Files
submmit/.modelhub_state/market_intelligence.json

712 lines
22 KiB
JSON

{
"communityAttemptedAt": "2026-09-28T02:29:31.963770+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-28T02:29:31.963770+00:00",
"frameworkAttemptedAt": "2026-09-27T23:28:54.373769+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15596,
"successRate": 0.4535698705831031,
"wilsonLowerBound": 0.4483132259412944
},
"vllm": {
"framework": "vllm",
"modelCount": 38255,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10795,
"successRate": 0.2821853352502941,
"wilsonLowerBound": 0.27769728810659694
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10486,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4402,
"successRate": 0.419797825672325,
"wilsonLowerBound": 0.41038259944601707
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64126,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12091,
"successRate": 0.18855066587655553,
"wilsonLowerBound": 0.185541858867957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 22431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4643,
"successRate": 0.20699032588827962,
"wilsonLowerBound": 0.20173863868820371
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6866,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 75,
"successRate": 0.010923390620448586,
"wilsonLowerBound": 0.008723743710988422
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.1228912928360693,
"wilsonLowerBound": 0.11898841531930271
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10165585006368653,
"wilsonLowerBound": 0.0971353627253932
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12750,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5266,
"successRate": 0.41301960784313724,
"wilsonLowerBound": 0.4045003612931109
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15537636609225983,
"wilsonLowerBound": 0.15088792835588064
},
"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": 46358,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11554,
"successRate": 0.24923422063074335,
"wilsonLowerBound": 0.24531734270332362
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23527,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3093,
"successRate": 0.1314659752624644,
"wilsonLowerBound": 0.1272081715530364
},
"vllm": {
"framework": "vllm",
"modelCount": 86781,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9764,
"successRate": 0.11251310770790841,
"wilsonLowerBound": 0.1104277837662243
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5223,
"successRate": 0.12256823035223993,
"wilsonLowerBound": 0.11948847970398756
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 37348,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3529,
"successRate": 0.09448966477455285,
"wilsonLowerBound": 0.0915646150426511
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90056,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21807,
"successRate": 0.24214932930620947,
"wilsonLowerBound": 0.23936245974464082
},
"transformers": {
"framework": "transformers",
"modelCount": 5368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10786140089418778,
"wilsonLowerBound": 0.09984157384700253
},
"vllm": {
"framework": "vllm",
"modelCount": 112737,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14658009349193254,
"wilsonLowerBound": 0.14452750865122607
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 19808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3696,
"successRate": 0.18659127625201938,
"wilsonLowerBound": 0.18122678227998876
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43180,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5617,
"successRate": 0.13008337193144975,
"wilsonLowerBound": 0.12694329089712694
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7243,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 628,
"successRate": 0.08670440425238161,
"wilsonLowerBound": 0.08044079225749916
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32252,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6049,
"successRate": 0.18755426020091778,
"wilsonLowerBound": 0.18333128051434153
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12401,
"successRate": 0.2025479787668436,
"wilsonLowerBound": 0.1993831641508634
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3058,
"successRate": 0.29486066917365733,
"wilsonLowerBound": 0.2861620247531009
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14147,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3559,
"successRate": 0.25157277161235597,
"wilsonLowerBound": 0.244490463253843
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 63871,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17508,
"successRate": 0.2741150130732257,
"wilsonLowerBound": 0.2706692458667205
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 238,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 154,
"successRate": 0.6470588235294118,
"wilsonLowerBound": 0.5844474394566809
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47250,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20876,
"successRate": 0.44182010582010584,
"wilsonLowerBound": 0.43734721205240756
},
"vllm": {
"framework": "vllm",
"modelCount": 37638,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3945,
"successRate": 0.10481428343695201,
"wilsonLowerBound": 0.1017598736130076
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 773,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6282,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030563514804202482,
"wilsonLowerBound": 0.02658539726335166
},
"vllm": {
"framework": "vllm",
"modelCount": 10042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 744,
"successRate": 0.07408882692690699,
"wilsonLowerBound": 0.06912729387165777
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2766,
"successRate": 0.4315132605304212,
"wilsonLowerBound": 0.41943277205277346
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7394,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 241,
"successRate": 0.03259399513118745,
"wilsonLowerBound": 0.028782966020733367
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 13992,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4547,
"successRate": 0.3249714122355632,
"wilsonLowerBound": 0.3172596897382483
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27151,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13828,
"successRate": 0.5092998416264595,
"wilsonLowerBound": 0.5033524929824741
},
"vllm": {
"framework": "vllm",
"modelCount": 64215,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6607,
"successRate": 0.1028887331620338,
"wilsonLowerBound": 0.10056256303166106
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12925,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1959,
"successRate": 0.15156673114119923,
"wilsonLowerBound": 0.1454879927066719
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-28T02:35:50.674222+00:00",
"gpuStats": {
"Ascend_910-b4": {
"available": true,
"backlogHours": 666.7644787644788,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9137968283840153,
"queueWeight": 0.9137968283840153,
"recentSuccess": 57,
"recentSuccessRate": 0.22007722007722008,
"recentTerminal": 259,
"recentWilsonLowerBound": 0.17391496239238954,
"running": 9,
"selectionWeight": 2.2844920709600385,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 43.166666666666664,
"waiting": 28782
},
"Biren_166m": {
"available": true,
"backlogHours": 82.45508982035929,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4082769048390521,
"queueFactor": 1.2502961511652393,
"queueWeight": 1.2502961511652393,
"recentSuccess": 35,
"recentSuccessRate": 0.10479041916167664,
"recentTerminal": 334,
"recentWilsonLowerBound": 0.0763161414026169,
"running": 9,
"selectionWeight": 0.5104670427299235,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 55.666666666666664,
"waiting": 4590
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 442.85714285714283,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.16933333510303403,
"queueFactor": 0.9716413004092425,
"queueWeight": 0.9716413004092425,
"recentSuccess": 17,
"recentSuccessRate": 0.08095238095238096,
"recentTerminal": 210,
"recentWilsonLowerBound": 0.051154461463624706,
"running": 7,
"selectionWeight": 0.164531261922146,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 35.0,
"waiting": 15500
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 208.63320463320466,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.40294407151028344,
"queueFactor": 1.0877723123785246,
"queueWeight": 1.0877723123785246,
"recentSuccess": 28,
"recentSuccessRate": 0.10810810810810811,
"recentTerminal": 259,
"recentWilsonLowerBound": 0.07586141337546341,
"running": 7,
"selectionWeight": 0.43831140442595856,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 43.166666666666664,
"waiting": 9006
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 27.62727272727273,
"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": 0.01818181818181818,
"recentTerminal": 440,
"recentWilsonLowerBound": 0.009241056113727338,
"running": 27,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 73.33333333333333,
"waiting": 2026
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 81.82285714285715,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.2917676421730284,
"queueFactor": 1.2517405419259784,
"queueWeight": 1.2517405419259784,
"recentSuccess": 32,
"recentSuccessRate": 0.09142857142857143,
"recentTerminal": 350,
"recentWilsonLowerBound": 0.0655073728017987,
"running": 8,
"selectionWeight": 0.3652173865301315,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.333333333333336,
"waiting": 4773
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 538.8066298342541,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3191885529955346,
"queueFactor": 0.9434753871074577,
"queueWeight": 0.9434753871074577,
"recentSuccess": 19,
"recentSuccessRate": 0.10497237569060773,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.06823733909015749,
"running": 2,
"selectionWeight": 0.3011465435977313,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.166666666666668,
"waiting": 16254
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 239.6,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5237328905532339,
"queueFactor": 1.0654240417083805,
"queueWeight": 1.0654240417083805,
"recentSuccess": 29,
"recentSuccessRate": 0.12083333333333333,
"recentTerminal": 240,
"recentWilsonLowerBound": 0.08546293107499936,
"running": 9,
"selectionWeight": 0.5579976130288393,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 40.0,
"waiting": 9584
},
"MetaX_c-500": {
"available": true,
"backlogHours": 256.5121951219512,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.49560795487219045,
"queueFactor": 1.0545794690301946,
"queueWeight": 1.0545794690301946,
"recentSuccess": 29,
"recentSuccessRate": 0.11788617886178862,
"recentTerminal": 246,
"recentWilsonLowerBound": 0.08334539529884825,
"running": 6,
"selectionWeight": 0.5226579738962552,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 41.0,
"waiting": 10517
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 633.304347826087,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9435197859873824,
"queueFactor": 0.9208812792219881,
"queueWeight": 0.9208812792219881,
"recentSuccess": 32,
"recentSuccessRate": 0.15458937198067632,
"recentTerminal": 207,
"recentWilsonLowerBound": 0.1116807475504236,
"running": 4,
"selectionWeight": 0.8688697074913172,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.5,
"waiting": 21849
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 608.3272727272728,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9264562629490379,
"queueWeight": 0.9264562629490379,
"recentSuccess": 9,
"recentSuccessRate": 0.05454545454545454,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.0289583998546884,
"running": 2,
"selectionWeight": 0.0463228131474519,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 27.5,
"waiting": 16729
},
"Vastai_va16": {
"available": true,
"backlogHours": 365.56962025316454,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.4465139874388361,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 27,
"recentSuccessRate": 0.11392405063291139,
"recentTerminal": 237,
"recentWilsonLowerBound": 0.07948574459664631,
"running": 17,
"selectionWeight": 0.4465139874388361,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.5,
"waiting": 14440
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 450.7280334728033,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5286452139076238,
"queueFactor": 0.9690770957672058,
"queueWeight": 0.9690770957672058,
"recentSuccess": 29,
"recentSuccessRate": 0.12133891213389121,
"recentTerminal": 239,
"recentWilsonLowerBound": 0.08582636476924285,
"running": 6,
"selectionWeight": 0.5122979685848333,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.833333333333336,
"waiting": 17954
}
},
"queueAttemptedAt": "2026-09-28T02:35:50.674222+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-28T02:35:50.674222+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"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
}