Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-21T16:44:16.062672+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": "2026-10-21T16:45:54.690686+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1019.6385542168674,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2694952348347148,
"queueFactor": 0.9916908870934031,
"queueWeight": 0.9916908870934031,
"recentSuccess": 40,
"recentSuccessRate": 0.24096385542168675,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.18223732595595787,
"running": 8,
"selectionWeight": 1.2589468555940866,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.666666666666668,
"waiting": 28210
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1254.7307692307693,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.7625584118692836,
"queueFactor": 0.9613038407136835,
"queueWeight": 0.9613038407136835,
"recentSuccess": 43,
"recentSuccessRate": 0.27564102564102566,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.2115513093405185,
"running": 8,
"selectionWeight": 1.6943541708121528,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.0,
"waiting": 32623
},
"Biren_166m": {
"available": true,
"backlogHours": 91.82608695652173,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.04013377926421405,
"recentTerminal": 299,
"recentWilsonLowerBound": 0.0231045994433325,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.833333333333336,
"waiting": 4576
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 909.3,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.19204865670810256,
"queueFactor": 1.0088745834849437,
"queueWeight": 1.0088745834849437,
"recentSuccess": 15,
"recentSuccessRate": 0.125,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.07723428880969684,
"running": 7,
"selectionWeight": 0.19375300854522992,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 18186
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 357.5487804878049,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.23894337899533497,
"queueFactor": 1.160494173988193,
"queueWeight": 1.160494173988193,
"recentSuccess": 21,
"recentSuccessRate": 0.12804878048780488,
"recentTerminal": 164,
"recentWilsonLowerBound": 0.08529805310783155,
"running": 7,
"selectionWeight": 0.277292399237139,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.333333333333332,
"waiting": 9773
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 76.5051194539249,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.050023760614429466,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 19,
"recentSuccessRate": 0.06484641638225255,
"recentTerminal": 293,
"recentWilsonLowerBound": 0.04190335701193628,
"running": 24,
"selectionWeight": 0.0650308887987583,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 48.833333333333336,
"waiting": 3736
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 203.19327731092437,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5628898798199901,
"queueFactor": 1.2631556221675146,
"queueWeight": 1.2631556221675146,
"recentSuccess": 40,
"recentSuccessRate": 0.16806722689075632,
"recentTerminal": 238,
"recentWilsonLowerBound": 0.1259181717629677,
"running": 7,
"selectionWeight": 0.7110175163558171,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 39.666666666666664,
"waiting": 8060
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2935.4545454545455,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.5152279937411992,
"queueFactor": 0.8462368940869637,
"queueWeight": 0.8462368940869637,
"recentSuccess": 11,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 33,
"recentWilsonLowerBound": 0.197500294678037,
"running": 2,
"selectionWeight": 1.2822418312571737,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.5,
"waiting": 16145
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 401.49295774647885,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.42164549417224273,
"queueFactor": 1.1404902316282386,
"queueWeight": 1.1404902316282386,
"recentSuccess": 23,
"recentSuccessRate": 0.1619718309859155,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.11042155900083112,
"running": 8,
"selectionWeight": 0.48088256731350426,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 9502
},
"MetaX_c-500": {
"available": true,
"backlogHours": 507.7391304347826,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.23176104600157504,
"queueFactor": 1.101024960000702,
"queueWeight": 1.101024960000702,
"recentSuccess": 18,
"recentSuccessRate": 0.13043478260869565,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.08412291616249355,
"running": 4,
"selectionWeight": 0.255174696403605,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 11678
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1992.987341772152,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3298881488247536,
"queueFactor": 0.8968453869570336,
"queueWeight": 0.8968453869570336,
"recentSuccess": 13,
"recentSuccessRate": 0.16455696202531644,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.09876613959277633,
"running": 4,
"selectionWeight": 0.29585866448527565,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 26241
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1324.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9535864293363856,
"queueWeight": 0.9535864293363856,
"recentSuccess": 7,
"recentSuccessRate": 0.08333333333333333,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.04095202982832851,
"running": 2,
"selectionWeight": 0.04767932146681928,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.0,
"waiting": 18536
},
"Vastai_va16": {
"available": true,
"backlogHours": 1221.6923076923078,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9651592644520439,
"queueWeight": 0.9651592644520439,
"recentSuccess": 6,
"recentSuccessRate": 0.06593406593406594,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.030565869950639868,
"running": 16,
"selectionWeight": 0.0482579632226022,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.166666666666666,
"waiting": 18529
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1392.1698113207547,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 0.94643202613795,
"queueWeight": 0.94643202613795,
"recentSuccess": 35,
"recentSuccessRate": 0.330188679245283,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.2479785534130129,
"running": 6,
"selectionWeight": 2.366080065344875,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 24595
}
},
"queueAttemptedAt": "2026-10-21T16:42:36.874641+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-21T16:42:36.874641+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
}