Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-13T14:29:46.237794+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-13T14:29:46.237794+00:00",
"frameworkAttemptedAt": "2026-09-13T12:45:47.364313+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38776,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18600,
"successRate": 0.4796781514338766,
"wilsonLowerBound": 0.4747077870644458
},
"vllm": {
"framework": "vllm",
"modelCount": 51329,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14469,
"successRate": 0.2818874320559528,
"wilsonLowerBound": 0.27801154412310947
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 549,
"successRate": 0.26573088092933206,
"wilsonLowerBound": 0.24713083000635674
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31922,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13858,
"successRate": 0.43412066913100683,
"wilsonLowerBound": 0.42869168181785944
},
"vllm": {
"framework": "vllm",
"modelCount": 36971,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10547,
"successRate": 0.28527765005003924,
"wilsonLowerBound": 0.2806972814723312
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7622,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3374,
"successRate": 0.4426659669378116,
"wilsonLowerBound": 0.4315465279998519
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63837,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12065,
"successRate": 0.18899697667496906,
"wilsonLowerBound": 0.18597862901674025
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15463,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3118,
"successRate": 0.2016426307960939,
"wilsonLowerBound": 0.19539298243335687
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5478,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 45,
"successRate": 0.008214676889375685,
"wilsonLowerBound": 0.006145143024973394
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26032,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3198,
"successRate": 0.12284880147510756,
"wilsonLowerBound": 0.11891663308981092
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16457,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1672,
"successRate": 0.10159810415020963,
"wilsonLowerBound": 0.09707475831962524
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 10010,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4299,
"successRate": 0.4294705294705295,
"wilsonLowerBound": 0.4198022447157606
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24070,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3777,
"successRate": 0.15691732447029497,
"wilsonLowerBound": 0.15237708044032894
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.0674435903793702,
"wilsonLowerBound": 0.0621738174048722
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 40629,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10251,
"successRate": 0.2523074651111275,
"wilsonLowerBound": 0.24810759476921498
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22984,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3035,
"successRate": 0.13204838148277062,
"wilsonLowerBound": 0.1277329965860188
},
"vllm": {
"framework": "vllm",
"modelCount": 86521,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.1128280995365287,
"wilsonLowerBound": 0.11073708553293825
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4801,
"successRate": 0.12273749872175069,
"wilsonLowerBound": 0.11952263161825838
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3300,
"successRate": 0.11819484240687679,
"wilsonLowerBound": 0.11446036420870193
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20509,
"successRate": 0.23371014426692802,
"wilsonLowerBound": 0.23092183877771638
},
"transformers": {
"framework": "transformers",
"modelCount": 5092,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11036920659858601,
"wilsonLowerBound": 0.10205438887492263
},
"vllm": {
"framework": "vllm",
"modelCount": 112456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.14675962154086933,
"wilsonLowerBound": 0.14470343487009737
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15897,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3257,
"successRate": 0.20488142416808203,
"wilsonLowerBound": 0.19867877038801196
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42646,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5546,
"successRate": 0.13004736669324204,
"wilsonLowerBound": 0.12688827251420284
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6225,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 486,
"successRate": 0.0780722891566265,
"wilsonLowerBound": 0.07166474517615269
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30321,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5252,
"successRate": 0.1732132845222783,
"wilsonLowerBound": 0.16899512321688287
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60768,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.20370918904686677,
"wilsonLowerBound": 0.2005256816798767
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1930,
"successRate": 0.2961030991101565,
"wilsonLowerBound": 0.28514236738560983
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12032,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3150,
"successRate": 0.26180186170212766,
"wilsonLowerBound": 0.2540235257765174
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59160,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16107,
"successRate": 0.27226166328600404,
"wilsonLowerBound": 0.26868960698459193
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46085,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20045,
"successRate": 0.4349571444070739,
"wilsonLowerBound": 0.43043648389347655
},
"vllm": {
"framework": "vllm",
"modelCount": 35758,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3122,
"successRate": 0.08730913362044856,
"wilsonLowerBound": 0.08442737563289227
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6275,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03059760956175299,
"wilsonLowerBound": 0.026615110833495575
},
"vllm": {
"framework": "vllm",
"modelCount": 10007,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.07324872589187569,
"wilsonLowerBound": 0.06830595957327275
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5576,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2345,
"successRate": 0.42055236728837875,
"wilsonLowerBound": 0.4076541911130345
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7367,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 235,
"successRate": 0.0318990090946111,
"wilsonLowerBound": 0.02812370043844604
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 10616,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3627,
"successRate": 0.34165410700828935,
"wilsonLowerBound": 0.33269097842653206
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25997,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13139,
"successRate": 0.5054044697465092,
"wilsonLowerBound": 0.49932642259994464
},
"vllm": {
"framework": "vllm",
"modelCount": 60824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5947,
"successRate": 0.0977739050374852,
"wilsonLowerBound": 0.09543883390793778
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12224,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1722,
"successRate": 0.14087041884816753,
"wilsonLowerBound": 0.13481597404972345
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-13T14:43:49.584184+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 995.8723404255319,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.4367541077604127,
"queueFactor": 0.9886824233693812,
"queueWeight": 0.9886824233693812,
"recentSuccess": 53,
"recentSuccessRate": 0.375886524822695,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.3002292151562218,
"running": 8,
"selectionWeight": 1.4204935330464779,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 23403
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1073.9610389610389,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.0526967555906417,
"queueFactor": 0.9775502362467124,
"queueWeight": 0.9775502362467124,
"recentSuccess": 66,
"recentSuccessRate": 0.42857142857142855,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.35308664485931474,
"running": 8,
"selectionWeight": 2.006614198370492,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 27565
},
"Biren_166m": {
"available": true,
"backlogHours": 152.3548387096774,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.17524618745338466,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 30,
"recentSuccessRate": 0.16129032258064516,
"recentTerminal": 186,
"recentWilsonLowerBound": 0.11537703500654628,
"running": 8,
"selectionWeight": 0.22782004368940006,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.0,
"waiting": 4723
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1778.3999999999999,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6379638961798197,
"queueFactor": 0.9063228855749623,
"queueWeight": 0.9063228855749623,
"recentSuccess": 16,
"recentSuccessRate": 0.32,
"recentTerminal": 50,
"recentWilsonLowerBound": 0.207580440939994,
"running": 7,
"selectionWeight": 0.5782012792783399,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.333333333333334,
"waiting": 14820
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 527.5922330097087,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.36913167957693394,
"queueFactor": 1.0875334029945851,
"queueWeight": 1.0875334029945851,
"recentSuccess": 24,
"recentSuccessRate": 0.23300970873786409,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.16187497360880485,
"running": 7,
"selectionWeight": 0.4014430316434098,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 9057
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 36.691764705882356,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 7,
"recentSuccessRate": 0.01647058823529412,
"recentTerminal": 425,
"recentWilsonLowerBound": 0.008000653929194306,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 70.83333333333333,
"waiting": 2599
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 121.34928229665071,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.05741626794258373,
"recentTerminal": 209,
"recentWilsonLowerBound": 0.033145819595825556,
"running": 2,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.833333333333336,
"waiting": 4227
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2603.6666666666665,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.9474643651362067,
"queueFactor": 0.8559522867011612,
"queueWeight": 0.8559522867011612,
"recentSuccess": 18,
"recentSuccessRate": 0.5,
"recentTerminal": 36,
"recentWilsonLowerBound": 0.34474067624730526,
"running": 2,
"selectionWeight": 1.6669365766073612,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.0,
"waiting": 15622
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 850.3291139240507,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.8424230227914427,
"queueFactor": 1.0123934032372965,
"queueWeight": 1.0123934032372965,
"recentSuccess": 26,
"recentSuccessRate": 0.3291139240506329,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.23554049213499628,
"running": 7,
"selectionWeight": 0.8528635110092793,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 11196
},
"MetaX_c-500": {
"available": true,
"backlogHours": 684.7128712871288,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5294189431037378,
"queueFactor": 1.045829987053765,
"queueWeight": 1.045829987053765,
"recentSuccess": 27,
"recentSuccessRate": 0.26732673267326734,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.19070838238104168,
"running": 4,
"selectionWeight": 0.5536822064122001,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 11526
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1705.6153846153845,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9608306641927271,
"queueFactor": 0.9120217556742075,
"queueWeight": 0.9120217556742075,
"recentSuccess": 27,
"recentSuccessRate": 0.34615384615384615,
"recentTerminal": 78,
"recentWilsonLowerBound": 0.2500504736568419,
"running": 4,
"selectionWeight": 0.8762984692626659,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.0,
"waiting": 22173
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4867.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.5,
"queueFactor": 0.779288310953876,
"queueWeight": 0.779288310953876,
"recentSuccess": 11,
"recentSuccessRate": 0.6111111111111112,
"recentTerminal": 18,
"recentWilsonLowerBound": 0.3861866858065617,
"running": 2,
"selectionWeight": 1.94822077738469,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.0,
"waiting": 14601
},
"Vastai_va16": {
"available": true,
"backlogHours": 1108.1818181818182,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.39787330588255654,
"queueFactor": 0.9729616238434904,
"queueWeight": 0.9729616238434904,
"recentSuccess": 17,
"recentSuccessRate": 0.25757575757575757,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.1674870734589668,
"running": 16,
"selectionWeight": 0.38711545777546996,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.0,
"waiting": 12190
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 694.2772277227723,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.8137835122132808,
"queueFactor": 1.0436561241087317,
"queueWeight": 1.0436561241087317,
"recentSuccess": 43,
"recentSuccessRate": 0.42574257425742573,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.3337753927460355,
"running": 6,
"selectionWeight": 1.892966270328835,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 11687
}
},
"queueAttemptedAt": "2026-09-13T14:43:49.584184+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-13T14:43:49.584184+00:00",
"supportedGpus": [
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Cambricon_mlu-370-x4",
"Iluvatar_bi-150",
"Ascend_910-b4",
"hygon_k100-ai",
"Ascend_910-b3",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Biren_166m",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}