Files
submmit/.modelhub_state/market_intelligence.json

782 lines
24 KiB
JSON

{
"communityAttemptedAt": "2026-10-16T01:39:34.451168+00:00",
"communityError": null,
"communitySample": {},
"communityUpdatedAt": "2026-10-16T01:39:34.451168+00:00",
"frameworkAttemptedAt": "2026-10-15T22:29:31.568854+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 42870,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21415,
"successRate": 0.49953347329134595,
"wilsonLowerBound": 0.4948005893890889
},
"vllm": {
"framework": "vllm",
"modelCount": 57456,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15445,
"successRate": 0.2688143971038708,
"wilsonLowerBound": 0.2652047710908024
},
"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": 4754,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1465,
"successRate": 0.30816154816996216,
"wilsonLowerBound": 0.2951952626178232
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 37698,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 17861,
"successRate": 0.4737917130882275,
"wilsonLowerBound": 0.46875418760152016
},
"vllm": {
"framework": "vllm",
"modelCount": 40197,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11068,
"successRate": 0.27534393113913974,
"wilsonLowerBound": 0.2709987585113953
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 13373,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5568,
"successRate": 0.4163613250579526,
"wilsonLowerBound": 0.4080314634192986
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64234,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.1883426222872622,
"wilsonLowerBound": 0.18533762410876714
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 32265,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6910,
"successRate": 0.2141639547497288,
"wilsonLowerBound": 0.20972171533169404
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8087,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 113,
"successRate": 0.013973043155681958,
"wilsonLowerBound": 0.011635726169672794
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26706,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3286,
"successRate": 0.12304351082153824,
"wilsonLowerBound": 0.1191578752859266
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16513,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.1014957911948162,
"wilsonLowerBound": 0.09698204696318485
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 16416,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6431,
"successRate": 0.39175194931773877,
"wilsonLowerBound": 0.3843107241552837
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24795,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3808,
"successRate": 0.15357935067553943,
"wilsonLowerBound": 0.1491452409966151
},
"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": 53336,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13431,
"successRate": 0.25181865906704665,
"wilsonLowerBound": 0.24815284645707866
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 24884,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3162,
"successRate": 0.12706960295772385,
"wilsonLowerBound": 0.12298893246190028
},
"vllm": {
"framework": "vllm",
"modelCount": 87057,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.11224829709270938,
"wilsonLowerBound": 0.11016842466014429
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 47734,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5613,
"successRate": 0.11758913981648302,
"wilsonLowerBound": 0.11473010984407041
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 49042,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3741,
"successRate": 0.07628155458586518,
"wilsonLowerBound": 0.0739652298907705
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 94431,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23699,
"successRate": 0.2509663140282323,
"wilsonLowerBound": 0.24821108742085593
},
"transformers": {
"framework": "transformers",
"modelCount": 5613,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 588,
"successRate": 0.10475681453768039,
"wilsonLowerBound": 0.09701370031621208
},
"vllm": {
"framework": "vllm",
"modelCount": 112888,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16535,
"successRate": 0.14647261002055134,
"wilsonLowerBound": 0.14442202070746066
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 200,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.005,
"wilsonLowerBound": 0.0008831459893662051
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 24561,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4076,
"successRate": 0.1659541549611172,
"wilsonLowerBound": 0.16135358325791332
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 43905,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5695,
"successRate": 0.12971187791823255,
"wilsonLowerBound": 0.12660141801752534
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8300,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 794,
"successRate": 0.09566265060240964,
"wilsonLowerBound": 0.08952059740359754
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 34896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6946,
"successRate": 0.19904860155891793,
"wilsonLowerBound": 0.19489243739064158
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61531,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12428,
"successRate": 0.2019794900131641,
"wilsonLowerBound": 0.19882587269864713
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 16973,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4787,
"successRate": 0.282036175101632,
"wilsonLowerBound": 0.27531621133948897
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 15766,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.24172269440568311,
"wilsonLowerBound": 0.23510318214332973
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 68700,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18902,
"successRate": 0.2751382823871907,
"wilsonLowerBound": 0.27181143032205385
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1219,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 733,
"successRate": 0.601312551271534,
"wilsonLowerBound": 0.573549062270178
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48497,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.4480689527187249,
"wilsonLowerBound": 0.44364721836674464
},
"vllm": {
"framework": "vllm",
"modelCount": 40378,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4971,
"successRate": 0.12311159542325029,
"wilsonLowerBound": 0.11994256907475641
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1142,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"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": 10101,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 764,
"successRate": 0.07563607563607563,
"wilsonLowerBound": 0.070639306888646
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3300,
"successRate": 0.43853820598006643,
"wilsonLowerBound": 0.42736080839402635
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7425,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.032996632996632996,
"wilsonLowerBound": 0.029168915973438132
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18841,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5482,
"successRate": 0.29096120163473277,
"wilsonLowerBound": 0.2845186394329446
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 28697,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14684,
"successRate": 0.5116911175384187,
"wilsonLowerBound": 0.5059064617343125
},
"vllm": {
"framework": "vllm",
"modelCount": 67805,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7293,
"successRate": 0.10755843964309417,
"wilsonLowerBound": 0.1052485855795052
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 13921,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2394,
"successRate": 0.17197040442496947,
"wilsonLowerBound": 0.165792511849576
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-16T01:39:34.451168+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 762.3561643835617,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.396903338639349,
"queueFactor": 1.0036635391073843,
"queueWeight": 1.0036635391073843,
"recentSuccess": 56,
"recentSuccessRate": 0.2557077625570776,
"recentTerminal": 219,
"recentWilsonLowerBound": 0.20248472554410663,
"running": 10,
"selectionWeight": 1.40202094864969,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.5,
"waiting": 27826
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1092.6936416184972,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9509048720080514,
"queueWeight": 0.9509048720080514,
"recentSuccess": 57,
"recentSuccessRate": 0.32947976878612717,
"recentTerminal": 173,
"recentWilsonLowerBound": 0.2638088634578516,
"running": 8,
"selectionWeight": 2.3772621800201286,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.833333333333332,
"waiting": 31506
},
"Biren_166m": {
"available": true,
"backlogHours": 122.44444444444444,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.20368237322912708,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.11934156378600823,
"recentTerminal": 243,
"recentWilsonLowerBound": 0.08439087522831276,
"running": 9,
"selectionWeight": 0.2647870851978652,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 40.5,
"waiting": 4959
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 904.3157894736842,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.3603343148026883,
"queueFactor": 0.9782814483591606,
"queueWeight": 0.9782814483591606,
"recentSuccess": 19,
"recentSuccessRate": 0.16666666666666666,
"recentTerminal": 114,
"recentWilsonLowerBound": 0.10937299791543169,
"running": 7,
"selectionWeight": 0.35250837537867963,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.0,
"waiting": 17182
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 254.37788018433181,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2867397078452373,
"queueFactor": 1.1832865643533363,
"queueWeight": 1.1832865643533363,
"recentSuccess": 30,
"recentSuccessRate": 0.1382488479262673,
"recentTerminal": 217,
"recentWilsonLowerBound": 0.09858506422035085,
"running": 7,
"selectionWeight": 0.33929524375987025,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.166666666666664,
"waiting": 9200
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 42.122199592668025,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 5,
"recentSuccessRate": 0.010183299389002037,
"recentTerminal": 491,
"recentWilsonLowerBound": 0.004357256680978104,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 81.83333333333333,
"waiting": 3447
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 111.77999999999999,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.07331357160715891,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 30,
"recentSuccessRate": 0.075,
"recentTerminal": 400,
"recentWilsonLowerBound": 0.053037406335715714,
"running": 3,
"selectionWeight": 0.09530764308930659,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 66.66666666666667,
"waiting": 7452
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2011.25,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.5547908966727346,
"queueFactor": 0.8677446132498411,
"queueWeight": 0.8677446132498411,
"recentSuccess": 11,
"recentSuccessRate": 0.22916666666666666,
"recentTerminal": 48,
"recentWilsonLowerBound": 0.13307691028989044,
"running": 2,
"selectionWeight": 0.48141681206781467,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.0,
"waiting": 16090
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 330.15,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.7896687230228634,
"queueFactor": 1.1379027308361345,
"queueWeight": 1.1379027308361345,
"recentSuccess": 34,
"recentSuccessRate": 0.2125,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.15623978153334164,
"running": 9,
"selectionWeight": 0.8985661963835994,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 8804
},
"MetaX_c-500": {
"available": true,
"backlogHours": 552.2,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.765985733018196,
"queueFactor": 1.0534098490975732,
"queueWeight": 1.0534098490975732,
"recentSuccess": 36,
"recentSuccessRate": 0.3,
"recentTerminal": 120,
"recentWilsonLowerBound": 0.2252550133867232,
"running": 4,
"selectionWeight": 1.8603067645271651,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.0,
"waiting": 11044
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2508.387096774193,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.30946876478230284,
"queueFactor": 0.839465111132148,
"queueWeight": 0.839465111132148,
"recentSuccess": 11,
"recentSuccessRate": 0.1774193548387097,
"recentTerminal": 62,
"recentWilsonLowerBound": 0.10206333434361749,
"running": 4,
"selectionWeight": 0.2597882310199044,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 10.333333333333334,
"waiting": 25920
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1591.6521739130435,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8987411149030166,
"queueWeight": 0.8987411149030166,
"recentSuccess": 5,
"recentSuccessRate": 0.07246376811594203,
"recentTerminal": 69,
"recentWilsonLowerBound": 0.031347309217669046,
"running": 2,
"selectionWeight": 0.04493705574515083,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 11.5,
"waiting": 18304
},
"Vastai_va16": {
"available": true,
"backlogHours": 799.9838709677418,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.05,
"queueFactor": 0.9964365520431997,
"queueWeight": 0.9964365520431997,
"recentSuccess": 6,
"recentSuccessRate": 0.04838709677419355,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.022362105662260098,
"running": 16,
"selectionWeight": 0.04982182760215999,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 20.666666666666668,
"waiting": 16533
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 875.0196078431372,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.7457289508468102,
"queueFactor": 0.9831259670752276,
"queueWeight": 0.9831259670752276,
"recentSuccess": 32,
"recentSuccessRate": 0.20915032679738563,
"recentTerminal": 153,
"recentWilsonLowerBound": 0.15222635033160012,
"running": 6,
"selectionWeight": 0.7331454959772652,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.5,
"waiting": 22313
}
},
"queueAttemptedAt": "2026-10-16T01:39:34.451168+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-16T01:39:34.451168+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Ascend_910-b3",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}