Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-22T20:31:19.559894+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-22T15:16:07.563483+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43901,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22122,
"successRate": 0.5039065169358329,
"wilsonLowerBound": 0.49922929095639007
},
"vllm": {
"framework": "vllm",
"modelCount": 58429,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15572,
"successRate": 0.26651149258073903,
"wilsonLowerBound": 0.26294186763908145
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5545,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1784,
"successRate": 0.32173128944995494,
"wilsonLowerBound": 0.3095626586175613
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38954,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18705,
"successRate": 0.4801817528366792,
"wilsonLowerBound": 0.4752225012389658
},
"vllm": {
"framework": "vllm",
"modelCount": 40801,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11169,
"successRate": 0.2737432906056224,
"wilsonLowerBound": 0.26943823515493875
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14542,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5993,
"successRate": 0.41211662769907853,
"wilsonLowerBound": 0.4041406826369419
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64306,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12099,
"successRate": 0.18814729574223246,
"wilsonLowerBound": 0.1851451853858568
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36267,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7610,
"successRate": 0.2098326302147958,
"wilsonLowerBound": 0.20567267833068853
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8436,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013869132290184922,
"wilsonLowerBound": 0.011585554837373141
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26813,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3293,
"successRate": 0.12281356058628277,
"wilsonLowerBound": 0.11893877089459196
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10142208774583963,
"wilsonLowerBound": 0.09691144896995606
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17857,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6866,
"successRate": 0.38449907599260796,
"wilsonLowerBound": 0.3773893165432024
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.1534157240046697,
"wilsonLowerBound": 0.14898765272130116
},
"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": 56151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14087,
"successRate": 0.250877099250236,
"wilsonLowerBound": 0.24730843808506192
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25659,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3300,
"successRate": 0.1286098444990062,
"wilsonLowerBound": 0.12456918335044238
},
"vllm": {
"framework": "vllm",
"modelCount": 87132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9774,
"successRate": 0.11217463159344443,
"wilsonLowerBound": 0.11009625130917604
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5762,
"successRate": 0.11455040655255362,
"wilsonLowerBound": 0.11179656959668471
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52741,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3866,
"successRate": 0.07330160596120665,
"wilsonLowerBound": 0.07110817371236106
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95250,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24068,
"successRate": 0.2526824146981627,
"wilsonLowerBound": 0.2499327151357797
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5703,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 591,
"successRate": 0.10362966859547607,
"wilsonLowerBound": 0.09598440123295167
},
"vllm": {
"framework": "vllm",
"modelCount": 112932,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16542,
"successRate": 0.14647752629901178,
"wilsonLowerBound": 0.14442730531743125
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 325,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003076923076923077,
"wilsonLowerBound": 0.0005433451436958484
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26322,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4234,
"successRate": 0.16085403844692653,
"wilsonLowerBound": 0.1564651259017427
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44627,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5808,
"successRate": 0.13014542765590337,
"wilsonLowerBound": 0.12705550728959789
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8552,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 840,
"successRate": 0.09822263797942002,
"wilsonLowerBound": 0.09209407716403276
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35912,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7253,
"successRate": 0.20196591668523056,
"wilsonLowerBound": 0.19784562013237764
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61580,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.20186748944462488,
"wilsonLowerBound": 0.1987157833989209
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5400,
"successRate": 0.2837624802942722,
"wilsonLowerBound": 0.2774012737290523
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3963,
"successRate": 0.24158741770299927,
"wilsonLowerBound": 0.23509795815216436
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69995,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19228,
"successRate": 0.2747053360954354,
"wilsonLowerBound": 0.2714109268102248
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1884,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1088,
"successRate": 0.5774946921443737,
"wilsonLowerBound": 0.5550539664477531
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48678,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21748,
"successRate": 0.44677266937836396,
"wilsonLowerBound": 0.44236047496561803
},
"vllm": {
"framework": "vllm",
"modelCount": 41473,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5301,
"successRate": 0.12781809852192993,
"wilsonLowerBound": 0.12463907289304828
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07572162910241202,
"wilsonLowerBound": 0.07072574472839398
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7936,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3490,
"successRate": 0.4397681451612903,
"wilsonLowerBound": 0.4288791772091988
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7439,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03293453421158758,
"wilsonLowerBound": 0.029113919300388362
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20242,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5721,
"successRate": 0.28263017488390474,
"wilsonLowerBound": 0.2764687517741875
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29261,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14999,
"successRate": 0.512593554560678,
"wilsonLowerBound": 0.5068650593544141
},
"vllm": {
"framework": "vllm",
"modelCount": 68695,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7442,
"successRate": 0.10833393987917607,
"wilsonLowerBound": 0.10603158523055436
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14460,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2611,
"successRate": 0.180567081604426,
"wilsonLowerBound": 0.17438246495683227
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-22T20:33:03.577775+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 2071.4074074074074,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3196430339221463,
"queueFactor": 0.8919686420417089,
"queueWeight": 0.8919686420417089,
"recentSuccess": 17,
"recentSuccessRate": 0.20987654320987653,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.1353706249001661,
"running": 9,
"selectionWeight": 0.2851115629056287,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 27964
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1160.75,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9729233164233543,
"queueWeight": 0.9729233164233543,
"recentSuccess": 70,
"recentSuccessRate": 0.4166666666666667,
"recentTerminal": 168,
"recentWilsonLowerBound": 0.34479298206061604,
"running": 10,
"selectionWeight": 2.4323082910583858,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.0,
"waiting": 32501
},
"Biren_166m": {
"available": true,
"backlogHours": 173.1219512195122,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.41436622282019325,
"queueFactor": 1.294304897905436,
"queueWeight": 1.294304897905436,
"recentSuccess": 34,
"recentSuccessRate": 0.2073170731707317,
"recentTerminal": 164,
"recentWilsonLowerBound": 0.15232121293449272,
"running": 9,
"selectionWeight": 0.5363162317227513,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.333333333333332,
"waiting": 4732
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1344.8148148148148,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6486610261426263,
"queueFactor": 0.9516780281554278,
"queueWeight": 0.9516780281554278,
"recentSuccess": 22,
"recentSuccessRate": 0.2716049382716049,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.1867368992369412,
"running": 7,
"selectionWeight": 0.617316446300691,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 18155
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 391.76712328767127,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.15021494968280516,
"queueFactor": 1.1450783861061355,
"queueWeight": 1.1450783861061355,
"recentSuccess": 21,
"recentSuccessRate": 0.14383561643835616,
"recentTerminal": 146,
"recentWilsonLowerBound": 0.09604069695750718,
"running": 10,
"selectionWeight": 0.1720078921518009,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.333333333333332,
"waiting": 9533
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.25571725571725,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.35189497915932516,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 83,
"recentSuccessRate": 0.17255717255717257,
"recentTerminal": 481,
"recentWilsonLowerBound": 0.14141670641942822,
"running": 25,
"selectionWeight": 0.45746347290712275,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 80.16666666666667,
"waiting": 3628
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 161.65187713310578,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.8623560521567873,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 76,
"recentSuccessRate": 0.2593856655290102,
"recentTerminal": 293,
"recentWilsonLowerBound": 0.21254125416728561,
"running": 9,
"selectionWeight": 1.1210628678038237,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 48.833333333333336,
"waiting": 7894
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3457.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.2766289593119993,
"queueFactor": 0.825990565958161,
"queueWeight": 0.825990565958161,
"recentSuccess": 7,
"recentSuccessRate": 0.25,
"recentTerminal": 28,
"recentWilsonLowerBound": 0.12676334942200781,
"running": 2,
"selectionWeight": 0.2284929106625354,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.666666666666667,
"waiting": 16135
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 298.21621621621625,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4212474411996108,
"queueFactor": 1.1929156249001474,
"queueWeight": 1.1929156249001474,
"recentSuccess": 38,
"recentSuccessRate": 0.20540540540540542,
"recentTerminal": 185,
"recentWilsonLowerBound": 0.15346583999549976,
"running": 9,
"selectionWeight": 0.5025126545562217,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.833333333333332,
"waiting": 9195
},
"MetaX_c-500": {
"available": true,
"backlogHours": 450.3116883116883,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.286964714512882,
"queueFactor": 1.1214048561042957,
"queueWeight": 1.1214048561042957,
"recentSuccess": 28,
"recentSuccessRate": 0.18181818181818182,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.12889468335747245,
"running": 4,
"selectionWeight": 0.3218036243853288,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 11558
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1731.4285714285716,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2453586067552825,
"queueFactor": 0.9162810997408618,
"queueWeight": 0.9162810997408618,
"recentSuccess": 17,
"recentSuccessRate": 0.18681318681318682,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.12003656211187942,
"running": 4,
"selectionWeight": 0.22481745402861592,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 26260
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2196.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.07053059982747895,
"queueFactor": 0.8841878952450452,
"queueWeight": 0.8841878952450452,
"recentSuccess": 7,
"recentSuccessRate": 0.13725490196078433,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.06811015331542725,
"running": 2,
"selectionWeight": 0.06236230261182915,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 18666
},
"Vastai_va16": {
"available": true,
"backlogHours": 772.5211267605633,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.3314763101050335,
"queueFactor": 1.0341960163964956,
"queueWeight": 1.0341960163964956,
"recentSuccess": 47,
"recentSuccessRate": 0.33098591549295775,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.25893561983307917,
"running": 16,
"selectionWeight": 1.3770074958369307,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 18283
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1592.774193548387,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9940767944408233,
"queueFactor": 0.9278254561279433,
"queueWeight": 0.9278254561279433,
"recentSuccess": 29,
"recentSuccessRate": 0.3118279569892473,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.2267273118974027,
"running": 6,
"selectionWeight": 0.9223297552282607,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 24688
}
},
"queueAttemptedAt": "2026-10-22T20:26:17.762847+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-22T20:26:17.762847+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}