Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-02T03:01:47.153242+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-02T03:01:47.153242+00:00",
"frameworkAttemptedAt": "2026-10-02T02:13:23.059240+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40545,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19782,
"successRate": 0.4879023307436182,
"wilsonLowerBound": 0.48303817599291515
},
"vllm": {
"framework": "vllm",
"modelCount": 54249,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15023,
"successRate": 0.2769267636269793,
"wilsonLowerBound": 0.2731770626962107
},
"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": 3409,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 974,
"successRate": 0.2857142857142857,
"wilsonLowerBound": 0.2707970367849107
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16111,
"successRate": 0.45936929744525545,
"wilsonLowerBound": 0.4541583967587836
},
"vllm": {
"framework": "vllm",
"modelCount": 38886,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10876,
"successRate": 0.2796893483515918,
"wilsonLowerBound": 0.2752500204823082
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11099,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4647,
"successRate": 0.41868636814127397,
"wilsonLowerBound": 0.4095377146583366
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12094,
"successRate": 0.1885121970228353,
"wilsonLowerBound": 0.18550430522194783
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 24837,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5110,
"successRate": 0.20574143415066232,
"wilsonLowerBound": 0.20075966691535382
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7168,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 83,
"successRate": 0.011579241071428572,
"wilsonLowerBound": 0.009351074208078165
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3258,
"successRate": 0.1229805224218632,
"wilsonLowerBound": 0.11908032262801024
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10161270765126713,
"wilsonLowerBound": 0.09709403773620466
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13608,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5540,
"successRate": 0.4071134626690182,
"wilsonLowerBound": 0.3988860789330616
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3797,
"successRate": 0.15491004039002898,
"wilsonLowerBound": 0.15043447726727807
},
"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": 48008,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11950,
"successRate": 0.24891684719213464,
"wilsonLowerBound": 0.24506918272375913
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23628,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3104,
"successRate": 0.1313695615371593,
"wilsonLowerBound": 0.1271220960106869
},
"vllm": {
"framework": "vllm",
"modelCount": 86829,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11249697681650139,
"wilsonLowerBound": 0.11041235689948715
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5317,
"successRate": 0.12176521778958457,
"wilsonLowerBound": 0.11873118017419912
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 40303,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3566,
"successRate": 0.08847976577425998,
"wilsonLowerBound": 0.08574620816399568
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90818,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22245,
"successRate": 0.2449404303111718,
"wilsonLowerBound": 0.24215426697804973
},
"transformers": {
"framework": "transformers",
"modelCount": 5428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10685335298452468,
"wilsonLowerBound": 0.09891112169743176
},
"vllm": {
"framework": "vllm",
"modelCount": 112774,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16528,
"successRate": 0.1465586039335308,
"wilsonLowerBound": 0.1445064799212527
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20894,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3759,
"successRate": 0.1799081075906959,
"wilsonLowerBound": 0.1747587247628604
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43322,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5638,
"successRate": 0.1301417293753751,
"wilsonLowerBound": 0.12700613577569259
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7517,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 670,
"successRate": 0.08913130238126912,
"wilsonLowerBound": 0.08289804929966357
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 201,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.1791044776119403,
"wilsonLowerBound": 0.13226856106642715
},
"vllm": {
"framework": "vllm",
"modelCount": 32873,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6268,
"successRate": 0.19067319684847747,
"wilsonLowerBound": 0.18646281750687724
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61341,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12407,
"successRate": 0.20226276063318172,
"wilsonLowerBound": 0.1991026116139711
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3466,
"successRate": 0.2940777193280163,
"wilsonLowerBound": 0.2859200037943707
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14581,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3642,
"successRate": 0.24977710719429394,
"wilsonLowerBound": 0.24281721489999952
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 65094,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17864,
"successRate": 0.27443389559713643,
"wilsonLowerBound": 0.27101926522548553
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 272,
"successRate": 0.6355140186915887,
"wilsonLowerBound": 0.5888986724758345
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47584,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21104,
"successRate": 0.4435104236718225,
"wilsonLowerBound": 0.4390513483361823
},
"vllm": {
"framework": "vllm",
"modelCount": 38282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4195,
"successRate": 0.10958152656601014,
"wilsonLowerBound": 0.10649147635961181
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 828,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030553787396562698,
"wilsonLowerBound": 0.026576919854083197
},
"vllm": {
"framework": "vllm",
"modelCount": 10057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 750,
"successRate": 0.0745749229392463,
"wilsonLowerBound": 0.06960138633482998
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6677,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2898,
"successRate": 0.43402725775048673,
"wilsonLowerBound": 0.4221801995055546
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7401,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 243,
"successRate": 0.032833400891771385,
"wilsonLowerBound": 0.029009650170403356
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15074,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4819,
"successRate": 0.31968953164389013,
"wilsonLowerBound": 0.3122913661338052
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27483,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14023,
"successRate": 0.5102426954844813,
"wilsonLowerBound": 0.5043314674936931
},
"vllm": {
"framework": "vllm",
"modelCount": 65015,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6828,
"successRate": 0.1050219180189187,
"wilsonLowerBound": 0.10268855711562187
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2055,
"successRate": 0.15646413887619917,
"wilsonLowerBound": 0.15035146738081506
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-02T03:01:47.153242+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1269.5625,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4200321318934408,
"queueFactor": 0.9866822091711586,
"queueWeight": 0.9866822091711586,
"recentSuccess": 37,
"recentSuccessRate": 0.2890625,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.21758282345798546,
"running": 8,
"selectionWeight": 1.4011204409906501,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 27084
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1168.04,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9990949252900716,
"queueWeight": 0.9990949252900716,
"recentSuccess": 53,
"recentSuccessRate": 0.35333333333333333,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.28137142404545956,
"running": 8,
"selectionWeight": 2.497737313225179,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 29201
},
"Biren_166m": {
"available": true,
"backlogHours": 155.88,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6227261755933713,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.20666666666666667,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.14958803521394032,
"running": 8,
"selectionWeight": 0.8095440282713827,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.0,
"waiting": 3897
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1680.8727272727274,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0261201570988627,
"queueFactor": 0.9460088206344784,
"queueWeight": 0.9460088206344784,
"recentSuccess": 16,
"recentSuccessRate": 0.2909090909090909,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.18771037010850325,
"running": 7,
"selectionWeight": 0.9707187196463609,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 15408
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 417.5806451612903,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.38475704680557393,
"queueFactor": 1.1657739762359656,
"queueWeight": 1.1657739762359656,
"recentSuccess": 22,
"recentSuccessRate": 0.1774193548387097,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.12018398862314911,
"running": 7,
"selectionWeight": 0.44853975233934146,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.666666666666668,
"waiting": 8630
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 42.55238095238095,
"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": 0.025396825396825397,
"recentTerminal": 315,
"recentWilsonLowerBound": 0.0129238108489637,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 52.5,
"waiting": 2234
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 142.92857142857142,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.29713050972638233,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.14732142857142858,
"recentTerminal": 224,
"recentWilsonLowerBound": 0.1068633375029885,
"running": 6,
"selectionWeight": 0.386269662644297,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 37.333333333333336,
"waiting": 5336
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2423.076923076923,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.0015939831157974,
"queueFactor": 0.8955097737622094,
"queueWeight": 0.8955097737622094,
"recentSuccess": 12,
"recentSuccessRate": 0.3076923076923077,
"recentTerminal": 39,
"recentWilsonLowerBound": 0.1856575344598306,
"running": 2,
"selectionWeight": 0.8969372012216179,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.5,
"waiting": 15750
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 337.1076923076923,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0156938582132493,
"queueFactor": 1.2038159993072424,
"queueWeight": 1.2038159993072424,
"recentSuccess": 33,
"recentSuccessRate": 0.25384615384615383,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.18684099802228096,
"running": 8,
"selectionWeight": 1.2227085169152112,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 7304
},
"MetaX_c-500": {
"available": true,
"backlogHours": 620.0999999999999,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2621664397275288,
"queueFactor": 1.0986418812314007,
"queueWeight": 1.0986418812314007,
"recentSuccess": 16,
"recentSuccessRate": 0.16,
"recentTerminal": 100,
"recentWilsonLowerBound": 0.10095202349473717,
"running": 4,
"selectionWeight": 0.28802703053799084,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 16.666666666666668,
"waiting": 10335
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1837.5,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.8858857744112218,
"queueFactor": 0.93345053347147,
"queueWeight": 0.93345053347147,
"recentSuccess": 25,
"recentSuccessRate": 0.3472222222222222,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.24753261631759219,
"running": 4,
"selectionWeight": 1.7603810821904113,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.0,
"waiting": 22050
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3297.483870967742,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.002006738682042,
"queueFactor": 0.8550627917283568,
"queueWeight": 0.8550627917283568,
"recentSuccess": 10,
"recentSuccessRate": 0.3225806451612903,
"recentTerminal": 31,
"recentWilsonLowerBound": 0.18569230747313034,
"running": 2,
"selectionWeight": 0.8567786793080928,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.166666666666667,
"waiting": 17037
},
"Vastai_va16": {
"available": true,
"backlogHours": 1309.3521126760563,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9821253985941225,
"queueWeight": 0.9821253985941225,
"recentSuccess": 4,
"recentSuccessRate": 0.056338028169014086,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.022124161220470236,
"running": 16,
"selectionWeight": 0.049106269929706126,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.833333333333334,
"waiting": 15494
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1153.9805825242718,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.8741016110167295,
"queueFactor": 1.0009113988373117,
"queueWeight": 1.0009113988373117,
"recentSuccess": 34,
"recentSuccessRate": 0.3300970873786408,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.24682835312636037,
"running": 6,
"selectionWeight": 1.875809665046014,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 19810
}
},
"queueAttemptedAt": "2026-10-02T02:53:10.562723+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-02T02:53:10.562723+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"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
}