Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-10T03:30:47.019986+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-10T03:30:47.019986+00:00",
"frameworkAttemptedAt": "2026-09-10T00:33:23.734278+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38246,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18234,
"successRate": 0.4767557391622653,
"wilsonLowerBound": 0.4717526424466569
},
"vllm": {
"framework": "vllm",
"modelCount": 50394,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14290,
"successRate": 0.283565503829821,
"wilsonLowerBound": 0.27964678305404583
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 421,
"successRate": 0.24405797101449275,
"wilsonLowerBound": 0.22437130768265207
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13435,
"successRate": 0.42938412860749786,
"wilsonLowerBound": 0.4239083987762776
},
"vllm": {
"framework": "vllm",
"modelCount": 36467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10427,
"successRate": 0.28592974470068827,
"wilsonLowerBound": 0.2813147450946334
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3159,
"successRate": 0.4647638664116522,
"wilsonLowerBound": 0.4529297888186058
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63776,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12060,
"successRate": 0.18909934771700954,
"wilsonLowerBound": 0.18607892882893728
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2656,
"successRate": 0.1969303774004597,
"wilsonLowerBound": 0.1903053974586482
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5092,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.007069913589945012,
"wilsonLowerBound": 0.005111239221631942
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 25900,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3183,
"successRate": 0.1228957528957529,
"wilsonLowerBound": 0.1189530548821391
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10163515895690231,
"wilsonLowerBound": 0.09711025028380077
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9281,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4047,
"successRate": 0.43605214955284993,
"wilsonLowerBound": 0.4259916780100225
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24021,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3768,
"successRate": 0.1568627450980392,
"wilsonLowerBound": 0.15231858825659236
},
"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": 39155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9874,
"successRate": 0.25217724428553184,
"wilsonLowerBound": 0.24790025008092578
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22901,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3021,
"successRate": 0.1319156368717523,
"wilsonLowerBound": 0.12759444115321117
},
"vllm": {
"framework": "vllm",
"modelCount": 86470,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11289464554180641,
"wilsonLowerBound": 0.1108024744634154
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4728,
"successRate": 0.12271276181577513,
"wilsonLowerBound": 0.11947406643924041
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26003,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3196,
"successRate": 0.12290889512748529,
"wilsonLowerBound": 0.11897371793751803
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87344,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20284,
"successRate": 0.23223117787140501,
"wilsonLowerBound": 0.22944262377414332
},
"transformers": {
"framework": "transformers",
"modelCount": 5042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11146370487901626,
"wilsonLowerBound": 0.10307100043493952
},
"vllm": {
"framework": "vllm",
"modelCount": 112415,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16501,
"successRate": 0.14678646088155495,
"wilsonLowerBound": 0.14472974396475968
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3173,
"successRate": 0.203959632319856,
"wilsonLowerBound": 0.1977011955928258
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42399,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5503,
"successRate": 0.12979079695275833,
"wilsonLowerBound": 0.1266253222703808
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5987,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 468,
"successRate": 0.07816936696175046,
"wilsonLowerBound": 0.07163687766471816
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 29764,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5062,
"successRate": 0.17007122698562022,
"wilsonLowerBound": 0.16584565330569667
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60723,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12374,
"successRate": 0.2037778107142269,
"wilsonLowerBound": 0.20059272518524676
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5871,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1735,
"successRate": 0.29552035428376766,
"wilsonLowerBound": 0.28398558107064886
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3057,
"successRate": 0.26287728953478373,
"wilsonLowerBound": 0.2549557729079066
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 57881,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15763,
"successRate": 0.27233461757744337,
"wilsonLowerBound": 0.26872316828600895
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45794,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19844,
"successRate": 0.4333318775385422,
"wilsonLowerBound": 0.428799008789855
},
"vllm": {
"framework": "vllm",
"modelCount": 34842,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2953,
"successRate": 0.08475403248952414,
"wilsonLowerBound": 0.08187510093355378
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 194,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030612244897959183,
"wilsonLowerBound": 0.0266278655632904
},
"vllm": {
"framework": "vllm",
"modelCount": 9995,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 727,
"successRate": 0.07273636818409204,
"wilsonLowerBound": 0.06780739968277673
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2224,
"successRate": 0.41796654764142077,
"wilsonLowerBound": 0.40477768560056143
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7358,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.031938026637673284,
"wilsonLowerBound": 0.02815816298383761
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 9718,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3344,
"successRate": 0.3441037250463058,
"wilsonLowerBound": 0.3347213857175121
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12783,
"successRate": 0.5019634021833033,
"wilsonLowerBound": 0.49582252304678864
},
"vllm": {
"framework": "vllm",
"modelCount": 60374,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5857,
"successRate": 0.0970119587902077,
"wilsonLowerBound": 0.09467659636576492
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 11948,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1602,
"successRate": 0.1340810177435554,
"wilsonLowerBound": 0.12808862975468285
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-10T03:45:21.158774+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 966.3724137931034,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6620168978577474,
"queueFactor": 0.9520929182749646,
"queueWeight": 0.9520929182749646,
"recentSuccess": 51,
"recentSuccessRate": 0.35172413793103446,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.2787416863424984,
"running": 8,
"selectionWeight": 1.5823945185036865,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 23354
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1175.2714285714287,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.541548743030162,
"queueFactor": 0.9245497525727561,
"queueWeight": 0.9245497525727561,
"recentSuccess": 48,
"recentSuccessRate": 0.34285714285714286,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.2693693683483557,
"running": 8,
"selectionWeight": 1.4252385089473794,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 27423
},
"Biren_166m": {
"available": true,
"backlogHours": 143.1,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4756767423688613,
"queueFactor": 1.2679585846180301,
"queueWeight": 1.2679585846180301,
"recentSuccess": 38,
"recentSuccessRate": 0.2111111111111111,
"recentTerminal": 180,
"recentWilsonLowerBound": 0.15784712930233705,
"running": 8,
"selectionWeight": 0.6031384089897368,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.0,
"waiting": 4293
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1262.0597014925374,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.939261610261702,
"queueFactor": 0.914721797979977,
"queueWeight": 0.914721797979977,
"recentSuccess": 21,
"recentSuccessRate": 0.31343283582089554,
"recentTerminal": 67,
"recentWilsonLowerBound": 0.2150519322660779,
"running": 7,
"selectionWeight": 0.8591630689121524,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.166666666666666,
"waiting": 14093
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 516.0588235294117,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0185639837016216,
"queueFactor": 1.0460347980064804,
"queueWeight": 1.0460347980064804,
"recentSuccess": 31,
"recentSuccessRate": 0.30392156862745096,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.223122897734759,
"running": 7,
"selectionWeight": 1.0654533709480016,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 8773
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 68.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.06195979318891674,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 20,
"recentSuccessRate": 0.09523809523809523,
"recentTerminal": 210,
"recentWilsonLowerBound": 0.06249886946919689,
"running": 4,
"selectionWeight": 0.08054773114559177,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.0,
"waiting": 2380
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 107.1830985915493,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.14692577175503133,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 28,
"recentSuccessRate": 0.13145539906103287,
"recentTerminal": 213,
"recentWilsonLowerBound": 0.09253824569410407,
"running": 6,
"selectionWeight": 0.19100350328154073,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.5,
"waiting": 3805
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2186.714285714286,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.8294808862169254,
"queueFactor": 0.8423298808261638,
"queueWeight": 0.8423298808261638,
"recentSuccess": 18,
"recentSuccessRate": 0.42857142857142855,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.2911742951914822,
"running": 2,
"selectionWeight": 1.5410264168608472,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 15307
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 595.2110091743119,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3082969306239789,
"queueFactor": 1.0238830893074375,
"queueWeight": 1.0238830893074375,
"recentSuccess": 21,
"recentSuccessRate": 0.1926605504587156,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.12960637450184612,
"running": 7,
"selectionWeight": 0.3156600137512803,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 10813
},
"MetaX_c-500": {
"available": true,
"backlogHours": 736.9565217391304,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3449172848621366,
"queueFactor": 0.9915959253078065,
"queueWeight": 0.9915959253078065,
"recentSuccess": 19,
"recentSuccessRate": 0.20652173913043478,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.13639031262233317,
"running": 4,
"selectionWeight": 0.3420185742375266,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 11300
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1711.5405405405404,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7465250461664469,
"queueFactor": 0.8738621619252939,
"queueWeight": 0.8738621619252939,
"recentSuccess": 21,
"recentSuccessRate": 0.28378378378378377,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.19373406470259974,
"running": 4,
"selectionWeight": 0.6523599907743911,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.333333333333334,
"waiting": 21109
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4916.470588235294,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.0943183958814098,
"queueFactor": 0.7459384549124669,
"queueWeight": 0.7459384549124669,
"recentSuccess": 9,
"recentSuccessRate": 0.5294117647058824,
"recentTerminal": 17,
"recentWilsonLowerBound": 0.3096289731154949,
"running": 2,
"selectionWeight": 1.562232628318535,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.8333333333333335,
"waiting": 13930
},
"Vastai_va16": {
"available": true,
"backlogHours": 656.3181818181819,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.198830310173066,
"queueFactor": 1.008982997917524,
"queueWeight": 1.008982997917524,
"recentSuccess": 29,
"recentSuccessRate": 0.32954545454545453,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.240276916679746,
"running": 16,
"selectionWeight": 1.2095994003528152,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 9626
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 467.72972972972974,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.0615776516216282,
"queueWeight": 1.0615776516216282,
"recentSuccess": 47,
"recentSuccessRate": 0.42342342342342343,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.3355791047931656,
"running": 7,
"selectionWeight": 2.6539441290540706,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 8653
}
},
"queueAttemptedAt": "2026-09-10T03:45:21.158774+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-10T03:45:21.158774+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Ascend_910-b3",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}