Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-09T23:38:53.942544+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-09T23:38:53.942544+00:00",
"frameworkAttemptedAt": "2026-09-09T18:31:54.876276+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38210,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18210,
"successRate": 0.4765768123527872,
"wilsonLowerBound": 0.4715714624564828
},
"vllm": {
"framework": "vllm",
"modelCount": 50321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14274,
"successRate": 0.28365890979908986,
"wilsonLowerBound": 0.2797369609012405
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1700,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 408,
"successRate": 0.24,
"wilsonLowerBound": 0.22029840011125418
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31236,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13405,
"successRate": 0.42915226021257524,
"wilsonLowerBound": 0.42367229066614365
},
"vllm": {
"framework": "vllm",
"modelCount": 36436,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10420,
"successRate": 0.28598089801295423,
"wilsonLowerBound": 0.2813636911868143
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6713,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3146,
"successRate": 0.4686429316252048,
"wilsonLowerBound": 0.4567268042496055
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12059,
"successRate": 0.18911332057836464,
"wilsonLowerBound": 0.1860925794005521
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13356,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2622,
"successRate": 0.1963162623539982,
"wilsonLowerBound": 0.18966742228339206
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5065,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.007107601184600198,
"wilsonLowerBound": 0.005138508356047947
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 25887,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3181,
"successRate": 0.12288021014408776,
"wilsonLowerBound": 0.11893675599261004
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16450,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10164133738601824,
"wilsonLowerBound": 0.09711616813467751
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 9220,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4029,
"successRate": 0.4369848156182213,
"wilsonLowerBound": 0.4268883961261357
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3768,
"successRate": 0.15688233824631526,
"wilsonLowerBound": 0.15233766419615893
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 39070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9846,
"successRate": 0.2520092142308677,
"wilsonLowerBound": 0.24772856448126893
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22890,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3020,
"successRate": 0.13193534294451725,
"wilsonLowerBound": 0.1276128429762748
},
"vllm": {
"framework": "vllm",
"modelCount": 86460,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11290770298403886,
"wilsonLowerBound": 0.11081530487905857
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 38424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4712,
"successRate": 0.12263168852800334,
"wilsonLowerBound": 0.1193895625996482
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 25938,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3184,
"successRate": 0.1227542601588403,
"wilsonLowerBound": 0.11881640950529404
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87306,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20253,
"successRate": 0.23197718369871487,
"wilsonLowerBound": 0.22918910561341818
},
"transformers": {
"framework": "transformers",
"modelCount": 5037,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11157434981139568,
"wilsonLowerBound": 0.10317377682197729
},
"vllm": {
"framework": "vllm",
"modelCount": 112410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16500,
"successRate": 0.14678409394182013,
"wilsonLowerBound": 0.1447273454429866
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15490,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3158,
"successRate": 0.2038734667527437,
"wilsonLowerBound": 0.19760268741632764
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42366,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5494,
"successRate": 0.12967945994429494,
"wilsonLowerBound": 0.1265139438506157
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5943,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 462,
"successRate": 0.07773851590106007,
"wilsonLowerBound": 0.07120035930470577
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 29725,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5047,
"successRate": 0.1697897392767031,
"wilsonLowerBound": 0.16556427051324468
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12373,
"successRate": 0.2037747657240732,
"wilsonLowerBound": 0.20058959390707473
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5822,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1720,
"successRate": 0.29543112332531773,
"wilsonLowerBound": 0.283849585582094
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11591,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3045,
"successRate": 0.2627038219308084,
"wilsonLowerBound": 0.2547712209079472
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 57781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15737,
"successRate": 0.2723559647635036,
"wilsonLowerBound": 0.2687413145136295
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 45761,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19827,
"successRate": 0.4332728742815935,
"wilsonLowerBound": 0.4287384512753477
},
"vllm": {
"framework": "vllm",
"modelCount": 34804,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2941,
"successRate": 0.08450178140443627,
"wilsonLowerBound": 0.0816252851940782
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 187,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030612244897959183,
"wilsonLowerBound": 0.0266278655632904
},
"vllm": {
"framework": "vllm",
"modelCount": 9995,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 727,
"successRate": 0.07273636818409204,
"wilsonLowerBound": 0.06780739968277673
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5308,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2216,
"successRate": 0.41748304446119067,
"wilsonLowerBound": 0.4042806427141889
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7357,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.03194236781296724,
"wilsonLowerBound": 0.02816199736992979
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 9643,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3322,
"successRate": 0.34449860002074045,
"wilsonLowerBound": 0.33507735951497114
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12744,
"successRate": 0.5014164305949008,
"wilsonLowerBound": 0.49526957461795557
},
"vllm": {
"framework": "vllm",
"modelCount": 60351,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5851,
"successRate": 0.09694951202134182,
"wilsonLowerBound": 0.09461439187595799
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 11922,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1594,
"successRate": 0.13370239892635463,
"wilsonLowerBound": 0.12771103210764728
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-09T23:44:46.284472+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1048.2537313432836,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.1361476283583576,
"queueFactor": 0.9492400555946292,
"queueWeight": 0.9492400555946292,
"recentSuccess": 53,
"recentSuccessRate": 0.39552238805970147,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.3167537760660782,
"running": 8,
"selectionWeight": 2.0277168935012226,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 23411
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 965.1578947368421,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6015996231044294,
"queueFactor": 0.9610727499251221,
"queueWeight": 0.9610727499251221,
"recentSuccess": 59,
"recentSuccessRate": 0.34502923976608185,
"recentTerminal": 171,
"recentWilsonLowerBound": 0.2778871599530328,
"running": 8,
"selectionWeight": 1.5392537540560132,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.5,
"waiting": 27507
},
"Biren_166m": {
"available": true,
"backlogHours": 156.75,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.29122775999877826,
"queueFactor": 1.262306696710099,
"queueWeight": 1.262306696710099,
"recentSuccess": 30,
"recentSuccessRate": 0.17857142857142858,
"recentTerminal": 168,
"recentWilsonLowerBound": 0.12804388694812174,
"running": 8,
"selectionWeight": 0.36761875171433933,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.0,
"waiting": 4389
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 996.2117647058824,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7571746891623948,
"queueFactor": 0.9565182678264509,
"queueWeight": 0.9565182678264509,
"recentSuccess": 24,
"recentSuccessRate": 0.2823529411764706,
"recentTerminal": 85,
"recentWilsonLowerBound": 0.1976871950548005,
"running": 7,
"selectionWeight": 0.7242514221196453,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.166666666666666,
"waiting": 14113
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 499.5283018867924,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0673334679496203,
"queueFactor": 1.0608695980483185,
"queueWeight": 1.0608695980483185,
"recentSuccess": 33,
"recentSuccessRate": 0.3113207547169811,
"recentTerminal": 106,
"recentWilsonLowerBound": 0.2310750750884331,
"running": 7,
"selectionWeight": 1.1323016271272315,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.666666666666668,
"waiting": 8825
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 45.61875,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.075,
"recentTerminal": 320,
"recentWilsonLowerBound": 0.05091455317589512,
"running": 5,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 53.333333333333336,
"waiting": 2433
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 88.20689655172414,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.06714517549379376,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.09578544061302682,
"recentTerminal": 261,
"recentWilsonLowerBound": 0.065722537603545,
"running": 9,
"selectionWeight": 0.08728872814193189,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 43.5,
"waiting": 3837
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1508.360655737705,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.29601583649604074,
"queueFactor": 0.8988148503527197,
"queueWeight": 0.8988148503527197,
"recentSuccess": 13,
"recentSuccessRate": 0.21311475409836064,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.1289965277061263,
"running": 2,
"selectionWeight": 0.26606342978222397,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.166666666666666,
"waiting": 15335
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 713.6703296703297,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.64742013732209,
"queueFactor": 1.005590987528015,
"queueWeight": 1.005590987528015,
"recentSuccess": 24,
"recentSuccessRate": 0.26373626373626374,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.18410473382523007,
"running": 7,
"selectionWeight": 0.6510398552352435,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 10824
},
"MetaX_c-500": {
"available": true,
"backlogHours": 766.6516853932584,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5382477815440014,
"queueFactor": 0.9948470223902254,
"queueWeight": 0.9948470223902254,
"recentSuccess": 22,
"recentSuccessRate": 0.24719101123595505,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.16928115452187478,
"running": 4,
"selectionWeight": 0.5354742027771944,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.833333333333334,
"waiting": 11372
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1692.24,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0107935068470644,
"queueFactor": 0.8834393206227465,
"queueWeight": 0.8834393206227465,
"recentSuccess": 24,
"recentSuccessRate": 0.32,
"recentTerminal": 75,
"recentWilsonLowerBound": 0.22542843754055916,
"running": 4,
"selectionWeight": 0.8929747289788541,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.5,
"waiting": 21153
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 5191.875,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.066404477936829,
"queueFactor": 0.7467021201876904,
"queueWeight": 0.7467021201876904,
"recentSuccess": 7,
"recentSuccessRate": 0.4375,
"recentTerminal": 16,
"recentWilsonLowerBound": 0.2309836333518552,
"running": 2,
"selectionWeight": 0.7962864846530773,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 2.6666666666666665,
"waiting": 13845
},
"Vastai_va16": {
"available": true,
"backlogHours": 714.7407407407408,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 1.1631794904938089,
"queueFactor": 1.0053649444165345,
"queueWeight": 1.0053649444165345,
"recentSuccess": 27,
"recentSuccessRate": 0.3333333333333333,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.24028620252704977,
"running": 16,
"selectionWeight": 1.169419883806761,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 9649
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 433.1,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 1.083821572681287,
"queueWeight": 1.083821572681287,
"recentSuccess": 51,
"recentSuccessRate": 0.425,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.34022892313997877,
"running": 6,
"selectionWeight": 2.7095539317032173,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 8662
}
},
"queueAttemptedAt": "2026-09-09T23:36:10.257368+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-09T23:36:10.257368+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Ascend_910-b3",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}