Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-02T18:04:33.478863+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-02T18:04:33.478863+00:00",
"frameworkAttemptedAt": "2026-10-02T14:27:45.049993+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40619,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19837,
"successRate": 0.4883675127403432,
"wilsonLowerBound": 0.4835076379644724
},
"vllm": {
"framework": "vllm",
"modelCount": 54378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15045,
"successRate": 0.27667439037846187,
"wilsonLowerBound": 0.27293019671277796
},
"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": 3449,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 989,
"successRate": 0.2867497825456654,
"wilsonLowerBound": 0.27190035300088367
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35154,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16169,
"successRate": 0.45994765887239003,
"wilsonLowerBound": 0.4547422808236842
},
"vllm": {
"framework": "vllm",
"modelCount": 38956,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10889,
"successRate": 0.279520484649348,
"wilsonLowerBound": 0.27508596723722817
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11186,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4683,
"successRate": 0.418648310387985,
"wilsonLowerBound": 0.40953531173160523
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12094,
"successRate": 0.18850044420891846,
"wilsonLowerBound": 0.18549271871463957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 25104,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5180,
"successRate": 0.20634161886551944,
"wilsonLowerBound": 0.20138068519852056
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 85,
"successRate": 0.01180883578771881,
"wilsonLowerBound": 0.009560763109601073
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3259,
"successRate": 0.12297649145315272,
"wilsonLowerBound": 0.11907700102378067
},
"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": 13707,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5574,
"successRate": 0.40665353469030424,
"wilsonLowerBound": 0.398457401486817
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24523,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3797,
"successRate": 0.1548342372466664,
"wilsonLowerBound": 0.15036067272453987
},
"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": 48199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12000,
"successRate": 0.24896782090914749,
"wilsonLowerBound": 0.24512747923512027
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3105,
"successRate": 0.1313618479502475,
"wilsonLowerBound": 0.12711528828278
},
"vllm": {
"framework": "vllm",
"modelCount": 86836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11248790824082178,
"wilsonLowerBound": 0.11040344602645016
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5331,
"successRate": 0.1218152320453351,
"wilsonLowerBound": 0.11878397580416732
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 40676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3570,
"successRate": 0.08776674205919953,
"wilsonLowerBound": 0.08505570162304368
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90909,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22282,
"successRate": 0.2451022451022451,
"wilsonLowerBound": 0.24231684076571253
},
"transformers": {
"framework": "transformers",
"modelCount": 5432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10677466863033873,
"wilsonLowerBound": 0.09883797614347417
},
"vllm": {
"framework": "vllm",
"modelCount": 112775,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16528,
"successRate": 0.14655730436710263,
"wilsonLowerBound": 0.14450519702362666
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20987,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3768,
"successRate": 0.17953971506170485,
"wilsonLowerBound": 0.17440584686659302
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43327,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5639,
"successRate": 0.13014979112331804,
"wilsonLowerBound": 0.12701429242264384
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7532,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 677,
"successRate": 0.08988316516197557,
"wilsonLowerBound": 0.08363114879685626
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 202,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.1782178217821782,
"wilsonLowerBound": 0.13159848249936945
},
"vllm": {
"framework": "vllm",
"modelCount": 32945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6285,
"successRate": 0.19077249962057977,
"wilsonLowerBound": 0.18656582838193767
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61358,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12407,
"successRate": 0.20220672120994818,
"wilsonLowerBound": 0.19904733959485013
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11949,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3520,
"successRate": 0.2945853209473596,
"wilsonLowerBound": 0.2864786988167567
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14640,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3648,
"successRate": 0.24918032786885247,
"wilsonLowerBound": 0.2422400900108904
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 65248,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17898,
"successRate": 0.2743072584600294,
"wilsonLowerBound": 0.270897143014917
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 286,
"successRate": 0.6341463414634146,
"wilsonLowerBound": 0.5887324189731684
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47626,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21137,
"successRate": 0.4438122034183009,
"wilsonLowerBound": 0.43935476086037417
},
"vllm": {
"framework": "vllm",
"modelCount": 38364,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4232,
"successRate": 0.11031175059952038,
"wilsonLowerBound": 0.1072157806345598
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 839,
"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": 6705,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2909,
"successRate": 0.433855331841909,
"wilsonLowerBound": 0.4220335895203994
}
},
"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": 15170,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4836,
"successRate": 0.3187870797626895,
"wilsonLowerBound": 0.3114180048532006
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14042,
"successRate": 0.5104140162116971,
"wilsonLowerBound": 0.5045058153435799
},
"vllm": {
"framework": "vllm",
"modelCount": 65118,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6849,
"successRate": 0.10517829171657606,
"wilsonLowerBound": 0.1028452029839664
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2066,
"successRate": 0.15705055112124666,
"wilsonLowerBound": 0.1509330537443343
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-02T18:10:28.162025+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1222.6466165413533,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9485374301124085,
"queueFactor": 1.0018842819247396,
"queueWeight": 1.0018842819247396,
"recentSuccess": 41,
"recentSuccessRate": 0.3082706766917293,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.23609463056882227,
"running": 8,
"selectionWeight": 0.9503247420469083,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 27102
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1253.5285714285715,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.3467841473242763,
"queueFactor": 0.9981425513736064,
"queueWeight": 0.9981425513736064,
"recentSuccess": 61,
"recentSuccessRate": 0.4357142857142857,
"recentTerminal": 140,
"recentWilsonLowerBound": 0.356379553641139,
"running": 8,
"selectionWeight": 2.3424251163333865,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.333333333333332,
"waiting": 29249
},
"Biren_166m": {
"available": true,
"backlogHours": 125.67391304347825,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3007615454830599,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.19021739130434784,
"recentTerminal": 184,
"recentWilsonLowerBound": 0.14006970590718926,
"running": 8,
"selectionWeight": 0.3909900091279779,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.666666666666668,
"waiting": 3854
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1527.4285714285713,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.349350565082547,
"queueFactor": 0.9689883804385875,
"queueWeight": 0.9689883804385875,
"recentSuccess": 15,
"recentSuccessRate": 0.23809523809523808,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.14993653261946965,
"running": 7,
"selectionWeight": 0.3385166382646426,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.5,
"waiting": 16038
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 410.6511627906977,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.41042686528283695,
"queueFactor": 1.180026464195745,
"queueWeight": 1.180026464195745,
"recentSuccess": 29,
"recentSuccessRate": 0.2248062015503876,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.16132957033677464,
"running": 7,
"selectionWeight": 0.4843145626506494,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 8829
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 43.173913043478265,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.027950310559006212,
"recentTerminal": 322,
"recentWilsonLowerBound": 0.014772918720493314,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.666666666666664,
"waiting": 2317
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 137.9744680851064,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07978523710506323,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 26,
"recentSuccessRate": 0.11063829787234042,
"recentTerminal": 235,
"recentWilsonLowerBound": 0.0766284034057201,
"running": 5,
"selectionWeight": 0.10372080823658221,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.166666666666664,
"waiting": 5404
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2357.4,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.22661815579125189,
"queueFactor": 0.9079202736436731,
"queueWeight": 0.9079202736436731,
"recentSuccess": 9,
"recentSuccessRate": 0.225,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.12315953254678531,
"running": 2,
"selectionWeight": 0.20575121801861795,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.666666666666667,
"waiting": 15716
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 385.44827586206895,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.260643443210255,
"queueFactor": 1.191290804958031,
"queueWeight": 1.191290804958031,
"recentSuccess": 27,
"recentSuccessRate": 0.18620689655172415,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.1312449567986973,
"running": 8,
"selectionWeight": 0.3105021372689776,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.166666666666668,
"waiting": 9315
},
"MetaX_c-500": {
"available": true,
"backlogHours": 754.1428571428571,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3130105173864717,
"queueFactor": 1.0771958274256852,
"queueWeight": 1.0771958274256852,
"recentSuccess": 31,
"recentSuccessRate": 0.36904761904761907,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.2736996045974371,
"running": 4,
"selectionWeight": 1.4143694506947473,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.0,
"waiting": 10558
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1866.169014084507,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9403078454614006,
"queueWeight": 0.9403078454614006,
"recentSuccess": 34,
"recentSuccessRate": 0.4788732394366197,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.36677330370106553,
"running": 4,
"selectionWeight": 2.3507696136535015,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 22083
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3531.724137931035,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.1384938535400607,
"queueFactor": 0.8545051602964692,
"queueWeight": 0.8545051602964692,
"recentSuccess": 6,
"recentSuccessRate": 0.20689655172413793,
"recentTerminal": 29,
"recentWilsonLowerBound": 0.09845936515585209,
"running": 2,
"selectionWeight": 0.11834371251932528,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.833333333333333,
"waiting": 17070
},
"Vastai_va16": {
"available": true,
"backlogHours": 1340.8285714285714,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9881132374133521,
"queueWeight": 0.9881132374133521,
"recentSuccess": 7,
"recentSuccessRate": 0.1,
"recentTerminal": 70,
"recentWilsonLowerBound": 0.04928867510614623,
"running": 16,
"selectionWeight": 0.04940566187066761,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.666666666666666,
"waiting": 15643
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1278.3191489361702,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.6992745339747544,
"queueFactor": 0.9952147672986875,
"queueWeight": 0.9952147672986875,
"recentSuccess": 27,
"recentSuccessRate": 0.2872340425531915,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.20554230330818626,
"running": 6,
"selectionWeight": 0.6959283426075833,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 20027
}
},
"queueAttemptedAt": "2026-10-02T18:04:33.478863+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-02T18:04:33.478863+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
}