Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-21T01:27:10.498739+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-21T01:27:10.498739+00:00",
"frameworkAttemptedAt": "2026-10-20T20:37:27.662216+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43680,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21973,
"successRate": 0.5030448717948718,
"wilsonLowerBound": 0.49835584825674245
},
"vllm": {
"framework": "vllm",
"modelCount": 58213,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15539,
"successRate": 0.2669335028258293,
"wilsonLowerBound": 0.26335545428337515
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5322,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1695,
"successRate": 0.318489289740699,
"wilsonLowerBound": 0.30610698427286986
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38664,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18496,
"successRate": 0.47837781915994204,
"wilsonLowerBound": 0.4734009379159649
},
"vllm": {
"framework": "vllm",
"modelCount": 40612,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11105,
"successRate": 0.27344134738500936,
"wilsonLowerBound": 0.2691278562144358
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14264,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5909,
"successRate": 0.4142596747055524,
"wilsonLowerBound": 0.4061998529464258
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64281,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1882049128047168,
"wilsonLowerBound": 0.1852018635945276
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 35235,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7441,
"successRate": 0.21118206328934297,
"wilsonLowerBound": 0.2069519360112673
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8376,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013968481375358166,
"wilsonLowerBound": 0.011668633906812812
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26785,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3290,
"successRate": 0.12282994213179019,
"wilsonLowerBound": 0.11895292811990585
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10144050357099625,
"wilsonLowerBound": 0.09692908882989518
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6749,
"successRate": 0.3854589068479068,
"wilsonLowerBound": 0.37827553240589135
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24826,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3809,
"successRate": 0.1534278578909208,
"wilsonLowerBound": 0.14899831829398716
},
"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": 55384,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13927,
"successRate": 0.25146251625018057,
"wilsonLowerBound": 0.24786651112486344
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25355,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3242,
"successRate": 0.12786432656280813,
"wilsonLowerBound": 0.12381016068700113
},
"vllm": {
"framework": "vllm",
"modelCount": 87129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1121555394874267,
"wilsonLowerBound": 0.1100772803468428
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49351,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5678,
"successRate": 0.11505339304168102,
"wilsonLowerBound": 0.11226806004081942
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 51913,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3799,
"successRate": 0.07318012829156473,
"wilsonLowerBound": 0.07097123984652058
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95001,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23948,
"successRate": 0.25208155703624174,
"wilsonLowerBound": 0.24933047173924247
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5681,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10385495511353635,
"wilsonLowerBound": 0.0961876547107571
},
"vllm": {
"framework": "vllm",
"modelCount": 112916,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14647171348613128,
"wilsonLowerBound": 0.1444213822004383
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 312,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003205128205128205,
"wilsonLowerBound": 0.0005659935005814385
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25759,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4165,
"successRate": 0.1616910594355371,
"wilsonLowerBound": 0.15724545138558857
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44346,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5725,
"successRate": 0.12909845307355794,
"wilsonLowerBound": 0.1260096933165679
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8484,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 819,
"successRate": 0.09653465346534654,
"wilsonLowerBound": 0.09043178607638488
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35656,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7179,
"successRate": 0.20134058783935382,
"wilsonLowerBound": 0.1972105346154529
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61564,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20190370996036644,
"wilsonLowerBound": 0.1987513820878397
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18457,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5227,
"successRate": 0.2831987863683155,
"wilsonLowerBound": 0.27674431324837645
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16234,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3923,
"successRate": 0.24165332019218924,
"wilsonLowerBound": 0.23512966613878597
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19141,
"successRate": 0.27496300978265553,
"wilsonLowerBound": 0.2716586286179609
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1691,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1003,
"successRate": 0.5931401537551745,
"wilsonLowerBound": 0.5695401120805187
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48618,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44695380311818667,
"wilsonLowerBound": 0.4425387034033916
},
"vllm": {
"framework": "vllm",
"modelCount": 41175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5228,
"successRate": 0.12697024893746206,
"wilsonLowerBound": 0.12378909425349463
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1237,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10113,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07564520913675467,
"wilsonLowerBound": 0.07065102319044637
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7812,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3438,
"successRate": 0.4400921658986175,
"wilsonLowerBound": 0.42911636325608277
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032965554359526375,
"wilsonLowerBound": 0.029141391688609655
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5607,
"successRate": 0.28431621114547945,
"wilsonLowerBound": 0.27806286037994216
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29109,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14901,
"successRate": 0.5119035349891786,
"wilsonLowerBound": 0.5061599973558071
},
"vllm": {
"framework": "vllm",
"modelCount": 68474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7400,
"successRate": 0.10807021643251453,
"wilsonLowerBound": 0.10576669052407023
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14316,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2553,
"successRate": 0.17833193629505448,
"wilsonLowerBound": 0.17214789384180207
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-21T01:27:10.498739+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 967.4318181818182,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 1.0070794235735876,
"queueWeight": 1.0070794235735876,
"recentSuccess": 59,
"recentSuccessRate": 0.3352272727272727,
"recentTerminal": 176,
"recentWilsonLowerBound": 0.26966232390896977,
"running": 8,
"selectionWeight": 2.517698558933969,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.333333333333332,
"waiting": 28378
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1289.921052631579,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.293075336140193,
"queueFactor": 0.9645445868549132,
"queueWeight": 0.9645445868549132,
"recentSuccess": 50,
"recentSuccessRate": 0.32894736842105265,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.259277578084605,
"running": 8,
"selectionWeight": 2.2117734027245337,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.333333333333332,
"waiting": 32678
},
"Biren_166m": {
"available": true,
"backlogHours": 141.81,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.18208964378530643,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.12,
"recentTerminal": 200,
"recentWilsonLowerBound": 0.08197935023887544,
"running": 8,
"selectionWeight": 0.23671653692089836,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.333333333333336,
"waiting": 4727
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1060.6019417475727,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.15087882055775018,
"queueFactor": 0.9932850867788128,
"queueWeight": 0.9932850867788128,
"recentSuccess": 13,
"recentSuccessRate": 0.1262135922330097,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.07526406471583082,
"running": 7,
"selectionWeight": 0.14986568237078982,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 18207
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 371.1375,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.49589800424148006,
"queueFactor": 1.1627237726467956,
"queueWeight": 1.1627237726467956,
"recentSuccess": 29,
"recentSuccessRate": 0.18125,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.1292648458999903,
"running": 7,
"selectionWeight": 0.5765923983396704,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 9897
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 72.04040404040404,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.016835016835016835,
"recentTerminal": 297,
"recentWilsonLowerBound": 0.007211697155895202,
"running": 9,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 49.5,
"waiting": 3566
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 337.9166666666667,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.179194203858195,
"queueWeight": 1.179194203858195,
"recentSuccess": 5,
"recentSuccessRate": 0.034722222222222224,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.014920522321761264,
"running": 10,
"selectionWeight": 0.058959710192909756,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.0,
"waiting": 8110
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2022.75,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.8558603836638861,
"queueFactor": 0.9016032036532732,
"queueWeight": 0.9016032036532732,
"recentSuccess": 13,
"recentSuccessRate": 0.2708333333333333,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.16565803561632889,
"running": 2,
"selectionWeight": 0.7716464637912792,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 16182
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 383.04,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.30993131353344966,
"queueFactor": 1.1572312646831304,
"queueWeight": 1.1572312646831304,
"recentSuccess": 23,
"recentSuccessRate": 0.15333333333333332,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.10439879275574346,
"running": 8,
"selectionWeight": 0.35866220592521775,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 9576
},
"MetaX_c-500": {
"available": true,
"backlogHours": 606.6724137931035,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6925232758944923,
"queueFactor": 1.0800991904646107,
"queueWeight": 1.0800991904646107,
"recentSuccess": 25,
"recentSuccessRate": 0.21551724137931033,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.15045569151310173,
"running": 4,
"selectionWeight": 0.7479938296715413,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 11729
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2459.71875,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.6629225225868947,
"queueFactor": 0.8755359031753738,
"queueWeight": 0.8755359031753738,
"recentSuccess": 15,
"recentSuccessRate": 0.234375,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.1474976721963502,
"running": 4,
"selectionWeight": 0.580412469548414,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 26237
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3097.8333333333335,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.09440486558627163,
"queueFactor": 0.8457618090802499,
"queueWeight": 0.8457618090802499,
"recentSuccess": 5,
"recentSuccessRate": 0.1388888888888889,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.06081725363115098,
"running": 2,
"selectionWeight": 0.07984402990422292,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.0,
"waiting": 18587
},
"Vastai_va16": {
"available": true,
"backlogHours": 1740.375,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9221686465751477,
"queueWeight": 0.9221686465751477,
"recentSuccess": 5,
"recentSuccessRate": 0.078125,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.03383067809543546,
"running": 16,
"selectionWeight": 0.04610843232875739,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.666666666666666,
"waiting": 18564
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1602.7173913043478,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.3061821571974017,
"queueFactor": 0.9336373886920026,
"queueWeight": 0.9336373886920026,
"recentSuccess": 26,
"recentSuccessRate": 0.2826086956521739,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.20075548814347025,
"running": 6,
"selectionWeight": 1.2195004984018691,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 24575
}
},
"queueAttemptedAt": "2026-10-21T01:27:10.498739+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-21T01:27:10.498739+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}