Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-29T05:59:30.560951+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-29T05:59:30.560951+00:00",
"frameworkAttemptedAt": "2026-09-29T02:13:21.967349+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40036,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19402,
"successRate": 0.4846138475372165,
"wilsonLowerBound": 0.4797200813916863
},
"vllm": {
"framework": "vllm",
"modelCount": 53629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14928,
"successRate": 0.2783568591620206,
"wilsonLowerBound": 0.2745795267764345
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 0,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 3097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 875,
"successRate": 0.2825314820794317,
"wilsonLowerBound": 0.2669514629359368
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34560,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15733,
"successRate": 0.45523726851851853,
"wilsonLowerBound": 0.44999214021130884
},
"vllm": {
"framework": "vllm",
"modelCount": 38487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10821,
"successRate": 0.281159872164627,
"wilsonLowerBound": 0.2766903798802724
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10642,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4456,
"successRate": 0.41871828603645933,
"wilsonLowerBound": 0.409375828115055
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.18854273864097046,
"wilsonLowerBound": 0.18553416745000326
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 23120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4759,
"successRate": 0.20583910034602076,
"wilsonLowerBound": 0.20067646232421507
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 76,
"successRate": 0.010943124550035998,
"wilsonLowerBound": 0.00875245912723898
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.12283089486219803,
"wilsonLowerBound": 0.11892980785559724
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16488,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10164968461911693,
"wilsonLowerBound": 0.09712945700177714
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12997,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5344,
"successRate": 0.4111718088789721,
"wilsonLowerBound": 0.40273984799784884
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24450,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.1552556237218814,
"wilsonLowerBound": 0.15077036802136365
},
"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": 46823,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11639,
"successRate": 0.24857441855498366,
"wilsonLowerBound": 0.24468045881674821
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3097,
"successRate": 0.13147951602632138,
"wilsonLowerBound": 0.12722401731881863
},
"vllm": {
"framework": "vllm",
"modelCount": 86797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9766,
"successRate": 0.11251540951876217,
"wilsonLowerBound": 0.11043025733414659
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42942,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5254,
"successRate": 0.1223510781985003,
"wilsonLowerBound": 0.11928540268290236
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 38175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3543,
"successRate": 0.09280943025540275,
"wilsonLowerBound": 0.08993946369646927
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90314,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21941,
"successRate": 0.2429412937086166,
"wilsonLowerBound": 0.24015525585830402
},
"transformers": {
"framework": "transformers",
"modelCount": 5393,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10736139440014834,
"wilsonLowerBound": 0.09937676324694837
},
"vllm": {
"framework": "vllm",
"modelCount": 112748,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14656579274133466,
"wilsonLowerBound": 0.14451339134124666
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3705,
"successRate": 0.18367043426531826,
"wilsonLowerBound": 0.17838723408063709
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5631,
"successRate": 0.13013033832501386,
"wilsonLowerBound": 0.12699307157905726
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7331,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 646,
"successRate": 0.08811894693766198,
"wilsonLowerBound": 0.08184377570282551
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6106,
"successRate": 0.18833472132259954,
"wilsonLowerBound": 0.1841157881280224
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61254,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12404,
"successRate": 0.20250106115518987,
"wilsonLowerBound": 0.1993372693029579
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3165,
"successRate": 0.29283863804589194,
"wilsonLowerBound": 0.28433405514972093
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14251,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3583,
"successRate": 0.25142095291558486,
"wilsonLowerBound": 0.24436575197277324
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64259,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17610,
"successRate": 0.27404721517608427,
"wilsonLowerBound": 0.27061209472304165
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 181,
"successRate": 0.6306620209059234,
"wilsonLowerBound": 0.5734418785777162
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20943,
"successRate": 0.442273984752814,
"wilsonLowerBound": 0.43780543890442064
},
"vllm": {
"framework": "vllm",
"modelCount": 37806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4002,
"successRate": 0.10585621329947627,
"wilsonLowerBound": 0.10279490292820674
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 784,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 745,
"successRate": 0.0741588692016723,
"wilsonLowerBound": 0.06919604124842677
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2803,
"successRate": 0.4324282628818266,
"wilsonLowerBound": 0.4204111902084459
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.032720389399675504,
"wilsonLowerBound": 0.028902224054213495
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14354,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4658,
"successRate": 0.32450884770795596,
"wilsonLowerBound": 0.31689731920711733
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13879,
"successRate": 0.509433269710762,
"wilsonLowerBound": 0.5034960923445447
},
"vllm": {
"framework": "vllm",
"modelCount": 64428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6673,
"successRate": 0.10357298069162475,
"wilsonLowerBound": 0.10124368992491009
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12983,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1985,
"successRate": 0.15289224370330431,
"wilsonLowerBound": 0.14680441531733562
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-29T06:13:39.372327+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 18162.0,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 0.7,
"queueWeight": 0.7,
"recentSuccess": 0,
"recentSuccessRate": 0.0,
"recentTerminal": 9,
"recentWilsonLowerBound": 0.0,
"running": 9,
"selectionWeight": 0.034999999999999996,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 1.5,
"waiting": 27243
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1150.4503311258277,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.974566742521659,
"queueWeight": 0.974566742521659,
"recentSuccess": 55,
"recentSuccessRate": 0.36423841059602646,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.29173479472925495,
"running": 8,
"selectionWeight": 2.4364168563041475,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 28953
},
"Biren_166m": {
"available": true,
"backlogHours": 140.83695652173913,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.36265356182093733,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.16847826086956522,
"recentTerminal": 184,
"recentWilsonLowerBound": 0.12130409849943397,
"running": 8,
"selectionWeight": 0.47144963036721854,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.666666666666668,
"waiting": 4319
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1755.1698113207547,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7075995180556485,
"queueFactor": 0.9147320516570835,
"queueWeight": 0.9147320516570835,
"recentSuccess": 14,
"recentSuccessRate": 0.2641509433962264,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.16437206511316813,
"running": 7,
"selectionWeight": 0.6472639589026068,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 15504
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 432.59016393442624,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.46571637669409666,
"queueFactor": 1.1285746002185877,
"queueWeight": 1.1285746002185877,
"recentSuccess": 24,
"recentSuccessRate": 0.19672131147540983,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.13591035553474007,
"running": 8,
"selectionWeight": 0.5255956736427894,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.333333333333332,
"waiting": 8796
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 32.30769230769231,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 13,
"recentSuccessRate": 0.03225806451612903,
"recentTerminal": 403,
"recentWilsonLowerBound": 0.018946835349343365,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 67.16666666666667,
"waiting": 2170
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 100.03311258278146,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2777592619103641,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 43,
"recentSuccessRate": 0.1423841059602649,
"recentTerminal": 302,
"recentWilsonLowerBound": 0.10745545701992495,
"running": 6,
"selectionWeight": 0.36108704048347334,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.333333333333336,
"waiting": 5035
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2069.1063829787236,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.35345542082937914,
"queueFactor": 0.8924303773509172,
"queueWeight": 0.8924303773509172,
"recentSuccess": 10,
"recentSuccessRate": 0.2127659574468085,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.11989580124247318,
"running": 2,
"selectionWeight": 0.3154343545874901,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.833333333333333,
"waiting": 16208
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 427.79999999999995,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.865126118053565,
"queueFactor": 1.1304611735608954,
"queueWeight": 1.1304611735608954,
"recentSuccess": 32,
"recentSuccessRate": 0.24615384615384617,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.18009686195009067,
"running": 11,
"selectionWeight": 0.9779914866930148,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 9269
},
"MetaX_c-500": {
"available": true,
"backlogHours": 574.5137614678898,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.6395437045180385,
"queueFactor": 1.0815502510377135,
"queueWeight": 1.0815502510377135,
"recentSuccess": 35,
"recentSuccessRate": 0.3211009174311927,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.24082843883410396,
"running": 4,
"selectionWeight": 1.7732489052087874,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 10437
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1862.8732394366195,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.4335523965271326,
"queueFactor": 0.9065969887841487,
"queueWeight": 0.9065969887841487,
"recentSuccess": 23,
"recentSuccessRate": 0.323943661971831,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.22657056384385282,
"running": 4,
"selectionWeight": 1.2996542859557985,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 22044
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3639.2142857142853,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.1758709447388873,
"queueFactor": 0.8199561423409711,
"queueWeight": 0.8199561423409711,
"recentSuccess": 10,
"recentSuccessRate": 0.35714285714285715,
"recentTerminal": 28,
"recentWilsonLowerBound": 0.20705611972458876,
"running": 2,
"selectionWeight": 0.9641626037389313,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.666666666666667,
"waiting": 16983
},
"Vastai_va16": {
"available": true,
"backlogHours": 968.8988764044943,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.6652327113092553,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 21,
"recentSuccessRate": 0.23595505617977527,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.15982321425035884,
"running": 17,
"selectionWeight": 0.6652327113092553,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.833333333333334,
"waiting": 14372
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1117.5151515151515,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6676782585340403,
"queueFactor": 0.9788220740028402,
"queueWeight": 0.9788220740028402,
"recentSuccess": 23,
"recentSuccessRate": 0.23232323232323232,
"recentTerminal": 99,
"recentWilsonLowerBound": 0.16009001362979594,
"running": 6,
"selectionWeight": 0.6535382177848938,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.5,
"waiting": 18439
}
},
"queueAttemptedAt": "2026-09-29T06:05:35.675306+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-29T06:05:35.675306+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"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
}