Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-08T06:21:24.668303+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-08T06:21:24.668303+00:00",
"frameworkAttemptedAt": "2026-10-08T03:00:57.870681+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20492,
"successRate": 0.4935452793834297,
"wilsonLowerBound": 0.4887370277163515
},
"vllm": {
"framework": "vllm",
"modelCount": 55605,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15235,
"successRate": 0.27398615232443124,
"wilsonLowerBound": 0.2702947473925515
},
"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": 4026,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1214,
"successRate": 0.3015399900645802,
"wilsonLowerBound": 0.28755839092831964
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36252,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16898,
"successRate": 0.46612600684100186,
"wilsonLowerBound": 0.4609946222656965
},
"vllm": {
"framework": "vllm",
"modelCount": 39427,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10962,
"successRate": 0.2780328201486291,
"wilsonLowerBound": 0.27363212725653774
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12136,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5107,
"successRate": 0.42081410678971654,
"wilsonLowerBound": 0.4120569215721449
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12095,
"successRate": 0.1883809672143914,
"wilsonLowerBound": 0.185375056019194
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27879,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6065,
"successRate": 0.21754725779260375,
"wilsonLowerBound": 0.21274325149785245
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7536,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 102,
"successRate": 0.013535031847133758,
"wilsonLowerBound": 0.011162911390499386
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3264,
"successRate": 0.1229054486576044,
"wilsonLowerBound": 0.1190110055086707
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16502,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10156344685492667,
"wilsonLowerBound": 0.09704685221513341
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14838,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5921,
"successRate": 0.3990429977085861,
"wilsonLowerBound": 0.39119058233994924
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24654,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3805,
"successRate": 0.15433601038371056,
"wilsonLowerBound": 0.14988022156923023
},
"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": 50251,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12620,
"successRate": 0.25113928081033216,
"wilsonLowerBound": 0.24736663519670526
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23789,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3120,
"successRate": 0.1311530539324898,
"wilsonLowerBound": 0.12692282222302606
},
"vllm": {
"framework": "vllm",
"modelCount": 86930,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9769,
"successRate": 0.11237777522144254,
"wilsonLowerBound": 0.11029533407709848
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45445,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5485,
"successRate": 0.12069534602266475,
"wilsonLowerBound": 0.11773214730144857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44772,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3637,
"successRate": 0.08123380684356295,
"wilsonLowerBound": 0.07873898761183491
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91856,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22820,
"successRate": 0.2484323288625675,
"wilsonLowerBound": 0.24564847630461709
},
"transformers": {
"framework": "transformers",
"modelCount": 5479,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 581,
"successRate": 0.10604124840299324,
"wilsonLowerBound": 0.09816276028235076
},
"vllm": {
"framework": "vllm",
"modelCount": 112829,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14650488792774907,
"wilsonLowerBound": 0.14445357630321032
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22514,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3914,
"successRate": 0.17384738385004886,
"wilsonLowerBound": 0.1689526940455994
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5660,
"successRate": 0.1299924209365885,
"wilsonLowerBound": 0.12686619593514867
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 727,
"successRate": 0.09280061271381158,
"wilsonLowerBound": 0.08657340484541257
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33759,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6581,
"successRate": 0.1949406084303445,
"wilsonLowerBound": 0.19074944659845092
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61454,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12416,
"successRate": 0.20203729618901942,
"wilsonLowerBound": 0.19888137272243372
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4024,
"successRate": 0.28612059158134245,
"wilsonLowerBound": 0.27871033858615585
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15043,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3697,
"successRate": 0.24576214850761152,
"wilsonLowerBound": 0.2389474388169672
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66635,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18366,
"successRate": 0.2756209199369701,
"wilsonLowerBound": 0.2722412401961085
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 720,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 440,
"successRate": 0.6111111111111112,
"wilsonLowerBound": 0.5750019036241601
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21465,
"successRate": 0.44651772341487767,
"wilsonLowerBound": 0.442078099513383
},
"vllm": {
"framework": "vllm",
"modelCount": 39169,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4558,
"successRate": 0.11636753555107356,
"wilsonLowerBound": 0.11322941159101357
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1002,
"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": 10073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 756,
"successRate": 0.07505211952744961,
"wilsonLowerBound": 0.07006718147500551
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7035,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3079,
"successRate": 0.4376687988628287,
"wilsonLowerBound": 0.4261130097592667
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7406,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03294625978935998,
"wilsonLowerBound": 0.029116949043479782
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16115,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4942,
"successRate": 0.30667080359913124,
"wilsonLowerBound": 0.29959812194409147
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27912,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14219,
"successRate": 0.5094224706219547,
"wilsonLowerBound": 0.5035567738408233
},
"vllm": {
"framework": "vllm",
"modelCount": 66606,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7036,
"successRate": 0.10563612887727833,
"wilsonLowerBound": 0.1033244968813201
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13429,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2143,
"successRate": 0.15958001340382755,
"wilsonLowerBound": 0.15348348256259997
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-08T06:21:24.668303+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 835.9899497487438,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7953734406492037,
"queueFactor": 0.9905388998026372,
"queueWeight": 0.9905388998026372,
"recentSuccess": 46,
"recentSuccessRate": 0.23115577889447236,
"recentTerminal": 199,
"recentWilsonLowerBound": 0.17800822248576545,
"running": 9,
"selectionWeight": 0.7878483328329003,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.166666666666664,
"waiting": 27727
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 784.9350649350649,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.894151593448408,
"queueFactor": 0.9999462002248796,
"queueWeight": 0.9999462002248796,
"recentSuccess": 55,
"recentSuccessRate": 0.23809523809523808,
"recentTerminal": 231,
"recentWilsonLowerBound": 0.18773670286316332,
"running": 8,
"selectionWeight": 0.8941034882937569,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 38.5,
"waiting": 30220
},
"Biren_166m": {
"available": true,
"backlogHours": 175.2941176470588,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0747211762470121,
"queueFactor": 1.252093014488876,
"queueWeight": 1.252093014488876,
"recentSuccess": 41,
"recentSuccessRate": 0.2679738562091503,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.20410817120383035,
"running": 9,
"selectionWeight": 1.345650877302152,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 4470
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 875.3846153846154,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.25688999529606354,
"queueFactor": 0.9837208073324547,
"queueWeight": 0.9837208073324547,
"recentSuccess": 19,
"recentSuccessRate": 0.1623931623931624,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.10649722549629985,
"running": 7,
"selectionWeight": 0.25270803356827415,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 17070
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 306.4590163934426,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.13971965104165843,
"queueFactor": 1.1514519868405466,
"queueWeight": 1.1514519868405466,
"recentSuccess": 22,
"recentSuccessRate": 0.12021857923497267,
"recentTerminal": 183,
"recentWilsonLowerBound": 0.08074501197882482,
"running": 7,
"selectionWeight": 0.16088046979258544,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.5,
"waiting": 9347
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 60.846846846846844,
"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": 0.03303303303303303,
"recentTerminal": 333,
"recentWilsonLowerBound": 0.01854323596311657,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.5,
"waiting": 3377
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 170.79310344827587,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2585346338485648,
"queueFactor": 1.256988037136632,
"queueWeight": 1.256988037136632,
"recentSuccess": 34,
"recentSuccessRate": 0.14655172413793102,
"recentTerminal": 232,
"recentWilsonLowerBound": 0.10680659851094985,
"running": 4,
"selectionWeight": 0.3249749419331453,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 38.666666666666664,
"waiting": 6604
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1716.5555555555557,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4116465368754082,
"queueFactor": 0.8892072898277866,
"queueWeight": 0.8892072898277866,
"recentSuccess": 12,
"recentSuccessRate": 0.2222222222222222,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.13195287989578958,
"running": 2,
"selectionWeight": 0.36603910142197577,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 15449
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 366.79470198675494,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3358686737922215,
"queueFactor": 1.1208261008850615,
"queueWeight": 1.1208261008850615,
"recentSuccess": 26,
"recentSuccessRate": 0.17218543046357615,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.12029775558876803,
"running": 8,
"selectionWeight": 0.3764503760559723,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 9231
},
"MetaX_c-500": {
"available": true,
"backlogHours": 607.8333333333334,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3526304142703858,
"queueFactor": 1.039044187119496,
"queueWeight": 1.039044187119496,
"recentSuccess": 33,
"recentSuccessRate": 0.3055555555555556,
"recentTerminal": 108,
"recentWilsonLowerBound": 0.22660104620023358,
"running": 4,
"selectionWeight": 1.4054427692686802,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.0,
"waiting": 10941
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2094.6666666666665,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8630470168736049,
"queueWeight": 0.8630470168736049,
"recentSuccess": 26,
"recentSuccessRate": 0.4126984126984127,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.2995827804043615,
"running": 4,
"selectionWeight": 2.157617542184012,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 21994
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2238.2608695652175,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.25693074757675305,
"queueFactor": 0.8545059452188927,
"queueWeight": 0.8545059452188927,
"recentSuccess": 9,
"recentSuccessRate": 0.1956521739130435,
"recentTerminal": 46,
"recentWilsonLowerBound": 0.106504904441218,
"running": 2,
"selectionWeight": 0.21954885131387009,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.666666666666667,
"waiting": 17160
},
"Vastai_va16": {
"available": true,
"backlogHours": 784.3720930232558,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0000538219747983,
"queueWeight": 1.0000538219747983,
"recentSuccess": 3,
"recentSuccessRate": 0.023255813953488372,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.007939993605110279,
"running": 16,
"selectionWeight": 0.05000269109873992,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.5,
"waiting": 16864
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 827.5555555555555,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.3896306978365277,
"queueFactor": 0.9920467078440102,
"queueWeight": 0.9920467078440102,
"recentSuccess": 25,
"recentSuccessRate": 0.18518518518518517,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.12869695822609414,
"running": 6,
"selectionWeight": 0.3865318510636916,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 18620
}
},
"queueAttemptedAt": "2026-10-08T06:15:36.050235+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-08T06:15:36.050235+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
}