Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-12T22:17:49.259558+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-12T22:17:49.259558+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": "2026-10-12T22:24:57.055558+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 993.0877192982456,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0870226176331346,
"queueFactor": 1.01135358625519,
"queueWeight": 1.01135358625519,
"recentSuccess": 49,
"recentSuccessRate": 0.28654970760233917,
"recentTerminal": 171,
"recentWilsonLowerBound": 0.224054009600026,
"running": 9,
"selectionWeight": 2.1107178089389644,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.5,
"waiting": 28303
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1330.6285714285716,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9679270653464987,
"queueWeight": 0.9679270653464987,
"recentSuccess": 44,
"recentSuccessRate": 0.3142857142857143,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.24321755943242296,
"running": 9,
"selectionWeight": 2.419817663366247,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 31048
},
"Biren_166m": {
"available": true,
"backlogHours": 187.23529411764707,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.32891471940776573,
"queueFactor": 1.29895170085274,
"queueWeight": 1.29895170085274,
"recentSuccess": 24,
"recentSuccessRate": 0.1411764705882353,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.09673987399759418,
"running": 8,
"selectionWeight": 0.427244334210219,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 5305
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1148.344827586207,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5855148579764201,
"queueFactor": 0.9895558548866829,
"queueWeight": 0.9895558548866829,
"recentSuccess": 17,
"recentSuccessRate": 0.19540229885057472,
"recentTerminal": 87,
"recentWilsonLowerBound": 0.12573278124165052,
"running": 8,
"selectionWeight": 0.5793996558337111,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.5,
"waiting": 16651
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 373.72027972027973,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.1267040029667807,
"queueFactor": 1.1710330726850329,
"queueWeight": 1.1710330726850329,
"recentSuccess": 33,
"recentSuccessRate": 0.23076923076923078,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.16930236706477414,
"running": 7,
"selectionWeight": 1.3194076506007157,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 8907
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 55.35260115606937,
"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": 0.04335260115606936,
"recentTerminal": 346,
"recentWilsonLowerBound": 0.02644535459789092,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 57.666666666666664,
"waiting": 3192
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 182.13733905579397,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.1624365330106746,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.10300429184549356,
"recentTerminal": 233,
"recentWilsonLowerBound": 0.07019933094239598,
"running": 11,
"selectionWeight": 0.211167492913877,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 38.833333333333336,
"waiting": 7073
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1982.4255319148938,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8956393050145005,
"queueFactor": 0.911741300551321,
"queueWeight": 0.911741300551321,
"recentSuccess": 12,
"recentSuccessRate": 0.2553191489361702,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.15253006046383735,
"running": 2,
"selectionWeight": 0.8165913447788019,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 15529
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 287.3220338983051,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7515669757616998,
"queueFactor": 1.2181361190999567,
"queueWeight": 1.2181361190999567,
"recentSuccess": 34,
"recentSuccessRate": 0.192090395480226,
"recentTerminal": 177,
"recentWilsonLowerBound": 0.14084284229016547,
"running": 8,
"selectionWeight": 0.9155108790980483,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.5,
"waiting": 8476
},
"MetaX_c-500": {
"available": true,
"backlogHours": 488.15267175572524,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8096707039914159,
"queueFactor": 1.125039601485146,
"queueWeight": 1.125039601485146,
"recentSuccess": 27,
"recentSuccessRate": 0.20610687022900764,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.145691802277379,
"running": 4,
"selectionWeight": 0.9109116061527003,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 10658
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2164.521739130435,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9935660085184871,
"queueFactor": 0.8998018209420261,
"queueWeight": 0.8998018209420261,
"recentSuccess": 17,
"recentSuccessRate": 0.2463768115942029,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.1598964745113261,
"running": 4,
"selectionWeight": 0.8940125036910352,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 24892
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2859.243243243243,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.19631076122412025,
"queueFactor": 0.8630053638272522,
"queueWeight": 0.8630053638272522,
"recentSuccess": 6,
"recentSuccessRate": 0.16216216216216217,
"recentTerminal": 37,
"recentWilsonLowerBound": 0.07651103235297099,
"running": 2,
"selectionWeight": 0.16941723991342675,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.166666666666667,
"waiting": 17632
},
"Vastai_va16": {
"available": true,
"backlogHours": 1234.2077922077922,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.22669125331868234,
"queueFactor": 0.9789103445693852,
"queueWeight": 0.9789103445693852,
"recentSuccess": 11,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.08168247823927464,
"running": 16,
"selectionWeight": 0.22191041289705712,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 15839
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1310.5102040816328,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.07824647285166,
"queueFactor": 0.9701415370147664,
"queueWeight": 0.9701415370147664,
"recentSuccess": 30,
"recentSuccessRate": 0.30612244897959184,
"recentTerminal": 98,
"recentWilsonLowerBound": 0.22362525822357754,
"running": 7,
"selectionWeight": 2.0161932274678263,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.333333333333332,
"waiting": 21405
}
},
"queueAttemptedAt": "2026-10-12T22:24:57.055558+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-12T22:24:57.055558+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
}