Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-29T02:13:21.967349+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-29T02:13:21.967349+00:00",
"frameworkAttemptedAt": "2026-09-29T02:13:21.967349+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40036,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19402,
"successRate": 0.4846138475372165,
"wilsonLowerBound": 0.4797200813916863
},
"vllm": {
"framework": "vllm",
"modelCount": 53629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14928,
"successRate": 0.2783568591620206,
"wilsonLowerBound": 0.2745795267764345
},
"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": 3097,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 875,
"successRate": 0.2825314820794317,
"wilsonLowerBound": 0.2669514629359368
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 34560,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15733,
"successRate": 0.45523726851851853,
"wilsonLowerBound": 0.44999214021130884
},
"vllm": {
"framework": "vllm",
"modelCount": 38487,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10821,
"successRate": 0.281159872164627,
"wilsonLowerBound": 0.2766903798802724
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 10642,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4456,
"successRate": 0.41871828603645933,
"wilsonLowerBound": 0.409375828115055
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12092,
"successRate": 0.18854273864097046,
"wilsonLowerBound": 0.18553416745000326
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 23120,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4759,
"successRate": 0.20583910034602076,
"wilsonLowerBound": 0.20067646232421507
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 76,
"successRate": 0.010943124550035998,
"wilsonLowerBound": 0.00875245912723898
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3249,
"successRate": 0.12283089486219803,
"wilsonLowerBound": 0.11892980785559724
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16488,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10164968461911693,
"wilsonLowerBound": 0.09712945700177714
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 12997,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5344,
"successRate": 0.4111718088789721,
"wilsonLowerBound": 0.40273984799784884
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24450,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3796,
"successRate": 0.1552556237218814,
"wilsonLowerBound": 0.15077036802136365
},
"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": 46823,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11639,
"successRate": 0.24857441855498366,
"wilsonLowerBound": 0.24468045881674821
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3097,
"successRate": 0.13147951602632138,
"wilsonLowerBound": 0.12722401731881863
},
"vllm": {
"framework": "vllm",
"modelCount": 86797,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9766,
"successRate": 0.11251540951876217,
"wilsonLowerBound": 0.11043025733414659
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 42942,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5254,
"successRate": 0.1223510781985003,
"wilsonLowerBound": 0.11928540268290236
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 38175,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3543,
"successRate": 0.09280943025540275,
"wilsonLowerBound": 0.08993946369646927
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90314,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21941,
"successRate": 0.2429412937086166,
"wilsonLowerBound": 0.24015525585830402
},
"transformers": {
"framework": "transformers",
"modelCount": 5393,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 579,
"successRate": 0.10736139440014834,
"wilsonLowerBound": 0.09937676324694837
},
"vllm": {
"framework": "vllm",
"modelCount": 112748,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16525,
"successRate": 0.14656579274133466,
"wilsonLowerBound": 0.14451339134124666
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20172,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3705,
"successRate": 0.18367043426531826,
"wilsonLowerBound": 0.17838723408063709
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43272,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5631,
"successRate": 0.13013033832501386,
"wilsonLowerBound": 0.12699307157905726
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7331,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 646,
"successRate": 0.08811894693766198,
"wilsonLowerBound": 0.08184377570282551
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18,
"wilsonLowerBound": 0.1329455066253411
},
"vllm": {
"framework": "vllm",
"modelCount": 32421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6106,
"successRate": 0.18833472132259954,
"wilsonLowerBound": 0.1841157881280224
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61254,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12404,
"successRate": 0.20250106115518987,
"wilsonLowerBound": 0.1993372693029579
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10808,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3165,
"successRate": 0.29283863804589194,
"wilsonLowerBound": 0.28433405514972093
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14251,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3583,
"successRate": 0.25142095291558486,
"wilsonLowerBound": 0.24436575197277324
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 64259,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17610,
"successRate": 0.27404721517608427,
"wilsonLowerBound": 0.27061209472304165
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 181,
"successRate": 0.6306620209059234,
"wilsonLowerBound": 0.5734418785777162
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47353,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20943,
"successRate": 0.442273984752814,
"wilsonLowerBound": 0.43780543890442064
},
"vllm": {
"framework": "vllm",
"modelCount": 37806,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4002,
"successRate": 0.10585621329947627,
"wilsonLowerBound": 0.10279490292820674
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 784,
"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": 10046,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 745,
"successRate": 0.0741588692016723,
"wilsonLowerBound": 0.06919604124842677
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6482,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2803,
"successRate": 0.4324282628818266,
"wilsonLowerBound": 0.4204111902084459
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 242,
"successRate": 0.032720389399675504,
"wilsonLowerBound": 0.028902224054213495
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 14354,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4658,
"successRate": 0.32450884770795596,
"wilsonLowerBound": 0.31689731920711733
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27244,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13879,
"successRate": 0.509433269710762,
"wilsonLowerBound": 0.5034960923445447
},
"vllm": {
"framework": "vllm",
"modelCount": 64428,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6673,
"successRate": 0.10357298069162475,
"wilsonLowerBound": 0.10124368992491009
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12983,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1985,
"successRate": 0.15289224370330431,
"wilsonLowerBound": 0.14680441531733562
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-29T02:22:10.158122+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 7784.857142857143,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 0.7184968075803846,
"queueWeight": 0.7184968075803846,
"recentSuccess": 0,
"recentSuccessRate": 0.0,
"recentTerminal": 21,
"recentWilsonLowerBound": 0.0,
"running": 8,
"selectionWeight": 0.03592484037901923,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.5,
"waiting": 27247
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1053.490909090909,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8550438997737443,
"queueFactor": 0.969879591977973,
"queueWeight": 0.969879591977973,
"recentSuccess": 46,
"recentSuccessRate": 0.2787878787878788,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.2159969660066374,
"running": 8,
"selectionWeight": 0.829289628635814,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.5,
"waiting": 28971
},
"Biren_166m": {
"available": true,
"backlogHours": 126.1159420289855,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.14122477790038268,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 28,
"recentSuccessRate": 0.13526570048309178,
"recentTerminal": 207,
"recentWilsonLowerBound": 0.09527037451942912,
"running": 9,
"selectionWeight": 0.1835922112704975,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.5,
"waiting": 4351
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1224.5526315789475,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.48094736240856195,
"queueFactor": 0.9482346509923977,
"queueWeight": 0.9482346509923977,
"recentSuccess": 19,
"recentSuccessRate": 0.25,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.16628799382577897,
"running": 7,
"selectionWeight": 0.45605095433919696,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 15511
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 401.04545454545456,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.07187488197914167,
"queueFactor": 1.1210717275219328,
"queueWeight": 1.1210717275219328,
"recentSuccess": 15,
"recentSuccessRate": 0.11363636363636363,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.07008488210293363,
"running": 7,
"selectionWeight": 0.0805768981057914,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.0,
"waiting": 8823
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 36.646408839779006,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.024861878453038673,
"recentTerminal": 362,
"recentWilsonLowerBound": 0.013133813866522166,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 60.333333333333336,
"waiting": 2211
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 109.80434782608695,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.06748224523803074,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 27,
"recentSuccessRate": 0.09782608695652174,
"recentTerminal": 276,
"recentWilsonLowerBound": 0.06810444036836359,
"running": 5,
"selectionWeight": 0.08772691880943997,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 46.0,
"waiting": 5051
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2316.1428571428573,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.30309552210780344,
"queueFactor": 0.8617824360911798,
"queueWeight": 0.8617824360911798,
"recentSuccess": 10,
"recentSuccessRate": 0.23809523809523808,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.13480820811018185,
"running": 2,
"selectionWeight": 0.26120239741039086,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.0,
"waiting": 16213
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 349.2375,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4193195891236176,
"queueFactor": 1.1445751412209797,
"queueWeight": 1.1445751412209797,
"recentSuccess": 34,
"recentSuccessRate": 0.2125,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.15623978153334164,
"running": 8,
"selectionWeight": 0.4799427779378878,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 9313
},
"MetaX_c-500": {
"available": true,
"backlogHours": 486.3720930232558,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5365973790070465,
"queueFactor": 1.089098456914043,
"queueWeight": 1.089098456914043,
"recentSuccess": 31,
"recentSuccessRate": 0.24031007751937986,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.174773258993859,
"running": 4,
"selectionWeight": 0.5844073774606943,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 10457
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2068.3125,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.8765365223985995,
"queueWeight": 0.8765365223985995,
"recentSuccess": 30,
"recentSuccessRate": 0.46875,
"recentTerminal": 64,
"recentWilsonLowerBound": 0.3517578764404486,
"running": 4,
"selectionWeight": 2.191341305996499,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.666666666666666,
"waiting": 22062
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2169.9574468085107,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.23419214506792302,
"queueFactor": 0.8702514535165106,
"queueWeight": 0.8702514535165106,
"recentSuccess": 10,
"recentSuccessRate": 0.2127659574468085,
"recentTerminal": 47,
"recentWilsonLowerBound": 0.11989580124247318,
"running": 2,
"selectionWeight": 0.2038060546475095,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 7.833333333333333,
"waiting": 16998
},
"Vastai_va16": {
"available": true,
"backlogHours": 756.8421052631579,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.3598781531900962,
"queueFactor": 1.0192052384682002,
"queueWeight": 1.0192052384682002,
"recentSuccess": 24,
"recentSuccessRate": 0.21052631578947367,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.14575199266859673,
"running": 16,
"selectionWeight": 0.36678969894160746,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 19.0,
"waiting": 14380
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 961.5130434782608,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.63944192342759,
"queueFactor": 0.9832617907021307,
"queueWeight": 0.9832617907021307,
"recentSuccess": 30,
"recentSuccessRate": 0.2608695652173913,
"recentTerminal": 115,
"recentWilsonLowerBound": 0.18927348744454853,
"running": 6,
"selectionWeight": 0.6287388106794268,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.166666666666668,
"waiting": 18429
}
},
"queueAttemptedAt": "2026-09-29T02:13:21.967349+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-29T02:13:21.967349+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
}