Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-20T17:41:29.582796+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-20T17:41:29.582796+00:00",
"frameworkAttemptedAt": "2026-10-20T14:02:33.198170+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21937,
"successRate": 0.502715585397713,
"wilsonLowerBound": 0.4980242634033145
},
"vllm": {
"framework": "vllm",
"modelCount": 58169,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15533,
"successRate": 0.267032268046554,
"wilsonLowerBound": 0.2634524431482775
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1681,
"successRate": 0.3181904221086504,
"wilsonLowerBound": 0.30576636478296837
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38610,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18459,
"successRate": 0.4780885780885781,
"wilsonLowerBound": 0.4731083740486955
},
"vllm": {
"framework": "vllm",
"modelCount": 40601,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11105,
"successRate": 0.27351543065441736,
"wilsonLowerBound": 0.26920098497775014
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14212,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5892,
"successRate": 0.4145792288207149,
"wilsonLowerBound": 0.40650372298764986
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1882136967547217,
"wilsonLowerBound": 0.18521052321596418
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 35117,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 7420,
"successRate": 0.21129367542785546,
"wilsonLowerBound": 0.2070556625249455
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8366,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013985178101840785,
"wilsonLowerBound": 0.011682596398338272
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3289,
"successRate": 0.12282470684890581,
"wilsonLowerBound": 0.11894726595450104
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10144664366563767,
"wilsonLowerBound": 0.09693497021042136
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17437,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6732,
"successRate": 0.38607558639674255,
"wilsonLowerBound": 0.378875168464778
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15339993554624556,
"wilsonLowerBound": 0.14897055794856734
},
"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": 55248,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13890,
"successRate": 0.2514118158123371,
"wilsonLowerBound": 0.24781165455020288
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25309,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3226,
"successRate": 0.12746453830653126,
"wilsonLowerBound": 0.12341229530666308
},
"vllm": {
"framework": "vllm",
"modelCount": 87129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1121555394874267,
"wilsonLowerBound": 0.1100772803468428
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5678,
"successRate": 0.11519811722696748,
"wilsonLowerBound": 0.11240950004727768
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.07334415333487905,
"wilsonLowerBound": 0.07112963860625157
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94996,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23945,
"successRate": 0.25206324476820074,
"wilsonLowerBound": 0.24931215456726388
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5672,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10401974612129761,
"wilsonLowerBound": 0.09634090583419136
},
"vllm": {
"framework": "vllm",
"modelCount": 112915,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14647301067174423,
"wilsonLowerBound": 0.14442266275144017
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 307,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003257328990228013,
"wilsonLowerBound": 0.0005752153501427472
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25695,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4160,
"successRate": 0.16189920217941234,
"wilsonLowerBound": 0.15744575633733987
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44325,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5724,
"successRate": 0.12913705583756346,
"wilsonLowerBound": 0.1260471713262433
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8480,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 819,
"successRate": 0.09658018867924528,
"wilsonLowerBound": 0.09047458153099709
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35627,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7165,
"successRate": 0.2011115165464395,
"wilsonLowerBound": 0.1969815929501139
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61563,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20190698958790182,
"wilsonLowerBound": 0.19875461682367024
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18372,
"officialConfigError": "malformed_command_argv",
"officialConfigValid": false,
"successCount": 5200,
"successRate": 0.28303940779446984,
"wilsonLowerBound": 0.2765712700340383
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3919,
"successRate": 0.24168979340117175,
"wilsonLowerBound": 0.2351620075173695
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69570,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19131,
"successRate": 0.27498921949116,
"wilsonLowerBound": 0.271683721580829
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1662,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 985,
"successRate": 0.5926594464500602,
"wilsonLowerBound": 0.5688497604908518
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4469997737230782,
"wilsonLowerBound": 0.44258439998413945
},
"vllm": {
"framework": "vllm",
"modelCount": 41138,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5214,
"successRate": 0.12674412951529,
"wilsonLowerBound": 0.12356403070590219
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1236,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07564520913675467,
"wilsonLowerBound": 0.07065102319044637
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7795,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3431,
"successRate": 0.4401539448364336,
"wilsonLowerBound": 0.4291660224042749
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032965554359526375,
"wilsonLowerBound": 0.029141391688609655
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5598,
"successRate": 0.2846537170751551,
"wilsonLowerBound": 0.2783893696078418
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29088,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14889,
"successRate": 0.5118605610561056,
"wilsonLowerBound": 0.5061149441754594
},
"vllm": {
"framework": "vllm",
"modelCount": 68440,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7395,
"successRate": 0.10805084745762712,
"wilsonLowerBound": 0.10574693914690322
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14291,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2539,
"successRate": 0.17766426422223777,
"wilsonLowerBound": 0.1714842809947433
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-20T17:47:20.458087+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1254.75,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.0102745599700353,
"queueWeight": 1.0102745599700353,
"recentSuccess": 47,
"recentSuccessRate": 0.34558823529411764,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.2708948608823105,
"running": 8,
"selectionWeight": 2.5256863999250885,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 28441
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1465.2089552238806,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0548652342215483,
"queueFactor": 0.9870475230912462,
"queueWeight": 0.9870475230912462,
"recentSuccess": 43,
"recentSuccessRate": 0.3208955223880597,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.24779537234100626,
"running": 8,
"selectionWeight": 2.028249639724693,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 32723
},
"Biren_166m": {
"available": true,
"backlogHours": 67.03981264637002,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.01405152224824356,
"recentTerminal": 427,
"recentWilsonLowerBound": 0.006455339829715914,
"running": 10,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 71.16666666666667,
"waiting": 4771
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1476.5675675675675,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5642301046525708,
"queueFactor": 0.9859048406121761,
"queueWeight": 0.9859048406121761,
"recentSuccess": 16,
"recentSuccessRate": 0.21621621621621623,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.13770335267426506,
"running": 7,
"selectionWeight": 0.5562771913960843,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.333333333333334,
"waiting": 18211
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 353.43195266272187,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.234715583832171,
"queueFactor": 1.2217353109356108,
"queueWeight": 1.2217353109356108,
"recentSuccess": 23,
"recentSuccessRate": 0.13609467455621302,
"recentTerminal": 169,
"recentWilsonLowerBound": 0.09242759174088258,
"running": 7,
"selectionWeight": 0.2867603167946309,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 28.166666666666668,
"waiting": 9955
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 69.20625,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 7,
"recentSuccessRate": 0.021875,
"recentTerminal": 320,
"recentWilsonLowerBound": 0.010635649426464265,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.333333333333336,
"waiting": 3691
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 257.93650793650795,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.280843519557297,
"queueWeight": 1.280843519557297,
"recentSuccess": 13,
"recentSuccessRate": 0.06878306878306878,
"recentTerminal": 189,
"recentWilsonLowerBound": 0.040634093125979154,
"running": 0,
"selectionWeight": 0.06404217597786485,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.5,
"waiting": 8125
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1943.28,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4766333384716656,
"queueFactor": 0.9461123042150882,
"queueWeight": 0.9461123042150882,
"recentSuccess": 11,
"recentSuccessRate": 0.22,
"recentTerminal": 50,
"recentWilsonLowerBound": 0.1275378622430229,
"running": 2,
"selectionWeight": 0.4509486661271576,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.333333333333334,
"waiting": 16194
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 627.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9291920772377292,
"queueFactor": 1.120895542442609,
"queueWeight": 1.120895542442609,
"recentSuccess": 23,
"recentSuccessRate": 0.25,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.17275134731188044,
"running": 8,
"selectionWeight": 1.041527257448759,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 9624
},
"MetaX_c-500": {
"available": true,
"backlogHours": 742.5473684210526,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.609099207771667,
"queueFactor": 1.0929854313656597,
"queueWeight": 1.0929854313656597,
"recentSuccess": 29,
"recentSuccessRate": 0.30526315789473685,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.2217278400249833,
"running": 4,
"selectionWeight": 1.758721991716457,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 11757
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2318.382352941176,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.09351977994740665,
"queueFactor": 0.9213936997246327,
"queueWeight": 0.9213936997246327,
"recentSuccess": 8,
"recentSuccessRate": 0.11764705882352941,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.06083419938921196,
"running": 4,
"selectionWeight": 0.08616853604317452,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.333333333333334,
"waiting": 26275
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2371.531914893617,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.090207630848844,
"queueFactor": 0.9182663115629032,
"queueWeight": 0.9182663115629032,
"recentSuccess": 6,
"recentSuccessRate": 0.1276595744680851,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.05984522780202478,
"running": 2,
"selectionWeight": 0.08283462845439594,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.833333333333333,
"waiting": 18577
},
"Vastai_va16": {
"available": true,
"backlogHours": 1814.4590163934427,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.050236058012309154,
"queueFactor": 0.9558966139277992,
"queueWeight": 0.9558966139277992,
"recentSuccess": 6,
"recentSuccessRate": 0.09836065573770492,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.04586395136730972,
"running": 18,
"selectionWeight": 0.04802047775104681,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.166666666666666,
"waiting": 18447
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1431.7281553398057,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6368736387534735,
"queueFactor": 0.9904758999551062,
"queueWeight": 0.9904758999551062,
"recentSuccess": 22,
"recentSuccessRate": 0.21359223300970873,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.14549640074609,
"running": 6,
"selectionWeight": 0.6308079905020298,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.166666666666668,
"waiting": 24578
}
},
"queueAttemptedAt": "2026-10-20T17:47:20.458087+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-20T17:47:20.458087+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}