Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-19T07:50:24.398587+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-19T07:50:24.398587+00:00",
"frameworkAttemptedAt": "2026-10-19T07:50:24.398587+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43474,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21823,
"successRate": 0.5019781938629986,
"wilsonLowerBound": 0.4972781183012776
},
"vllm": {
"framework": "vllm",
"modelCount": 58015,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15512,
"successRate": 0.2673791260880807,
"wilsonLowerBound": 0.26379306599743924
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5125,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1616,
"successRate": 0.3153170731707317,
"wilsonLowerBound": 0.30273823015107515
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38368,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18302,
"successRate": 0.47701209341117595,
"wilsonLowerBound": 0.47201680841447735
},
"vllm": {
"framework": "vllm",
"modelCount": 40484,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11101,
"successRate": 0.2742070941606561,
"wilsonLowerBound": 0.26988296814397195
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13985,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5806,
"successRate": 0.41515909903468,
"wilsonLowerBound": 0.4070167037439051
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64262,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1882605583392985,
"wilsonLowerBound": 0.18525672154525452
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 34206,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7321,
"successRate": 0.2140267789276735,
"wilsonLowerBound": 0.20971248598933087
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8285,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 115,
"successRate": 0.01388050694025347,
"wilsonLowerBound": 0.011577049605858942
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26762,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3288,
"successRate": 0.12286077273746357,
"wilsonLowerBound": 0.11898168754112559
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16519,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10145892608511412,
"wilsonLowerBound": 0.09694673511307306
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17168,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6660,
"successRate": 0.3879310344827586,
"wilsonLowerBound": 0.3806677824155307
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24816,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15344938749194068,
"wilsonLowerBound": 0.14901870548759422
},
"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": 54672,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13760,
"successRate": 0.2516827626573017,
"wilsonLowerBound": 0.24806245901872087
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25167,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3211,
"successRate": 0.12758771407001232,
"wilsonLowerBound": 0.12352249677771537
},
"vllm": {
"framework": "vllm",
"modelCount": 87111,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11217871451366647,
"wilsonLowerBound": 0.11010005228322871
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 48945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5662,
"successRate": 0.11568086627847585,
"wilsonLowerBound": 0.11287738793849941
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 50938,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3789,
"successRate": 0.07438454591856768,
"wilsonLowerBound": 0.07213777779758972
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94860,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23896,
"successRate": 0.2519080750579802,
"wilsonLowerBound": 0.24915559104364932
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 142,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10412989763501589,
"wilsonLowerBound": 0.09644334486767916
},
"vllm": {
"framework": "vllm",
"modelCount": 112904,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16538,
"successRate": 0.1464784241479487,
"wilsonLowerBound": 0.14442794518106644
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 297,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003367003367003367,
"wilsonLowerBound": 0.0005945909373711849
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25351,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4149,
"successRate": 0.16366218295136287,
"wilsonLowerBound": 0.1591588823823627
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5718,
"successRate": 0.12912404308651176,
"wilsonLowerBound": 0.12603284398793912
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8448,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 814,
"successRate": 0.09635416666666667,
"wilsonLowerBound": 0.09024403147219283
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35429,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7114,
"successRate": 0.20079595811340992,
"wilsonLowerBound": 0.19665708694304132
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61555,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.2019332304443181,
"wilsonLowerBound": 0.19878049850180526
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18052,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5112,
"successRate": 0.2831819189009528,
"wilsonLowerBound": 0.27665608615053555
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16108,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3893,
"successRate": 0.24168115222249814,
"wilsonLowerBound": 0.235132010593148
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69365,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19074,
"successRate": 0.27498017732285734,
"wilsonLowerBound": 0.2716698514951128
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1547,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 917,
"successRate": 0.5927601809954751,
"wilsonLowerBound": 0.5680760525735451
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48584,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4472665898238103,
"wilsonLowerBound": 0.44284962651477383
},
"vllm": {
"framework": "vllm",
"modelCount": 40942,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5154,
"successRate": 0.12588539885691954,
"wilsonLowerBound": 0.12270721604589642
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 2.161513332838699e-19
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6288,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.030534351145038167,
"wilsonLowerBound": 0.02655998124483518
},
"vllm": {
"framework": "vllm",
"modelCount": 10112,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 765,
"successRate": 0.07565268987341772,
"wilsonLowerBound": 0.07065802822135582
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7732,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3401,
"successRate": 0.439860320744956,
"wilsonLowerBound": 0.42882880289831965
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7430,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03297442799461642,
"wilsonLowerBound": 0.029149250467990415
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19455,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5569,
"successRate": 0.2862503212541763,
"wilsonLowerBound": 0.2799413591264086
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28985,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14836,
"successRate": 0.5118509573917543,
"wilsonLowerBound": 0.5060951380765794
},
"vllm": {
"framework": "vllm",
"modelCount": 68283,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7367,
"successRate": 0.10788922572236134,
"wilsonLowerBound": 0.10558423576494243
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2509,
"successRate": 0.17675237759774567,
"wilsonLowerBound": 0.1705647487311429
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-19T07:50:24.398587+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1309.2558139534883,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.3546953444155074,
"queueFactor": 0.9778134144528617,
"queueWeight": 0.9778134144528617,
"recentSuccess": 41,
"recentSuccessRate": 0.3178294573643411,
"recentTerminal": 129,
"recentWilsonLowerBound": 0.2437394167830496,
"running": 8,
"selectionWeight": 1.324639280266323,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.5,
"waiting": 28149
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1341.3566433566434,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9742670794722061,
"queueWeight": 0.9742670794722061,
"recentSuccess": 57,
"recentSuccessRate": 0.3986013986013986,
"recentTerminal": 143,
"recentWilsonLowerBound": 0.3220175729028133,
"running": 8,
"selectionWeight": 2.4356676986805152,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.833333333333332,
"waiting": 31969
},
"Biren_166m": {
"available": true,
"backlogHours": 147.11111111111111,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.27474769247565356,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 31,
"recentSuccessRate": 0.164021164021164,
"recentTerminal": 189,
"recentWilsonLowerBound": 0.11802330570111061,
"running": 8,
"selectionWeight": 0.35717200021834966,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 31.5,
"waiting": 4634
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 945.4736842105264,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2004785068152809,
"queueFactor": 1.0267441824984886,
"queueWeight": 1.0267441824984886,
"recentSuccess": 18,
"recentSuccessRate": 0.15789473684210525,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.10227178824604191,
"running": 7,
"selectionWeight": 0.20584014058857328,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 17964
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 497.9495798319328,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.44231000704128864,
"queueFactor": 1.1303992536893208,
"queueWeight": 1.1303992536893208,
"recentSuccess": 25,
"recentSuccessRate": 0.21008403361344538,
"recentTerminal": 119,
"recentWilsonLowerBound": 0.14654279199949027,
"running": 7,
"selectionWeight": 0.4999869018587909,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.833333333333332,
"waiting": 9876
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 71.58095238095238,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 8,
"recentSuccessRate": 0.025396825396825397,
"recentTerminal": 315,
"recentWilsonLowerBound": 0.0129238108489637,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 52.5,
"waiting": 3758
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 346.2043795620438,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.1937401031225339,
"queueWeight": 1.1937401031225339,
"recentSuccess": 11,
"recentSuccessRate": 0.08029197080291971,
"recentTerminal": 137,
"recentWilsonLowerBound": 0.045422997117338174,
"running": 3,
"selectionWeight": 0.059687005156126696,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 22.833333333333332,
"waiting": 7905
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2321.1428571428573,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.789628643320322,
"queueFactor": 0.8973345446550702,
"queueWeight": 0.8973345446550702,
"recentSuccess": 13,
"recentSuccessRate": 0.30952380952380953,
"recentTerminal": 42,
"recentWilsonLowerBound": 0.1907092651972273,
"running": 2,
"selectionWeight": 0.708561059100442,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.0,
"waiting": 16248
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 358.8375,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7275459177676667,
"queueFactor": 1.1873397140698325,
"queueWeight": 1.1873397140698325,
"recentSuccess": 39,
"recentSuccessRate": 0.24375,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.18374140235759248,
"running": 4,
"selectionWeight": 0.8638441619749353,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 9569
},
"MetaX_c-500": {
"available": true,
"backlogHours": 632.7272727272727,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9377505505297332,
"queueFactor": 1.0905038030358714,
"queueWeight": 1.0905038030358714,
"recentSuccess": 31,
"recentSuccessRate": 0.2818181818181818,
"recentTerminal": 110,
"recentWilsonLowerBound": 0.206210213519945,
"running": 4,
"selectionWeight": 1.022620541651656,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.333333333333332,
"waiting": 11600
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2034.8571428571427,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.24249811600438714,
"queueFactor": 0.9152285914888323,
"queueWeight": 0.9152285914888323,
"recentSuccess": 14,
"recentSuccessRate": 0.18181818181818182,
"recentTerminal": 77,
"recentWilsonLowerBound": 0.1115115201004776,
"running": 4,
"selectionWeight": 0.2219412091493907,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.833333333333334,
"waiting": 26114
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2178.470588235294,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.3114109062099087,
"queueFactor": 0.9059138773914879,
"queueWeight": 0.9059138773914879,
"recentSuccess": 11,
"recentSuccessRate": 0.21568627450980393,
"recentTerminal": 51,
"recentWilsonLowerBound": 0.12493811244188556,
"running": 2,
"selectionWeight": 0.28211146150661537,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.5,
"waiting": 18517
},
"Vastai_va16": {
"available": true,
"backlogHours": 1681.2380952380952,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9418143088438788,
"queueWeight": 0.9418143088438788,
"recentSuccess": 1,
"recentSuccessRate": 0.015873015873015872,
"recentTerminal": 63,
"recentWilsonLowerBound": 0.002807421907551088,
"running": 16,
"selectionWeight": 0.047090715442193946,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 10.5,
"waiting": 17653
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1539.5744680851064,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.31010906409924743,
"queueFactor": 0.9543321671761558,
"queueWeight": 0.9543321671761558,
"recentSuccess": 18,
"recentSuccessRate": 0.19148936170212766,
"recentTerminal": 94,
"recentWilsonLowerBound": 0.12470043241202647,
"running": 6,
"selectionWeight": 0.29594705520280423,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.666666666666666,
"waiting": 24120
}
},
"queueAttemptedAt": "2026-10-19T07:50:24.398587+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-19T07:50:24.398587+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}