Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-11T23:31:07.861348+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-11T23:31:07.861348+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": "2026-10-11T23:45:55.686316+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1018.1317365269462,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.8637521626562668,
"queueFactor": 0.9830129051378391,
"queueWeight": 0.9830129051378391,
"recentSuccess": 50,
"recentSuccessRate": 0.2994011976047904,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.23508547032043003,
"running": 8,
"selectionWeight": 1.8320924278696673,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.833333333333332,
"waiting": 28338
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1097.4,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9720197119870236,
"queueWeight": 0.9720197119870236,
"recentSuccess": 57,
"recentSuccessRate": 0.3352941176470588,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.2686605508179393,
"running": 8,
"selectionWeight": 2.4300492799675593,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 31093
},
"Biren_166m": {
"available": true,
"backlogHours": 118.77372262773723,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 18,
"recentSuccessRate": 0.06569343065693431,
"recentTerminal": 274,
"recentWilsonLowerBound": 0.04195441479001258,
"running": 8,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 45.666666666666664,
"waiting": 5424
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1189.642857142857,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5094574461036068,
"queueFactor": 0.9603229888726386,
"queueWeight": 0.9603229888726386,
"recentSuccess": 17,
"recentSuccessRate": 0.20238095238095238,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.13037349630137582,
"running": 7,
"selectionWeight": 0.48924369734563683,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.0,
"waiting": 16655
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 390.3453237410072,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4156971091588493,
"queueFactor": 1.1350434020146856,
"queueWeight": 1.1350434020146856,
"recentSuccess": 24,
"recentSuccessRate": 0.17266187050359713,
"recentTerminal": 139,
"recentWilsonLowerBound": 0.11886086838811098,
"running": 7,
"selectionWeight": 0.4718342609873304,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.166666666666668,
"waiting": 9043
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 61.35537190082645,
"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": 0.02203856749311295,
"recentTerminal": 363,
"recentWilsonLowerBound": 0.01120853871493103,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.5,
"waiting": 3712
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 124.97604790419162,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.1809631062118711,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 37,
"recentSuccessRate": 0.11077844311377245,
"recentTerminal": 334,
"recentWilsonLowerBound": 0.08144473358243734,
"running": 8,
"selectionWeight": 0.23525203807543243,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.666666666666664,
"waiting": 6957
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2448.789473684211,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.24770571728287,
"queueFactor": 0.8617615208252004,
"queueWeight": 0.8617615208252004,
"recentSuccess": 15,
"recentSuccessRate": 0.39473684210526316,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.2559785926361891,
"running": 2,
"selectionWeight": 1.936986297293184,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 15509
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 356.3673469387755,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4534784201328188,
"queueFactor": 1.1506550028738498,
"queueWeight": 1.1506550028738498,
"recentSuccess": 26,
"recentSuccessRate": 0.17687074829931973,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.12365493504914736,
"running": 8,
"selectionWeight": 0.5217972128211575,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.5,
"waiting": 8731
},
"MetaX_c-500": {
"available": true,
"backlogHours": 562.3304347826087,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1568817025206322,
"queueFactor": 1.0745610073120573,
"queueWeight": 1.0745610073120573,
"recentSuccess": 30,
"recentSuccessRate": 0.2608695652173913,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.18927348744454853,
"running": 4,
"selectionWeight": 1.2431399676014583,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 10778
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1882.1012658227849,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.8716976658249247,
"queueFactor": 0.8964650602990469,
"queueWeight": 0.8964650602990469,
"recentSuccess": 26,
"recentSuccessRate": 0.3291139240506329,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.23554049213499628,
"running": 4,
"selectionWeight": 1.6779115608553266,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 24781
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1475.7464788732393,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.12224730357071466,
"queueFactor": 0.9297754018109725,
"queueWeight": 0.9297754018109725,
"recentSuccess": 9,
"recentSuccessRate": 0.1267605633802817,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.06814450579452648,
"running": 2,
"selectionWeight": 0.11366253579776915,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.833333333333334,
"waiting": 17463
},
"Vastai_va16": {
"available": true,
"backlogHours": 813.1551724137931,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.43679469014620054,
"queueFactor": 1.016725699646403,
"queueWeight": 1.016725699646403,
"recentSuccess": 21,
"recentSuccessRate": 0.1810344827586207,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.12156590382956904,
"running": 16,
"selectionWeight": 0.4441003869407295,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.333333333333332,
"waiting": 15721
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1003.3170731707318,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.1113757662007933,
"queueFactor": 0.9851765939988918,
"queueWeight": 0.9851765939988918,
"recentSuccess": 40,
"recentSuccessRate": 0.3252032520325203,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.24880085370854416,
"running": 6,
"selectionWeight": 2.080077985997498,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 20568
}
},
"queueAttemptedAt": "2026-10-11T23:42:42.581413+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-11T23:42:42.581413+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
}