Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-04T22:53:11.201013+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-04T22:53:11.201013+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": "2026-10-04T22:53:11.201013+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 979.6463414634147,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.7154450990422256,
"queueFactor": 0.9667473359195096,
"queueWeight": 0.9667473359195096,
"recentSuccess": 55,
"recentSuccessRate": 0.3353658536585366,
"recentTerminal": 164,
"recentWilsonLowerBound": 0.26760859949096927,
"running": 8,
"selectionWeight": 1.658401979415251,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.333333333333332,
"waiting": 26777
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1098.754716981132,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9502508553895878,
"queueWeight": 0.9502508553895878,
"recentSuccess": 62,
"recentSuccessRate": 0.389937106918239,
"recentTerminal": 159,
"recentWilsonLowerBound": 0.31757548319624335,
"running": 8,
"selectionWeight": 2.3756271384739693,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.5,
"waiting": 29117
},
"Biren_166m": {
"available": true,
"backlogHours": 138.65806451612903,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.1013290618646263,
"queueFactor": 1.2962286374108614,
"queueWeight": 1.2962286374108614,
"recentSuccess": 44,
"recentSuccessRate": 0.2838709677419355,
"recentTerminal": 155,
"recentWilsonLowerBound": 0.2187854177434936,
"running": 8,
"selectionWeight": 1.4275742692017668,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.833333333333332,
"waiting": 3582
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1526.1904761904761,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.574820801626206,
"queueFactor": 0.904548944559078,
"queueWeight": 0.904548944559078,
"recentSuccess": 16,
"recentSuccessRate": 0.25396825396825395,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.1628027458309815,
"running": 7,
"selectionWeight": 0.5199535494215878,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.5,
"waiting": 16025
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 456.3185840707965,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 1.160029912427102,
"queueFactor": 1.0841344840915865,
"queueWeight": 1.0841344840915865,
"recentSuccess": 34,
"recentSuccessRate": 0.3008849557522124,
"recentTerminal": 113,
"recentWilsonLowerBound": 0.22401098815624215,
"running": 7,
"selectionWeight": 1.2576284306399645,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.833333333333332,
"waiting": 8594
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 57.839999999999996,
"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": 0.04,
"recentTerminal": 350,
"recentWilsonLowerBound": 0.023974059700530122,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 58.333333333333336,
"waiting": 3374
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 217.25423728813558,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.5578361978927716,
"queueFactor": 1.2117921749630867,
"queueWeight": 1.2117921749630867,
"recentSuccess": 38,
"recentSuccessRate": 0.21468926553672316,
"recentTerminal": 177,
"recentWilsonLowerBound": 0.1605982892014025,
"running": 1,
"selectionWeight": 0.6759815395176205,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.5,
"waiting": 6409
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1644.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.40225146965500413,
"queueFactor": 0.8945159938530407,
"queueWeight": 0.8945159938530407,
"recentSuccess": 13,
"recentSuccessRate": 0.22807017543859648,
"recentTerminal": 57,
"recentWilsonLowerBound": 0.13841760968495656,
"running": 2,
"selectionWeight": 0.35982037315729226,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.5,
"waiting": 15618
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 344.0526315789474,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4248171081670254,
"queueFactor": 1.1310443887350305,
"queueWeight": 1.1310443887350305,
"recentSuccess": 30,
"recentSuccessRate": 0.19736842105263158,
"recentTerminal": 152,
"recentWilsonLowerBound": 0.14189466065483167,
"running": 8,
"selectionWeight": 0.4804870064309566,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 25.333333333333332,
"waiting": 8716
},
"MetaX_c-500": {
"available": true,
"backlogHours": 591.5882352941177,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7959629646861079,
"queueFactor": 1.042726600547812,
"queueWeight": 1.042726600547812,
"recentSuccess": 27,
"recentSuccessRate": 0.2647058823529412,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.188762815237447,
"running": 4,
"selectionWeight": 0.8299717563291035,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.0,
"waiting": 10057
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1081.4754098360656,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.639664484250672,
"queueFactor": 0.9525129408860249,
"queueWeight": 0.9525129408860249,
"recentSuccess": 29,
"recentSuccessRate": 0.23770491803278687,
"recentTerminal": 122,
"recentWilsonLowerBound": 0.1709076951591524,
"running": 4,
"selectionWeight": 0.60928869907395,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.333333333333332,
"waiting": 21990
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 972.2285714285714,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9678501576285576,
"queueWeight": 0.9678501576285576,
"recentSuccess": 8,
"recentSuccessRate": 0.0761904761904762,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.03911018406047028,
"running": 2,
"selectionWeight": 0.04839250788142788,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.5,
"waiting": 17014
},
"Vastai_va16": {
"available": true,
"backlogHours": 1372.7826086956522,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9190372551468714,
"queueWeight": 0.9190372551468714,
"recentSuccess": 7,
"recentSuccessRate": 0.10144927536231885,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.05001600257161549,
"running": 16,
"selectionWeight": 0.04595186275734357,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.5,
"waiting": 15787
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 585.6585365853659,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.05,
"queueFactor": 1.0443034443279862,
"queueWeight": 1.0443034443279862,
"recentSuccess": 5,
"recentSuccessRate": 0.024390243902439025,
"recentTerminal": 205,
"recentWilsonLowerBound": 0.010461876758972482,
"running": 6,
"selectionWeight": 0.05221517221639931,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 34.166666666666664,
"waiting": 20010
}
},
"queueAttemptedAt": "2026-10-04T22:48:16.649500+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-04T22:48:16.649500+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
}