Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-19T23:24:03.277155+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-19T23:24:03.277155+00:00",
"frameworkAttemptedAt": "2026-09-19T23:00:12.758418+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39722,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19218,
"successRate": 0.48381249685312927,
"wilsonLowerBound": 0.47889976042972476
},
"vllm": {
"framework": "vllm",
"modelCount": 53055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14832,
"successRate": 0.27955894826123834,
"wilsonLowerBound": 0.2757561967619389
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 792,
"successRate": 0.28417653390742736,
"wilsonLowerBound": 0.267737526188248
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 33023,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14610,
"successRate": 0.44241892014656453,
"wilsonLowerBound": 0.4370689619350037
},
"vllm": {
"framework": "vllm",
"modelCount": 37545,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10666,
"successRate": 0.2840857637501665,
"wilsonLowerBound": 0.2795462440756266
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8930,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3833,
"successRate": 0.42922732362821947,
"wilsonLowerBound": 0.4189938158047774
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63951,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12087,
"successRate": 0.1890040812497068,
"wilsonLowerBound": 0.1859883641731749
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18009,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3609,
"successRate": 0.20039980009995004,
"wilsonLowerBound": 0.19461746466683222
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6108,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 61,
"successRate": 0.009986902423051735,
"wilsonLowerBound": 0.007783039860048104
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3224,
"successRate": 0.12324630146412324,
"wilsonLowerBound": 0.11931797113878778
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1674,
"successRate": 0.10165168812241923,
"wilsonLowerBound": 0.09712873155638158
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 11298,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4755,
"successRate": 0.42087095061072755,
"wilsonLowerBound": 0.4117956654143073
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24171,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3788,
"successRate": 0.15671672665590997,
"wilsonLowerBound": 0.15218828187197075
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 43230,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10830,
"successRate": 0.2505204718945177,
"wilsonLowerBound": 0.24645801603888964
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23292,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3061,
"successRate": 0.1314185127940924,
"wilsonLowerBound": 0.1271402598366837
},
"vllm": {
"framework": "vllm",
"modelCount": 86649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.1126845087652483,
"wilsonLowerBound": 0.11059620393232808
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 40604,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4982,
"successRate": 0.1226972712048074,
"wilsonLowerBound": 0.11954164405628552
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32154,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3418,
"successRate": 0.10630092678982397,
"wilsonLowerBound": 0.10297881786486851
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 88683,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21092,
"successRate": 0.23783588737413033,
"wilsonLowerBound": 0.23504508303981825
},
"transformers": {
"framework": "transformers",
"modelCount": 5183,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 566,
"successRate": 0.10920316419062319,
"wilsonLowerBound": 0.10099955158178081
},
"vllm": {
"framework": "vllm",
"modelCount": 112552,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16510,
"successRate": 0.14668775321629113,
"wilsonLowerBound": 0.1446328601279346
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 17532,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3469,
"successRate": 0.19786675792835956,
"wilsonLowerBound": 0.19203596469820924
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42857,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5575,
"successRate": 0.13008376694588983,
"wilsonLowerBound": 0.12693199505874248
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 558,
"successRate": 0.08261770802487414,
"wilsonLowerBound": 0.07628676049839359
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 31232,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5622,
"successRate": 0.1800076844262295,
"wilsonLowerBound": 0.17578616810916933
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60893,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12391,
"successRate": 0.20348808565845006,
"wilsonLowerBound": 0.20030913467932399
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 8067,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2337,
"successRate": 0.2896987727779844,
"wilsonLowerBound": 0.2799016471116228
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12981,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3345,
"successRate": 0.2576843078345274,
"wilsonLowerBound": 0.25023291602722963
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 61117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16758,
"successRate": 0.27419539571641277,
"wilsonLowerBound": 0.27067283418812776
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20426,
"successRate": 0.4380535718115336,
"wilsonLowerBound": 0.4335554724007887
},
"vllm": {
"framework": "vllm",
"modelCount": 36607,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3486,
"successRate": 0.09522768869341929,
"wilsonLowerBound": 0.09226307597585327
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 560,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6278,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030582988212806625,
"wilsonLowerBound": 0.026602368317046696
},
"vllm": {
"framework": "vllm",
"modelCount": 10026,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.07370835826850189,
"wilsonLowerBound": 0.06875525826123706
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5970,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2529,
"successRate": 0.4236180904522613,
"wilsonLowerBound": 0.41113651966514037
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7377,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03185576792734174,
"wilsonLowerBound": 0.02808550752550505
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11714,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3844,
"successRate": 0.3281543452279324,
"wilsonLowerBound": 0.3197087905130747
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 26500,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13446,
"successRate": 0.5073962264150943,
"wilsonLowerBound": 0.5013761570719656
},
"vllm": {
"framework": "vllm",
"modelCount": 62509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6293,
"successRate": 0.10067350301556575,
"wilsonLowerBound": 0.0983391335440584
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12496,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1802,
"successRate": 0.14420614596670936,
"wilsonLowerBound": 0.13815594641647316
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-19T23:30:36.258474+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1271.7272727272727,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.632392362878571,
"queueFactor": 0.9866252177865985,
"queueWeight": 0.9866252177865985,
"recentSuccess": 38,
"recentSuccessRate": 0.34545454545454546,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.26316254590275023,
"running": 8,
"selectionWeight": 1.6105594705382502,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 23315
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1380.2479338842975,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.597969933547606,
"queueFactor": 0.974580558505192,
"queueWeight": 0.974580558505192,
"recentSuccess": 41,
"recentSuccessRate": 0.33884297520661155,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.2606254540535897,
"running": 8,
"selectionWeight": 1.5573504303113304,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 27835
},
"Biren_166m": {
"available": true,
"backlogHours": 163.4494382022472,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.22258730154388373,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.15168539325842698,
"recentTerminal": 178,
"recentWilsonLowerBound": 0.10638855522742541,
"running": 8,
"selectionWeight": 0.28936349200704886,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.666666666666668,
"waiting": 4849
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1885.9148936170213,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.119175112620843,
"queueFactor": 0.9300001013662774,
"queueWeight": 0.9300001013662774,
"recentSuccess": 16,
"recentSuccessRate": 0.3404255319148936,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.2216726071376219,
"running": 7,
"selectionWeight": 1.040832968183999,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 14773
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 506.41121495327104,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5733561614394117,
"queueFactor": 1.132754541848893,
"queueWeight": 1.132754541848893,
"recentSuccess": 25,
"recentSuccessRate": 0.2336448598130841,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.1635605614587961,
"running": 7,
"selectionWeight": 0.6494717959675407,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 9031
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.722891566265055,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.03614457831325301,
"recentTerminal": 332,
"recentWilsonLowerBound": 0.020794822036012173,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.333333333333336,
"waiting": 2530
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 123.38912133891213,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.151641588982021,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 30,
"recentSuccessRate": 0.12552301255230125,
"recentTerminal": 239,
"recentWilsonLowerBound": 0.08935736205295211,
"running": 9,
"selectionWeight": 0.19713406567662728,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 39.833333333333336,
"waiting": 4915
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3195.4,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.2149439175093977,
"queueFactor": 0.8592756891666785,
"queueWeight": 0.8592756891666785,
"recentSuccess": 14,
"recentSuccessRate": 0.4666666666666667,
"recentTerminal": 30,
"recentWilsonLowerBound": 0.3023212722412823,
"running": 2,
"selectionWeight": 1.9032474611834305,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.0,
"waiting": 15977
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 600.6792452830189,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1304289600425634,
"queueFactor": 1.104116539175424,
"queueWeight": 1.104116539175424,
"recentSuccess": 32,
"recentSuccessRate": 0.3018867924528302,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.22268303619470342,
"running": 8,
"selectionWeight": 1.2481253111458688,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 10612
},
"MetaX_c-500": {
"available": true,
"backlogHours": 855.2307692307693,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8370194132968033,
"queueFactor": 1.0471256832361735,
"queueWeight": 1.0471256832361735,
"recentSuccess": 22,
"recentSuccessRate": 0.28205128205128205,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.1942519701528857,
"running": 4,
"selectionWeight": 0.8764645250303562,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 11118
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2065.1612903225805,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9174200198591738,
"queueWeight": 0.9174200198591738,
"recentSuccess": 27,
"recentSuccessRate": 0.43548387096774194,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.3194239439101423,
"running": 4,
"selectionWeight": 2.2935500496479344,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 21340
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 9315.6,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05570487593367424,
"queueFactor": 0.7318628197525974,
"queueWeight": 0.7318628197525974,
"recentSuccess": 2,
"recentSuccessRate": 0.2,
"recentTerminal": 10,
"recentWilsonLowerBound": 0.05668094798069332,
"running": 2,
"selectionWeight": 0.04076832757478743,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 1.6666666666666667,
"waiting": 15526
},
"Vastai_va16": {
"available": true,
"backlogHours": 1858.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9320827122183138,
"queueWeight": 0.9320827122183138,
"recentSuccess": 5,
"recentSuccessRate": 0.1111111111111111,
"recentTerminal": 45,
"recentWilsonLowerBound": 0.04840400437825557,
"running": 16,
"selectionWeight": 0.0466041356109157,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.5,
"waiting": 13935
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1053.357142857143,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.4884480005600818,
"queueFactor": 1.0149039966527178,
"queueWeight": 1.0149039966527178,
"recentSuccess": 29,
"recentSuccessRate": 0.34523809523809523,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.2523486284686916,
"running": 6,
"selectionWeight": 1.5106318245781738,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 14747
}
},
"queueAttemptedAt": "2026-09-19T23:30:36.258474+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-19T23:30:36.258474+00:00",
"supportedGpus": [
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}