Files
submmit/.modelhub_state/market_intelligence.json

730 lines
23 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T09:33:11.950293+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T09:33:11.950293+00:00",
"frameworkAttemptedAt": "2026-10-13T09:04:22.467801+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42444,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21119,
"successRate": 0.49757327301856563,
"wilsonLowerBound": 0.49281693071825755
},
"vllm": {
"framework": "vllm",
"modelCount": 56861,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15390,
"successRate": 0.2706600306009391,
"wilsonLowerBound": 0.26702365552300666
},
"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": 4496,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1369,
"successRate": 0.3044928825622776,
"wilsonLowerBound": 0.29121263983728823
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12096,
"successRate": 0.18835547112225354,
"wilsonLowerBound": 0.1853500442293691
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 30744,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6674,
"successRate": 0.21708300806661462,
"wilsonLowerBound": 0.21251014493186646
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7860,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 108,
"successRate": 0.013740458015267175,
"wilsonLowerBound": 0.01139408954678925
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26657,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3277,
"successRate": 0.12293206287279139,
"wilsonLowerBound": 0.1190444588421777
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16510,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10151423379769836,
"wilsonLowerBound": 0.09699971253714496
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 15933,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6271,
"successRate": 0.39358563986694284,
"wilsonLowerBound": 0.38602618288380613
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24780,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3807,
"successRate": 0.1536319612590799,
"wilsonLowerBound": 0.14919588873023637
},
"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": 52293,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13191,
"successRate": 0.2522517354139177,
"wilsonLowerBound": 0.24854757485865517
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24778,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3157,
"successRate": 0.12741141335055292,
"wilsonLowerBound": 0.12331733432867244
},
"vllm": {
"framework": "vllm",
"modelCount": 87027,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11228699139347559,
"wilsonLowerBound": 0.1102064460212992
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 46537,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5577,
"successRate": 0.11984012721060662,
"wilsonLowerBound": 0.116920668185362
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 47768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3699,
"successRate": 0.07743677775916932,
"wilsonLowerBound": 0.07507366243201219
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 93979,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23470,
"successRate": 0.2497366432926505,
"wilsonLowerBound": 0.24697940400463114
},
"transformers": {
"framework": "transformers",
"modelCount": 5578,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 585,
"successRate": 0.10487629974901398,
"wilsonLowerBound": 0.09710564654991326
},
"vllm": {
"framework": "vllm",
"modelCount": 112867,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16531,
"successRate": 0.14646442272763519,
"wilsonLowerBound": 0.1444136918113797
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 135,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.007407407407407408,
"wilsonLowerBound": 0.0013087545613434824
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 23863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4030,
"successRate": 0.16888069396136277,
"wilsonLowerBound": 0.16418055556116265
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43669,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5680,
"successRate": 0.13006938560534934,
"wilsonLowerBound": 0.1269468972796424
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8171,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 767,
"successRate": 0.093868559539836,
"wilsonLowerBound": 0.08773427672445926
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6849,
"successRate": 0.19851598504391177,
"wilsonLowerBound": 0.19434058848536798
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12424,
"successRate": 0.20202283001073207,
"wilsonLowerBound": 0.1988681147823616
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16074,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4529,
"successRate": 0.28175936294637305,
"wilsonLowerBound": 0.2748576066923702
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3764,
"successRate": 0.24304255181765352,
"wilsonLowerBound": 0.2363514395502052
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68036,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18737,
"successRate": 0.275398318537245,
"wilsonLowerBound": 0.27205433606068574
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1040,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 626,
"successRate": 0.6019230769230769,
"wilsonLowerBound": 0.5718499599374566
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44861472397704283,
"wilsonLowerBound": 0.4441897521267452
},
"vllm": {
"framework": "vllm",
"modelCount": 39952,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4837,
"successRate": 0.12107028434120945,
"wilsonLowerBound": 0.11790789585068463
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030539207889295372,
"wilsonLowerBound": 0.02656421387260057
},
"vllm": {
"framework": "vllm",
"modelCount": 10091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 762,
"successRate": 0.07551283321771876,
"wilsonLowerBound": 0.07051757164676267
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7357,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3231,
"successRate": 0.4391735761859454,
"wilsonLowerBound": 0.427867584462238
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7422,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03300997035839397,
"wilsonLowerBound": 0.029180728018680917
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5428,
"successRate": 0.2955944017862005,
"wilsonLowerBound": 0.28903770966889347
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28459,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14555,
"successRate": 0.5114375065884255,
"wilsonLowerBound": 0.505628675641436
},
"vllm": {
"framework": "vllm",
"modelCount": 67408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7210,
"successRate": 0.1069605981485877,
"wilsonLowerBound": 0.10464977887806533
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13745,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2309,
"successRate": 0.1679883594034194,
"wilsonLowerBound": 0.16183119756226713
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-13T09:44:39.157129+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1279.218045112782,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9816495687503832,
"queueWeight": 0.9816495687503832,
"recentSuccess": 45,
"recentSuccessRate": 0.3383458646616541,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.2634780244474995,
"running": 7,
"selectionWeight": 2.454123921875958,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 28356
},
"Biren_166m": {
"available": true,
"backlogHours": 154.9090909090909,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5027595337764169,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.1722488038277512,
"recentTerminal": 209,
"recentWilsonLowerBound": 0.1270917222263976,
"running": 5,
"selectionWeight": 0.6535873939093421,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 34.833333333333336,
"waiting": 5396
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1219.5365853658536,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6577892381628531,
"queueFactor": 0.9887100340724708,
"queueWeight": 0.9887100340724708,
"recentSuccess": 18,
"recentSuccessRate": 0.21951219512195122,
"recentTerminal": 82,
"recentWilsonLowerBound": 0.1436067129787513,
"running": 7,
"selectionWeight": 0.650362820076499,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.666666666666666,
"waiting": 16667
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 418.734375,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.8648731752473016,
"queueFactor": 1.16066629898993,
"queueWeight": 1.16066629898993,
"recentSuccess": 29,
"recentSuccessRate": 0.2265625,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.1626314704520524,
"running": 7,
"selectionWeight": 1.0038291474099545,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 8933
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 44.22327790973871,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.028503562945368172,
"recentTerminal": 421,
"recentWilsonLowerBound": 0.016378866578158954,
"running": 7,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 70.16666666666667,
"waiting": 3103
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 166.21875,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.23502743113253016,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 32,
"recentSuccessRate": 0.125,
"recentTerminal": 256,
"recentWilsonLowerBound": 0.08995128533891189,
"running": 4,
"selectionWeight": 0.3055356604722892,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 42.666666666666664,
"waiting": 7092
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2021.3617021276596,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3245096038882728,
"queueFactor": 0.9165402920253863,
"queueWeight": 0.9165402920253863,
"recentSuccess": 9,
"recentSuccessRate": 0.19148936170212766,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.10415815605310119,
"running": 1,
"selectionWeight": 0.29742612711280003,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.833333333333333,
"waiting": 15834
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 343.7027027027027,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.466148754904941,
"queueFactor": 1.1955582058000962,
"queueWeight": 1.1955582058000962,
"recentSuccess": 26,
"recentSuccessRate": 0.17567567567567569,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.12279817359273004,
"running": 7,
"selectionWeight": 0.5573079690501,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.666666666666668,
"waiting": 8478
},
"MetaX_c-500": {
"available": true,
"backlogHours": 730.8409090909091,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.4395290665236398,
"queueFactor": 1.067639760816625,
"queueWeight": 1.067639760816625,
"recentSuccess": 31,
"recentSuccessRate": 0.3522727272727273,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.26056180662975564,
"running": 3,
"selectionWeight": 2.6045382290885035,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 10719
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2138.281690140845,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.17341257218466868,
"queueFactor": 0.9088420845231818,
"queueWeight": 0.9088420845231818,
"recentSuccess": 10,
"recentSuccessRate": 0.14084507042253522,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.07834118071720812,
"running": 4,
"selectionWeight": 0.15760464358684104,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 25303
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2185.591836734694,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9058635975055244,
"queueWeight": 0.9058635975055244,
"recentSuccess": 5,
"recentSuccessRate": 0.10204081632653061,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.04437889248703989,
"running": 2,
"selectionWeight": 0.04529317987527622,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.166666666666666,
"waiting": 17849
},
"Vastai_va16": {
"available": true,
"backlogHours": 1235.1538461538462,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.986824693609722,
"queueWeight": 0.986824693609722,
"recentSuccess": 5,
"recentSuccessRate": 0.0641025641025641,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.027688907083923672,
"running": 15,
"selectionWeight": 0.0493412346804861,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.0,
"waiting": 16057
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1130.6315789473683,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.4611386671863413,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 32,
"recentSuccessRate": 0.2807017543859649,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.2064060006774648,
"running": 5,
"selectionWeight": 1.4611386671863413,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 21482
}
},
"queueAttemptedAt": "2026-10-13T09:44:39.157129+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T09:44:39.157129+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"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
}