Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-22T20:19:14.465845+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": "2026-10-22T20:19:14.465845+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 2097.45,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.40291695566939295,
"queueFactor": 0.8863918592519703,
"queueWeight": 0.8863918592519703,
"recentSuccess": 18,
"recentSuccessRate": 0.225,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.1473309016978239,
"running": 8,
"selectionWeight": 0.3571423094599369,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.333333333333334,
"waiting": 27966
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1120.7931034482758,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9737572042845779,
"queueWeight": 0.9737572042845779,
"recentSuccess": 71,
"recentSuccessRate": 0.40804597701149425,
"recentTerminal": 174,
"recentWilsonLowerBound": 0.337771613950212,
"running": 8,
"selectionWeight": 2.4343930107114446,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.0,
"waiting": 32503
},
"Biren_166m": {
"available": true,
"backlogHours": 165.27906976744185,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3893002412124819,
"queueFactor": 1.297617883628334,
"queueWeight": 1.297617883628334,
"recentSuccess": 34,
"recentSuccessRate": 0.19767441860465115,
"recentTerminal": 172,
"recentWilsonLowerBound": 0.14504644442697598,
"running": 8,
"selectionWeight": 0.5051629550981407,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.666666666666668,
"waiting": 4738
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1312.7710843373493,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7241235222845459,
"queueFactor": 0.9509356977734486,
"queueWeight": 0.9509356977734486,
"recentSuccess": 23,
"recentSuccessRate": 0.27710843373493976,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.1923179435941366,
"running": 7,
"selectionWeight": 0.688594906937822,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.833333333333334,
"waiting": 18160
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 381.6,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.11283615820336243,
"queueFactor": 1.1445591625520792,
"queueWeight": 1.1445591625520792,
"recentSuccess": 19,
"recentSuccessRate": 0.12666666666666668,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.082610643407449,
"running": 7,
"selectionWeight": 0.12914765873883444,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 9540
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.04347826086956,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.4094886945940129,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 87,
"recentSuccessRate": 0.18012422360248448,
"recentTerminal": 483,
"recentWilsonLowerBound": 0.14841836818684698,
"running": 24,
"selectionWeight": 0.5323353029722168,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 80.5,
"waiting": 3626
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 154.29967426710098,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.9803282515848238,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 82,
"recentSuccessRate": 0.2671009771986971,
"recentTerminal": 307,
"recentWilsonLowerBound": 0.22070861723281326,
"running": 6,
"selectionWeight": 1.274426727060271,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 51.166666666666664,
"waiting": 7895
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3227.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.37053132054637256,
"queueFactor": 0.8309208495687056,
"queueWeight": 0.8309208495687056,
"recentSuccess": 8,
"recentSuccessRate": 0.26666666666666666,
"recentTerminal": 30,
"recentWilsonLowerBound": 0.14182495553910618,
"running": 2,
"selectionWeight": 0.30788219966020625,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.0,
"waiting": 16135
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 301.40983606557376,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4215804208987842,
"queueFactor": 1.1857848249477376,
"queueWeight": 1.1857848249477376,
"recentSuccess": 37,
"recentSuccessRate": 0.20218579234972678,
"recentTerminal": 183,
"recentWilsonLowerBound": 0.15039466575914162,
"running": 8,
"selectionWeight": 0.4999036655968584,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.5,
"waiting": 9193
},
"MetaX_c-500": {
"available": true,
"backlogHours": 430.65838509316774,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2716087716450463,
"queueFactor": 1.1239825405817556,
"queueWeight": 1.1239825405817556,
"recentSuccess": 28,
"recentSuccessRate": 0.17391304347826086,
"recentTerminal": 161,
"recentWilsonLowerBound": 0.12315244833826254,
"running": 4,
"selectionWeight": 0.3052835171978891,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.833333333333332,
"waiting": 11556
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1658.6526315789472,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.19694511402257142,
"queueFactor": 0.9181553834460311,
"queueWeight": 0.9181553834460311,
"recentSuccess": 16,
"recentSuccessRate": 0.16842105263157894,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.10641164331368241,
"running": 4,
"selectionWeight": 0.18082621668321638,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 26262
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1931.2758620689656,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.0552401787002544,
"queueFactor": 0.8974346928869811,
"queueWeight": 0.8974346928869811,
"recentSuccess": 7,
"recentSuccessRate": 0.1206896551724138,
"recentTerminal": 58,
"recentWilsonLowerBound": 0.05970890244859669,
"running": 2,
"selectionWeight": 0.04957445280688476,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.666666666666666,
"waiting": 18669
},
"Vastai_va16": {
"available": true,
"backlogHours": 756.6206896551723,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.4018110926517182,
"queueFactor": 1.0328750085596474,
"queueWeight": 1.0328750085596474,
"recentSuccess": 48,
"recentSuccessRate": 0.3310344827586207,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.25966796165988626,
"running": 16,
"selectionWeight": 1.4478956443216522,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 18285
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1438.252427184466,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8223340072155931,
"queueFactor": 0.9380030141837297,
"queueWeight": 0.9380030141837297,
"recentSuccess": 29,
"recentSuccessRate": 0.2815533980582524,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.20376373626988126,
"running": 6,
"selectionWeight": 0.7713517774340113,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 24690
}
},
"queueAttemptedAt": "2026-10-22T20:15:54.464822+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-22T20:15:54.464822+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
}