Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-02T17:30:17.264416+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-02T17:30:17.264416+00:00",
"frameworkAttemptedAt": "2026-10-02T14:27:45.049993+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 40619,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19837,
"successRate": 0.4883675127403432,
"wilsonLowerBound": 0.4835076379644724
},
"vllm": {
"framework": "vllm",
"modelCount": 54378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15045,
"successRate": 0.27667439037846187,
"wilsonLowerBound": 0.27293019671277796
},
"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": 3449,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 989,
"successRate": 0.2867497825456654,
"wilsonLowerBound": 0.27190035300088367
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 35154,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16169,
"successRate": 0.45994765887239003,
"wilsonLowerBound": 0.4547422808236842
},
"vllm": {
"framework": "vllm",
"modelCount": 38956,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 10889,
"successRate": 0.279520484649348,
"wilsonLowerBound": 0.27508596723722817
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 11186,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4683,
"successRate": 0.418648310387985,
"wilsonLowerBound": 0.40953531173160523
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64159,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12094,
"successRate": 0.18850044420891846,
"wilsonLowerBound": 0.18549271871463957
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 25104,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5180,
"successRate": 0.20634161886551944,
"wilsonLowerBound": 0.20138068519852056
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7198,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 85,
"successRate": 0.01180883578771881,
"wilsonLowerBound": 0.009560763109601073
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26501,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3259,
"successRate": 0.12297649145315272,
"wilsonLowerBound": 0.11907700102378067
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10161270765126713,
"wilsonLowerBound": 0.09709403773620466
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 13707,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5574,
"successRate": 0.40665353469030424,
"wilsonLowerBound": 0.398457401486817
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24523,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3797,
"successRate": 0.1548342372466664,
"wilsonLowerBound": 0.15036067272453987
},
"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": 48199,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12000,
"successRate": 0.24896782090914749,
"wilsonLowerBound": 0.24512747923512027
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 23637,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3105,
"successRate": 0.1313618479502475,
"wilsonLowerBound": 0.12711528828278
},
"vllm": {
"framework": "vllm",
"modelCount": 86836,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9768,
"successRate": 0.11248790824082178,
"wilsonLowerBound": 0.11040344602645016
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 43763,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5331,
"successRate": 0.1218152320453351,
"wilsonLowerBound": 0.11878397580416732
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 40676,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3570,
"successRate": 0.08776674205919953,
"wilsonLowerBound": 0.08505570162304368
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 90909,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22282,
"successRate": 0.2451022451022451,
"wilsonLowerBound": 0.24231684076571253
},
"transformers": {
"framework": "transformers",
"modelCount": 5432,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 580,
"successRate": 0.10677466863033873,
"wilsonLowerBound": 0.09883797614347417
},
"vllm": {
"framework": "vllm",
"modelCount": 112775,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16528,
"successRate": 0.14655730436710263,
"wilsonLowerBound": 0.14450519702362666
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 20987,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3768,
"successRate": 0.17953971506170485,
"wilsonLowerBound": 0.17440584686659302
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43327,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5639,
"successRate": 0.13014979112331804,
"wilsonLowerBound": 0.12701429242264384
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 7532,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 677,
"successRate": 0.08988316516197557,
"wilsonLowerBound": 0.08363114879685626
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 202,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 36,
"successRate": 0.1782178217821782,
"wilsonLowerBound": 0.13159848249936945
},
"vllm": {
"framework": "vllm",
"modelCount": 32945,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6285,
"successRate": 0.19077249962057977,
"wilsonLowerBound": 0.18656582838193767
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61358,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12407,
"successRate": 0.20220672120994818,
"wilsonLowerBound": 0.19904733959485013
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 11949,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3520,
"successRate": 0.2945853209473596,
"wilsonLowerBound": 0.2864786988167567
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14640,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3648,
"successRate": 0.24918032786885247,
"wilsonLowerBound": 0.2422400900108904
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 65248,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17898,
"successRate": 0.2743072584600294,
"wilsonLowerBound": 0.270897143014917
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 451,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 286,
"successRate": 0.6341463414634146,
"wilsonLowerBound": 0.5887324189731684
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 47626,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21137,
"successRate": 0.4438122034183009,
"wilsonLowerBound": 0.43935476086037417
},
"vllm": {
"framework": "vllm",
"modelCount": 38364,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4232,
"successRate": 0.11031175059952038,
"wilsonLowerBound": 0.1072157806345598
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 839,
"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": 10057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 750,
"successRate": 0.0745749229392463,
"wilsonLowerBound": 0.06960138633482998
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 6705,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2909,
"successRate": 0.433855331841909,
"wilsonLowerBound": 0.4220335895203994
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7401,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 243,
"successRate": 0.032833400891771385,
"wilsonLowerBound": 0.029009650170403356
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 15170,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4836,
"successRate": 0.3187870797626895,
"wilsonLowerBound": 0.3114180048532006
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 27511,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14042,
"successRate": 0.5104140162116971,
"wilsonLowerBound": 0.5045058153435799
},
"vllm": {
"framework": "vllm",
"modelCount": 65118,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6849,
"successRate": 0.10517829171657606,
"wilsonLowerBound": 0.1028452029839664
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2066,
"successRate": 0.15705055112124666,
"wilsonLowerBound": 0.1509330537443343
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-02T17:33:50.053306+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1195.8970588235293,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.9627701975015089,
"queueFactor": 1.0070131433591498,
"queueWeight": 1.0070131433591498,
"recentSuccess": 42,
"recentSuccessRate": 0.3088235294117647,
"recentTerminal": 136,
"recentWilsonLowerBound": 0.23732037486900903,
"running": 8,
"selectionWeight": 0.969522242918504,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.666666666666668,
"waiting": 27107
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1309.9701492537315,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9933447451792972,
"queueWeight": 0.9933447451792972,
"recentSuccess": 60,
"recentSuccessRate": 0.44776119402985076,
"recentTerminal": 134,
"recentWilsonLowerBound": 0.3661900652361557,
"running": 8,
"selectionWeight": 2.483361862948243,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.333333333333332,
"waiting": 29256
},
"Biren_166m": {
"available": true,
"backlogHours": 123.06382978723404,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3093367846884136,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 36,
"recentSuccessRate": 0.19148936170212766,
"recentTerminal": 188,
"recentWilsonLowerBound": 0.14164548004399852,
"running": 8,
"selectionWeight": 0.40213782009493765,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 31.333333333333332,
"waiting": 3856
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1394.608695652174,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.34108565766711985,
"queueFactor": 0.9840594885488222,
"queueWeight": 0.9840594885488222,
"recentSuccess": 16,
"recentSuccessRate": 0.2318840579710145,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.14807779670568116,
"running": 7,
"selectionWeight": 0.3356485778352446,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.5,
"waiting": 16038
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 417.25984251968504,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.31935684129030817,
"queueFactor": 1.1793106488652285,
"queueWeight": 1.1793106488652285,
"recentSuccess": 26,
"recentSuccessRate": 0.2047244094488189,
"recentTerminal": 127,
"recentWilsonLowerBound": 0.14371289780112673,
"running": 7,
"selectionWeight": 0.37662092372162315,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.166666666666668,
"waiting": 8832
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 41.55357142857143,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 12,
"recentSuccessRate": 0.03571428571428571,
"recentTerminal": 336,
"recentWilsonLowerBound": 0.020545856432680327,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 56.0,
"waiting": 2327
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 141.7467248908297,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.06862863234145537,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 24,
"recentSuccessRate": 0.10480349344978165,
"recentTerminal": 229,
"recentWilsonLowerBound": 0.07144363258875107,
"running": 4,
"selectionWeight": 0.08921722204389199,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 38.166666666666664,
"waiting": 5410
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 1964.75,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.10573620712686649,
"queueFactor": 0.9347449208138103,
"queueWeight": 0.9347449208138103,
"recentSuccess": 8,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.08695410039453222,
"running": 2,
"selectionWeight": 0.09883638255795546,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 8.0,
"waiting": 15718
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 389.2916666666667,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3209481087697814,
"queueFactor": 1.1916478740409524,
"queueWeight": 1.1916478740409524,
"recentSuccess": 29,
"recentSuccessRate": 0.2013888888888889,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.144037948396581,
"running": 8,
"selectionWeight": 0.3824571314929744,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.0,
"waiting": 9343
},
"MetaX_c-500": {
"available": true,
"backlogHours": 627.6237623762377,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9354381437916827,
"queueFactor": 1.109262424714803,
"queueWeight": 1.109262424714803,
"recentSuccess": 32,
"recentSuccessRate": 0.31683168316831684,
"recentTerminal": 101,
"recentWilsonLowerBound": 0.23423391085400688,
"running": 4,
"selectionWeight": 1.0376463835530765,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.833333333333332,
"waiting": 10565
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1676.9620253164558,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.270137981255837,
"queueFactor": 0.9572177083253304,
"queueWeight": 0.9572177083253304,
"recentSuccess": 36,
"recentSuccessRate": 0.45569620253164556,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.35048276758066016,
"running": 4,
"selectionWeight": 2.1730162760000042,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 22080
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3793.1111111111113,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.09245094633205245,
"queueFactor": 0.846915095611336,
"queueWeight": 0.846915095611336,
"recentSuccess": 5,
"recentSuccessRate": 0.18518518518518517,
"recentTerminal": 27,
"recentWilsonLowerBound": 0.08180586574285321,
"running": 2,
"selectionWeight": 0.0782981020521687,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 4.5,
"waiting": 17069
},
"Vastai_va16": {
"available": true,
"backlogHours": 1422.2727272727273,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.13053905603844515,
"queueFactor": 0.9811643867038186,
"queueWeight": 0.9811643867038186,
"recentSuccess": 11,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 66,
"recentWilsonLowerBound": 0.09569485409199656,
"running": 16,
"selectionWeight": 0.12808027285885643,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.0,
"waiting": 15645
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1365.068181818182,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.5947358566169514,
"queueFactor": 0.9872248007030094,
"queueWeight": 0.9872248007030094,
"recentSuccess": 24,
"recentSuccessRate": 0.2727272727272727,
"recentTerminal": 88,
"recentWilsonLowerBound": 0.19065350395100789,
"running": 6,
"selectionWeight": 0.5871379875196034,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.666666666666666,
"waiting": 20021
}
},
"queueAttemptedAt": "2026-10-02T17:33:50.053306+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-02T17:33:50.053306+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
}