Files
submmit/.modelhub_state/market_intelligence.json

730 lines
23 KiB
JSON

{
"communityAttemptedAt": "2026-10-13T10:07:36.069610+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-13T10:07:36.069610+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": "2026-10-13T10:07:36.069610+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1278.9924812030074,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.158785463681113,
"queueFactor": 0.9804040222712087,
"queueWeight": 0.9804040222712087,
"recentSuccess": 43,
"recentSuccessRate": 0.3233082706766917,
"recentTerminal": 133,
"recentWilsonLowerBound": 0.24974159584989838,
"running": 8,
"selectionWeight": 2.1164819518135793,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.166666666666668,
"waiting": 28351
},
"Biren_166m": {
"available": true,
"backlogHours": 159.2216748768473,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5214989237500665,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.17733990147783252,
"recentTerminal": 203,
"recentWilsonLowerBound": 0.13093516683276996,
"running": 8,
"selectionWeight": 0.6779486008750865,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.833333333333336,
"waiting": 5387
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1162.8837209302326,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6651614048143855,
"queueFactor": 0.9945001189860643,
"queueWeight": 0.9945001189860643,
"recentSuccess": 19,
"recentSuccessRate": 0.22093023255813954,
"recentTerminal": 86,
"recentWilsonLowerBound": 0.14624794489136714,
"running": 7,
"selectionWeight": 0.661503096232844,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.333333333333334,
"waiting": 16668
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 415.5813953488372,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.683020502190204,
"queueFactor": 1.1604778847736457,
"queueWeight": 1.1604778847736457,
"recentSuccess": 27,
"recentSuccessRate": 0.20930232558139536,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.14801989416830047,
"running": 7,
"selectionWeight": 0.7926301876387212,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 8935
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 46.55223880597015,
"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": 0.029850746268656716,
"recentTerminal": 402,
"recentWilsonLowerBound": 0.017156657399267226,
"running": 12,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 67.0,
"waiting": 3119
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 169.9840637450199,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.21968539794899927,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.12350597609561753,
"recentTerminal": 251,
"recentWilsonLowerBound": 0.08838858949940441,
"running": 15,
"selectionWeight": 0.28559101733369907,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 41.833333333333336,
"waiting": 7111
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1899.9599999999998,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3730129754597064,
"queueFactor": 0.923897122281191,
"queueWeight": 0.923897122281191,
"recentSuccess": 10,
"recentSuccessRate": 0.2,
"recentTerminal": 50,
"recentWilsonLowerBound": 0.11243629945973886,
"running": 2,
"selectionWeight": 0.3446256146007673,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.333333333333334,
"waiting": 15833
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 323.8853503184713,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4823268854315315,
"queueFactor": 1.204693556165592,
"queueWeight": 1.204693556165592,
"recentSuccess": 28,
"recentSuccessRate": 0.17834394904458598,
"recentTerminal": 157,
"recentWilsonLowerBound": 0.12636935973057256,
"running": 8,
"selectionWeight": 0.5810560908447858,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.166666666666668,
"waiting": 8475
},
"MetaX_c-500": {
"available": true,
"backlogHours": 747.9069767441861,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 1.0625714564066109,
"queueWeight": 1.0625714564066109,
"recentSuccess": 31,
"recentSuccessRate": 0.36046511627906974,
"recentTerminal": 86,
"recentWilsonLowerBound": 0.26696805802328827,
"running": 4,
"selectionWeight": 2.656428641016527,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.333333333333334,
"waiting": 10720
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2138.5352112676055,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.12395881195026662,
"queueFactor": 0.9076487674927614,
"queueWeight": 0.9076487674927614,
"recentSuccess": 9,
"recentSuccessRate": 0.1267605633802817,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.06814450579452648,
"running": 4,
"selectionWeight": 0.11251106288652647,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 25306
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2059.846153846154,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9127672837882062,
"queueWeight": 0.9127672837882062,
"recentSuccess": 5,
"recentSuccessRate": 0.09615384615384616,
"recentTerminal": 52,
"recentWilsonLowerBound": 0.041773735183410265,
"running": 2,
"selectionWeight": 0.04563836418941031,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.666666666666666,
"waiting": 17852
},
"Vastai_va16": {
"available": true,
"backlogHours": 1204.5,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.989268686309559,
"queueWeight": 0.989268686309559,
"recentSuccess": 5,
"recentSuccessRate": 0.0625,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.02698897769798554,
"running": 16,
"selectionWeight": 0.04946343431547795,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.333333333333334,
"waiting": 16060
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1120.904347826087,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.391333386783028,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 32,
"recentSuccessRate": 0.2782608695652174,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.20453775426690435,
"running": 6,
"selectionWeight": 1.391333386783028,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 21484
}
},
"queueAttemptedAt": "2026-10-13T10:07:36.069610+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-13T10:07:36.069610+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
}