Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-06T23:45:53.183173+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-06T23:45:53.183173+00:00",
"frameworkAttemptedAt": "2026-10-06T20:47:42.870225+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41303,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20334,
"successRate": 0.49231290705275643,
"wilsonLowerBound": 0.4874923264290232
},
"vllm": {
"framework": "vllm",
"modelCount": 55307,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15201,
"successRate": 0.2748476684687291,
"wilsonLowerBound": 0.2711426854204577
},
"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": 3920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1183,
"successRate": 0.30178571428571427,
"wilsonLowerBound": 0.28761550018174914
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35999,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16735,
"successRate": 0.4648740242784522,
"wilsonLowerBound": 0.45972568217530724
},
"vllm": {
"framework": "vllm",
"modelCount": 39294,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10948,
"successRate": 0.27861760065149893,
"wilsonLowerBound": 0.2742065869808284
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11914,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5005,
"successRate": 0.4200940070505288,
"wilsonLowerBound": 0.4112581843685671
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64197,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12095,
"successRate": 0.18840444257519823,
"wilsonLowerBound": 0.18539819915461453
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27228,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5888,
"successRate": 0.21624798002056705,
"wilsonLowerBound": 0.21139813704466137
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 100,
"successRate": 0.01339046598821639,
"wilsonLowerBound": 0.01102244225303041
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26546,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3264,
"successRate": 0.12295637760867928,
"wilsonLowerBound": 0.11906042822467508
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16500,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10157575757575757,
"wilsonLowerBound": 0.09705864429500073
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14550,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5835,
"successRate": 0.40103092783505156,
"wilsonLowerBound": 0.39309434479123656
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24624,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3802,
"successRate": 0.15440220922677064,
"wilsonLowerBound": 0.14994293871241196
},
"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": 49761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12470,
"successRate": 0.25059785776009325,
"wilsonLowerBound": 0.24680955303264357
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23747,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3115,
"successRate": 0.1311744641428391,
"wilsonLowerBound": 0.1269402448589042
},
"vllm": {
"framework": "vllm",
"modelCount": 86910,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11239212978943734,
"wilsonLowerBound": 0.11030933326866474
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45033,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5463,
"successRate": 0.12131103857171407,
"wilsonLowerBound": 0.11832780261901173
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3620,
"successRate": 0.08197649403292646,
"wilsonLowerBound": 0.07945401752254025
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22674,
"successRate": 0.2474328055261521,
"wilsonLowerBound": 0.24464946051438766
},
"transformers": {
"framework": "transformers",
"modelCount": 5470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10603290676416818,
"wilsonLowerBound": 0.09814845205174555
},
"vllm": {
"framework": "vllm",
"modelCount": 112814,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.14651550339496872,
"wilsonLowerBound": 0.14446399392055093
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3881,
"successRate": 0.17501691093573846,
"wilsonLowerBound": 0.17007197297126753
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5659,
"successRate": 0.13005607648464793,
"wilsonLowerBound": 0.12692815727640627
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7770,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 717,
"successRate": 0.09227799227799227,
"wilsonLowerBound": 0.08604257886251816
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33565,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6516,
"successRate": 0.1941307910025324,
"wilsonLowerBound": 0.18993441237960107
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61442,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12415,
"successRate": 0.20206047980208977,
"wilsonLowerBound": 0.19890411252843063
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13567,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3911,
"successRate": 0.2882730154050269,
"wilsonLowerBound": 0.2807117248687696
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14952,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3686,
"successRate": 0.24652220438737293,
"wilsonLowerBound": 0.23967961789951855
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66308,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18268,
"successRate": 0.2755022018459311,
"wilsonLowerBound": 0.27211469189968585
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 656,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 408,
"successRate": 0.6219512195121951,
"wilsonLowerBound": 0.5842355503445932
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47968,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21391,
"successRate": 0.4459431287525017,
"wilsonLowerBound": 0.4414993018222738
},
"vllm": {
"framework": "vllm",
"modelCount": 38970,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4483,
"successRate": 0.11503720810880164,
"wilsonLowerBound": 0.11190717440230939
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 980,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6285,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03054892601431981,
"wilsonLowerBound": 0.026572683176579088
},
"vllm": {
"framework": "vllm",
"modelCount": 10068,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 755,
"successRate": 0.07499006754072308,
"wilsonLowerBound": 0.07000590829180167
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6968,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3044,
"successRate": 0.4368541905855339,
"wilsonLowerBound": 0.42524603754510526
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03295070898041864,
"wilsonLowerBound": 0.029120888399895118
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15916,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4933,
"successRate": 0.309939683337522,
"wilsonLowerBound": 0.30280135891261245
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14169,
"successRate": 0.5092000287500899,
"wilsonLowerBound": 0.5033252558773641
},
"vllm": {
"framework": "vllm",
"modelCount": 66344,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6977,
"successRate": 0.10516399372965152,
"wilsonLowerBound": 0.10285249010649042
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2114,
"successRate": 0.15813883901855177,
"wilsonLowerBound": 0.15205183845241943
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-06T23:54:47.451522+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1072.948051948052,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5436351587205264,
"queueFactor": 0.9986830530371368,
"queueWeight": 0.9986830530371368,
"recentSuccess": 57,
"recentSuccessRate": 0.37012987012987014,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.29789788330527733,
"running": 8,
"selectionWeight": 1.5416022730864805,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 27539
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1227.3877551020407,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.978739726974266,
"queueWeight": 0.978739726974266,
"recentSuccess": 66,
"recentSuccessRate": 0.4489795918367347,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.37089170507358066,
"running": 8,
"selectionWeight": 2.446849317435665,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.5,
"waiting": 30071
},
"Biren_166m": {
"available": true,
"backlogHours": 123.96226415094338,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3413968071203635,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 42,
"recentSuccessRate": 0.19811320754716982,
"recentTerminal": 212,
"recentWilsonLowerBound": 0.1500411918346862,
"running": 8,
"selectionWeight": 0.4438158492564726,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.333333333333336,
"waiting": 4380
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1336.5194805194806,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2156401578186417,
"queueFactor": 0.9663138196702575,
"queueWeight": 0.9663138196702575,
"recentSuccess": 15,
"recentSuccessRate": 0.19480519480519481,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.12176294266340366,
"running": 7,
"selectionWeight": 0.2083760645760288,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 17152
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 428.52631578947364,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3736413250080092,
"queueFactor": 1.1460877221692065,
"queueWeight": 1.1460877221692065,
"recentSuccess": 29,
"recentSuccessRate": 0.21804511278195488,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.15632434518405217,
"running": 7,
"selectionWeight": 0.4282257350867134,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 9499
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.50580046403713,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.013921113689095127,
"recentTerminal": 431,
"recentWilsonLowerBound": 0.006395286295889311,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 71.83333333333333,
"waiting": 3197
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 278.39130434782606,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.18547380267064814,
"queueFactor": 1.2226893650462891,
"queueWeight": 1.2226893650462891,
"recentSuccess": 23,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.11370157206292135,
"running": 7,
"selectionWeight": 0.22677684602009548,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 6403
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2276.6341463414633,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4855272683072969,
"queueFactor": 0.8921142936651939,
"queueWeight": 0.8921142936651939,
"recentSuccess": 12,
"recentSuccessRate": 0.2926829268292683,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.17609017633058882,
"running": 2,
"selectionWeight": 0.43314581602115526,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15557
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 454.69354838709677,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4381261810566472,
"queueFactor": 1.1359433299441082,
"queueWeight": 1.1359433299441082,
"recentSuccess": 29,
"recentSuccessRate": 0.23387096774193547,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.1680567058860121,
"running": 8,
"selectionWeight": 0.4976865130451831,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 9397
},
"MetaX_c-500": {
"available": true,
"backlogHours": 809.2682926829268,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.41406930735394537,
"queueFactor": 1.041838988383887,
"queueWeight": 1.041838988383887,
"recentSuccess": 20,
"recentSuccessRate": 0.24390243902439024,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.1637976208028234,
"running": 4,
"selectionWeight": 0.4313935482944512,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 11060
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1056.0,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.39921434961991376,
"queueFactor": 1.0010710377547596,
"queueWeight": 1.0010710377547596,
"recentSuccess": 28,
"recentSuccessRate": 0.22580645161290322,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.16109993441103604,
"running": 4,
"selectionWeight": 0.3996419232605985,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 21824
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2494.390243902439,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.2851344436540024,
"queueFactor": 0.8799739679509129,
"queueWeight": 0.8799739679509129,
"recentSuccess": 10,
"recentSuccessRate": 0.24390243902439024,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.13824855751022433,
"running": 2,
"selectionWeight": 0.2509108877816885,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 17045
},
"Vastai_va16": {
"available": true,
"backlogHours": 1525.8805970149253,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9472975236528189,
"queueWeight": 0.9472975236528189,
"recentSuccess": 4,
"recentSuccessRate": 0.05970149253731343,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.023458971433043544,
"running": 16,
"selectionWeight": 0.04736487618264095,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.166666666666666,
"waiting": 17039
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1071.1260504201682,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.35992062177217476,
"queueFactor": 0.9989376852503846,
"queueWeight": 0.9989376852503846,
"recentSuccess": 26,
"recentSuccessRate": 0.2184873949579832,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.15368839845214263,
"running": 6,
"selectionWeight": 0.3595382727869754,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 21244
}
},
"queueAttemptedAt": "2026-10-06T23:54:47.451522+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-06T23:54:47.451522+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"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
}