Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-21T03:38:37.474575+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": "2026-10-21T01:54:41.589708+00:00",
"frameworkAttemptedAt": "2026-10-21T02:43:21.379495+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43723,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22002,
"successRate": 0.5032134117055097,
"wilsonLowerBound": 0.4985266894854159
},
"vllm": {
"framework": "vllm",
"modelCount": 58247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15544,
"successRate": 0.26686352945216063,
"wilsonLowerBound": 0.26328682486038474
},
"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": 5356,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1707,
"successRate": 0.3187079910380881,
"wilsonLowerBound": 0.30636217663711107
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38702,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18518,
"successRate": 0.4784765645186295,
"wilsonLowerBound": 0.47350207360169533
},
"vllm": {
"framework": "vllm",
"modelCount": 40632,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11108,
"successRate": 0.2733805867296712,
"wilsonLowerBound": 0.26906845799240087
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14301,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5917,
"successRate": 0.41374729039927277,
"wilsonLowerBound": 0.40569947237954207
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64286,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12098,
"successRate": 0.18819027470989017,
"wilsonLowerBound": 0.18518743269167423
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 35363,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7460,
"successRate": 0.21095495291689054,
"wilsonLowerBound": 0.20673413131168802
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013951824469353684,
"wilsonLowerBound": 0.011654704750201347
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26786,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3290,
"successRate": 0.12282535652953035,
"wilsonLowerBound": 0.11894847762322813
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10144050357099625,
"wilsonLowerBound": 0.09692908882989518
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17562,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6764,
"successRate": 0.3851497551531716,
"wilsonLowerBound": 0.3779783329083974
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24828,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3809,
"successRate": 0.15341549863057838,
"wilsonLowerBound": 0.14898628499581715
},
"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": 55492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 13952,
"successRate": 0.25142362863115403,
"wilsonLowerBound": 0.24783129564579645
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25386,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3243,
"successRate": 0.12774757740486883,
"wilsonLowerBound": 0.12369747152321398
},
"vllm": {
"framework": "vllm",
"modelCount": 87129,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9772,
"successRate": 0.1121555394874267,
"wilsonLowerBound": 0.1100772803468428
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 49512,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5679,
"successRate": 0.11469946679592825,
"wilsonLowerBound": 0.11192240964151204
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52017,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3802,
"successRate": 0.07309148932079897,
"wilsonLowerBound": 0.07088603404948769
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95018,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 23957,
"successRate": 0.25213117514576183,
"wilsonLowerBound": 0.24938015295183322
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 149,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5681,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 590,
"successRate": 0.10385495511353635,
"wilsonLowerBound": 0.0961876547107571
},
"vllm": {
"framework": "vllm",
"modelCount": 112916,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16539,
"successRate": 0.14647171348613128,
"wilsonLowerBound": 0.1444213822004383
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 312,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.003205128205128205,
"wilsonLowerBound": 0.0005659935005814385
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 25857,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4169,
"successRate": 0.1612329349885911,
"wilsonLowerBound": 0.156800868056985
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44365,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5726,
"successRate": 0.1290657049475938,
"wilsonLowerBound": 0.12597793969050383
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8488,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 819,
"successRate": 0.09648916116870876,
"wilsonLowerBound": 0.09038903109154535
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35710,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7188,
"successRate": 0.20128815457854943,
"wilsonLowerBound": 0.19716161142561728
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12430,
"successRate": 0.20189715102491634,
"wilsonLowerBound": 0.19874491293207971
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18529,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5252,
"successRate": 0.2834475686761293,
"wilsonLowerBound": 0.27700378511934537
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16260,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3927,
"successRate": 0.2415129151291513,
"wilsonLowerBound": 0.23499576481089304
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69666,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19151,
"successRate": 0.27489736743892285,
"wilsonLowerBound": 0.2715944880014426
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1719,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1016,
"successRate": 0.5910413030831879,
"wilsonLowerBound": 0.5676216976924591
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48624,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21730,
"successRate": 0.44689865087199737,
"wilsonLowerBound": 0.44248387997072725
},
"vllm": {
"framework": "vllm",
"modelCount": 41221,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5238,
"successRate": 0.12707115305305547,
"wilsonLowerBound": 0.12389065422838738
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1247,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10114,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07573660272889064,
"wilsonLowerBound": 0.07073976685401544
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7833,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3447,
"successRate": 0.44006127920337035,
"wilsonLowerBound": 0.42910025041662964
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7433,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.0329611193327055,
"wilsonLowerBound": 0.02913746388780375
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19756,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5612,
"successRate": 0.2840656003239522,
"wilsonLowerBound": 0.27781947359597026
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29131,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14912,
"successRate": 0.5118945453297175,
"wilsonLowerBound": 0.5061531759276607
},
"vllm": {
"framework": "vllm",
"modelCount": 68494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7404,
"successRate": 0.108097059596461,
"wilsonLowerBound": 0.10579361159705768
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14337,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2561,
"successRate": 0.1786287228848434,
"wilsonLowerBound": 0.17244499092342525
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-21T03:38:37.474575+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1063.5375,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9970073180599893,
"queueWeight": 0.9970073180599893,
"recentSuccess": 56,
"recentSuccessRate": 0.35,
"recentTerminal": 160,
"recentWilsonLowerBound": 0.2803968085254454,
"running": 6,
"selectionWeight": 2.4925182951499734,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.666666666666668,
"waiting": 28361
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1390.723404255319,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.6947649254799233,
"queueFactor": 0.9576904411585228,
"queueWeight": 0.9576904411585228,
"recentSuccess": 43,
"recentSuccessRate": 0.3049645390070922,
"recentTerminal": 141,
"recentWilsonLowerBound": 0.2349805473237027,
"running": 8,
"selectionWeight": 1.6230601691428588,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.5,
"waiting": 32682
},
"Biren_166m": {
"available": true,
"backlogHours": 167.39285714285714,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.15147420193898037,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 20,
"recentSuccessRate": 0.11904761904761904,
"recentTerminal": 168,
"recentWilsonLowerBound": 0.07840033413753866,
"running": 8,
"selectionWeight": 0.1969164625206745,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.0,
"waiting": 4687
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1021.4579439252337,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.22679032724780857,
"queueFactor": 1.0030629602049055,
"queueWeight": 1.0030629602049055,
"recentSuccess": 16,
"recentSuccessRate": 0.14953271028037382,
"recentTerminal": 107,
"recentWilsonLowerBound": 0.0941875070353093,
"running": 6,
"selectionWeight": 0.2274849769950261,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.833333333333332,
"waiting": 18216
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 353.5,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.6668654659390678,
"queueFactor": 1.1761233018297816,
"queueWeight": 1.1761233018297816,
"recentSuccess": 35,
"recentSuccessRate": 0.20833333333333334,
"recentTerminal": 168,
"recentWilsonLowerBound": 0.15378310320374775,
"running": 6,
"selectionWeight": 0.7843160136765123,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.0,
"waiting": 9898
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 71.82,
"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": 0.04666666666666667,
"recentTerminal": 300,
"recentWilsonLowerBound": 0.027998674550830858,
"running": 11,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 50.0,
"waiting": 3591
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 338.0833333333333,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.05,
"queueFactor": 1.1840163592052118,
"queueWeight": 1.1840163592052118,
"recentSuccess": 9,
"recentSuccessRate": 0.0625,
"recentTerminal": 144,
"recentWilsonLowerBound": 0.033226271050318924,
"running": 12,
"selectionWeight": 0.05920081796026059,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 24.0,
"waiting": 8114
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2856.3529411764703,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 2.1833688298858407,
"queueFactor": 0.8596852724997323,
"queueWeight": 0.8596852724997323,
"recentSuccess": 14,
"recentSuccessRate": 0.4117647058823529,
"recentTerminal": 34,
"recentWilsonLowerBound": 0.2636573778568886,
"running": 2,
"selectionWeight": 1.8770100274878305,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.666666666666667,
"waiting": 16186
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 382.76,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.6274980065334878,
"queueFactor": 1.162177024090846,
"queueWeight": 1.162177024090846,
"recentSuccess": 31,
"recentSuccessRate": 0.20666666666666667,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.14958803521394032,
"running": 8,
"selectionWeight": 0.729263765856027,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 9569
},
"MetaX_c-500": {
"available": true,
"backlogHours": 602.0,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.9253949199858675,
"queueFactor": 1.0858548950814435,
"queueWeight": 1.0858548950814435,
"recentSuccess": 29,
"recentSuccessRate": 0.24786324786324787,
"recentTerminal": 117,
"recentWilsonLowerBound": 0.1784782855379003,
"running": 4,
"selectionWeight": 1.004844603750155,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.5,
"waiting": 11739
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2761.8947368421054,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5290055427969973,
"queueFactor": 0.8640327394364384,
"queueWeight": 0.8640327394364384,
"recentSuccess": 13,
"recentSuccessRate": 0.22807017543859648,
"recentTerminal": 57,
"recentWilsonLowerBound": 0.13841760968495656,
"running": 4,
"selectionWeight": 0.45707810831994966,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 9.5,
"waiting": 26238
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 3186.0,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.1628563441946043,
"queueFactor": 0.8457157165493229,
"queueWeight": 0.8457157165493229,
"recentSuccess": 6,
"recentSuccessRate": 0.17142857142857143,
"recentTerminal": 35,
"recentWilsonLowerBound": 0.08102529944856719,
"running": 2,
"selectionWeight": 0.13773016982514294,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.833333333333333,
"waiting": 18585
},
"Vastai_va16": {
"available": true,
"backlogHours": 1547.8333333333333,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.051226164816098985,
"queueFactor": 0.9424376722298582,
"queueWeight": 0.9424376722298582,
"recentSuccess": 7,
"recentSuccessRate": 0.09722222222222222,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.04789571126116793,
"running": 16,
"selectionWeight": 0.04827746752654739,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.0,
"waiting": 18574
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1474.9199999999998,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 1.325533194836849,
"queueFactor": 0.9492836426269156,
"queueWeight": 0.9492836426269156,
"recentSuccess": 29,
"recentSuccessRate": 0.29,
"recentTerminal": 100,
"recentWilsonLowerBound": 0.21014706973984149,
"running": 3,
"selectionWeight": 1.258306979617617,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 16.666666666666668,
"waiting": 24582
}
},
"queueAttemptedAt": "2026-10-21T03:38:37.474575+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-21T03:38:37.474575+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
}