Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T01:32:15.765581+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T01:32:15.765581+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": "2026-09-27T01:45:39.491158+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1367.808,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9057777197479183,
"queueWeight": 0.9057777197479183,
"recentSuccess": 58,
"recentSuccessRate": 0.464,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.3789535675350041,
"running": 8,
"selectionWeight": 2.2644442993697957,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 28496
},
"Biren_166m": {
"available": true,
"backlogHours": 128.70967741935485,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2731608743826227,
"queueFactor": 1.291170884791912,
"queueWeight": 1.291170884791912,
"recentSuccess": 35,
"recentSuccessRate": 0.1881720430107527,
"recentTerminal": 186,
"recentWilsonLowerBound": 0.13852583163190002,
"running": 8,
"selectionWeight": 0.35269736786714334,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.0,
"waiting": 3990
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1173.5844155844156,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4561812088338586,
"queueFactor": 0.9268260985198908,
"queueWeight": 0.9268260985198908,
"recentSuccess": 20,
"recentSuccessRate": 0.2597402597402597,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.17489066479540774,
"running": 7,
"selectionWeight": 0.42280065000157274,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 15061
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 459.36842105263156,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.21316839214976957,
"queueFactor": 1.0668447740645304,
"queueWeight": 1.0668447740645304,
"recentSuccess": 21,
"recentSuccessRate": 0.18421052631578946,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.12375939628073249,
"running": 7,
"selectionWeight": 0.22741758516072014,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.0,
"waiting": 8728
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 46.8561872909699,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.04013377926421405,
"recentTerminal": 299,
"recentWilsonLowerBound": 0.0231045994433325,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.833333333333336,
"waiting": 2335
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 136.81132075471697,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.3885733318247953,
"queueFactor": 1.2794022181352267,
"queueWeight": 1.2794022181352267,
"recentSuccess": 45,
"recentSuccessRate": 0.21226415094339623,
"recentTerminal": 212,
"recentWilsonLowerBound": 0.16259268092113363,
"running": 7,
"selectionWeight": 0.4971415826448386,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.333333333333336,
"waiting": 4834
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3197.4,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.5208345254066578,
"queueFactor": 0.7974544007957141,
"queueWeight": 0.7974544007957141,
"recentSuccess": 14,
"recentSuccessRate": 0.4666666666666667,
"recentTerminal": 30,
"recentWilsonLowerBound": 0.3023212722412823,
"running": 2,
"selectionWeight": 1.2127961851676003,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.0,
"waiting": 15987
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 406.1276595744681,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3721516845071353,
"queueFactor": 1.0867409179108822,
"queueWeight": 1.0867409179108822,
"recentSuccess": 31,
"recentSuccessRate": 0.2198581560283688,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.15943251615033457,
"running": 8,
"selectionWeight": 0.4044324632233653,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 9544
},
"MetaX_c-500": {
"available": true,
"backlogHours": 620.5294117647059,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7795570800176149,
"queueFactor": 1.0197907045178345,
"queueWeight": 1.0197907045178345,
"recentSuccess": 31,
"recentSuccessRate": 0.30392156862745096,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.223122897734759,
"running": 4,
"selectionWeight": 0.7949850638430294,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 10549
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2439.8076923076924,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.8861775260913374,
"queueFactor": 0.8304663986347742,
"queueWeight": 0.8304663986347742,
"recentSuccess": 24,
"recentSuccessRate": 0.46153846153846156,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.3334025986239788,
"running": 4,
"selectionWeight": 1.5664070572789208,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.666666666666666,
"waiting": 21145
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3404.896551724138,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6087942256252127,
"queueFactor": 0.789968576898984,
"queueWeight": 0.789968576898984,
"recentSuccess": 10,
"recentSuccessRate": 0.3448275862068966,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.19940508749190483,
"running": 2,
"selectionWeight": 0.48092830804146824,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.833333333333333,
"waiting": 16457
},
"Vastai_va16": {
"available": true,
"backlogHours": 707.1355932203389,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.7683910861070565,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 35,
"recentSuccessRate": 0.2966101694915254,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.22166449745305886,
"running": 16,
"selectionWeight": 0.7683910861070565,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 13907
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 947.0727272727273,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.2954896990791046,
"queueFactor": 0.9571233360568939,
"queueWeight": 0.9571233360568939,
"recentSuccess": 23,
"recentSuccessRate": 0.20909090909090908,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.1435626967427802,
"running": 6,
"selectionWeight": 0.2828200865530403,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.333333333333332,
"waiting": 17363
}
},
"queueAttemptedAt": "2026-09-27T01:36:52.870763+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T01:36:52.870763+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
}