Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-08T00:34:23.368581+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-08T00:34:23.368581+00:00",
"frameworkAttemptedAt": "2026-10-07T20:58:42.772583+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20460,
"successRate": 0.493321116844288,
"wilsonLowerBound": 0.48851024910392554
},
"vllm": {
"framework": "vllm",
"modelCount": 55541,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15227,
"successRate": 0.27415782935129,
"wilsonLowerBound": 0.27046357235006824
},
"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": 4006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1208,
"successRate": 0.3015476784822766,
"wilsonLowerBound": 0.2875316104272599
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16859,
"successRate": 0.4657825666528526,
"wilsonLowerBound": 0.46064742435110007
},
"vllm": {
"framework": "vllm",
"modelCount": 39391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10959,
"successRate": 0.2782107588027722,
"wilsonLowerBound": 0.27380717811066513
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12081,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5083,
"successRate": 0.42074331595066633,
"wilsonLowerBound": 0.4119665075957085
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64204,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12095,
"successRate": 0.18838390131455984,
"wilsonLowerBound": 0.1853779485951051
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27757,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6026,
"successRate": 0.21709838959541738,
"wilsonLowerBound": 0.21228760439153796
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7523,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 102,
"successRate": 0.013558420842748903,
"wilsonLowerBound": 0.011182222255317842
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26556,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3264,
"successRate": 0.12291007681879801,
"wilsonLowerBound": 0.11901549678714986
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10156960184231259,
"wilsonLowerBound": 0.09705274789685281
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14776,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5903,
"successRate": 0.3994991878722252,
"wilsonLowerBound": 0.3916287435087438
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24646,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3804,
"successRate": 0.1543455327436501,
"wilsonLowerBound": 0.14988891437381985
},
"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": 50150,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12589,
"successRate": 0.25102691924227316,
"wilsonLowerBound": 0.2472510689620239
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3119,
"successRate": 0.13115512383835834,
"wilsonLowerBound": 0.12692416157916397
},
"vllm": {
"framework": "vllm",
"modelCount": 86925,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11237273511647973,
"wilsonLowerBound": 0.1102902759139898
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45367,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5484,
"successRate": 0.1208808164524875,
"wilsonLowerBound": 0.11791309762650025
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3634,
"successRate": 0.08134303301622832,
"wilsonLowerBound": 0.07884398460526576
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91803,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22781,
"successRate": 0.24815093188675752,
"wilsonLowerBound": 0.24536735118283012
},
"transformers": {
"framework": "transformers",
"modelCount": 5477,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 581,
"successRate": 0.10607997078692714,
"wilsonLowerBound": 0.09819875695542142
},
"vllm": {
"framework": "vllm",
"modelCount": 112827,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.1464986217837929,
"wilsonLowerBound": 0.14444732884810046
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22445,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3909,
"successRate": 0.17415905546892405,
"wilsonLowerBound": 0.16925337532414578
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5660,
"successRate": 0.13000436410409535,
"wilsonLowerBound": 0.12687787252936183
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7827,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 727,
"successRate": 0.09288360802350837,
"wilsonLowerBound": 0.08665108674996193
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33730,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6569,
"successRate": 0.19475244589386304,
"wilsonLowerBound": 0.19056106593421743
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61453,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12416,
"successRate": 0.20204058386083673,
"wilsonLowerBound": 0.19888461537605612
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13962,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4000,
"successRate": 0.28649190660363844,
"wilsonLowerBound": 0.2790518417795744
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3696,
"successRate": 0.24595727690157715,
"wilsonLowerBound": 0.23913708488524346
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 66547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18344,
"successRate": 0.2756548003666581,
"wilsonLowerBound": 0.27227276421809166
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 710,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 434,
"successRate": 0.6112676056338028,
"wilsonLowerBound": 0.5749039041300342
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21452,
"successRate": 0.4464051607533035,
"wilsonLowerBound": 0.4419648698284717
},
"vllm": {
"framework": "vllm",
"modelCount": 39128,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4540,
"successRate": 0.11602944183193621,
"wilsonLowerBound": 0.11289373829437924
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 999,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6285,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03054892601431981,
"wilsonLowerBound": 0.026572683176579088
},
"vllm": {
"framework": "vllm",
"modelCount": 10073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 756,
"successRate": 0.07505211952744961,
"wilsonLowerBound": 0.07006718147500551
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7022,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3073,
"successRate": 0.4376246083736827,
"wilsonLowerBound": 0.4260583186639939
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7406,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03294625978935998,
"wilsonLowerBound": 0.029116949043479782
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16073,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4939,
"successRate": 0.307285509861258,
"wilsonLowerBound": 0.30019953317347037
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27891,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14209,
"successRate": 0.5094474920225163,
"wilsonLowerBound": 0.5035795893351807
},
"vllm": {
"framework": "vllm",
"modelCount": 66561,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7031,
"successRate": 0.10563242739742491,
"wilsonLowerBound": 0.10332005806681761
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13413,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2134,
"successRate": 0.15909938119734585,
"wilsonLowerBound": 0.15300697790776777
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-08T00:42:36.968149+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 840.6769230769231,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5797219764117677,
"queueFactor": 0.9795752631823993,
"queueWeight": 0.9795752631823993,
"recentSuccess": 44,
"recentSuccessRate": 0.22564102564102564,
"recentTerminal": 195,
"recentWilsonLowerBound": 0.17259945485719214,
"running": 7,
"selectionWeight": 0.567881307616178,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.5,
"waiting": 27322
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 814.4454545454546,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5809880376027396,
"queueFactor": 0.984244230863117,
"queueWeight": 0.984244230863117,
"recentSuccess": 49,
"recentSuccessRate": 0.22272727272727272,
"recentTerminal": 220,
"recentWilsonLowerBound": 0.17277069012360996,
"running": 8,
"selectionWeight": 0.5718341242109801,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.666666666666664,
"waiting": 29863
},
"Biren_166m": {
"available": true,
"backlogHours": 159.34969325153372,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4464936966851066,
"queueFactor": 1.2571279830031032,
"queueWeight": 1.2571279830031032,
"recentSuccess": 34,
"recentSuccessRate": 0.2085889570552147,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.15328227961519503,
"running": 8,
"selectionWeight": 0.5612997203373474,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.166666666666668,
"waiting": 4329
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 797.71875,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.1207718446613634,
"queueFactor": 0.9873126658007807,
"queueWeight": 0.9873126658007807,
"recentSuccess": 17,
"recentSuccessRate": 0.1328125,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.08460158144609937,
"running": 7,
"selectionWeight": 0.11923957190628848,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 17018
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 290.1875,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.24248375055948876,
"queueFactor": 1.1490273687046684,
"queueWeight": 1.1490273687046684,
"recentSuccess": 31,
"recentSuccessRate": 0.16145833333333334,
"recentTerminal": 192,
"recentWilsonLowerBound": 0.11613873488080888,
"running": 7,
"selectionWeight": 0.2786204658590085,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 32.0,
"waiting": 9286
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 77.3360655737705,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.02459016393442623,
"recentTerminal": 244,
"recentWilsonLowerBound": 0.011317369696116684,
"running": 7,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.666666666666664,
"waiting": 3145
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 189.3103448275862,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.16384549307718244,
"queueFactor": 1.2250562390343742,
"queueWeight": 1.2250562390343742,
"recentSuccess": 28,
"recentSuccessRate": 0.13793103448275862,
"recentTerminal": 203,
"recentWilsonLowerBound": 0.09718328436488534,
"running": 3,
"selectionWeight": 0.2007199435318657,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.833333333333336,
"waiting": 6405
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2112.9545454545455,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8015995507662017,
"queueFactor": 0.8530974725022002,
"queueWeight": 0.8530974725022002,
"recentSuccess": 14,
"recentSuccessRate": 0.3181818181818182,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.19999129931673565,
"running": 2,
"selectionWeight": 0.6838425507175458,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 15495
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 362.92105263157896,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2086027786951937,
"queueFactor": 1.111118437431095,
"queueWeight": 1.111118437431095,
"recentSuccess": 24,
"recentSuccessRate": 0.15789473684210525,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.10845931073666491,
"running": 7,
"selectionWeight": 0.2317823935075881,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 9194
},
"MetaX_c-500": {
"available": true,
"backlogHours": 423.5454545454545,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.16047892985062912,
"queueFactor": 1.0856683435425711,
"queueWeight": 1.0856683435425711,
"recentSuccess": 22,
"recentSuccessRate": 0.14285714285714285,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.09627048775425198,
"running": 4,
"selectionWeight": 0.17422689394441698,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 10871
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1813.3333333333333,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8728920370932012,
"queueWeight": 0.8728920370932012,
"recentSuccess": 32,
"recentSuccessRate": 0.4444444444444444,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.33538885104705246,
"running": 4,
"selectionWeight": 2.182230092733003,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.0,
"waiting": 21760
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2933.657142857143,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.1098243039035156,
"queueFactor": 0.8121210640622067,
"queueWeight": 0.8121210640622067,
"recentSuccess": 6,
"recentSuccessRate": 0.17142857142857143,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.08102529944856719,
"running": 2,
"selectionWeight": 0.08919063054601425,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 17113
},
"Vastai_va16": {
"available": true,
"backlogHours": 667.5294117647059,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 1.0140552493827255,
"queueWeight": 1.0140552493827255,
"recentSuccess": 3,
"recentSuccessRate": 0.0196078431372549,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.006690367266546242,
"running": 16,
"selectionWeight": 0.05070276246913628,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.5,
"waiting": 17022
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1369.6129032258063,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.1564932248053559,
"queueFactor": 0.9104214944975944,
"queueWeight": 0.9104214944975944,
"recentSuccess": 30,
"recentSuccessRate": 0.3225806451612903,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.23624803528547358,
"running": 6,
"selectionWeight": 1.0528962901036345,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 21229
}
},
"queueAttemptedAt": "2026-10-08T00:34:23.368581+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-08T00:34:23.368581+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"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
}