0.4190020694716365
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 240,
"successRate": 0.03247192531457178,
"wilsonLowerBound": 0.02866754709140733
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13648,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4428,
"successRate": 0.32444314185228607,
"wilsonLowerBound": 0.31663893382137076
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13778,
"successRate": 0.509089565474431,
"wilsonLowerBound": 0.5031326483331547
},
"vllm": {
"framework": "vllm",
"modelCount": 63998,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6565,
"successRate": 0.10258133066658333,
"wilsonLowerBound": 0.10025439462268444
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12875,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1938,
"successRate": 0.1505242718446602,
"wilsonLowerBound": 0.14445179089486898
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-27T00:15:18.573055+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1346.4566929133857,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.3391408903818762,
"queueFactor": 0.9190049385589596,
"queueWeight": 0.9190049385589596,
"recentSuccess": 51,
"recentSuccessRate": 0.4015748031496063,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.3204164822002564,
"running": 8,
"selectionWeight": 2.1496820302461463,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.166666666666668,
"waiting": 28500
},
"Biren_166m": {
"available": true,
"backlogHours": 122.60204081632654,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3047169444157299,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 34,
"recentSuccessRate": 0.17346938775510204,
"recentTerminal": 196,
"recentWilsonLowerBound": 0.12687308357645466,
"running": 8,
"selectionWeight": 0.39613202774044887,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.666666666666664,
"waiting": 4005
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1088.8915662650602,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.45170666857737674,
"queueFactor": 0.9487439260319996,
"queueWeight": 0.9487439260319996,
"recentSuccess": 19,
"recentSuccessRate": 0.2289156626506024,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.15173247416801833,
"running": 7,
"selectionWeight": 0.42855395816093567,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.833333333333334,
"waiting": 15063
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 490.4859813084112,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3777183322452244,
"queueFactor": 1.0693077482236344,
"queueWeight": 1.0693077482236344,
"recentSuccess": 22,
"recentSuccessRate": 0.205607476635514,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.13988321742546095,
"running": 7,
"selectionWeight": 0.40389713931592747,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.833333333333332,
"waiting": 8747
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.18867924528302,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.03459119496855346,
"recentTerminal": 318,
"recentWilsonLowerBound": 0.019422807647175536,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.0,
"waiting": 2342
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 135.69014084507043,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5203448408605703,
"queueFactor": 1.2966252052050022,
"queueWeight": 1.2966252052050022,
"recentSuccess": 45,
"recentSuccessRate": 0.2112676056338028,
"recentTerminal": 213,
"recentWilsonLowerBound": 0.1618092803207212,
"running": 10,
"selectionWeight": 0.6746922360582012,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.5,
"waiting": 4817
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2592.972972972973,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.5207812742163531,
"queueFactor": 0.8329654828666307,
"queueWeight": 0.8329654828666307,
"recentSuccess": 15,
"recentSuccessRate": 0.40540540540540543,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.2634629583994014,
"running": 2,
"selectionWeight": 1.2667583084121545,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 15990
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 372.5844155844156,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8016250019782469,
"queueFactor": 1.1143278910636332,
"queueWeight": 1.1143278910636332,
"recentSuccess": 40,
"recentSuccessRate": 0.2597402597402597,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.19693028873712143,
"running": 8,
"selectionWeight": 0.8932730978783007,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 9563
},
"MetaX_c-500": {
"available": true,
"backlogHours": 697.1208791208792,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3731366039480666,
"queueFactor": 1.0143795614007967,
"queueWeight": 1.0143795614007967,
"recentSuccess": 31,
"recentSuccessRate": 0.34065934065934067,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.25151222788130057,
"running": 4,
"selectionWeight": 1.3928817060562193,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 10573
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2306.618181818182,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8477159351116842,
"queueWeight": 0.8477159351116842,
"recentSuccess": 25,
"recentSuccessRate": 0.45454545454545453,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.330250717464462,
"running": 4,
"selectionWeight": 2.1192898377792107,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 21144
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2990.909090909091,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4447950436039061,
"queueFactor": 0.8153164816787075,
"queueWeight": 0.8153164816787075,
"recentSuccess": 9,
"recentSuccessRate": 0.2727272727272727,
"recentTerminal": 33,
"recentWilsonLowerBound": 0.1506727265632281,
"running": 2,
"selectionWeight": 0.362648730019264,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.5,
"waiting": 16450
},
"Vastai_va16": {
"available": true,
"backlogHours": 766.7339449541284,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.9852472899678083,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 32,
"recentSuccessRate": 0.29357798165137616,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.21628578140258625,
"running": 16,
"selectionWeight": 0.9852472899678083,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 13929
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 819.9685039370079,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.2562700081411413,
"queueFactor": 0.9899816118646247,
"queueWeight": 0.9899816118646247,
"recentSuccess": 22,
"recentSuccessRate": 0.1732283464566929,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.11727034762153574,
"running": 6,
"selectionWeight": 0.2537025957321276,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.166666666666668,
"waiting": 17356
}
},
"queueAttemptedAt": "2026-09-27T00:08:49.761871+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T00:08:49.761871+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Biren_166m",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}