Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-27T00:29:11.687810+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-27T00:29:11.687810+00:00",
"frameworkAttemptedAt": "2026-09-26T23:25:40.078539+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15456,
"successRate": 0.4519562547517399,
"wilsonLowerBound": 0.4466870773777446
},
"vllm": {
"framework": "vllm",
"modelCount": 38181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10784,
"successRate": 0.28244414761268694,
"wilsonLowerBound": 0.2779504935644781
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4335,
"successRate": 0.4194890652215986,
"wilsonLowerBound": 0.4100061738757588
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64122,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18856242787186925,
"wilsonLowerBound": 0.18555345441815213
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 21815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4507,
"successRate": 0.20660096264038505,
"wilsonLowerBound": 0.20128017173109503
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6790,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 74,
"successRate": 0.010898379970544918,
"wilsonLowerBound": 0.008690623081188628
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26395,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3245,
"successRate": 0.12293995074824778,
"wilsonLowerBound": 0.11903325889759624
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10168668850867613,
"wilsonLowerBound": 0.0971649021199942
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12568,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5201,
"successRate": 0.41382877148313174,
"wilsonLowerBound": 0.4052455373267606
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3794,
"successRate": 0.15544083906915765,
"wilsonLowerBound": 0.15094953339266573
},
"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": 45990,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11448,
"successRate": 0.24892367906066537,
"wilsonLowerBound": 0.2449929180062535
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23506,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3092,
"successRate": 0.13154088317876286,
"wilsonLowerBound": 0.12728014870742704
},
"vllm": {
"framework": "vllm",
"modelCount": 86763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11253644986918387,
"wilsonLowerBound": 0.11045071994022279
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5187,
"successRate": 0.1228593761102821,
"wilsonLowerBound": 0.1197622275807068
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36647,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3507,
"successRate": 0.09569678281987612,
"wilsonLowerBound": 0.09272710607385085
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 89842,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21666,
"successRate": 0.24115669731306072,
"wilsonLowerBound": 0.2383704832017292
},
"transformers": {
"framework": "transformers",
"modelCount": 5353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 577,
"successRate": 0.10779002428544741,
"wilsonLowerBound": 0.09976182124253666
},
"vllm": {
"framework": "vllm",
"modelCount": 112719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16523,
"successRate": 0.1465857575031716,
"wilsonLowerBound": 0.14453297651148447
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3680,
"successRate": 0.1898375032241424,
"wilsonLowerBound": 0.18437838455653657
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5601,
"successRate": 0.1299264654712473,
"wilsonLowerBound": 0.1267854699564439
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7136,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 612,
"successRate": 0.08576233183856502,
"wilsonLowerBound": 0.07948623330640471
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5988,
"successRate": 0.1864491219329929,
"wilsonLowerBound": 0.18222712215271233
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61191,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.20266052197218545,
"wilsonLowerBound": 0.19949416666317507
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2961,
"successRate": 0.29427549194991054,
"wilsonLowerBound": 0.28545087928858304
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14029,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3529,
"successRate": 0.2515503599686364,
"wilsonLowerBound": 0.24443883676843695
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17406,
"successRate": 0.2738730233655889,
"wilsonLowerBound": 0.27041970257084336
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 187,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 125,
"successRate": 0.6684491978609626,
"wilsonLowerBound": 0.5981796683409485
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47174,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20822,
"successRate": 0.4413872048162123,
"wilsonLowerBound": 0.4369112081499924
},
"vllm": {
"framework": "vllm",
"modelCount": 37504,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3876,
"successRate": 0.10334897610921502,
"wilsonLowerBound": 0.10030855969883865
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 4.3148248291150565e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 743,
"successRate": 0.07400398406374502,
"wilsonLowerBound": 0.06904470201407993
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2739,
"successRate": 0.4311348968991028,
"wilsonLowerBound": 0.4190020694716365
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7391,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 240,
"successRate": 0.03247192531457178,
"wilsonLowerBound": 0.02866754709140733
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13648,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4428,
"successRate": 0.32444314185228607,
"wilsonLowerBound": 0.31663893382137076
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13778,
"successRate": 0.509089565474431,
"wilsonLowerBound": 0.5031326483331547
},
"vllm": {
"framework": "vllm",
"modelCount": 63998,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6565,
"successRate": 0.10258133066658333,
"wilsonLowerBound": 0.10025439462268444
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12875,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1938,
"successRate": 0.1505242718446602,
"wilsonLowerBound": 0.14445179089486898
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-27T00:29:11.687810+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1378.6451612903224,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.4078967957279804,
"queueFactor": 0.9082859953840483,
"queueWeight": 0.9082859953840483,
"recentSuccess": 50,
"recentSuccessRate": 0.4032258064516129,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.32104885004590483,
"running": 8,
"selectionWeight": 2.1870589378898493,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 28492
},
"Biren_166m": {
"available": true,
"backlogHours": 121.85786802030456,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.28568338683468775,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 33,
"recentSuccessRate": 0.16751269035532995,
"recentTerminal": 197,
"recentWilsonLowerBound": 0.12183564132460364,
"running": 8,
"selectionWeight": 0.37138840288509406,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.833333333333336,
"waiting": 4001
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1102.0243902439024,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4101718386629608,
"queueFactor": 0.9393161991938658,
"queueWeight": 0.9393161991938658,
"recentSuccess": 18,
"recentSuccessRate": 0.21951219512195122,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.1436067129787513,
"running": 7,
"selectionWeight": 0.3852810525092519,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.666666666666666,
"waiting": 15061
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 481.045871559633,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3712041832009922,
"queueFactor": 1.0636837372727461,
"queueWeight": 1.0636837372727461,
"recentSuccess": 22,
"recentSuccessRate": 0.2018348623853211,
"recentTerminal": 109,
"recentWilsonLowerBound": 0.13723625011246085,
"running": 7,
"selectionWeight": 0.3948438528785085,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 18.166666666666668,
"waiting": 8739
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.49523809523809,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 11,
"recentSuccessRate": 0.03492063492063492,
"recentTerminal": 315,
"recentWilsonLowerBound": 0.019608831444869485,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 52.5,
"waiting": 2336
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 133.1336405529954,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4285711278812237,
"queueFactor": 1.2897256047295744,
"queueWeight": 1.2897256047295744,
"recentSuccess": 42,
"recentSuccessRate": 0.1935483870967742,
"recentTerminal": 217,
"recentWilsonLowerBound": 0.14649980495677986,
"running": 9,
"selectionWeight": 0.552739157076247,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 36.166666666666664,
"waiting": 4815
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2524.5789473684213,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.4629498243010366,
"queueFactor": 0.8294919003306327,
"queueWeight": 0.8294919003306327,
"recentSuccess": 15,
"recentSuccessRate": 0.39473684210526316,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.2559785926361891,
"running": 2,
"selectionWeight": 1.213505029847832,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 15989
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 372.38961038961037,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7694393183667505,
"queueFactor": 1.1053272061846784,
"queueWeight": 1.1053272061846784,
"recentSuccess": 39,
"recentSuccessRate": 0.2532467532467532,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.19114389858731054,
"running": 8,
"selectionWeight": 0.8504822120989637,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 9558
},
"MetaX_c-500": {
"available": true,
"backlogHours": 689.4130434782609,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2573109732997947,
"queueFactor": 1.0077865750517894,
"queueWeight": 1.0077865750517894,
"recentSuccess": 30,
"recentSuccessRate": 0.32608695652173914,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.2389464540974761,
"running": 4,
"selectionWeight": 1.2671011195568318,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 10571
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2393.433962264151,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8361559330722456,
"queueWeight": 0.8361559330722456,
"recentSuccess": 24,
"recentSuccessRate": 0.4528301886792453,
"recentTerminal": 53,
"recentWilsonLowerBound": 0.32657368160147465,
"running": 4,
"selectionWeight": 2.090389832680614,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.833333333333334,
"waiting": 21142
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3084.75,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.48963569590418166,
"queueFactor": 0.8049288567773857,
"queueWeight": 0.8049288567773857,
"recentSuccess": 9,
"recentSuccessRate": 0.28125,
"recentTerminal": 32,
"recentWilsonLowerBound": 0.15564406845647866,
"running": 2,
"selectionWeight": 0.3941219009415526,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.333333333333333,
"waiting": 16452
},
"Vastai_va16": {
"available": true,
"backlogHours": 726.0,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.8930650033251132,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 32,
"recentSuccessRate": 0.2782608695652174,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.20453775426690435,
"running": 16,
"selectionWeight": 0.8930650033251132,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 13915
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 853.6229508196722,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.253672768124376,
"queueFactor": 0.9760017146240682,
"queueWeight": 0.9760017146240682,
"recentSuccess": 21,
"recentSuccessRate": 0.1721311475409836,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.11542895012804419,
"running": 6,
"selectionWeight": 0.24758505664282465,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.333333333333332,
"waiting": 17357
}
},
"queueAttemptedAt": "2026-09-27T00:20:39.747335+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-27T00:20:39.747335+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"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
}