Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-29T06:49:02.968107+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-29T06:49:02.968107+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": "2026-09-29T06:54:04.057489+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 16339.8,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.05,
"queueFactor": 0.7,
"queueWeight": 0.7,
"recentSuccess": 0,
"recentSuccessRate": 0.0,
"recentTerminal": 10,
"recentWilsonLowerBound": 0.0,
"running": 9,
"selectionWeight": 0.034999999999999996,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 1.6666666666666667,
"waiting": 27233
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1092.1509433962265,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9788585159169411,
"queueWeight": 0.9788585159169411,
"recentSuccess": 55,
"recentSuccessRate": 0.34591194968553457,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.27639757354763683,
"running": 9,
"selectionWeight": 2.447146289792353,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 28942
},
"Biren_166m": {
"available": true,
"backlogHours": 142.5414364640884,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3889088097677781,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 30,
"recentSuccessRate": 0.16574585635359115,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.11863684188024269,
"running": 10,
"selectionWeight": 0.5055814526981115,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.166666666666668,
"waiting": 4300
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1576.1694915254236,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.0753687872972126,
"queueFactor": 0.926449786795618,
"queueWeight": 0.926449786795618,
"recentSuccess": 17,
"recentSuccessRate": 0.288135593220339,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.18836347285820826,
"running": 8,
"selectionWeight": 0.9962751837181649,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 15499
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 382.2608695652174,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.5981081142360175,
"queueFactor": 1.145798756925924,
"queueWeight": 1.145798756925924,
"recentSuccess": 28,
"recentSuccessRate": 0.2028985507246377,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.14427418466892433,
"running": 7,
"selectionWeight": 0.6853115337989374,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.0,
"waiting": 8792
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 33.42639593908629,
"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": 0.030456852791878174,
"recentTerminal": 394,
"recentWilsonLowerBound": 0.01750669974818865,
"running": 25,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 65.66666666666667,
"waiting": 2195
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 97.2076677316294,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.24003255077500282,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 40,
"recentSuccessRate": 0.12779552715654952,
"recentTerminal": 313,
"recentWilsonLowerBound": 0.0952701860244433,
"running": 6,
"selectionWeight": 0.3120423160075037,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 52.166666666666664,
"waiting": 5071
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2026.25,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.19633731936566512,
"queueFactor": 0.892192091082812,
"queueWeight": 0.892192091082812,
"recentSuccess": 8,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.08695410039453222,
"running": 2,
"selectionWeight": 0.17517060352244665,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.0,
"waiting": 16210
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 375.77027027027026,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9173632168929003,
"queueFactor": 1.148745863852617,
"queueWeight": 1.148745863852617,
"recentSuccess": 35,
"recentSuccessRate": 0.23648648648648649,
"recentTerminal": 148,
"recentWilsonLowerBound": 0.1752369688407319,
"running": 9,
"selectionWeight": 1.0538172010562503,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.666666666666668,
"waiting": 9269
},
"MetaX_c-500": {
"available": true,
"backlogHours": 553.3274336283187,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.3419042924188616,
"queueFactor": 1.0839643343038627,
"queueWeight": 1.0839643343038627,
"recentSuccess": 32,
"recentSuccessRate": 0.2831858407079646,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.208308815973215,
"running": 5,
"selectionWeight": 1.4545763930313071,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.833333333333332,
"waiting": 10421
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1740.5526315789475,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.5483239131357853,
"queueFactor": 0.9127655685848349,
"queueWeight": 0.9127655685848349,
"recentSuccess": 24,
"recentSuccessRate": 0.3157894736842105,
"recentTerminal": 76,
"recentWilsonLowerBound": 0.22230704805907556,
"running": 4,
"selectionWeight": 1.4132567569268817,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.666666666666666,
"waiting": 22047
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3088.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.462146450056769,
"queueFactor": 0.8375499740522245,
"queueWeight": 0.8375499740522245,
"recentSuccess": 8,
"recentSuccessRate": 0.24242424242424243,
"recentTerminal": 33,
"recentWilsonLowerBound": 0.12831561346647294,
"running": 2,
"selectionWeight": 0.3870707472533746,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 5.5,
"waiting": 16984
},
"Vastai_va16": {
"available": true,
"backlogHours": 947.1428571428572,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.6234386599247621,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 20,
"recentSuccessRate": 0.21978021978021978,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.14702013817844428,
"running": 17,
"selectionWeight": 0.6234386599247621,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 15.166666666666666,
"waiting": 14365
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1189.1612903225807,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7689132150863153,
"queueFactor": 0.9664429197286736,
"queueWeight": 0.9664429197286736,
"recentSuccess": 22,
"recentSuccessRate": 0.23655913978494625,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.16172548448287755,
"running": 6,
"selectionWeight": 0.7431107326059802,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 18432
}
},
"queueAttemptedAt": "2026-09-29T06:54:04.057489+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-29T06:54:04.057489+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
}