Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON
Raw Normal View History

2026-09-14 13:47:00 +00:00
{
"communityAttemptedAt": "2026-09-14T13:45:17.065899+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-14T13:45:17.065899+00:00",
"frameworkAttemptedAt": "2026-09-14T08:52:35.873259+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38903,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18691,
"successRate": 0.4804513790710228,
"wilsonLowerBound": 0.4754887473013081
},
"vllm": {
"framework": "vllm",
"modelCount": 51589,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14531,
"successRate": 0.2816685727577584,
"wilsonLowerBound": 0.27780335476171675
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.2686428902269569,
"wilsonLowerBound": 0.25036847480988095
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 32051,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13950,
"successRate": 0.4352438301457053,
"wilsonLowerBound": 0.42982400747321364
},
"vllm": {
"framework": "vllm",
"modelCount": 37050,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10563,
"successRate": 0.2851012145748988,
"wilsonLowerBound": 0.28052658059967994
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3443,
"successRate": 0.4415800949082981,
"wilsonLowerBound": 0.43058910752609597
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63852,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12067,
"successRate": 0.18898390026937292,
"wilsonLowerBound": 0.1859659863111859
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15938,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3198,
"successRate": 0.200652528548124,
"wilsonLowerBound": 0.19450730170886638
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 47,
"successRate": 0.008410880458124553,
"wilsonLowerBound": 0.006331220151686142
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3202,
"successRate": 0.12289387833429284,
"wilsonLowerBound": 0.11896278620056841
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10158575855155234,
"wilsonLowerBound": 0.09706293342977017
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4364,
"successRate": 0.42805296714075525,
"wilsonLowerBound": 0.4184770207892547
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24081,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3778,
"successRate": 0.15688717245961548,
"wilsonLowerBound": 0.15234831695375226
},
"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": 40959,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10336,
"successRate": 0.2523499108864963,
"wilsonLowerBound": 0.2481666600454341
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23002,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3038,
"successRate": 0.1320754716981132,
"wilsonLowerBound": 0.1277613667522935
},
"vllm": {
"framework": "vllm",
"modelCount": 86532,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9763,
"successRate": 0.11282531317893958,
"wilsonLowerBound": 0.11073445383652336
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4820,
"successRate": 0.12268377112604358,
"wilsonLowerBound": 0.11947648424760395
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28655,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3314,
"successRate": 0.115651718722736,
"wilsonLowerBound": 0.11200021520136422
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20604,
"successRate": 0.23441339765177027,
"wilsonLowerBound": 0.23162438527040344
},
"transformers": {
"framework": "transformers",
"modelCount": 5099,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11021768974308688,
"wilsonLowerBound": 0.10191366158708373
},
"vllm": {
"framework": "vllm",
"modelCount": 112465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16505,
"successRate": 0.146756768772507,
"wilsonLowerBound": 0.14470068063362454
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 16030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3281,
"successRate": 0.20467872738615098,
"wilsonLowerBound": 0.19850390397513457
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42663,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5552,
"successRate": 0.13013618357827625,
"wilsonLowerBound": 0.12697677767960353
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 491,
"successRate": 0.0779241390255515,
"wilsonLowerBound": 0.07155966553002724
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5308,
"successRate": 0.17423844537815125,
"wilsonLowerBound": 0.17002005773437032
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60777,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12381,
"successRate": 0.20371193050002467,
"wilsonLowerBound": 0.20052864125350028
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6692,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1985,
"successRate": 0.2966228332337119,
"wilsonLowerBound": 0.2857980735780291
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3172,
"successRate": 0.26186741517378026,
"wilsonLowerBound": 0.2541142174545183
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59448,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16198,
"successRate": 0.27247342215045084,
"wilsonLowerBound": 0.2689091086929003
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46164,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20096,
"successRate": 0.43531756346937006,
"wilsonLowerBound": 0.4308003076514547
},
"vllm": {
"framework": "vllm",
"modelCount": 35872,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3170,
"successRate": 0.08836975914362176,
"wilsonLowerBound": 0.08547642295677237
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030592734225621414,
"wilsonLowerBound": 0.026610861971840757
},
"vllm": {
"framework": "vllm",
"modelCount": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07322677322677322,
"wilsonLowerBound": 0.06828543573281327
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5636,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2370,
"successRate": 0.4205110007097232,
"wilsonLowerBound": 0.4076815301382713
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7369,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03189035147238431,
"wilsonLowerBound": 0.02811605354795059
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10812,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3682,
"successRate": 0.34054753977062524,
"wilsonLowerBound": 0.3316728624686578
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26067,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13178,
"successRate": 0.5055434073733073,
"wilsonLowerBound": 0.4994735245262943
},
"vllm": {
"framework": "vllm",
"modelCount": 61085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5998,
"successRate": 0.09819104526479495,
"wilsonLowerBound": 0.09585641518631678
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12266,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1734,
"successRate": 0.141366378607533,
"wilsonLowerBound": 0.13531291819401237
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-14T13:45:17.065899+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 844.1204819277108,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.306880696626297,
"queueFactor": 0.9888858667807126,
"queueWeight": 0.9888858667807126,
"recentSuccess": 51,
"recentSuccessRate": 0.3072289156626506,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.24206818397022814,
"running": 8,
"selectionWeight": 1.292355850462277,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.666666666666668,
"waiting": 23354
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1350.0487804878048,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.478603003883419,
"queueFactor": 0.9216253600420968,
"queueWeight": 0.9216253600420968,
"recentSuccess": 50,
"recentSuccessRate": 0.4065040650406504,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.32380845131879504,
"running": 9,
"selectionWeight": 2.284343385855479,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 27676
},
"Biren_166m": {
"available": true,
"backlogHours": 135.21531100478467,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.06716089941923989,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 20,
"recentSuccessRate": 0.09569377990430622,
"recentTerminal": 209,
"recentWilsonLowerBound": 0.06280212376163305,
"running": 2,
"selectionWeight": 0.08730916924501186,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.833333333333336,
"waiting": 4710
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1304.8695652173913,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.8228329860259592,
"queueFactor": 0.926342885598623,
"queueWeight": 0.926342885598623,
"recentSuccess": 20,
"recentSuccessRate": 0.2898550724637681,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.19615912140759176,
"running": 8,
"selectionWeight": 0.7622254826410185,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 15006
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 433.584,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.523907963930986,
"queueFactor": 1.0928129896040808,
"queueWeight": 1.0928129896040808,
"recentSuccess": 28,
"recentSuccessRate": 0.224,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.15976874687261633,
"running": 9,
"selectionWeight": 0.5725334283408078,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 9033
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.63461538461539,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 15,
"recentSuccessRate": 0.04807692307692308,
"recentTerminal": 312,
"recentWilsonLowerBound": 0.029348428122836608,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 52.0,
"waiting": 2685
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 124.05797101449275,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.872012238528105,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 53,
"recentSuccessRate": 0.2560386473429952,
"recentTerminal": 207,
"recentWilsonLowerBound": 0.2014039582415214,
"running": 8,
"selectionWeight": 1.1336159100865366,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.5,
"waiting": 4280
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2119.909090909091,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.2571091822886784,
"queueFactor": 0.8613095252390045,
"queueWeight": 0.8613095252390045,
"recentSuccess": 16,
"recentSuccessRate": 0.36363636363636365,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.23783334127491426,
"running": 2,
"selectionWeight": 1.0827601129706548,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 15546
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 722.9032258064516,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.47426544977717333,
"queueFactor": 1.012149841180428,
"queueWeight": 1.012149841180428,
"recentSuccess": 21,
"recentSuccessRate": 0.22580645161290322,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.15270042020646624,
"running": 7,
"selectionWeight": 0.48002769966933023,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 11205
},
"MetaX_c-500": {
"available": true,
"backlogHours": 632.9174311926605,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.47400778309141145,
"queueFactor": 1.0325349887432103,
"queueWeight": 1.0325349887432103,
"recentSuccess": 24,
"recentSuccessRate": 0.22018348623853212,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.1526627048081528,
"running": 4,
"selectionWeight": 0.4894296209784846,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 11498
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2220.4918032786886,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8553413338444222,
"queueWeight": 0.8553413338444222,
"recentSuccess": 27,
"recentSuccessRate": 0.4426229508196721,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.32507608033920443,
"running": 4,
"selectionWeight": 2.1383533346110557,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 22575
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 6812.307692307692,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.1909224824757947,
"queueFactor": 0.7229573832937585,
"queueWeight": 0.7229573832937585,
"recentSuccess": 6,
"recentSuccessRate": 0.46153846153846156,
"recentTerminal": 13,
"recentWilsonLowerBound": 0.23205754301488138,
"running": 2,
"selectionWeight": 0.8609862016364075,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.1666666666666665,
"waiting": 14760
},
"Vastai_va16": {
"available": true,
"backlogHours": 1467.0588235294117,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.23984453147889,
"queueFactor": 0.9102060262555041,
"queueWeight": 0.9102060262555041,
"recentSuccess": 18,
"recentSuccessRate": 0.35294117647058826,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.23634305381259785,
"running": 17,
"selectionWeight": 1.1285139641720177,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 12470
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 657.6880733944954,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5873979677977028,
"queueFactor": 1.0266061006548735,
"queueWeight": 1.0266061006548735,
"recentSuccess": 26,
"recentSuccessRate": 0.23853211009174313,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.16829549205620983,
"running": 6,
"selectionWeight": 0.6030263372533966,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.166666666666668,
"waiting": 11948
}
},
"queueAttemptedAt": "2026-09-14T13:45:17.065899+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-14T13:45:17.065899+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}