Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T19:24:17.663879+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T19:24:17.663879+00:00",
"frameworkAttemptedAt": "2026-09-19T16:57:00.094728+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19193,
"successRate": 0.4836945564516129,
"wilsonLowerBound": 0.4787792709478902
},
"vllm": {
"framework": "vllm",
"modelCount": 52987,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14816,
"successRate": 0.27961575480778306,
"wilsonLowerBound": 0.2758103327278731
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 782,
"successRate": 0.2840537595350527,
"wilsonLowerBound": 0.267517858082399
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14584,
"successRate": 0.44222080718032686,
"wilsonLowerBound": 0.4368675574806479
},
"vllm": {
"framework": "vllm",
"modelCount": 37516,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10661,
"successRate": 0.2841720865763941,
"wilsonLowerBound": 0.2796303945037936
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.42998984542479973,
"wilsonLowerBound": 0.4197152754642753
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12085,
"successRate": 0.1889875832733869,
"wilsonLowerBound": 0.18597185159120364
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17873,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3579,
"successRate": 0.20024618139092487,
"wilsonLowerBound": 0.19444385225854224
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6078,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.010036196117143797,
"wilsonLowerBound": 0.007821493248097717
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26157,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3223,
"successRate": 0.12321749436097412,
"wilsonLowerBound": 0.11928942022491816
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10165168812241923,
"wilsonLowerBound": 0.09712873155638158
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4735,
"successRate": 0.42070191026210574,
"wilsonLowerBound": 0.41160992109971617
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24164,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.1567621254759146,
"wilsonLowerBound": 0.15223248521681057
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43098,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10806,
"successRate": 0.25073089238479745,
"wilsonLowerBound": 0.24666109266673353
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3059,
"successRate": 0.13138905592303066,
"wilsonLowerBound": 0.12711031484186042
},
"vllm": {
"framework": "vllm",
"modelCount": 86642,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11269361279748852,
"wilsonLowerBound": 0.11060514965061183
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4971,
"successRate": 0.12261661034508275,
"wilsonLowerBound": 0.11945947056123453
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3417,
"successRate": 0.106807951987997,
"wilsonLowerBound": 0.10347041729843114
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21070,
"successRate": 0.2377325706033014,
"wilsonLowerBound": 0.2349413430908641
},
"transformers": {
"framework": "transformers",
"modelCount": 5181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10924531943640224,
"wilsonLowerBound": 0.10103871178963275
},
"vllm": {
"framework": "vllm",
"modelCount": 112547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16510,
"successRate": 0.14669426994944335,
"wilsonLowerBound": 0.1446392932437984
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3456,
"successRate": 0.1981651376146789,
"wilsonLowerBound": 0.1923157411675186
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42850,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5574,
"successRate": 0.13008168028004669,
"wilsonLowerBound": 0.1269296755781395
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6733,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 555,
"successRate": 0.08242982325857716,
"wilsonLowerBound": 0.07609627867751127
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31197,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5609,
"successRate": 0.1797929288072571,
"wilsonLowerBound": 0.17557107925014906
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60889,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12391,
"successRate": 0.20350145346450096,
"wilsonLowerBound": 0.20032231965167654
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7994,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2319,
"successRate": 0.2900925694270703,
"wilsonLowerBound": 0.28024710343656134
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12941,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3340,
"successRate": 0.25809442856038944,
"wilsonLowerBound": 0.2506276124741752
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16732,
"successRate": 0.27411533420707734,
"wilsonLowerBound": 0.2705908872031442
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46607,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20409,
"successRate": 0.43789559508228376,
"wilsonLowerBound": 0.43339662776602217
},
"vllm": {
"framework": "vllm",
"modelCount": 36575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3470,
"successRate": 0.09487354750512646,
"wilsonLowerBound": 0.0919127038523324
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 535,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10026,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.07370835826850189,
"wilsonLowerBound": 0.06875525826123706
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5955,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2525,
"successRate": 0.42401343408900083,
"wilsonLowerBound": 0.4115144236485661
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03186008676789588,
"wilsonLowerBound": 0.02808932214804452
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11685,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3836,
"successRate": 0.3282841249465126,
"wilsonLowerBound": 0.3198272664249393
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13438,
"successRate": 0.5073815367188975,
"wilsonLowerBound": 0.5013597623186946
},
"vllm": {
"framework": "vllm",
"modelCount": 62428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6281,
"successRate": 0.10061190491446145,
"wilsonLowerBound": 0.09827668247931033
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1801,
"successRate": 0.14419535628502803,
"wilsonLowerBound": 0.1381439247920521
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-19T19:31:10.674759+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1129.6451612903224,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1222251524434859,
"queueFactor": 0.9867949897634202,
"queueWeight": 0.9867949897634202,
"recentSuccess": 39,
"recentSuccessRate": 0.31451612903225806,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.23940745486046947,
"running": 9,
"selectionWeight": 1.1074061578177223,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 23346
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1442.3275862068967,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9512806355410268,
"queueWeight": 0.9512806355410268,
"recentSuccess": 50,
"recentSuccessRate": 0.43103448275862066,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.3445528576479731,
"running": 8,
"selectionWeight": 2.378201588852567,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 27885
},
"Biren_166m": {
"available": true,
"backlogHours": 167.86206896551724,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3358525921688548,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.1896551724137931,
"recentTerminal": 174,
"recentWilsonLowerBound": 0.13835252245303012,
"running": 8,
"selectionWeight": 0.4366083698195113,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.0,
"waiting": 4868
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1303.4117647058822,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.33658143570737625,
"queueFactor": 0.9658418005529622,
"queueWeight": 0.9658418005529622,
"recentSuccess": 15,
"recentSuccessRate": 0.22058823529411764,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.1384889157967965,
"running": 7,
"selectionWeight": 0.32508441989631337,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 14772
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 402.22222222222223,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.424746222026934,
"queueFactor": 1.1521216390545685,
"queueWeight": 1.1521216390545685,
"recentSuccess": 29,
"recentSuccessRate": 0.21481481481481482,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.15393663891185383,
"running": 9,
"selectionWeight": 0.4893593135039069,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 9050
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 42.16483516483517,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.03296703296703297,
"recentTerminal": 364,
"recentWilsonLowerBound": 0.018957117232417553,
"running": 27,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.666666666666664,
"waiting": 2558
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 106.65703971119135,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.13776102608508403,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.1263537906137184,
"recentTerminal": 277,
"recentWilsonLowerBound": 0.09227155468807205,
"running": 7,
"selectionWeight": 0.17908933391060924,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 46.166666666666664,
"waiting": 4924
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3698.538461538462,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.679445458836526,
"queueFactor": 0.8259689505912909,
"queueWeight": 0.8259689505912909,
"recentSuccess": 12,
"recentSuccessRate": 0.46153846153846156,
"recentTerminal": 26,
"recentWilsonLowerBound": 0.28755582695234905,
"running": 2,
"selectionWeight": 1.3871698032105144,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.333333333333333,
"waiting": 16027
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 559.421052631579,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8097784720773149,
"queueFactor": 1.0964969344625226,
"queueWeight": 1.0964969344625226,
"recentSuccess": 32,
"recentSuccessRate": 0.2807017543859649,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.2064060006774648,
"running": 10,
"selectionWeight": 0.8879196122265213,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 10629
},
"MetaX_c-500": {
"available": true,
"backlogHours": 655.4705882352941,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.38360688142426236,
"queueFactor": 1.0707430431641023,
"queueWeight": 1.0707430431641023,
"recentSuccess": 22,
"recentSuccessRate": 0.21568627450980393,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.14697094402656705,
"running": 5,
"selectionWeight": 0.4107443995949056,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 11143
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1707.84,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.798163273272286,
"queueFactor": 0.9274727651116623,
"queueWeight": 0.9274727651116623,
"recentSuccess": 30,
"recentSuccessRate": 0.4,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.296623430781706,
"running": 4,
"selectionWeight": 1.667747463184085,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 21348
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 7933.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.275782091242563,
"queueFactor": 0.7366354661218444,
"queueWeight": 0.7366354661218444,
"recentSuccess": 6,
"recentSuccessRate": 0.5,
"recentTerminal": 12,
"recentWilsonLowerBound": 0.2537781703934222,
"running": 2,
"selectionWeight": 0.9397863354523668,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.0,
"waiting": 15866
},
"Vastai_va16": {
"available": true,
"backlogHours": 1637.4117647058824,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9333500536642739,
"queueWeight": 0.9333500536642739,
"recentSuccess": 3,
"recentSuccessRate": 0.058823529411764705,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.020206272864052074,
"running": 16,
"selectionWeight": 0.0466675026832137,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.5,
"waiting": 13918
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 938.0425531914894,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8843908071530295,
"queueFactor": 1.014693461191077,
"queueWeight": 1.014693461191077,
"recentSuccess": 28,
"recentSuccessRate": 0.2978723404255319,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.21484309822217873,
"running": 6,
"selectionWeight": 0.8973855691556778,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 14696
}
},
"queueAttemptedAt": "2026-09-19T19:31:10.674759+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T19:31:10.674759+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}