Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T02:33:43.496532+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T02:33:43.496532+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": "2026-10-13T02:33:43.496532+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1021.1927710843373,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3975078455329484,
"queueFactor": 0.996157276455445,
"queueWeight": 0.996157276455445,
"recentSuccess": 48,
"recentSuccessRate": 0.2891566265060241,
"recentTerminal": 166,
"recentWilsonLowerBound": 0.22557426005414632,
"running": 9,
"selectionWeight": 1.3921376092312188,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.666666666666668,
"waiting": 28253
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1216.5098039215686,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9703462445838424,
"queueWeight": 0.9703462445838424,
"recentSuccess": 56,
"recentSuccessRate": 0.3660130718954248,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.29383345909854114,
"running": 8,
"selectionWeight": 2.425865611459606,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 31021
},
"Biren_166m": {
"available": true,
"backlogHours": 140.01769911504425,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.35612027615873865,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.16371681415929204,
"recentTerminal": 226,
"recentWilsonLowerBound": 0.1211712936501077,
"running": 8,
"selectionWeight": 0.46295635900636023,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 37.666666666666664,
"waiting": 5274
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 969.4368932038834,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.22294828225448932,
"queueFactor": 1.0039593758297851,
"queueWeight": 1.0039593758297851,
"recentSuccess": 16,
"recentSuccessRate": 0.1553398058252427,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.09793740125754884,
"running": 9,
"selectionWeight": 0.22383101829453986,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 16642
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 374.8732394366197,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.32530173150680713,
"queueFactor": 1.15774097852475,
"queueWeight": 1.15774097852475,
"recentSuccess": 24,
"recentSuccessRate": 0.16901408450704225,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.11628706631227818,
"running": 7,
"selectionWeight": 0.3766151449504864,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 8872
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 49.94805194805195,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 26,
"recentSuccessRate": 0.06753246753246753,
"recentTerminal": 385,
"recentWilsonLowerBound": 0.0464991110343954,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 64.16666666666667,
"waiting": 3205
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 180.40677966101694,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.15645182133537444,
"queueFactor": 1.2919810485786158,
"queueWeight": 1.2919810485786158,
"recentSuccess": 28,
"recentSuccessRate": 0.11864406779661017,
"recentTerminal": 236,
"recentWilsonLowerBound": 0.0833736471426293,
"running": 7,
"selectionWeight": 0.20213278818091132,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 39.333333333333336,
"waiting": 7096
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1939.5,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.11497886578267114,
"queueFactor": 0.9047750245594981,
"queueWeight": 0.9047750245594981,
"recentSuccess": 7,
"recentSuccessRate": 0.14583333333333334,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.07248157413793963,
"running": 2,
"selectionWeight": 0.10403000611233951,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 15516
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 303.12574850299404,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.656149797923967,
"queueFactor": 1.1952276932910983,
"queueWeight": 1.1952276932910983,
"recentSuccess": 36,
"recentSuccessRate": 0.2155688622754491,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.15997015693670597,
"running": 8,
"selectionWeight": 0.7842484094260834,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.833333333333332,
"waiting": 8437
},
"MetaX_c-500": {
"available": true,
"backlogHours": 515.0806451612902,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8723078266385225,
"queueFactor": 1.1038569255740132,
"queueWeight": 1.1038569255740132,
"recentSuccess": 31,
"recentSuccessRate": 0.25,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.18207534390170776,
"running": 4,
"selectionWeight": 0.9629030356673487,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 10645
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2716.0363636363636,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.29803550876032,
"queueFactor": 0.8602085093486425,
"queueWeight": 0.8602085093486425,
"recentSuccess": 18,
"recentSuccessRate": 0.32727272727272727,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.21812895688825165,
"running": 4,
"selectionWeight": 1.1165811900723215,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 24897
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1706.7096774193546,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.09626190513590197,
"queueFactor": 0.9222955723620471,
"queueWeight": 0.9222955723620471,
"recentSuccess": 8,
"recentSuccessRate": 0.12903225806451613,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.06685798258498754,
"running": 2,
"selectionWeight": 0.08878192889397778,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 17636
},
"Vastai_va16": {
"available": true,
"backlogHours": 1132.2142857142858,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.09345530531128987,
"queueFactor": 0.980854924495484,
"queueWeight": 0.980854924495484,
"recentSuccess": 10,
"recentSuccessRate": 0.11904761904761904,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.065964782536511,
"running": 16,
"selectionWeight": 0.09166609643480762,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 15851
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1118.0347826086957,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7910749988984432,
"queueFactor": 0.9827109022417596,
"queueWeight": 0.9827109022417596,
"recentSuccess": 28,
"recentSuccessRate": 0.24347826086956523,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.17416253017380065,
"running": 6,
"selectionWeight": 0.7773980259083881,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 21429
}
},
"queueAttemptedAt": "2026-10-13T02:33:43.496532+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T02:33:43.496532+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
}