Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-21T18:59:57.460385+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-21T16:16:32.974408+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22045,
"successRate": 0.5034714292239528,
"wilsonLowerBound": 0.49878807330880515
},
"vllm": {
"framework": "vllm",
"modelCount": 58311,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15549,
"successRate": 0.2666563770129135,
"wilsonLowerBound": 0.2630825275406161
},
"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": 5426,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1740,
"successRate": 0.3206782159970512,
"wilsonLowerBound": 0.30838977287736186
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18589,
"successRate": 0.47906089735329743,
"wilsonLowerBound": 0.47409257635305607
},
"vllm": {
"framework": "vllm",
"modelCount": 40673,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11114,
"successRate": 0.2732525262459125,
"wilsonLowerBound": 0.2689432055473647
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5945,
"successRate": 0.4131054131054131,
"wilsonLowerBound": 0.40508473513113924
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64296,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18816100535025507,
"wilsonLowerBound": 0.18515857763235252
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 35743,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7504,
"successRate": 0.20994320566264724,
"wilsonLowerBound": 0.20575227109372596
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8404,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013921941932413136,
"wilsonLowerBound": 0.01162971589204264
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26794,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3291,
"successRate": 0.122826005822199,
"wilsonLowerBound": 0.11894968865879112
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16523,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10143436421957272,
"wilsonLowerBound": 0.09692320816306216
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17667,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6797,
"successRate": 0.38472859002660326,
"wilsonLowerBound": 0.37757999119962127
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24831,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3810,
"successRate": 0.15343723571342274,
"wilsonLowerBound": 0.14900802312370762
},
"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": 55723,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14003,
"successRate": 0.2512965920714965,
"wilsonLowerBound": 0.24771229013339804
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25475,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3268,
"successRate": 0.12828263002944063,
"wilsonLowerBound": 0.12423211339791476
},
"vllm": {
"framework": "vllm",
"modelCount": 87130,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11215425226672787,
"wilsonLowerBound": 0.11007601551547098
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5690,
"successRate": 0.11426391148061128,
"wilsonLowerBound": 0.11149939237034755
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52146,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3803,
"successRate": 0.07292985080351322,
"wilsonLowerBound": 0.07072937505743353
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24011,
"successRate": 0.2524364729753882,
"wilsonLowerBound": 0.24968575870683932
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 153,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5696,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.1035814606741573,
"wilsonLowerBound": 0.09593331689611459
},
"vllm": {
"framework": "vllm",
"modelCount": 112920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16540,
"successRate": 0.14647538080056677,
"wilsonLowerBound": 0.1444250641065082
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 318,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0031446540880503146,
"wilsonLowerBound": 0.0005553102238291179
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26047,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4187,
"successRate": 0.16074787883441471,
"wilsonLowerBound": 0.156337326554713
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44388,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5729,
"successRate": 0.1290664143462197,
"wilsonLowerBound": 0.12597943350387844
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 822,
"successRate": 0.09663766752880319,
"wilsonLowerBound": 0.09053943189052821
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35790,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7214,
"successRate": 0.2015646828723107,
"wilsonLowerBound": 0.1974405560713267
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.2019068347193347,
"wilsonLowerBound": 0.19875459012063137
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18674,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5295,
"successRate": 0.28354931991003535,
"wilsonLowerBound": 0.2771297028558461
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3940,
"successRate": 0.24170296300840438,
"wilsonLowerBound": 0.23519213062624633
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69775,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19174,
"successRate": 0.274797563597277,
"wilsonLowerBound": 0.2714976341346284
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1046,
"successRate": 0.5873104997192589,
"wilsonLowerBound": 0.5642815030335318
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.446788387202895,
"wilsonLowerBound": 0.4423742738780308
},
"vllm": {
"framework": "vllm",
"modelCount": 41301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5259,
"successRate": 0.12733347860826613,
"wilsonLowerBound": 0.12415317354422102
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1253,
"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": 10114,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07573660272889064,
"wilsonLowerBound": 0.07073976685401544
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7871,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3464,
"successRate": 0.4400965569813238,
"wilsonLowerBound": 0.4291618245288002
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7434,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03295668549905838,
"wilsonLowerBound": 0.02913353714568315
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19856,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5622,
"successRate": 0.2831385979049154,
"wilsonLowerBound": 0.27691447937999725
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29178,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14951,
"successRate": 0.5124066077181438,
"wilsonLowerBound": 0.5066699403276951
},
"vllm": {
"framework": "vllm",
"modelCount": 68566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7418,
"successRate": 0.10818773152874603,
"wilsonLowerBound": 0.1058846204267084
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2583,
"successRate": 0.17954956207423883,
"wilsonLowerBound": 0.17336338915347324
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-21T19:01:36.761530+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1064.2264150943397,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8609499339304599,
"queueFactor": 0.9932463806679462,
"queueWeight": 0.9932463806679462,
"recentSuccess": 36,
"recentSuccessRate": 0.22641509433962265,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.16826541549692706,
"running": 8,
"selectionWeight": 0.8551354058127367,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 28202
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1279.764705882353,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8728069154142377,
"queueFactor": 0.9661455925653839,
"queueWeight": 0.9661455925653839,
"recentSuccess": 47,
"recentSuccessRate": 0.30718954248366015,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.23955807804271564,
"running": 8,
"selectionWeight": 1.8094041470534374,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 32634
},
"Biren_166m": {
"available": true,
"backlogHours": 111.60975609756098,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.06097560975609756,
"recentTerminal": 246,
"recentWilsonLowerBound": 0.037296355380034694,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 41.0,
"waiting": 4576
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 974.8928571428571,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.18124718299144388,
"queueFactor": 1.0063952146766273,
"queueWeight": 1.0063952146766273,
"recentSuccess": 15,
"recentSuccessRate": 0.13392857142857142,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.08287068691908166,
"running": 7,
"selectionWeight": 0.1824062976362081,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 18198
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 336.86206896551727,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.24179804952591213,
"queueFactor": 1.1803050888570152,
"queueWeight": 1.1803050888570152,
"recentSuccess": 24,
"recentSuccessRate": 0.13793103448275862,
"recentTerminal": 174,
"recentWilsonLowerBound": 0.09447167885545726,
"running": 7,
"selectionWeight": 0.2853954683311347,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.0,
"waiting": 9769
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 87.2851711026616,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 18,
"recentSuccessRate": 0.06844106463878327,
"recentTerminal": 263,
"recentWilsonLowerBound": 0.04372700864800335,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 43.833333333333336,
"waiting": 3826
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 227.9718309859155,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.35504501796439447,
"queueFactor": 1.25149730357891,
"queueWeight": 1.25149730357891,
"recentSuccess": 33,
"recentSuccessRate": 0.15492957746478872,
"recentTerminal": 213,
"recentWilsonLowerBound": 0.11249513407942463,
"running": 4,
"selectionWeight": 0.4443378826315654,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.5,
"waiting": 8093
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2362.0975609756097,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.199546797057067,
"queueFactor": 0.8812871173565839,
"queueWeight": 0.8812871173565839,
"recentSuccess": 13,
"recentSuccessRate": 0.3170731707317073,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.19564433205311735,
"running": 2,
"selectionWeight": 1.0571451389127458,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 16141
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 401.15492957746477,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.42585077207452937,
"queueFactor": 1.149781393477957,
"queueWeight": 1.149781393477957,
"recentSuccess": 25,
"recentSuccessRate": 0.176056338028169,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.1221886925217712,
"running": 8,
"selectionWeight": 0.4896352941295163,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 9494
},
"MetaX_c-500": {
"available": true,
"backlogHours": 463.8675496688742,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.26343482043788663,
"queueFactor": 1.1250012306440196,
"queueWeight": 1.1250012306440196,
"recentSuccess": 22,
"recentSuccessRate": 0.1456953642384106,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.0982245369958826,
"running": 4,
"selectionWeight": 0.2963644971871088,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 11674
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2538.967741935484,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.570425277067425,
"queueFactor": 0.8717932836581552,
"queueWeight": 0.8717932836581552,
"recentSuccess": 14,
"recentSuccessRate": 0.22580645161290322,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.13955057139297952,
"running": 4,
"selectionWeight": 0.4972929253762234,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 26236
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1482.88,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9450313050665969,
"queueWeight": 0.9450313050665969,
"recentSuccess": 7,
"recentSuccessRate": 0.09333333333333334,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.04594793932894482,
"running": 2,
"selectionWeight": 0.04725156525332985,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.5,
"waiting": 18536
},
"Vastai_va16": {
"available": true,
"backlogHours": 1059.5428571428572,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9939037223718541,
"queueWeight": 0.9939037223718541,
"recentSuccess": 4,
"recentSuccessRate": 0.0380952380952381,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.014912218047781598,
"running": 16,
"selectionWeight": 0.04969518611859271,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.5,
"waiting": 18542
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1433.0679611650485,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 0.949887293746906,
"queueWeight": 0.949887293746906,
"recentSuccess": 37,
"recentSuccessRate": 0.3592233009708738,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.27316948614594705,
"running": 6,
"selectionWeight": 2.374718234367265,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 24601
}
},
"queueAttemptedAt": "2026-10-21T18:53:16.095240+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-21T18:53:16.095240+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"Biren_166m",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}