Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-10T07:03:30.550392+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-10T07:03:30.550392+00:00",
"frameworkAttemptedAt": "2026-10-10T02:17:10.668899+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 41882,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20735,
"successRate": 0.4950814192254429,
"wilsonLowerBound": 0.490293679621033
},
"vllm": {
"framework": "vllm",
"modelCount": 56061,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15293,
"successRate": 0.27279213713633366,
"wilsonLowerBound": 0.2691208183687658
},
"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": 4207,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1261,
"successRate": 0.299738531019729,
"wilsonLowerBound": 0.28608203557616674
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 36651,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17159,
"successRate": 0.4681727647267469,
"wilsonLowerBound": 0.46306777148598294
},
"vllm": {
"framework": "vllm",
"modelCount": 39613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10991,
"successRate": 0.2774594198874107,
"wilsonLowerBound": 0.27307187646756
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5242,
"successRate": 0.4205712451861361,
"wilsonLowerBound": 0.4119304513007424
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64211,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.1883789381881609,
"wilsonLowerBound": 0.18537317918882054
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 28917,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6270,
"successRate": 0.2168274717294325,
"wilsonLowerBound": 0.21211556179053054
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7612,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 103,
"successRate": 0.013531266421439831,
"wilsonLowerBound": 0.011170250578487015
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26603,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3268,
"successRate": 0.12284328835093787,
"wilsonLowerBound": 0.11895303348065779
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10155113911778962,
"wilsonLowerBound": 0.09703506300045812
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15273,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6052,
"successRate": 0.39625482878281937,
"wilsonLowerBound": 0.38852459460937305
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24701,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3806,
"successRate": 0.15408283065462935,
"wilsonLowerBound": 0.14963429330888384
},
"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": 51023,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12826,
"successRate": 0.2513768300570331,
"wilsonLowerBound": 0.24763148947469338
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23843,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3126,
"successRate": 0.13110766262634735,
"wilsonLowerBound": 0.126882793491335
},
"vllm": {
"framework": "vllm",
"modelCount": 86972,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9771,
"successRate": 0.11234650232258658,
"wilsonLowerBound": 0.11026481640427387
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 45863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5515,
"successRate": 0.12024943854523254,
"wilsonLowerBound": 0.11730442354267737
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 45853,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3648,
"successRate": 0.07955858940527337,
"wilsonLowerBound": 0.07711673427743596
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 92464,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23099,
"successRate": 0.24981614466170618,
"wilsonLowerBound": 0.24703619407122826
},
"transformers": {
"framework": "transformers",
"modelCount": 5521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 583,
"successRate": 0.10559681217170802,
"wilsonLowerBound": 0.09776262346075357
},
"vllm": {
"framework": "vllm",
"modelCount": 112846,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16530,
"successRate": 0.14648281729082113,
"wilsonLowerBound": 0.14443178876047075
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 55,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.01818181818181818,
"wilsonLowerBound": 0.0032166975922527864
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 22821,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3944,
"successRate": 0.1728232768064502,
"wilsonLowerBound": 0.16797288229607396
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43598,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5671,
"successRate": 0.13007477407220513,
"wilsonLowerBound": 0.12694971463645993
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7911,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 739,
"successRate": 0.09341423334597396,
"wilsonLowerBound": 0.08719724252136667
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34044,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6685,
"successRate": 0.19636352954999411,
"wilsonLowerBound": 0.19217804739959074
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61469,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12420,
"successRate": 0.20205306739982756,
"wilsonLowerBound": 0.19889743324247072
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14788,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4216,
"successRate": 0.2850960238030836,
"wilsonLowerBound": 0.2778760968139733
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15201,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3722,
"successRate": 0.24485231234787186,
"wilsonLowerBound": 0.23808155714566379
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 67189,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18518,
"successRate": 0.2756105910193633,
"wilsonLowerBound": 0.2722448595168387
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 828,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 498,
"successRate": 0.6014492753623188,
"wilsonLowerBound": 0.5677056068454613
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48229,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21602,
"successRate": 0.44790478757593977,
"wilsonLowerBound": 0.44347096355798155
},
"vllm": {
"framework": "vllm",
"modelCount": 39438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4670,
"successRate": 0.11841371266291394,
"wilsonLowerBound": 0.11526198257690201
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1035,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030544066178810055,
"wilsonLowerBound": 0.02656844784963345
},
"vllm": {
"framework": "vllm",
"modelCount": 10078,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 759,
"successRate": 0.07531256201627307,
"wilsonLowerBound": 0.07032053867780093
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7154,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3131,
"successRate": 0.437657254682695,
"wilsonLowerBound": 0.42619768539694874
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 244,
"successRate": 0.03290183387270766,
"wilsonLowerBound": 0.029077614020079336
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 17468,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5199,
"successRate": 0.29762995191206776,
"wilsonLowerBound": 0.29089463983613106
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28121,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14359,
"successRate": 0.5106148429998933,
"wilsonLowerBound": 0.5047711024953137
},
"vllm": {
"framework": "vllm",
"modelCount": 66909,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7100,
"successRate": 0.10611427461178616,
"wilsonLowerBound": 0.10380316363670833
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13533,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2200,
"successRate": 0.16256558043301558,
"wilsonLowerBound": 0.15644494497346914
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-10T07:03:30.550392+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1210.9130434782608,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8973615216713824,
"queueFactor": 0.9510505608506332,
"queueWeight": 0.9510505608506332,
"recentSuccess": 44,
"recentSuccessRate": 0.3188405797101449,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.24689555453184556,
"running": 8,
"selectionWeight": 0.8534361784713459,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 27851
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1491.4146341463415,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9217874470413979,
"queueWeight": 0.9217874470413979,
"recentSuccess": 59,
"recentSuccessRate": 0.4796747967479675,
"recentTerminal": 123,
"recentWilsonLowerBound": 0.39334490336329886,
"running": 9,
"selectionWeight": 2.304468617603495,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.5,
"waiting": 30574
},
"Biren_166m": {
"available": true,
"backlogHours": 139.72375690607734,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.07866431408758101,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 22,
"recentSuccessRate": 0.12154696132596685,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.08165306760314635,
"running": 8,
"selectionWeight": 0.10226360831385532,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.166666666666668,
"waiting": 4215
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1543.96875,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4101398005086377,
"queueFactor": 0.9170114823440355,
"queueWeight": 0.9170114823440355,
"recentSuccess": 17,
"recentSuccessRate": 0.265625,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.1729623856953776,
"running": 8,
"selectionWeight": 0.3761029064327129,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 16469
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 408.6923076923077,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3457730509247635,
"queueFactor": 1.1193375679045303,
"queueWeight": 1.1193375679045303,
"recentSuccess": 29,
"recentSuccessRate": 0.2230769230769231,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.16004839200095863,
"running": 7,
"selectionWeight": 0.3870367658690541,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 8855
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 54.21487603305785,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 1,
"recentSuccessRate": 0.0027548209366391185,
"recentTerminal": 363,
"recentWilsonLowerBound": 0.00048644665724605416,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.5,
"waiting": 3280
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 154.67175572519085,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.23502065004910516,
"queueFactor": 1.2949675843983945,
"queueWeight": 1.2949675843983945,
"recentSuccess": 46,
"recentSuccessRate": 0.17557251908396945,
"recentTerminal": 262,
"recentWilsonLowerBound": 0.13428602133853898,
"running": 3,
"selectionWeight": 0.30434412347783013,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 43.666666666666664,
"waiting": 6754
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2206.8571428571427,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7669765990522153,
"queueFactor": 0.8691693767020112,
"queueWeight": 0.8691693767020112,
"recentSuccess": 15,
"recentSuccessRate": 0.35714285714285715,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.22988992501626865,
"running": 2,
"selectionWeight": 0.6666325725432423,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 15448
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 418.27200000000005,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.49020432045927814,
"queueFactor": 1.1154541681326673,
"queueWeight": 1.1154541681326673,
"recentSuccess": 32,
"recentSuccessRate": 0.256,
"recentTerminal": 125,
"recentWilsonLowerBound": 0.18756596643774243,
"running": 4,
"selectionWeight": 0.5468004524929435,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.833333333333332,
"waiting": 8714
},
"MetaX_c-500": {
"available": true,
"backlogHours": 531.1,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.3779521900423787,
"queueFactor": 1.0762027671936296,
"queueWeight": 1.0762027671936296,
"recentSuccess": 28,
"recentSuccessRate": 0.23333333333333334,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.16665469513089648,
"running": 4,
"selectionWeight": 0.40675319279050054,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 10622
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2081.2615384615383,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.718142184740232,
"queueFactor": 0.8768424176096244,
"queueWeight": 0.8768424176096244,
"recentSuccess": 29,
"recentSuccessRate": 0.4461538461538462,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.3316933396913929,
"running": 4,
"selectionWeight": 1.5065399470647072,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.833333333333334,
"waiting": 22547
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2375.4545454545455,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.15621075939430284,
"queueFactor": 0.859624017390891,
"queueWeight": 0.859624017390891,
"recentSuccess": 9,
"recentSuccessRate": 0.20454545454545456,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.11153127823467596,
"running": 2,
"selectionWeight": 0.13428252055021248,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.333333333333333,
"waiting": 17420
},
"Vastai_va16": {
"available": true,
"backlogHours": 743.1904761904761,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.2777868020653092,
"queueFactor": 1.0233060205153068,
"queueWeight": 1.0233060205153068,
"recentSuccess": 26,
"recentSuccessRate": 0.20634920634920634,
"recentTerminal": 126,
"recentWilsonLowerBound": 0.1448883094897227,
"running": 16,
"selectionWeight": 0.2842609069731248,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.0,
"waiting": 15607
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 989.9495798319329,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.42280884849615447,
"queueFactor": 0.980231350334813,
"queueWeight": 0.980231350334813,
"recentSuccess": 29,
"recentSuccessRate": 0.24369747899159663,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.17537076257934212,
"running": 6,
"selectionWeight": 0.41445048849489285,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 19634
}
},
"queueAttemptedAt": "2026-10-10T07:03:30.550392+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-10T07:03:30.550392+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"Ascend_910-b3",
"hygon_k100-ai",
"MetaX_c-500",
"Biren_166m",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}