Files
submmit/.modelhub_state/market_intelligence.json

773 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-02T18:04:33.478863+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-02T18:04:33.478863+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": "2026-10-02T18:16:25.353957+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1232.0454545454545,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0921427219742954,
"queueFactor": 0.9986689404740463,
"queueWeight": 0.9986689404740463,
"recentSuccess": 43,
"recentSuccessRate": 0.32575757575757575,
"recentTerminal": 132,
"recentWilsonLowerBound": 0.2517187813444382,
"running": 8,
"selectionWeight": 1.0906890150005106,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 22.0,
"waiting": 27105
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1210.262068965517,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.162843355735343,
"queueFactor": 1.001344782829249,
"queueWeight": 1.001344782829249,
"recentSuccess": 61,
"recentSuccessRate": 0.4206896551724138,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.3433997829386164,
"running": 8,
"selectionWeight": 2.1657519103424914,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 29248
},
"Biren_166m": {
"available": true,
"backlogHours": 127.59116022099447,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.312126534843571,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 35,
"recentSuccessRate": 0.19337016574585636,
"recentTerminal": 181,
"recentWilsonLowerBound": 0.1424512318417564,
"running": 8,
"selectionWeight": 0.4057644952966423,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 30.166666666666668,
"waiting": 3849
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1480.3384615384614,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.38972531094582696,
"queueFactor": 0.9715415957759611,
"queueWeight": 0.9715415957759611,
"recentSuccess": 16,
"recentSuccessRate": 0.24615384615384617,
"recentTerminal": 65,
"recentWilsonLowerBound": 0.1575785436701859,
"running": 7,
"selectionWeight": 0.37863435051059136,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.833333333333334,
"waiting": 16037
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 413.578125,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.34564799613993424,
"queueFactor": 1.1763374371831314,
"queueWeight": 1.1763374371831314,
"recentSuccess": 27,
"recentSuccessRate": 0.2109375,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.1492121185502459,
"running": 7,
"selectionWeight": 0.40659867794673515,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 21.333333333333332,
"waiting": 8823
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 43.64150943396226,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 9,
"recentSuccessRate": 0.02830188679245283,
"recentTerminal": 318,
"recentWilsonLowerBound": 0.014959615971523482,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 53.0,
"waiting": 2313
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 138.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07192897842681527,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.10638297872340426,
"recentTerminal": 235,
"recentWilsonLowerBound": 0.07310157855109815,
"running": 3,
"selectionWeight": 0.09350767195485986,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 39.166666666666664,
"waiting": 5405
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2481.4736842105262,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.25495708469520806,
"queueFactor": 0.8991022855531074,
"queueWeight": 0.8991022855531074,
"recentSuccess": 9,
"recentSuccessRate": 0.23684210526315788,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.12993561496969508,
"running": 2,
"selectionWeight": 0.22923249756741876,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 6.333333333333333,
"waiting": 15716
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 396.21276595744683,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.2511834795407376,
"queueFactor": 1.1839307023958736,
"queueWeight": 1.1839307023958736,
"recentSuccess": 26,
"recentSuccessRate": 0.18439716312056736,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.12905789113836175,
"running": 8,
"selectionWeight": 0.297383833362905,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 23.5,
"waiting": 9311
},
"MetaX_c-500": {
"available": true,
"backlogHours": 781.925925925926,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.1950472909072731,
"queueFactor": 1.069155097182133,
"queueWeight": 1.069155097182133,
"recentSuccess": 29,
"recentSuccessRate": 0.35802469135802467,
"recentTerminal": 81,
"recentWilsonLowerBound": 0.26223516972228395,
"running": 4,
"selectionWeight": 1.2776909024472105,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.5,
"waiting": 10556
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1866.507042253521,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 2.5,
"queueFactor": 0.9383418965613879,
"queueWeight": 0.9383418965613879,
"recentSuccess": 34,
"recentSuccessRate": 0.4788732394366197,
"recentTerminal": 71,
"recentWilsonLowerBound": 0.36677330370106553,
"running": 4,
"selectionWeight": 2.34585474140347,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 11.833333333333334,
"waiting": 22087
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3303.870967741935,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.11891457821453254,
"queueFactor": 0.8613151596035378,
"queueWeight": 0.8613151596035378,
"recentSuccess": 6,
"recentSuccessRate": 0.1935483870967742,
"recentTerminal": 31,
"recentWilsonLowerBound": 0.09186883586347631,
"running": 2,
"selectionWeight": 0.10242292891403747,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 5.166666666666667,
"waiting": 17070
},
"Vastai_va16": {
"available": true,
"backlogHours": 1359.9130434782608,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9839859149257377,
"queueWeight": 0.9839859149257377,
"recentSuccess": 7,
"recentSuccessRate": 0.10144927536231885,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.05001600257161549,
"running": 16,
"selectionWeight": 0.04919929574628689,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.5,
"waiting": 15639
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1320.4615384615386,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7534509433492349,
"queueFactor": 0.9883407212255386,
"queueWeight": 0.9883407212255386,
"recentSuccess": 27,
"recentSuccessRate": 0.2967032967032967,
"recentTerminal": 91,
"recentWilsonLowerBound": 0.21263355271467296,
"running": 6,
"selectionWeight": 0.7446662487578453,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.166666666666666,
"waiting": 20027
}
},
"queueAttemptedAt": "2026-10-02T18:16:25.353957+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-02T18:16:25.353957+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
}