Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-17T16:55:48.960697+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-17T16:55:48.960697+00:00",
"frameworkAttemptedAt": "2026-10-17T11:44:03.547288+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43135,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21596,
"successRate": 0.5006607163556277,
"wilsonLowerBound": 0.49594229334969386
},
"vllm": {
"framework": "vllm",
"modelCount": 57711,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15473,
"successRate": 0.2681117984439708,
"wilsonLowerBound": 0.26451316287594223
},
"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": 4932,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1536,
"successRate": 0.31143552311435524,
"wilsonLowerBound": 0.29866236292639065
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38001,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18062,
"successRate": 0.4753032814925923,
"wilsonLowerBound": 0.4702849394992617
},
"vllm": {
"framework": "vllm",
"modelCount": 40322,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11089,
"successRate": 0.2750111601607063,
"wilsonLowerBound": 0.27067436071012657
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13651,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5679,
"successRate": 0.41601347886601714,
"wilsonLowerBound": 0.4077696944769214
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64245,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1883103743481983,
"wilsonLowerBound": 0.18530583253230815
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 33162,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7103,
"successRate": 0.21419094143899645,
"wilsonLowerBound": 0.20980852695122754
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8184,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 114,
"successRate": 0.013929618768328446,
"wilsonLowerBound": 0.01160884798879966
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26737,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.12290084901073418,
"wilsonLowerBound": 0.11901941851858062
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16516,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10147735529183821,
"wilsonLowerBound": 0.09696438782299903
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16783,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6536,
"successRate": 0.3894416969552523,
"wilsonLowerBound": 0.3820903520684446
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15352981494174092,
"wilsonLowerBound": 0.14909701166005565
},
"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": 53919,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13566,
"successRate": 0.2515996216547043,
"wilsonLowerBound": 0.24795465713867174
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3164,
"successRate": 0.12643356643356643,
"wilsonLowerBound": 0.12237318252142437
},
"vllm": {
"framework": "vllm",
"modelCount": 87085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11221220646494803,
"wilsonLowerBound": 0.11013296171929496
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5640,
"successRate": 0.11623593421540744,
"wilsonLowerBound": 0.11341442673755478
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 49956,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3767,
"successRate": 0.07540635759468332,
"wilsonLowerBound": 0.0731233816264941
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94654,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23792,
"successRate": 0.25135757601369196,
"wilsonLowerBound": 0.24860413889881136
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 79,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5640,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.10425531914893617,
"wilsonLowerBound": 0.0965473597915675
},
"vllm": {
"framework": "vllm",
"modelCount": 112895,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16538,
"successRate": 0.146490101421675,
"wilsonLowerBound": 0.1444394727077275
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 237,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.004219409282700422,
"wilsonLowerBound": 0.0007451988786756108
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4114,
"successRate": 0.16410051854806543,
"wilsonLowerBound": 0.15956734471887246
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44193,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5708,
"successRate": 0.12916072681193855,
"wilsonLowerBound": 0.126066033029703
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8367,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 803,
"successRate": 0.09597227202103502,
"wilsonLowerBound": 0.08984488143867975
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35144,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7022,
"successRate": 0.19980651035738675,
"wilsonLowerBound": 0.19565887669276416
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12429,
"successRate": 0.20196291902959002,
"wilsonLowerBound": 0.19880965464236394
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17477,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4949,
"successRate": 0.2831721691365795,
"wilsonLowerBound": 0.2765407082403366
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15931,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3843,
"successRate": 0.24122779486535686,
"wilsonLowerBound": 0.2346470810864004
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18985,
"successRate": 0.27512100397066924,
"wilsonLowerBound": 0.27180157411256056
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1361,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 813,
"successRate": 0.5973548861131521,
"wilsonLowerBound": 0.5710603136701783
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44766280051914875,
"wilsonLowerBound": 0.44324347954326304
},
"vllm": {
"framework": "vllm",
"modelCount": 40634,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5054,
"successRate": 0.12437859920263819,
"wilsonLowerBound": 0.12120526545903114
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1168,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10102,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 764,
"successRate": 0.07562858839833696,
"wilsonLowerBound": 0.07063229608115972
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7601,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3338,
"successRate": 0.43915274306012364,
"wilsonLowerBound": 0.4280291695574754
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032983306408185246,
"wilsonLowerBound": 0.029157113487253913
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5527,
"successRate": 0.28897835407298966,
"wilsonLowerBound": 0.28259705077037656
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28827,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14758,
"successRate": 0.5119506018663059,
"wilsonLowerBound": 0.5061790422512442
},
"vllm": {
"framework": "vllm",
"modelCount": 68027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7330,
"successRate": 0.10775133402913549,
"wilsonLowerBound": 0.10544337034578864
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14049,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2448,
"successRate": 0.17424727738629084,
"wilsonLowerBound": 0.1680640429063176
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-17T16:55:48.960697+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1340.758064516129,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0848964059124195,
"queueFactor": 0.9913118648198332,
"queueWeight": 0.9913118648198332,
"recentSuccess": 30,
"recentSuccessRate": 0.24193548387096775,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.17504889877225968,
"running": 7,
"selectionWeight": 1.0754706792813753,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 27709
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1693.486725663717,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9571843678314629,
"queueWeight": 0.9571843678314629,
"recentSuccess": 38,
"recentSuccessRate": 0.336283185840708,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.2558324486519233,
"running": 7,
"selectionWeight": 2.392960919578657,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.833333333333332,
"waiting": 31894
},
"Biren_166m": {
"available": true,
"backlogHours": 171.37724550898204,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2734028042398449,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 23,
"recentSuccessRate": 0.1377245508982036,
"recentTerminal": 167,
"recentWilsonLowerBound": 0.09355675567470219,
"running": 2,
"selectionWeight": 0.3554236455117984,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.833333333333332,
"waiting": 4770
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1348.9367088607596,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.14548327401926509,
"queueFactor": 0.990407979881477,
"queueWeight": 0.990407979881477,
"recentSuccess": 10,
"recentSuccessRate": 0.12658227848101267,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.07023187936799045,
"running": 7,
"selectionWeight": 0.1440877955279637,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 17761
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 534.0,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.40944589003232235,
"queueFactor": 1.1381032887736267,
"queueWeight": 1.1381032887736267,
"recentSuccess": 19,
"recentSuccessRate": 0.17117117117117117,
"recentTerminal": 111,
"recentWilsonLowerBound": 0.11240858853979097,
"running": 5,
"selectionWeight": 0.4659917140206307,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.5,
"waiting": 9879
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 73.49450549450549,
"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": 0.02564102564102564,
"recentTerminal": 273,
"recentWilsonLowerBound": 0.012474713430687588,
"running": 9,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 45.5,
"waiting": 3344
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 250.19672131147541,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.08338412494699853,
"queueFactor": 1.2751774517885786,
"queueWeight": 1.2751774517885786,
"recentSuccess": 16,
"recentSuccessRate": 0.08743169398907104,
"recentTerminal": 183,
"recentWilsonLowerBound": 0.054532719737126735,
"running": 2,
"selectionWeight": 0.10632955596953403,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.5,
"waiting": 7631
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1919.6399999999999,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.21217588369494708,
"queueFactor": 0.9393553176786765,
"queueWeight": 0.9393553176786765,
"recentSuccess": 8,
"recentSuccessRate": 0.16,
"recentTerminal": 50,
"recentWilsonLowerBound": 0.08337321362087696,
"running": 2,
"selectionWeight": 0.19930854463202094,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.333333333333334,
"waiting": 15997
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 468.09677419354836,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.36662567956981423,
"queueFactor": 1.160813685578538,
"queueWeight": 1.160813685578538,
"recentSuccess": 20,
"recentSuccessRate": 0.16129032258064516,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.10690383789562935,
"running": 7,
"selectionWeight": 0.42558410632917215,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 9674
},
"MetaX_c-500": {
"available": true,
"backlogHours": 710.5360824742268,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.47908852319471085,
"queueFactor": 1.0903726420111404,
"queueWeight": 1.0903726420111404,
"recentSuccess": 18,
"recentSuccessRate": 0.18556701030927836,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.12072806645374706,
"running": 3,
"selectionWeight": 0.5223850187930323,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 11487
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2291.6470588235293,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2685609638308351,
"queueFactor": 0.914725333441721,
"queueWeight": 0.914725333441721,
"recentSuccess": 11,
"recentSuccessRate": 0.16176470588235295,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.09279997195749148,
"running": 4,
"selectionWeight": 0.24565951718959061,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 25972
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3049.8333333333335,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8763376100925699,
"queueWeight": 0.8763376100925699,
"recentSuccess": 3,
"recentSuccessRate": 0.08333333333333333,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.028748089271291792,
"running": 2,
"selectionWeight": 0.0438168805046285,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.0,
"waiting": 18299
},
"Vastai_va16": {
"available": true,
"backlogHours": 1189.2142857142858,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.12674309992218466,
"queueFactor": 1.0093083106091705,
"queueWeight": 1.0093083106091705,
"recentSuccess": 10,
"recentSuccessRate": 0.11904761904761904,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.065964782536511,
"running": 16,
"selectionWeight": 0.1279228640638295,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 16649
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1468.0206185567008,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9338050423234281,
"queueFactor": 0.9779193590448886,
"queueWeight": 0.9779193590448886,
"recentSuccess": 23,
"recentSuccessRate": 0.23711340206185566,
"recentTerminal": 97,
"recentWilsonLowerBound": 0.16351360857927175,
"running": 5,
"selectionWeight": 0.9131860284618118,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.166666666666668,
"waiting": 23733
}
},
"queueAttemptedAt": "2026-10-17T16:55:48.960697+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-17T16:55:48.960697+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
}