Files
submmit/.modelhub_state/market_intelligence.json

755 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-09-13T12:33:13.539274+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-09-13T12:33:13.539274+00:00",
"frameworkAttemptedAt": "2026-09-13T08:22:56.571876+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38753,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18585,
"successRate": 0.4795757747787268,
"wilsonLowerBound": 0.4746039881183945
},
"vllm": {
"framework": "vllm",
"modelCount": 51269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14461,
"successRate": 0.2820612845969299,
"wilsonLowerBound": 0.27818239690829516
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 2049,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 541,
"successRate": 0.26403123474865786,
"wilsonLowerBound": 0.24539836301591406
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 31899,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13843,
"successRate": 0.43396344713000407,
"wilsonLowerBound": 0.42853275453901896
},
"vllm": {
"framework": "vllm",
"modelCount": 36939,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10539,
"successRate": 0.2853082108340778,
"wilsonLowerBound": 0.2807257171969584
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7582,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3360,
"successRate": 0.44315484041150094,
"wilsonLowerBound": 0.4320046884357374
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 63835,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12065,
"successRate": 0.18900289809665544,
"wilsonLowerBound": 0.18598446660723164
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15343,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3084,
"successRate": 0.2010037150492081,
"wilsonLowerBound": 0.19473765442920185
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5458,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 45,
"successRate": 0.008244778307072188,
"wilsonLowerBound": 0.0061676811124269405
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26030,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3198,
"successRate": 0.1228582404917403,
"wilsonLowerBound": 0.11892579008309893
},
"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": 9968,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4287,
"successRate": 0.43007624398073835,
"wilsonLowerBound": 0.4203857575460906
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24067,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3777,
"successRate": 0.15693688453068516,
"wilsonLowerBound": 0.15239612481304485
},
"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": 40549,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10233,
"successRate": 0.2523613406002614,
"wilsonLowerBound": 0.2481570486028227
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 22980,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3035,
"successRate": 0.13207136640557007,
"wilsonLowerBound": 0.12775528458080057
},
"vllm": {
"framework": "vllm",
"modelCount": 86520,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9762,
"successRate": 0.11282940360610264,
"wilsonLowerBound": 0.1107383669269908
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 39087,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4792,
"successRate": 0.12259830634226214,
"wilsonLowerBound": 0.11938386109620633
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 27759,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3295,
"successRate": 0.1187002413631615,
"wilsonLowerBound": 0.11494801277957475
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 87737,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20500,
"successRate": 0.23365284885510104,
"wilsonLowerBound": 0.23086451547322523
},
"transformers": {
"framework": "transformers",
"modelCount": 5091,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 562,
"successRate": 0.11039088587703791,
"wilsonLowerBound": 0.1020745245100028
},
"vllm": {
"framework": "vllm",
"modelCount": 112455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16504,
"successRate": 0.14676092659285936,
"wilsonLowerBound": 0.14470472317523148
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 15880,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3250,
"successRate": 0.20465994962216624,
"wilsonLowerBound": 0.19845658788599135
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 42644,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5545,
"successRate": 0.1300300159459713,
"wilsonLowerBound": 0.12687103113601667
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 6223,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 485,
"successRate": 0.07793668648561787,
"wilsonLowerBound": 0.07153353005671426
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.18181818181818182,
"wilsonLowerBound": 0.1343204258911728
},
"vllm": {
"framework": "vllm",
"modelCount": 30284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5236,
"successRate": 0.17289657905164443,
"wilsonLowerBound": 0.1686789893687595
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 60765,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12379,
"successRate": 0.2037192462766395,
"wilsonLowerBound": 0.20053560133374146
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6486,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1917,
"successRate": 0.2955596669750231,
"wilsonLowerBound": 0.28457847149103355
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 12011,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3147,
"successRate": 0.2620098243276996,
"wilsonLowerBound": 0.2542226800692064
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 59077,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16087,
"successRate": 0.2723056350187044,
"wilsonLowerBound": 0.26873089660179433
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 46066,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 20030,
"successRate": 0.4348109234576477,
"wilsonLowerBound": 0.43028951951937017
},
"vllm": {
"framework": "vllm",
"modelCount": 35721,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3109,
"successRate": 0.08703563730018757,
"wilsonLowerBound": 0.08415658905735884
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 282,
"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": 10006,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 732,
"successRate": 0.07315610633619828,
"wilsonLowerBound": 0.0682161070379902
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 5564,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2338,
"successRate": 0.4202012940330697,
"wilsonLowerBound": 0.40729101346237134
}
},
"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": 10566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3619,
"successRate": 0.3425137232632974,
"wilsonLowerBound": 0.3335237892814802
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 25994,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13137,
"successRate": 0.5053858582749865,
"wilsonLowerBound": 0.4993074607159475
},
"vllm": {
"framework": "vllm",
"modelCount": 60752,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5931,
"successRate": 0.09762641559125626,
"wilsonLowerBound": 0.09529157438086885
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 12223,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1722,
"successRate": 0.1408819438762988,
"wilsonLowerBound": 0.13482704162320544
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-09-13T12:41:35.271849+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 977.125,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5993295881789389,
"queueFactor": 0.9867456053574101,
"queueWeight": 0.9867456053574101,
"recentSuccess": 51,
"recentSuccessRate": 0.3541666666666667,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.2807687889835203,
"running": 8,
"selectionWeight": 1.5781314426536444,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.0,
"waiting": 23451
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1103.24,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9689407468540112,
"queueWeight": 0.9689407468540112,
"recentSuccess": 63,
"recentSuccessRate": 0.42,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.34397871737684205,
"running": 8,
"selectionWeight": 2.422351867135028,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 27581
},
"Biren_166m": {
"available": true,
"backlogHours": 161.72881355932202,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.32433409593252605,
"queueFactor": 1.2923484001309995,
"queueWeight": 1.2923484001309995,
"recentSuccess": 33,
"recentSuccessRate": 0.1864406779661017,
"recentTerminal": 177,
"recentWilsonLowerBound": 0.13594826292727483,
"running": 8,
"selectionWeight": 0.41915264998633417,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.5,
"waiting": 4771
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1509.050847457627,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.38486661846901826,
"queueFactor": 0.9244685443155557,
"queueWeight": 0.9244685443155557,
"recentSuccess": 14,
"recentSuccessRate": 0.23728813559322035,
"recentTerminal": 59,
"recentWilsonLowerBound": 0.14694486256946127,
"running": 7,
"selectionWeight": 0.35579708253170367,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.833333333333334,
"waiting": 14839
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 468.62068965517244,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.28756698038746165,
"queueFactor": 1.1017282886488473,
"queueWeight": 1.1017282886488473,
"recentSuccess": 22,
"recentSuccessRate": 0.1896551724137931,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.1287128868844165,
"running": 7,
"selectionWeight": 0.31682067717419476,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 9060
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 35.83371824480369,
"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": 0.03233256351039261,
"recentTerminal": 433,
"recentWilsonLowerBound": 0.01935564193796748,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 72.16666666666667,
"waiting": 2586
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 100.39840637450199,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07931684069930517,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 26,
"recentSuccessRate": 0.10358565737051793,
"recentTerminal": 251,
"recentWilsonLowerBound": 0.07167394340454768,
"running": 1,
"selectionWeight": 0.10311189290909673,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 41.833333333333336,
"waiting": 4200
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2679.942857142857,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.5877549065789853,
"queueFactor": 0.8481621534162791,
"queueWeight": 0.8481621534162791,
"recentSuccess": 15,
"recentSuccessRate": 0.42857142857142855,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.27984333081678914,
"running": 2,
"selectionWeight": 1.3466736206612953,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 15633
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 810.7951807228916,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.8719242421042599,
"queueFactor": 1.0147546399912433,
"queueWeight": 1.0147546399912433,
"recentSuccess": 25,
"recentSuccessRate": 0.30120481927710846,
"recentTerminal": 83,
"recentWilsonLowerBound": 0.21310549002452867,
"running": 7,
"selectionWeight": 0.8847891703961459,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.833333333333334,
"waiting": 11216
},
"MetaX_c-500": {
"available": true,
"backlogHours": 665.5961538461539,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5197827956641048,
"queueFactor": 1.0452401872096315,
"queueWeight": 1.0452401872096315,
"recentSuccess": 25,
"recentSuccessRate": 0.2403846153846154,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.16845266546271026,
"running": 4,
"selectionWeight": 0.5432978666482945,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 11537
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1956.7941176470588,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.2391040080035762,
"queueFactor": 0.8891314034870282,
"queueWeight": 0.8891314034870282,
"recentSuccess": 24,
"recentSuccessRate": 0.35294117647058826,
"recentTerminal": 68,
"recentWilsonLowerBound": 0.2500181058015448,
"running": 4,
"selectionWeight": 1.1017262857026215,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.333333333333334,
"waiting": 22177
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 4871.666666666667,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 1.7213024865645254,
"queueFactor": 0.7754362238836701,
"queueWeight": 0.7754362238836701,
"recentSuccess": 9,
"recentSuccessRate": 0.5,
"recentTerminal": 18,
"recentWilsonLowerBound": 0.2903070395897999,
"running": 2,
"selectionWeight": 1.3347603003431674,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 3.0,
"waiting": 14615
},
"Vastai_va16": {
"available": true,
"backlogHours": 1176.967741935484,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.930925448696191,
"queueFactor": 0.9595840831658382,
"queueWeight": 0.9595840831658382,
"recentSuccess": 20,
"recentSuccessRate": 0.3225806451612903,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.21954328640542628,
"running": 16,
"selectionWeight": 0.893301243182881,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 12162
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 736.3578947368421,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 2.2325726020082968,
"queueFactor": 1.0295190271978325,
"queueWeight": 1.0295190271978325,
"recentSuccess": 40,
"recentSuccessRate": 0.42105263157894735,
"recentTerminal": 95,
"recentWilsonLowerBound": 0.326736570637716,
"running": 6,
"selectionWeight": 2.2984759733681153,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.833333333333334,
"waiting": 11659
}
},
"queueAttemptedAt": "2026-09-13T12:41:35.271849+00:00",
"queueError": null,
"queueUpdatedAt": "2026-09-13T12:41:35.271849+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
}