Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-21T13:56:29.341394+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-21T13:56:29.341394+00:00",
"frameworkAttemptedAt": "2026-09-21T09:32:49.784642+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39941,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19346,
"successRate": 0.48436443754537944,
"wilsonLowerBound": 0.4794649571315353
},
"vllm": {
"framework": "vllm",
"modelCount": 53442,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14906,
"successRate": 0.27891920212566895,
"wilsonLowerBound": 0.2751329007644761
},
"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": 2990,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 843,
"successRate": 0.2819397993311037,
"wilsonLowerBound": 0.2660995818214234
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33248,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14758,
"successRate": 0.443876323387873,
"wilsonLowerBound": 0.43854251269606614
},
"vllm": {
"framework": "vllm",
"modelCount": 37688,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10698,
"successRate": 0.28385693058798556,
"wilsonLowerBound": 0.2793271187069376
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 9248,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3935,
"successRate": 0.42549740484429066,
"wilsonLowerBound": 0.41545349275133725
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64019,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12088,
"successRate": 0.18881894437588842,
"wilsonLowerBound": 0.18580597014538264
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18777,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3786,
"successRate": 0.2016296532992491,
"wilsonLowerBound": 0.19595213012564566
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6227,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.009796049462020234,
"wilsonLowerBound": 0.0076341613707849405
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26185,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3227,
"successRate": 0.12323849532174909,
"wilsonLowerBound": 0.11931219789055535
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10163934426229508,
"wilsonLowerBound": 0.09711690799427429
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11543,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4838,
"successRate": 0.41912847613272114,
"wilsonLowerBound": 0.41015543311834674
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24240,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.15627062706270628,
"wilsonLowerBound": 0.15175393306198898
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8079,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.06733506622106697,
"wilsonLowerBound": 0.06207350295237374
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43802,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10957,
"successRate": 0.25014839505045433,
"wilsonLowerBound": 0.2461144464072955
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23367,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3073,
"successRate": 0.13151024949715412,
"wilsonLowerBound": 0.12723747320235243
},
"vllm": {
"framework": "vllm",
"modelCount": 86679,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11264550813922634,
"wilsonLowerBound": 0.1105578815247224
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40993,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5042,
"successRate": 0.12299660917717659,
"wilsonLowerBound": 0.11985246506347841
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32876,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3436,
"successRate": 0.1045139311351746,
"wilsonLowerBound": 0.101253017509305
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88892,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21182,
"successRate": 0.23828915987940422,
"wilsonLowerBound": 0.23549977277882458
},
"transformers": {
"framework": "transformers",
"modelCount": 5234,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10813909056171188,
"wilsonLowerBound": 0.10001112347945461
},
"vllm": {
"framework": "vllm",
"modelCount": 112652,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16516,
"successRate": 0.1466108014061002,
"wilsonLowerBound": 0.1445572666731952
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17996,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3526,
"successRate": 0.19593242942876193,
"wilsonLowerBound": 0.19019838816881998
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42952,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5586,
"successRate": 0.13005215123859193,
"wilsonLowerBound": 0.12690416179471012
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6864,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 575,
"successRate": 0.08377039627039627,
"wilsonLowerBound": 0.07744678950002634
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31388,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5693,
"successRate": 0.18137504778896393,
"wilsonLowerBound": 0.1771512187008585
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60932,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12395,
"successRate": 0.20342348847896016,
"wilsonLowerBound": 0.2002459308650275
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8448,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2441,
"successRate": 0.2889441287878788,
"wilsonLowerBound": 0.27937597787186164
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13178,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3378,
"successRate": 0.25633631810593416,
"wilsonLowerBound": 0.2489534716776401
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61661,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16891,
"successRate": 0.27393328035549214,
"wilsonLowerBound": 0.27042729304904667
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 0,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46751,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20498,
"successRate": 0.4384505144274989,
"wilsonLowerBound": 0.4339578004208725
},
"vllm": {
"framework": "vllm",
"modelCount": 36792,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3554,
"successRate": 0.09659708632311372,
"wilsonLowerBound": 0.09362049049595138
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 628,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6279,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030578117534639272,
"wilsonLowerBound": 0.026598123522609027
},
"vllm": {
"framework": "vllm",
"modelCount": 10028,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 740,
"successRate": 0.07379337854008776,
"wilsonLowerBound": 0.06883801306073076
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6031,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2566,
"successRate": 0.42546841319847456,
"wilsonLowerBound": 0.41304153745980715
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03185145025752236,
"wilsonLowerBound": 0.028081693938916925
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11961,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3880,
"successRate": 0.3243875930106178,
"wilsonLowerBound": 0.3160553033270324
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26610,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13506,
"successRate": 0.507553551296505,
"wilsonLowerBound": 0.501545943634268
},
"vllm": {
"framework": "vllm",
"modelCount": 62855,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6355,
"successRate": 0.10110571951316522,
"wilsonLowerBound": 0.0987732133862989
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12587,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1827,
"successRate": 0.14514975768650196,
"wilsonLowerBound": 0.13910414529115206
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-21T14:04:20.058782+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 955.7432432432432,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.004845168195276,
"queueWeight": 1.004845168195276,
"recentSuccess": 52,
"recentSuccessRate": 0.35135135135135137,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.2790850980595208,
"running": 8,
"selectionWeight": 2.51211292048819,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.666666666666668,
"waiting": 23575
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1141.006711409396,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.113180986279652,
"queueFactor": 0.9784916054385272,
"queueWeight": 0.9784916054385272,
"recentSuccess": 49,
"recentSuccessRate": 0.3288590604026846,
"recentTerminal": 149,
"recentWilsonLowerBound": 0.258555227600372,
"running": 8,
"selectionWeight": 2.067729855846947,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.833333333333332,
"waiting": 28335
},
"Biren_166m": {
"available": true,
"backlogHours": 192.75471698113208,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6545803888297166,
"queueFactor": 1.2776137637192997,
"queueWeight": 1.2776137637192997,
"recentSuccess": 33,
"recentSuccessRate": 0.20754716981132076,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.15177548839413274,
"running": 8,
"selectionWeight": 0.8363009142295769,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 5108
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1638.9818181818182,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0447047492493282,
"queueFactor": 0.9267534546753052,
"queueWeight": 0.9267534546753052,
"recentSuccess": 16,
"recentSuccessRate": 0.2909090909090909,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.18771037010850325,
"running": 7,
"selectionWeight": 0.9681837354825135,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 15024
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 472.3076923076923,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.18740193986676532,
"queueFactor": 1.1169058899579236,
"queueWeight": 1.1169058899579236,
"recentSuccess": 16,
"recentSuccessRate": 0.13675213675213677,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.08596023421342293,
"running": 7,
"selectionWeight": 0.2093103304267308,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 9210
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 39.89673913043478,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.04076086956521739,
"recentTerminal": 368,
"recentWilsonLowerBound": 0.024854546922227702,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 61.333333333333336,
"waiting": 2447
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 80.26229508196721,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.10105837263900948,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.09016393442622951,
"recentTerminal": 366,
"recentWilsonLowerBound": 0.06492137200884246,
"running": 7,
"selectionWeight": 0.13137588443071233,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 61.0,
"waiting": 4896
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3997.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.4965620884377975,
"queueFactor": 0.8107408634490288,
"queueWeight": 0.8107408634490288,
"recentSuccess": 11,
"recentSuccessRate": 0.4583333333333333,
"recentTerminal": 24,
"recentWilsonLowerBound": 0.2789105835168143,
"running": 2,
"selectionWeight": 2.0240649032341707,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.0,
"waiting": 15990
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 444.62937062937067,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2506063139597298,
"queueFactor": 1.1270692782679708,
"queueWeight": 1.1270692782679708,
"recentSuccess": 21,
"recentSuccessRate": 0.14685314685314685,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.09810008302918251,
"running": 8,
"selectionWeight": 0.28245067740398916,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 10597
},
"MetaX_c-500": {
"available": true,
"backlogHours": 675.2164948453608,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.186768871355817,
"queueFactor": 1.0586048455040982,
"queueWeight": 1.0586048455040982,
"recentSuccess": 27,
"recentSuccessRate": 0.27835051546391754,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.19891045889682296,
"running": 4,
"selectionWeight": 1.2563192777106977,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 10916
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2378.2909090909093,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.233719246706924,
"queueFactor": 0.8764165854649212,
"queueWeight": 0.8764165854649212,
"recentSuccess": 21,
"recentSuccessRate": 0.38181818181818183,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.26515766317415235,
"running": 4,
"selectionWeight": 1.9576685950861583,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 21801
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4488.285714285715,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5321079531167269,
"queueFactor": 0.7967796979946525,
"queueWeight": 0.7967796979946525,
"recentSuccess": 6,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 21,
"recentWilsonLowerBound": 0.138136757456282,
"running": 2,
"selectionWeight": 0.42397281418489835,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 3.5,
"waiting": 15709
},
"Vastai_va16": {
"available": true,
"backlogHours": 1238.4,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.08206810456424662,
"queueFactor": 0.9665430280864514,
"queueWeight": 0.9665430280864514,
"recentSuccess": 8,
"recentSuccessRate": 0.11428571428571428,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.05906058386702606,
"running": 16,
"selectionWeight": 0.07932235429484245,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.666666666666666,
"waiting": 14448
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1018.3404255319149,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.8447698512889033,
"queueFactor": 0.9953283776075709,
"queueWeight": 0.9953283776075709,
"recentSuccess": 31,
"recentSuccessRate": 0.32978723404255317,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.24307351447114595,
"running": 6,
"selectionWeight": 1.8361517831427439,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 15954
}
},
"queueAttemptedAt": "2026-09-21T13:56:29.341394+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-21T13:56:29.341394+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}