Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-23T13:24:14.059982+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-23T12:06:14.759955+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 44007,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22187,
"successRate": 0.5041697911695867,
"wilsonLowerBound": 0.49949819842432125
},
"vllm": {
"framework": "vllm",
"modelCount": 58620,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15634,
"successRate": 0.26670078471511427,
"wilsonLowerBound": 0.2631361335283267
},
"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": 5635,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1816,
"successRate": 0.3222715173025732,
"wilsonLowerBound": 0.3101936801872484
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39072,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18787,
"successRate": 0.4808302620802621,
"wilsonLowerBound": 0.47587818647406654
},
"vllm": {
"framework": "vllm",
"modelCount": 40924,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11203,
"successRate": 0.2737513439546476,
"wilsonLowerBound": 0.26945269017047235
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14693,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6050,
"successRate": 0.41176070237528073,
"wilsonLowerBound": 0.4038268405531547
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64317,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12100,
"successRate": 0.18813066529844363,
"wilsonLowerBound": 0.18512891361905193
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36727,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7692,
"successRate": 0.20943719879108014,
"wilsonLowerBound": 0.20530611294120568
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8466,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013819985825655563,
"wilsonLowerBound": 0.011544457364223739
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26824,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3294,
"successRate": 0.12280047718461079,
"wilsonLowerBound": 0.11892665277892703
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16526,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10141595062326032,
"wilsonLowerBound": 0.09690557044342328
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 18024,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6914,
"successRate": 0.3835996449178873,
"wilsonLowerBound": 0.376526099219241
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24848,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.15337250482936252,
"wilsonLowerBound": 0.14894557314894244
},
"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": 56492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14172,
"successRate": 0.2508673794519578,
"wilsonLowerBound": 0.24730950013092923
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 26004,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3373,
"successRate": 0.12971081372096602,
"wilsonLowerBound": 0.12568172494110819
},
"vllm": {
"framework": "vllm",
"modelCount": 87134,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9775,
"successRate": 0.11218353340831363,
"wilsonLowerBound": 0.11010510375972507
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5774,
"successRate": 0.11441593183394431,
"wilsonLowerBound": 0.11166795618194252
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 53076,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3870,
"successRate": 0.0729143115532444,
"wilsonLowerBound": 0.07073314570821167
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95327,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24116,
"successRate": 0.2529818414510055,
"wilsonLowerBound": 0.25023215564111395
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5724,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 593,
"successRate": 0.1035988819007687,
"wilsonLowerBound": 0.09596822651095949
},
"vllm": {
"framework": "vllm",
"modelCount": 112952,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16543,
"successRate": 0.14646044337417663,
"wilsonLowerBound": 0.14441050303598618
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0029940119760479044,
"wilsonLowerBound": 0.0005286986847552426
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26388,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4250,
"successRate": 0.16105805669243595,
"wilsonLowerBound": 0.15667227412799561
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44667,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5811,
"successRate": 0.1300960440593727,
"wilsonLowerBound": 0.1270080009746952
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8579,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 841,
"successRate": 0.0980300734351323,
"wilsonLowerBound": 0.09191646943805239
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 36059,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7295,
"successRate": 0.2023073296541779,
"wilsonLowerBound": 0.19819272528444692
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61593,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.20182488269770915,
"wilsonLowerBound": 0.19867375988306904
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19396,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5489,
"successRate": 0.2829964941224995,
"wilsonLowerBound": 0.2767005039717228
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16492,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3983,
"successRate": 0.24151103565365026,
"wilsonLowerBound": 0.23503947058948763
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 70196,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19272,
"successRate": 0.27454555815146164,
"wilsonLowerBound": 0.27125645653772457
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1947,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1118,
"successRate": 0.5742167437082691,
"wilsonLowerBound": 0.5521280551109713
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48770,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21815,
"successRate": 0.44730367028911217,
"wilsonLowerBound": 0.4428950913704027
},
"vllm": {
"framework": "vllm",
"modelCount": 41602,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5343,
"successRate": 0.12843132541704727,
"wilsonLowerBound": 0.12525056724249523
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1298,
"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": 10117,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07571414450924187,
"wilsonLowerBound": 0.07071873575009961
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7984,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3511,
"successRate": 0.4397545090180361,
"wilsonLowerBound": 0.4288982626274817
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7445,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 247,
"successRate": 0.03317662860980524,
"wilsonLowerBound": 0.02934300967033281
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20681,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5864,
"successRate": 0.2835452831101011,
"wilsonLowerBound": 0.27744298752470353
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29318,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15031,
"successRate": 0.5126884507810902,
"wilsonLowerBound": 0.5069655428587235
},
"vllm": {
"framework": "vllm",
"modelCount": 68873,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7482,
"successRate": 0.10863473349498352,
"wilsonLowerBound": 0.10633248321023593
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14516,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2632,
"successRate": 0.181317167263709,
"wilsonLowerBound": 0.17513402062025307
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-23T13:27:17.933483+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1305.421875,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.5117244319822802,
"queueFactor": 0.9598022146450143,
"queueWeight": 0.9598022146450143,
"recentSuccess": 42,
"recentSuccessRate": 0.328125,
"recentTerminal": 128,
"recentWilsonLowerBound": 0.252828585211572,
"running": 9,
"selectionWeight": 1.4509564577495688,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.333333333333332,
"waiting": 27849
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1369.4788732394366,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9529301766122539,
"queueWeight": 0.9529301766122539,
"recentSuccess": 56,
"recentSuccessRate": 0.39436619718309857,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.3177821708116304,
"running": 8,
"selectionWeight": 2.3823254415306345,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 32411
},
"Biren_166m": {
"available": true,
"backlogHours": 126.11009174311926,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.1884364409030814,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 30,
"recentSuccessRate": 0.13761467889908258,
"recentTerminal": 218,
"recentWilsonLowerBound": 0.09812444245358987,
"running": 9,
"selectionWeight": 0.24496737317400583,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 36.333333333333336,
"waiting": 4582
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1220.4269662921347,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.4193067021460784,
"queueFactor": 0.9695441969417782,
"queueWeight": 0.9695441969417782,
"recentSuccess": 19,
"recentSuccessRate": 0.21348314606741572,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.14114687024752387,
"running": 7,
"selectionWeight": 0.40653637980452495,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.833333333333334,
"waiting": 18103
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 430.48854961832063,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2930559604498172,
"queueFactor": 1.1335746882494906,
"queueWeight": 1.1335746882494906,
"recentSuccess": 23,
"recentSuccessRate": 0.17557251908396945,
"recentTerminal": 131,
"recentWilsonLowerBound": 0.11993681310262834,
"running": 7,
"selectionWeight": 0.33220081900655657,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.833333333333332,
"waiting": 9399
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 60.74782608695652,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.05,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 25,
"recentSuccessRate": 0.07246376811594203,
"recentTerminal": 345,
"recentWilsonLowerBound": 0.049561402218045274,
"running": 24,
"selectionWeight": 0.065,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 57.5,
"waiting": 3493
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 313.4,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.08067864450924207,
"queueFactor": 1.1888567604668832,
"queueWeight": 1.1888567604668832,
"recentSuccess": 16,
"recentSuccessRate": 0.10666666666666667,
"recentTerminal": 150,
"recentWilsonLowerBound": 0.06672979536363804,
"running": 2,
"selectionWeight": 0.09591535195011681,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.0,
"waiting": 7835
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2354.048780487805,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.2067209223468329,
"queueFactor": 0.8785612855993938,
"queueWeight": 0.8785612855993938,
"recentSuccess": 8,
"recentSuccessRate": 0.1951219512195122,
"recentTerminal": 41,
"recentWilsonLowerBound": 0.1023431574920593,
"running": 4,
"selectionWeight": 0.18161699929732597,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.833333333333333,
"waiting": 16086
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 294.1639344262295,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3870894064628733,
"queueFactor": 1.2002064786624378,
"queueWeight": 1.2002064786624378,
"recentSuccess": 34,
"recentSuccessRate": 0.18579234972677597,
"recentTerminal": 183,
"recentWilsonLowerBound": 0.13610973830641254,
"running": 8,
"selectionWeight": 0.46458721345833826,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.5,
"waiting": 8972
},
"MetaX_c-500": {
"available": true,
"backlogHours": 592.6034482758621,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.783904015533501,
"queueFactor": 1.0805123980320908,
"queueWeight": 1.0805123980320908,
"recentSuccess": 30,
"recentSuccessRate": 0.25862068965517243,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.18757950357929473,
"running": 5,
"selectionWeight": 0.8470180076510885,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 11457
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1773.0337078651685,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.0871326766027543,
"queueFactor": 0.916720264531599,
"queueWeight": 0.916720264531599,
"recentSuccess": 27,
"recentSuccessRate": 0.30337078651685395,
"recentTerminal": 89,
"recentWilsonLowerBound": 0.21764052928150573,
"running": 5,
"selectionWeight": 0.9965965548762222,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 14.833333333333334,
"waiting": 26300
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1556.4166666666667,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9348146280864085,
"queueWeight": 0.9348146280864085,
"recentSuccess": 6,
"recentSuccessRate": 0.08333333333333333,
"recentTerminal": 72,
"recentWilsonLowerBound": 0.03875189713049035,
"running": 2,
"selectionWeight": 0.046740731404320425,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 12.0,
"waiting": 18677
},
"Vastai_va16": {
"available": true,
"backlogHours": 765.6338028169014,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.5394639033829994,
"queueFactor": 1.0397794160082734,
"queueWeight": 1.0397794160082734,
"recentSuccess": 31,
"recentSuccessRate": 0.21830985915492956,
"recentTerminal": 142,
"recentWilsonLowerBound": 0.158275038652959,
"running": 16,
"selectionWeight": 0.5609234624171188,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.666666666666668,
"waiting": 18120
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1591.6129032258063,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.4365023333197594,
"queueFactor": 0.9316842693420901,
"queueWeight": 0.9316842693420901,
"recentSuccess": 20,
"recentSuccessRate": 0.21505376344086022,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.14374913397362912,
"running": 7,
"selectionWeight": 0.40668235748513754,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 24670
}
},
"queueAttemptedAt": "2026-10-23T13:27:17.933483+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-23T13:27:17.933483+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"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
}