Files
submmit/.modelhub_state/market_intelligence.json

721 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-10-15T03:34:51.661113+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-15T03:34:51.661113+00:00",
"frameworkAttemptedAt": "2026-10-15T02:38:39.257559+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37535,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17747,
"successRate": 0.47281204209404554,
"wilsonLowerBound": 0.46776422750333085
},
"vllm": {
"framework": "vllm",
"modelCount": 40124,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11059,
"successRate": 0.2756205762137374,
"wilsonLowerBound": 0.2712700858436126
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13239,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5523,
"successRate": 0.41717652390663945,
"wilsonLowerBound": 0.4088021665095042
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64222,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18834667247983558,
"wilsonLowerBound": 0.18534137010842236
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 31802,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6821,
"successRate": 0.21448336582604868,
"wilsonLowerBound": 0.21000667486358116
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 112,
"successRate": 0.013956386292834891,
"wilsonLowerBound": 0.011612384683901855
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26694,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3284,
"successRate": 0.12302390050198546,
"wilsonLowerBound": 0.11913767655425701
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10150193798449612,
"wilsonLowerBound": 0.09698793477280081
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6377,
"successRate": 0.39257572026594434,
"wilsonLowerBound": 0.3850923544528433
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24789,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.1536165234579854,
"wilsonLowerBound": 0.14918143348275234
},
"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": 52966,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13346,
"successRate": 0.2519729637880905,
"wilsonLowerBound": 0.24829367047516715
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24839,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3160,
"successRate": 0.12721929224203873,
"wilsonLowerBound": 0.123132873019048
},
"vllm": {
"framework": "vllm",
"modelCount": 87046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11226248190611861,
"wilsonLowerBound": 0.1101823627792486
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 47181,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5604,
"successRate": 0.1187766261842691,
"wilsonLowerBound": 0.11588830244604321
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 48563,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3732,
"successRate": 0.0768486296151391,
"wilsonLowerBound": 0.07451299718961157
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94306,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23636,
"successRate": 0.2506309248616207,
"wilsonLowerBound": 0.24787512383463328
},
"transformers": {
"framework": "transformers",
"modelCount": 5600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.105,
"wilsonLowerBound": 0.09723984530788371
},
"vllm": {
"framework": "vllm",
"modelCount": 112881,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16533,
"successRate": 0.14646397533685918,
"wilsonLowerBound": 0.1444133734735368
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 178,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4053,
"successRate": 0.16744474282173105,
"wilsonLowerBound": 0.16279382460680936
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5691,
"successRate": 0.13007108084017097,
"wilsonLowerBound": 0.1269515425627227
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8258,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 791,
"successRate": 0.09578590457737951,
"wilsonLowerBound": 0.0896250151962386
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6915,
"successRate": 0.19890122533509752,
"wilsonLowerBound": 0.19473854439898977
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12425,
"successRate": 0.2019602743733949,
"wilsonLowerBound": 0.1988065416724111
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16723,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4714,
"successRate": 0.2818872211923698,
"wilsonLowerBound": 0.27511872030964124
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15686,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.24199923498661227,
"wilsonLowerBound": 0.2353603518331027
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18848,
"successRate": 0.2750488865540087,
"wilsonLowerBound": 0.2717181716596827
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1157,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 694,
"successRate": 0.5998271391529818,
"wilsonLowerBound": 0.5713105941600072
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48478,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44824456454474193,
"wilsonLowerBound": 0.4438217877803052
},
"vllm": {
"framework": "vllm",
"modelCount": 40244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4932,
"successRate": 0.12255243017592685,
"wilsonLowerBound": 0.11938452137887023
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1128,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10093,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 763,
"successRate": 0.07559694838006539,
"wilsonLowerBound": 0.07059950132152285
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3283,
"successRate": 0.4387864207431168,
"wilsonLowerBound": 0.4275762345317848
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.0330010775862069,
"wilsonLowerBound": 0.029172852259161434
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18695,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5466,
"successRate": 0.2923776410805028,
"wilsonLowerBound": 0.2859005473751316
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28620,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14647,
"successRate": 0.5117749825296996,
"wilsonLowerBound": 0.5059825608403404
},
"vllm": {
"framework": "vllm",
"modelCount": 67675,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7258,
"successRate": 0.107247875877355,
"wilsonLowerBound": 0.10493880975561208
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13858,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2363,
"successRate": 0.1705152258623178,
"wilsonLowerBound": 0.16434504916931317
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-15T03:34:51.661113+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 1002.4761904761905,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 56,
"recentSuccessRate": 0.2962962962962963,
"recentTerminal": 189,
"recentWilsonLowerBound": 0.23577801490339084,
"running": 8,
"selectionWeight": 2.5,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.5,
"waiting": 31578
},
"Biren_166m": {
"available": true,
"backlogHours": 137.3421052631579,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.061160934576910644,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 16,
"recentSuccessRate": 0.07017543859649122,
"recentTerminal": 228,
"recentWilsonLowerBound": 0.04365347377604781,
"running": 8,
"selectionWeight": 0.07950921494998384,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 38.0,
"waiting": 5219
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1391.918918918919,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7657917171784883,
"queueFactor": 0.9519606992134869,
"queueWeight": 0.9519606992134869,
"recentSuccess": 16,
"recentSuccessRate": 0.21621621621621623,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.13770335267426506,
"running": 7,
"selectionWeight": 0.7290036185371305,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.333333333333334,
"waiting": 17167
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 430.29230769230765,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5102245985693177,
"queueFactor": 1.1352632323879122,
"queueWeight": 1.1352632323879122,
"recentSuccess": 22,
"recentSuccessRate": 0.16923076923076924,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.11449479772228963,
"running": 7,
"selectionWeight": 0.5792392270156285,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 9323
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 51.78391959798995,
"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": 0.020100502512562814,
"recentTerminal": 398,
"recentWilsonLowerBound": 0.01021953391309942,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 66.33333333333333,
"waiting": 3435
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 186.60504201680672,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.47945534881938845,
"queueFactor": 1.2868342276036846,
"queueWeight": 1.2868342276036846,
"recentSuccess": 36,
"recentSuccessRate": 0.15126050420168066,
"recentTerminal": 238,
"recentWilsonLowerBound": 0.1113030372786563,
"running": 25,
"selectionWeight": 0.6169795534684529,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 39.666666666666664,
"waiting": 7402
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1488.8307692307692,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8596965859058349,
"queueFactor": 0.9423978999204008,
"queueWeight": 0.9423978999204008,
"recentSuccess": 15,
"recentSuccessRate": 0.23076923076923078,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.14513708450988846,
"running": 2,
"selectionWeight": 0.8101762571263972,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.833333333333334,
"waiting": 16129
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 396.6222222222222,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7325726865519646,
"queueFactor": 1.1492236464562533,
"queueWeight": 1.1492236464562533,
"recentSuccess": 26,
"recentSuccessRate": 0.1925925925925926,
"recentTerminal": 135,
"recentWilsonLowerBound": 0.13495531552123166,
"running": 8,
"selectionWeight": 0.8418898541335027,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.5,
"waiting": 8924
},
"MetaX_c-500": {
"available": true,
"backlogHours": 529.6935483870967,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6397685374316133,
"queueFactor": 1.1004172950513165,
"queueWeight": 1.1004172950513165,
"recentSuccess": 23,
"recentSuccessRate": 0.18548387096774194,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.12689662335434448,
"running": 4,
"selectionWeight": 0.7040123634194329,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 10947
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1326.1025641025642,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.05326400689342487,
"queueFactor": 0.9589027028531371,
"queueWeight": 0.9589027028531371,
"recentSuccess": 9,
"recentSuccessRate": 0.07692307692307693,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.04099470569997648,
"running": 4,
"selectionWeight": 0.051075000174893234,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.5,
"waiting": 25859
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3135.7714285714287,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8146394526482016,
"queueFactor": 0.8427707422736231,
"queueWeight": 0.8427707422736231,
"recentSuccess": 9,
"recentSuccessRate": 0.2571428571428571,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.14162868726550137,
"running": 2,
"selectionWeight": 0.6865542961937029,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 18292
},
"Vastai_va16": {
"available": true,
"backlogHours": 1253.012658227848,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.060949280762381465,
"queueFactor": 0.9670920011436602,
"queueWeight": 0.9670920011436602,
"recentSuccess": 7,
"recentSuccessRate": 0.08860759493670886,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.04358474184575353,
"running": 16,
"selectionWeight": 0.058943561900758286,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.166666666666666,
"waiting": 16498
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1316.7326732673268,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.2650586631918808,
"queueFactor": 0.9599231559376739,
"queueWeight": 0.9599231559376739,
"recentSuccess": 31,
"recentSuccessRate": 0.3069306930693069,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.22543494459305355,
"running": 6,
"selectionWeight": 2.1742822603551186,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 22165
}
},
"queueAttemptedAt": "2026-10-15T03:34:51.661113+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-15T03:34:51.661113+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"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
}