Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-05T01:50:59.554337+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-05T01:50:59.554337+00:00",
"frameworkAttemptedAt": "2026-10-04T22:29:01.586451+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40994,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20121,
"successRate": 0.4908279260379568,
"wilsonLowerBound": 0.48598959740198855
},
"vllm": {
"framework": "vllm",
"modelCount": 54888,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15123,
"successRate": 0.2755247048535199,
"wilsonLowerBound": 0.27180276956089916
},
"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": 3695,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1091,
"successRate": 0.2952638700947226,
"wilsonLowerBound": 0.2807741480755047
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35600,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16466,
"successRate": 0.46252808988764044,
"wilsonLowerBound": 0.45735302804850114
},
"vllm": {
"framework": "vllm",
"modelCount": 39168,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10927,
"successRate": 0.27897773692810457,
"wilsonLowerBound": 0.27455787491519756
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11577,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4844,
"successRate": 0.41841582447957154,
"wilsonLowerBound": 0.4094582963930427
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64180,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12094,
"successRate": 0.18843876597070738,
"wilsonLowerBound": 0.18543191329200215
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 26198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5576,
"successRate": 0.2128406748606764,
"wilsonLowerBound": 0.20792639836850288
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7345,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 94,
"successRate": 0.01279782164737917,
"wilsonLowerBound": 0.010470008246298753
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3261,
"successRate": 0.12293598733318253,
"wilsonLowerBound": 0.11903887461602537
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16498,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10158807128136745,
"wilsonLowerBound": 0.09707043924110484
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 14143,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5715,
"successRate": 0.4040868274057838,
"wilsonLowerBound": 0.3960264318749205
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24571,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3798,
"successRate": 0.1545724634732001,
"wilsonLowerBound": 0.150106383253713
},
"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": 49031,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12251,
"successRate": 0.2498623319940446,
"wilsonLowerBound": 0.2460498870018196
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23692,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3112,
"successRate": 0.13135235522539254,
"wilsonLowerBound": 0.1271107916269349
},
"vllm": {
"framework": "vllm",
"modelCount": 86860,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11245682707805664,
"wilsonLowerBound": 0.11037290537855499
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 44439,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5408,
"successRate": 0.1216949076261842,
"wilsonLowerBound": 0.11868784868601158
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42467,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3597,
"successRate": 0.0847010620010832,
"wilsonLowerBound": 0.08209024727094083
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 91260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22480,
"successRate": 0.24632916940609248,
"wilsonLowerBound": 0.24354435276353384
},
"transformers": {
"framework": "transformers",
"modelCount": 5456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.1063049853372434,
"wilsonLowerBound": 0.09840136491777417
},
"vllm": {
"framework": "vllm",
"modelCount": 112792,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16529,
"successRate": 0.14654408114050643,
"wilsonLowerBound": 0.14449220511310681
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 21518,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3824,
"successRate": 0.17771168324193698,
"wilsonLowerBound": 0.1726616453533802
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43454,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5653,
"successRate": 0.13009159110783816,
"wilsonLowerBound": 0.12696123657684052
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7664,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 704,
"successRate": 0.0918580375782881,
"wilsonLowerBound": 0.08559448631327704
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 33287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6412,
"successRate": 0.19262775257608075,
"wilsonLowerBound": 0.18842674102081802
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61402,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12412,
"successRate": 0.20214325266277972,
"wilsonLowerBound": 0.1989853727367128
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 12833,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3751,
"successRate": 0.2922933063196447,
"wilsonLowerBound": 0.2844872431189157
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14801,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3665,
"successRate": 0.24761840416188097,
"wilsonLowerBound": 0.24073070445635578
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 65863,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18099,
"successRate": 0.2747976861060079,
"wilsonLowerBound": 0.27140154600114563
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 561,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 347,
"successRate": 0.6185383244206774,
"wilsonLowerBound": 0.5776648814867291
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47817,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21273,
"successRate": 0.4448836187966623,
"wilsonLowerBound": 0.44043391627468637
},
"vllm": {
"framework": "vllm",
"modelCount": 38689,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4371,
"successRate": 0.11297784900100803,
"wilsonLowerBound": 0.1098617283137478
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 911,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030553787396562698,
"wilsonLowerBound": 0.026576919854083197
},
"vllm": {
"framework": "vllm",
"modelCount": 10064,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 754,
"successRate": 0.07492050874403816,
"wilsonLowerBound": 0.06993760855583725
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2974,
"successRate": 0.4350497366881217,
"wilsonLowerBound": 0.42333697792193725
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7403,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 243,
"successRate": 0.03282453059570444,
"wilsonLowerBound": 0.029001798401434808
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15582,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4896,
"successRate": 0.31420870234886406,
"wilsonLowerBound": 0.3069665592811269
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27668,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14102,
"successRate": 0.5096862801792684,
"wilsonLowerBound": 0.5037947964348157
},
"vllm": {
"framework": "vllm",
"modelCount": 65785,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6899,
"successRate": 0.10487193129132781,
"wilsonLowerBound": 0.10255361664956537
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13262,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2083,
"successRate": 0.15706529935153069,
"wilsonLowerBound": 0.15097188606024203
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-05T02:05:14.372267+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 853.7872340425532,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.266258606204997,
"queueFactor": 0.9990423895182747,
"queueWeight": 0.9990423895182747,
"recentSuccess": 47,
"recentSuccessRate": 0.25,
"recentTerminal": 188,
"recentWilsonLowerBound": 0.19352676756262174,
"running": 8,
"selectionWeight": 1.2650460236911203,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.333333333333332,
"waiting": 26752
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1070.9815950920245,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9656484844091989,
"queueWeight": 0.9656484844091989,
"recentSuccess": 54,
"recentSuccessRate": 0.3312883435582822,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.26364635374466205,
"running": 8,
"selectionWeight": 2.4141212110229975,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.166666666666668,
"waiting": 29095
},
"Biren_166m": {
"available": true,
"backlogHours": 132.03703703703704,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.330148025089315,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 42,
"recentSuccessRate": 0.25925925925925924,
"recentTerminal": 162,
"recentWilsonLowerBound": 0.19790561545859892,
"running": 8,
"selectionWeight": 1.7291924326161094,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.0,
"waiting": 3565
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1247.6103896103896,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.1442503136654197,
"queueFactor": 0.9437881430133368,
"queueWeight": 0.9437881430133368,
"recentSuccess": 10,
"recentSuccessRate": 0.12987012987012986,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.07209751490940192,
"running": 7,
"selectionWeight": 0.13614173566337784,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.833333333333334,
"waiting": 16011
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 425.4049586776859,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.3806083661063508,
"queueFactor": 1.109087938103563,
"queueWeight": 1.109087938103563,
"recentSuccess": 33,
"recentSuccessRate": 0.2727272727272727,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.20128358396584387,
"running": 7,
"selectionWeight": 1.5312160860934216,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 8579
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 54.44444444444444,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 14,
"recentSuccessRate": 0.037037037037037035,
"recentTerminal": 378,
"recentWilsonLowerBound": 0.022188035016701118,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 63.0,
"waiting": 3430
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 200.59793814432987,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.4370631213318519,
"queueFactor": 1.241473331051284,
"queueWeight": 1.241473331051284,
"recentSuccess": 32,
"recentSuccessRate": 0.16494845360824742,
"recentTerminal": 194,
"recentWilsonLowerBound": 0.11933035439519561,
"running": 4,
"selectionWeight": 0.5426022091195256,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 32.333333333333336,
"waiting": 6486
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1534.9180327868853,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.41283601391908875,
"queueFactor": 0.914899912527802,
"queueWeight": 0.914899912527802,
"recentSuccess": 12,
"recentSuccessRate": 0.19672131147540983,
"recentTerminal": 61,
"recentWilsonLowerBound": 0.1162768855953685,
"running": 2,
"selectionWeight": 0.3777036330229008,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.166666666666666,
"waiting": 15605
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 353.83673469387753,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.38193467747380627,
"queueFactor": 1.1401603304478136,
"queueWeight": 1.1401603304478136,
"recentSuccess": 24,
"recentSuccessRate": 0.16326530612244897,
"recentTerminal": 147,
"recentWilsonLowerBound": 0.11223672581016136,
"running": 9,
"selectionWeight": 0.4354667680780141,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.5,
"waiting": 8669
},
"MetaX_c-500": {
"available": true,
"backlogHours": 601.92,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7230489417883891,
"queueFactor": 1.052823446699279,
"queueWeight": 1.052823446699279,
"recentSuccess": 22,
"recentSuccessRate": 0.22,
"recentTerminal": 100,
"recentWilsonLowerBound": 0.15001174503655804,
"running": 4,
"selectionWeight": 0.7612428790259181,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.666666666666668,
"waiting": 10032
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1280.388349514563,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.9983879070474366,
"queueFactor": 0.9401239297162215,
"queueWeight": 0.9401239297162215,
"recentSuccess": 33,
"recentSuccessRate": 0.32038834951456313,
"recentTerminal": 103,
"recentWilsonLowerBound": 0.23812916022953898,
"running": 4,
"selectionWeight": 1.8787322922708114,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.166666666666668,
"waiting": 21980
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2550.6,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.32983465734322104,
"queueFactor": 0.8477933604239138,
"queueWeight": 0.8477933604239138,
"recentSuccess": 8,
"recentSuccessRate": 0.2,
"recentTerminal": 40,
"recentWilsonLowerBound": 0.10499864973166873,
"running": 2,
"selectionWeight": 0.2796316325332795,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.666666666666667,
"waiting": 17004
},
"Vastai_va16": {
"available": true,
"backlogHours": 1184.475,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.951168544384387,
"queueWeight": 0.951168544384387,
"recentSuccess": 5,
"recentSuccessRate": 0.0625,
"recentTerminal": 80,
"recentWilsonLowerBound": 0.02698897769798554,
"running": 18,
"selectionWeight": 0.04755842721921935,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 13.333333333333334,
"waiting": 15793
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 842.9154929577464,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.0009646929697522,
"queueWeight": 1.0009646929697522,
"recentSuccess": 6,
"recentSuccessRate": 0.04225352112676056,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.01950651987493898,
"running": 7,
"selectionWeight": 0.050048234648487615,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.666666666666668,
"waiting": 19949
}
},
"queueAttemptedAt": "2026-10-05T01:59:45.360906+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-05T01:59:45.360906+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
}