Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-12T01:23:54.153014+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-12T01:23:54.153014+00:00",
"frameworkAttemptedAt": "2026-10-11T22:44:53.895191+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42189,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20945,
"successRate": 0.4964564222901704,
"wilsonLowerBound": 0.4916858947100369
},
"vllm": {
"framework": "vllm",
"modelCount": 56521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15350,
"successRate": 0.2715804745138975,
"wilsonLowerBound": 0.26792925664713285
},
"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": 4371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1320,
"successRate": 0.30199039121482496,
"wilsonLowerBound": 0.2885580413129601
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17404,
"successRate": 0.4700607697501688,
"wilsonLowerBound": 0.46498022014208384
},
"vllm": {
"framework": "vllm",
"modelCount": 39822,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11023,
"successRate": 0.27680679021646326,
"wilsonLowerBound": 0.2724339724889419
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5351,
"successRate": 0.41932450434918894,
"wilsonLowerBound": 0.4107884248562418
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64214,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18837013735322516,
"wilsonLowerBound": 0.18536450290219292
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30036,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6503,
"successRate": 0.21650685843654283,
"wilsonLowerBound": 0.2118853875975282
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7733,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 107,
"successRate": 0.013836803310487521,
"wilsonLowerBound": 0.011464076031403762
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26635,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3272,
"successRate": 0.12284587948188473,
"wilsonLowerBound": 0.11895789354206535
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16508,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10152653259025927,
"wilsonLowerBound": 0.09701149316250736
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15644,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6180,
"successRate": 0.39503963180772184,
"wilsonLowerBound": 0.38740564096835955
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24745,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15380885027278238,
"wilsonLowerBound": 0.14936753678893414
},
"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": 51761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13035,
"successRate": 0.251830528776492,
"wilsonLowerBound": 0.2481095792043658
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3148,
"successRate": 0.1289107289107289,
"wilsonLowerBound": 0.12476602515036546
},
"vllm": {
"framework": "vllm",
"modelCount": 86996,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11232700354039266,
"wilsonLowerBound": 0.11024576234266716
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5558,
"successRate": 0.12031605152072736,
"wilsonLowerBound": 0.11738081015124567
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 46841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3658,
"successRate": 0.07809397749834547,
"wilsonLowerBound": 0.07569849259292354
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93736,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23350,
"successRate": 0.24910386617734914,
"wilsonLowerBound": 0.24634544046371315
},
"transformers": {
"framework": "transformers",
"modelCount": 5557,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.10527262911642973,
"wilsonLowerBound": 0.09747414111074428
},
"vllm": {
"framework": "vllm",
"modelCount": 112857,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14646853983359473,
"wilsonLowerBound": 0.144417694440736
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 97,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.010309278350515464,
"wilsonLowerBound": 0.0018221178995736602
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23569,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3998,
"successRate": 0.16962959820102677,
"wilsonLowerBound": 0.16489201743952753
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43631,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5675,
"successRate": 0.13006807086704408,
"wilsonLowerBound": 0.12694425091271277
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8094,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 759,
"successRate": 0.09377316530763528,
"wilsonLowerBound": 0.08761360589102254
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6787,
"successRate": 0.19786595142998747,
"wilsonLowerBound": 0.1936837783377294
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61483,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12423,
"successRate": 0.20205585283736968,
"wilsonLowerBound": 0.19890055933820167
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4386,
"successRate": 0.28247568751207575,
"wilsonLowerBound": 0.2754487313579149
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15332,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3739,
"successRate": 0.24386903208974695,
"wilsonLowerBound": 0.23713648687633784
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67673,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18641,
"successRate": 0.27545697693319343,
"wilsonLowerBound": 0.27210384679248717
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 570,
"successRate": 0.6031746031746031,
"wilsonLowerBound": 0.5716239784659983
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48374,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21706,
"successRate": 0.4487121180799603,
"wilsonLowerBound": 0.44428412564034614
},
"vllm": {
"framework": "vllm",
"modelCount": 39730,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4767,
"successRate": 0.11998489806191795,
"wilsonLowerBound": 0.1168263301968249
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1064,
"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": 10085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 761,
"successRate": 0.07545860188398612,
"wilsonLowerBound": 0.07046362140369612
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3189,
"successRate": 0.43901431718061673,
"wilsonLowerBound": 0.4276369555956747
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7420,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.0330188679245283,
"wilsonLowerBound": 0.02918860803183403
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18061,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5370,
"successRate": 0.2973257294723437,
"wilsonLowerBound": 0.2907031972462975
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28318,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14471,
"successRate": 0.5110177272406243,
"wilsonLowerBound": 0.5051943979381303
},
"vllm": {
"framework": "vllm",
"modelCount": 67183,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7158,
"successRate": 0.10654481044311805,
"wilsonLowerBound": 0.10423418946045764
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13653,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2264,
"successRate": 0.16582436094631217,
"wilsonLowerBound": 0.159679820037049
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-12T01:28:24.977622+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 943.7333333333333,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7677054224098244,
"queueFactor": 1.001005251185789,
"queueWeight": 1.001005251185789,
"recentSuccess": 44,
"recentSuccessRate": 0.24444444444444444,
"recentTerminal": 180,
"recentWilsonLowerBound": 0.18743177857666718,
"running": 8,
"selectionWeight": 0.7684771591960385,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.0,
"waiting": 28312
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1097.1882352941177,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5476469711962957,
"queueFactor": 0.9786368811559556,
"queueWeight": 0.9786368811559556,
"recentSuccess": 55,
"recentSuccessRate": 0.3235294117647059,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.25777571272728994,
"running": 8,
"selectionWeight": 1.5145844050220039,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 31087
},
"Biren_166m": {
"available": true,
"backlogHours": 142.31578947368422,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 17,
"recentSuccessRate": 0.07456140350877193,
"recentTerminal": 228,
"recentWilsonLowerBound": 0.04707028070743701,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 38.0,
"waiting": 5408
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1332.16,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.31554495870845933,
"queueFactor": 0.9505616559600019,
"queueWeight": 0.9505616559600019,
"recentSuccess": 15,
"recentSuccessRate": 0.2,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.12512038203120296,
"running": 7,
"selectionWeight": 0.2999449384797435,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.5,
"waiting": 16652
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 356.2105263157895,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.18254956000968514,
"queueFactor": 1.1585312093739892,
"queueWeight": 1.1585312093739892,
"recentSuccess": 22,
"recentSuccessRate": 0.14473684210526316,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.09756442537915103,
"running": 7,
"selectionWeight": 0.21148936252871015,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.333333333333332,
"waiting": 9024
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 52.05250596658711,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.01909307875894988,
"recentTerminal": 419,
"recentWilsonLowerBound": 0.009705695758671534,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 69.83333333333333,
"waiting": 3635
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 106.74168797953963,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.15893485002281035,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 47,
"recentSuccessRate": 0.12020460358056266,
"recentTerminal": 391,
"recentWilsonLowerBound": 0.09161050657358842,
"running": 4,
"selectionWeight": 0.20661530502965347,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 65.16666666666667,
"waiting": 6956
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2269.1707317073174,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.8775738507524484,
"queueWeight": 0.8775738507524484,
"recentSuccess": 19,
"recentSuccessRate": 0.4634146341463415,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.32055999118185885,
"running": 3,
"selectionWeight": 2.193934626881121,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 15506
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 320.5766871165644,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2436137082653814,
"queueFactor": 1.1769932156366596,
"queueWeight": 1.1769932156366596,
"recentSuccess": 26,
"recentSuccessRate": 0.15950920245398773,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.11123860940055755,
"running": 8,
"selectionWeight": 0.2867316818644423,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.166666666666668,
"waiting": 8709
},
"MetaX_c-500": {
"available": true,
"backlogHours": 543.0756302521008,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3572582302969562,
"queueFactor": 1.0875136150010731,
"queueWeight": 1.0875136150010731,
"recentSuccess": 23,
"recentSuccessRate": 0.19327731092436976,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.1323846420878559,
"running": 4,
"selectionWeight": 0.38852318951912873,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.833333333333332,
"waiting": 10771
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1429.269230769231,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8218731154759223,
"queueFactor": 0.9405819566476932,
"queueWeight": 0.9405819566476932,
"recentSuccess": 28,
"recentSuccessRate": 0.2692307692307692,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.19333139862414106,
"running": 4,
"selectionWeight": 0.7730390230704786,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 24774
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1611.9692307692308,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.07146690474806772,
"queueFactor": 0.9237623078891558,
"queueWeight": 0.9237623078891558,
"recentSuccess": 8,
"recentSuccessRate": 0.12307692307692308,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.06370391444937325,
"running": 2,
"selectionWeight": 0.0660184328677695,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.833333333333334,
"waiting": 17463
},
"Vastai_va16": {
"available": true,
"backlogHours": 982.6875,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.29861863333761623,
"queueFactor": 0.9949504097916656,
"queueWeight": 0.9949504097916656,
"recentSuccess": 18,
"recentSuccessRate": 0.1875,
"recentTerminal": 96,
"recentWilsonLowerBound": 0.12202372252361303,
"running": 16,
"selectionWeight": 0.2971107316106884,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 16.0,
"waiting": 15723
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 956.4186046511628,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.3682838437681697,
"queueFactor": 0.999002436982596,
"queueWeight": 0.999002436982596,
"recentSuccess": 41,
"recentSuccessRate": 0.3178294573643411,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.2437394167830496,
"running": 6,
"selectionWeight": 1.3669188944083153,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 20563
}
},
"queueAttemptedAt": "2026-10-12T01:21:53.247556+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-12T01:21:53.247556+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",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}