Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-30T09:18:13.849444+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-30T09:18:13.849444+00:00",
"frameworkAttemptedAt": "2026-09-30T08:06:04.668005+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40256,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19563,
"successRate": 0.4859648251192369,
"wilsonLowerBound": 0.48108392695307933
},
"vllm": {
"framework": "vllm",
"modelCount": 53899,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14967,
"successRate": 0.2776860424126607,
"wilsonLowerBound": 0.2739209961417689
},
"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": 3243,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 914,
"successRate": 0.2818378045020043,
"wilsonLowerBound": 0.2666185720625757
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34787,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15894,
"successRate": 0.45689481702935003,
"wilsonLowerBound": 0.45166509274135147
},
"vllm": {
"framework": "vllm",
"modelCount": 38659,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10847,
"successRate": 0.28058149460668924,
"wilsonLowerBound": 0.27612477504118943
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4537,
"successRate": 0.4186969361387966,
"wilsonLowerBound": 0.40943826966088753
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64140,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.18852510134081696,
"wilsonLowerBound": 0.18551677973478153
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 23884,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4899,
"successRate": 0.20511639591358233,
"wilsonLowerBound": 0.20004301404445157
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7055,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 80,
"successRate": 0.011339475549255847,
"wilsonLowerBound": 0.009121070863476945
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26472,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3254,
"successRate": 0.12292233303112723,
"wilsonLowerBound": 0.11902149382397478
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16491,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10163119277181493,
"wilsonLowerBound": 0.09711174413917853
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5426,
"successRate": 0.4090463626083679,
"wilsonLowerBound": 0.40070694922665295
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.15510337501021493,
"wilsonLowerBound": 0.15062213237258332
},
"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": 47324,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11774,
"successRate": 0.24879553714817007,
"wilsonLowerBound": 0.2449209580493539
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23588,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3100,
"successRate": 0.13142275733423775,
"wilsonLowerBound": 0.12717099354142575
},
"vllm": {
"framework": "vllm",
"modelCount": 86820,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9767,
"successRate": 0.11249712047915227,
"wilsonLowerBound": 0.11041239222412472
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43250,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5280,
"successRate": 0.12208092485549132,
"wilsonLowerBound": 0.11902902517406508
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 39062,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3550,
"successRate": 0.09088116327888997,
"wilsonLowerBound": 0.08807071768856889
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90542,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22070,
"successRate": 0.24375427978175873,
"wilsonLowerBound": 0.24096853651816055
},
"transformers": {
"framework": "transformers",
"modelCount": 5412,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10716925351071692,
"wilsonLowerBound": 0.09920478990009945
},
"vllm": {
"framework": "vllm",
"modelCount": 112755,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16526,
"successRate": 0.1465655625027715,
"wilsonLowerBound": 0.14451322578873768
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3720,
"successRate": 0.18120707292123336,
"wilsonLowerBound": 0.17599764742658236
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5634,
"successRate": 0.1301515431528368,
"wilsonLowerBound": 0.12701462876897476
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 658,
"successRate": 0.08879892037786774,
"wilsonLowerBound": 0.08253340250711545
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32597,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6172,
"successRate": 0.18934257753781022,
"wilsonLowerBound": 0.1851261337422368
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61290,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12404,
"successRate": 0.20238211780062001,
"wilsonLowerBound": 0.19921995445527238
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11218,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3295,
"successRate": 0.29372437154573006,
"wilsonLowerBound": 0.28536753311869784
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14397,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3608,
"successRate": 0.2506077655067028,
"wilsonLowerBound": 0.24359592532821317
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64615,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17718,
"successRate": 0.27420877505223246,
"wilsonLowerBound": 0.270782452765093
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 350,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 221,
"successRate": 0.6314285714285715,
"wilsonLowerBound": 0.5797153959193067
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47442,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21007,
"successRate": 0.44279330550988577,
"wilsonLowerBound": 0.43832836567998795
},
"vllm": {
"framework": "vllm",
"modelCount": 38000,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4082,
"successRate": 0.10742105263157894,
"wilsonLowerBound": 0.1043472595660648
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030558650326277255,
"wilsonLowerBound": 0.02658115788279188
},
"vllm": {
"framework": "vllm",
"modelCount": 10048,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 747,
"successRate": 0.07434315286624203,
"wilsonLowerBound": 0.069374887461707
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6554,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2842,
"successRate": 0.4336283185840708,
"wilsonLowerBound": 0.421672552169198
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7398,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.03271154366044877,
"wilsonLowerBound": 0.02889439609899827
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4748,
"successRate": 0.32253243665511855,
"wilsonLowerBound": 0.31502833811470826
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27349,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13942,
"successRate": 0.5097809791948518,
"wilsonLowerBound": 0.5038552412734948
},
"vllm": {
"framework": "vllm",
"modelCount": 64650,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6731,
"successRate": 0.10411446249033256,
"wilsonLowerBound": 0.10178368209802098
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13041,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2015,
"successRate": 0.1545126907445748,
"wilsonLowerBound": 0.14841102073890672
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-30T09:18:13.849444+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1073.9602649006622,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.2697674220002209,
"queueFactor": 1.0070732175594237,
"queueWeight": 1.0070732175594237,
"recentSuccess": 48,
"recentSuccessRate": 0.31788079470198677,
"recentTerminal": 151,
"recentWilsonLowerBound": 0.24891442861703142,
"running": 7,
"selectionWeight": 1.278748763225897,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.166666666666668,
"waiting": 27028
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1222.9014084507041,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.7966486863839979,
"queueFactor": 0.9876442998682605,
"queueWeight": 0.9876442998682605,
"recentSuccess": 52,
"recentSuccessRate": 0.36619718309859156,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.2914525045236429,
"running": 8,
"selectionWeight": 1.7744498339729535,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 28942
},
"Biren_166m": {
"available": true,
"backlogHours": 142.94736842105263,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.15668532683775352,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.14035087719298245,
"recentTerminal": 171,
"recentWilsonLowerBound": 0.09616266761107689,
"running": 8,
"selectionWeight": 0.20369092488907958,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 28.5,
"waiting": 4074
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1426.3125,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4015516256873859,
"queueFactor": 0.965110576695493,
"queueWeight": 0.965110576695493,
"recentSuccess": 15,
"recentSuccessRate": 0.234375,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.1474976721963502,
"running": 7,
"selectionWeight": 0.38754172104016577,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.666666666666666,
"waiting": 15214
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 409.62711864406776,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.7771782185172177,
"queueFactor": 1.1637266318693236,
"queueWeight": 1.1637266318693236,
"recentSuccess": 32,
"recentSuccessRate": 0.2711864406779661,
"recentTerminal": 118,
"recentWilsonLowerBound": 0.19913122374219616,
"running": 6,
"selectionWeight": 0.9044229905972428,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.666666666666668,
"waiting": 8056
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 28.753747323340473,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 6,
"recentSuccessRate": 0.01284796573875803,
"recentTerminal": 467,
"recentWilsonLowerBound": 0.005901200817111618,
"running": 22,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 77.83333333333333,
"waiting": 2238
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 88.83094555873926,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.07163323782234957,
"recentTerminal": 349,
"recentWilsonLowerBound": 0.04898781503646868,
"running": 1,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.166666666666664,
"waiting": 5167
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1715.5636363636365,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.46793264968524456,
"queueFactor": 0.9387463329464717,
"queueWeight": 0.9387463329464717,
"recentSuccess": 14,
"recentSuccessRate": 0.2545454545454545,
"recentTerminal": 55,
"recentWilsonLowerBound": 0.1581197275732498,
"running": 2,
"selectionWeight": 0.4392700589579493,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.166666666666666,
"waiting": 15726
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 332.97709923664127,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5631908240663562,
"queueFactor": 1.2004584239150415,
"queueWeight": 1.2004584239150415,
"recentSuccess": 31,
"recentSuccessRate": 0.2366412213740458,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.17201421581886073,
"running": 8,
"selectionWeight": 0.6760871690221114,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 7270
},
"MetaX_c-500": {
"available": true,
"backlogHours": 624.5999999999999,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3346096741891142,
"queueFactor": 1.092368030191683,
"queueWeight": 1.092368030191683,
"recentSuccess": 34,
"recentSuccessRate": 0.34,
"recentTerminal": 100,
"recentWilsonLowerBound": 0.25461379497543,
"running": 4,
"selectionWeight": 1.4578849408687264,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.666666666666668,
"waiting": 10410
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1914.7826086956522,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.8598513006850982,
"queueFactor": 0.9234031616609157,
"queueWeight": 0.9234031616609157,
"recentSuccess": 21,
"recentSuccessRate": 0.30434782608695654,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.2084947626304856,
"running": 4,
"selectionWeight": 0.7939894096108704,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.5,
"waiting": 22020
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4243.75,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.1207255099017175,
"queueFactor": 0.819495946236492,
"queueWeight": 0.819495946236492,
"recentSuccess": 12,
"recentSuccessRate": 0.5,
"recentTerminal": 24,
"recentWilsonLowerBound": 0.3142713162776308,
"running": 2,
"selectionWeight": 1.737925958444775,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 4.0,
"waiting": 16975
},
"Vastai_va16": {
"available": true,
"backlogHours": 1177.2972972972973,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.34521682481201743,
"queueFactor": 0.9932906703302493,
"queueWeight": 0.9932906703302493,
"recentSuccess": 16,
"recentSuccessRate": 0.21621621621621623,
"recentTerminal": 74,
"recentWilsonLowerBound": 0.13770335267426506,
"running": 16,
"selectionWeight": 0.342900651326809,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.333333333333334,
"waiting": 14520
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1422.379746835443,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.5,
"queueFactor": 0.9655103738502945,
"queueWeight": 0.9655103738502945,
"recentSuccess": 35,
"recentSuccessRate": 0.4430379746835443,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.33867609150989586,
"running": 5,
"selectionWeight": 2.413775934625736,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 18728
}
},
"queueAttemptedAt": "2026-09-30T09:18:13.849444+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-30T09:18:13.849444+00:00",
"supportedGpus": [
"Vastai_va16",
"Cambricon_mlu-370-x4",
"Kunlunxin_p-800",
"Iluvatar_mrv-100",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"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
}