Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T01:10:13.958944+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T01:10:13.958944+00:00",
"frameworkAttemptedAt": "2026-10-12T21:50:41.480631+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42360,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21063,
"successRate": 0.49723796033994333,
"wilsonLowerBound": 0.4924769520735076
},
"vllm": {
"framework": "vllm",
"modelCount": 56752,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15374,
"successRate": 0.27089794192275163,
"wilsonLowerBound": 0.26725706579432024
},
"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": 4459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1357,
"successRate": 0.304328324736488,
"wilsonLowerBound": 0.29099602107471606
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17515,
"successRate": 0.4708966258905767,
"wilsonLowerBound": 0.46582710297026675
},
"vllm": {
"framework": "vllm",
"modelCount": 39911,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11033,
"successRate": 0.276440079176167,
"wilsonLowerBound": 0.27207394702193854
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12930,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5415,
"successRate": 0.41879350348027844,
"wilsonLowerBound": 0.41031487654818855
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64218,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18835840418574232,
"wilsonLowerBound": 0.18535293578346468
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30485,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6619,
"successRate": 0.21712317533213055,
"wilsonLowerBound": 0.21253076513752783
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7814,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 108,
"successRate": 0.01382134630151011,
"wilsonLowerBound": 0.011461237740669542
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3276,
"successRate": 0.12293144208037825,
"wilsonLowerBound": 0.11904327133874457
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10152038282149131,
"wilsonLowerBound": 0.09700560249213372
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15828,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6228,
"successRate": 0.3934799090219864,
"wilsonLowerBound": 0.38589589495011056
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3807,
"successRate": 0.1537063953488372,
"wilsonLowerBound": 0.14926835981797462
},
"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": 52105,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13138,
"successRate": 0.25214470780155457,
"wilsonLowerBound": 0.2484344361777716
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24747,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3155,
"successRate": 0.12749020083242413,
"wilsonLowerBound": 0.12339248588869742
},
"vllm": {
"framework": "vllm",
"modelCount": 87016,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11230118598878368,
"wilsonLowerBound": 0.11022039376368079
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46405,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5576,
"successRate": 0.1201594655748303,
"wilsonLowerBound": 0.1172324783346903
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47418,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3685,
"successRate": 0.0777131047281623,
"wilsonLowerBound": 0.075337459565642
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93913,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23435,
"successRate": 0.24953946737938304,
"wilsonLowerBound": 0.24678200053366212
},
"transformers": {
"framework": "transformers",
"modelCount": 5572,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.10498923187365398,
"wilsonLowerBound": 0.09721064606849522
},
"vllm": {
"framework": "vllm",
"modelCount": 112861,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.1464633487209931,
"wilsonLowerBound": 0.1444125699155812
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.008333333333333333,
"wilsonLowerBound": 0.001472517830674953
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23783,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4025,
"successRate": 0.16923853172434092,
"wilsonLowerBound": 0.16452651269143395
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43652,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5679,
"successRate": 0.1300971318610831,
"wilsonLowerBound": 0.1269737532851663
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.09380748007357449,
"wilsonLowerBound": 0.08766924002476507
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6831,
"successRate": 0.19837374764048207,
"wilsonLowerBound": 0.19419553553479527
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12424,
"successRate": 0.20204254211930006,
"wilsonLowerBound": 0.19888755705660985
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15891,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4477,
"successRate": 0.2817317978730099,
"wilsonLowerBound": 0.27479093807463684
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15435,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3757,
"successRate": 0.24340783932620666,
"wilsonLowerBound": 0.23670203613311128
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67946,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18703,
"successRate": 0.2752627086215524,
"wilsonLowerBound": 0.2719170411797524
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 606,
"successRate": 0.6023856858846919,
"wilsonLowerBound": 0.5718082234982131
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44870735937887174,
"wilsonLowerBound": 0.4442818386447585
},
"vllm": {
"framework": "vllm",
"modelCount": 39885,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4817,
"successRate": 0.12077222013288204,
"wilsonLowerBound": 0.11761063627759796
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1084,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10086,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07545112036486218,
"wilsonLowerBound": 0.0704566169499525
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7329,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3219,
"successRate": 0.43921408104789195,
"wilsonLowerBound": 0.42788645002328324
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03300997035839397,
"wilsonLowerBound": 0.029180728018680917
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18276,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5411,
"successRate": 0.2960713504049026,
"wilsonLowerBound": 0.2894959828197122
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28412,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14527,
"successRate": 0.5112980430803886,
"wilsonLowerBound": 0.505484390899727
},
"vllm": {
"framework": "vllm",
"modelCount": 67335,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7191,
"successRate": 0.10679438627756739,
"wilsonLowerBound": 0.1044839335496245
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13713,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2294,
"successRate": 0.16728651644425,
"wilsonLowerBound": 0.16113292647225747
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-13T01:15:07.461407+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1060.0125,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.440466788642684,
"queueFactor": 0.9914707824043745,
"queueWeight": 0.9914707824043745,
"recentSuccess": 52,
"recentSuccessRate": 0.325,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.2572664012140889,
"running": 8,
"selectionWeight": 2.419651516367453,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 28267
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1320.8936170212767,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.2488232870551856,
"queueFactor": 0.9592822139586274,
"queueWeight": 0.9592822139586274,
"recentSuccess": 45,
"recentSuccessRate": 0.3191489361702128,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.24787842069411284,
"running": 8,
"selectionWeight": 2.1572561816080165,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 31041
},
"Biren_166m": {
"available": true,
"backlogHours": 150.82857142857142,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4082793643394328,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.15714285714285714,
"recentTerminal": 210,
"recentWilsonLowerBound": 0.11413569645922175,
"running": 8,
"selectionWeight": 0.5307631736412627,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 35.0,
"waiting": 5279
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 942.3396226415093,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.188528457087926,
"queueFactor": 1.0091261273761236,
"queueWeight": 1.0091261273761236,
"recentSuccess": 14,
"recentSuccessRate": 0.1320754716981132,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.08033131841647077,
"running": 7,
"selectionWeight": 0.19024899180133448,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 16648
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 375.4225352112676,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5265301073816177,
"queueFactor": 1.1585066146716376,
"queueWeight": 1.1585066146716376,
"recentSuccess": 26,
"recentSuccessRate": 0.18309859154929578,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.12812480317278419,
"running": 7,
"selectionWeight": 0.6099886122253717,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 8885
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 54.256410256410255,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 22,
"recentSuccessRate": 0.06267806267806268,
"recentTerminal": 351,
"recentWilsonLowerBound": 0.04175228785569759,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.5,
"waiting": 3174
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 206.50485436893203,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.30414703273754695,
"queueFactor": 1.2671762621701843,
"queueWeight": 1.2671762621701843,
"recentSuccess": 29,
"recentSuccessRate": 0.1407766990291262,
"recentTerminal": 206,
"recentWilsonLowerBound": 0.09983826328827126,
"running": 3,
"selectionWeight": 0.3854079000945174,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.333333333333336,
"waiting": 7090
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1723.6666666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3315135382551585,
"queueFactor": 0.9217403002004999,
"queueWeight": 0.9217403002004999,
"recentSuccess": 10,
"recentSuccessRate": 0.18518518518518517,
"recentTerminal": 54,
"recentWilsonLowerBound": 0.10382574505942958,
"running": 2,
"selectionWeight": 0.3055693882718397,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.0,
"waiting": 15513
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 279.0659340659341,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.608909310001476,
"queueFactor": 1.2112130594514896,
"queueWeight": 1.2112130594514896,
"recentSuccess": 34,
"recentSuccessRate": 0.18681318681318682,
"recentTerminal": 182,
"recentWilsonLowerBound": 0.1368763435750513,
"running": 8,
"selectionWeight": 0.7375189082953832,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.333333333333332,
"waiting": 8465
},
"MetaX_c-500": {
"available": true,
"backlogHours": 453.36170212765956,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7144634792917441,
"queueFactor": 1.126185273460541,
"queueWeight": 1.126185273460541,
"recentSuccess": 29,
"recentSuccessRate": 0.20567375886524822,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.14719271409491425,
"running": 4,
"selectionWeight": 0.8046182488037426,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 10654
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2668.0714285714284,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8632706001997413,
"queueWeight": 0.8632706001997413,
"recentSuccess": 21,
"recentSuccessRate": 0.375,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.2601002964669219,
"running": 4,
"selectionWeight": 2.158176500499353,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.333333333333334,
"waiting": 24902
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2158.8979591836737,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.08981764209625354,
"queueFactor": 0.8911314089738116,
"queueWeight": 0.8911314089738116,
"recentSuccess": 6,
"recentSuccessRate": 0.12244897959183673,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.057347477598098245,
"running": 2,
"selectionWeight": 0.08003932195193994,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 17631
},
"Vastai_va16": {
"available": true,
"backlogHours": 1173.7777777777778,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.13261639304857475,
"queueFactor": 0.976424540603006,
"queueWeight": 0.976424540603006,
"recentSuccess": 10,
"recentSuccessRate": 0.12345679012345678,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.06846042262503366,
"running": 16,
"selectionWeight": 0.12948990065888227,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 15846
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1224.4,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8429388306532046,
"queueFactor": 0.9702598724071484,
"queueWeight": 0.9702598724071484,
"recentSuccess": 24,
"recentSuccessRate": 0.22857142857142856,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.15868283892521592,
"running": 6,
"selectionWeight": 0.8178697222766091,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 21427
}
},
"queueAttemptedAt": "2026-10-13T01:15:07.461407+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T01:15:07.461407+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"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
}