Files
submmit/.modelhub_state/market_intelligence.json

739 lines
23 KiB
JSON

{
"communityAttemptedAt": "2026-10-23T07:15:40.062224+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-23T06:15:55.964239+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22159,
"successRate": 0.5040260212901465,
"wilsonLowerBound": 0.49935214609351847
},
"vllm": {
"framework": "vllm",
"modelCount": 58583,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15621,
"successRate": 0.2666473208951402,
"wilsonLowerBound": 0.2630817809935259
},
"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": 5609,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1809,
"successRate": 0.3225173827776787,
"wilsonLowerBound": 0.31040927158514764
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 39025,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18757,
"successRate": 0.4806406149903908,
"wilsonLowerBound": 0.4756856508851418
},
"vllm": {
"framework": "vllm",
"modelCount": 40893,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11200,
"successRate": 0.27388550607683465,
"wilsonLowerBound": 0.26958455933447
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14641,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6035,
"successRate": 0.4121986203128202,
"wilsonLowerBound": 0.40424934337112234
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26815,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3293,
"successRate": 0.12280440052209585,
"wilsonLowerBound": 0.11892988059770816
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10142208774583963,
"wilsonLowerBound": 0.09691144896995606
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17974,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6896,
"successRate": 0.38366529431400914,
"wilsonLowerBound": 0.37658170973209737
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24847,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.1533786775063388,
"wilsonLowerBound": 0.14895158306091186
},
"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": 56408,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14150,
"successRate": 0.25085094312863426,
"wilsonLowerBound": 0.24729050748652223
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25882,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3351,
"successRate": 0.1294722200757283,
"wilsonLowerBound": 0.1254370155019984
},
"vllm": {
"framework": "vllm",
"modelCount": 87132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9774,
"successRate": 0.11217463159344443,
"wilsonLowerBound": 0.11009625130917604
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50436,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5774,
"successRate": 0.11448171940677294,
"wilsonLowerBound": 0.11173226201847136
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52998,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3870,
"successRate": 0.07302162345748896,
"wilsonLowerBound": 0.07083736811207234
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95287,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24092,
"successRate": 0.2528361686274098,
"wilsonLowerBound": 0.2500864394652107
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5722,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 592,
"successRate": 0.1034603285564488,
"wilsonLowerBound": 0.09583314316759757
},
"vllm": {
"framework": "vllm",
"modelCount": 112950,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16542,
"successRate": 0.14645418326693227,
"wilsonLowerBound": 0.14440426160294925
},
"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": 26371,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4248,
"successRate": 0.16108604148496455,
"wilsonLowerBound": 0.1566985460266171
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44663,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5811,
"successRate": 0.13010769540783199,
"wilsonLowerBound": 0.12701939567235843
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8574,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 841,
"successRate": 0.09808724049451831,
"wilsonLowerBound": 0.09197024660181953
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 36017,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7281,
"successRate": 0.2021545381347697,
"wilsonLowerBound": 0.1980387399113975
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61589,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.2018379905502606,
"wilsonLowerBound": 0.198686688302206
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19307,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5475,
"successRate": 0.2835759051121355,
"wilsonLowerBound": 0.27726147674141
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16465,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3975,
"successRate": 0.24142119647737625,
"wilsonLowerBound": 0.23494522717067756
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 70137,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19259,
"successRate": 0.2745911573064146,
"wilsonLowerBound": 0.27130050487061963
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1931,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1110,
"successRate": 0.5748316934230968,
"wilsonLowerBound": 0.5526541540847068
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48737,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21789,
"successRate": 0.4470730656380163,
"wilsonLowerBound": 0.4426632315763324
},
"vllm": {
"framework": "vllm",
"modelCount": 41566,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5329,
"successRate": 0.12820574508011356,
"wilsonLowerBound": 0.12502605509351106
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1291,
"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": 7974,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3509,
"successRate": 0.4400551793328317,
"wilsonLowerBound": 0.42919120600333155
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7443,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 246,
"successRate": 0.03305118903667876,
"wilsonLowerBound": 0.02922456762183645
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20571,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5823,
"successRate": 0.2830683972582762,
"wilsonLowerBound": 0.27695313991044695
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29298,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15019,
"successRate": 0.5126288483855553,
"wilsonLowerBound": 0.5069039776736306
},
"vllm": {
"framework": "vllm",
"modelCount": 68834,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7472,
"successRate": 0.10855100676991022,
"wilsonLowerBound": 0.10624890198732874
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14494,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2624,
"successRate": 0.18104043052297503,
"wilsonLowerBound": 0.1748564582451783
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-23T07:19:28.460958+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1026.1472392638036,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.023400985126661,
"queueFactor": 1.0,
"queueWeight": 1.0,
"recentSuccess": 53,
"recentSuccessRate": 0.32515337423312884,
"recentTerminal": 163,
"recentWilsonLowerBound": 0.25798485706192736,
"running": 8,
"selectionWeight": 2.023400985126661,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.166666666666668,
"waiting": 27877
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1497.230769230769,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9449049859354295,
"queueWeight": 0.9449049859354295,
"recentSuccess": 47,
"recentSuccessRate": 0.36153846153846153,
"recentTerminal": 130,
"recentWilsonLowerBound": 0.2840193143959103,
"running": 8,
"selectionWeight": 2.3622624648385737,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 21.666666666666668,
"waiting": 32440
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1065.6470588235295,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.05,
"queueFactor": 0.9943503789040652,
"queueWeight": 0.9943503789040652,
"recentSuccess": 6,
"recentSuccessRate": 0.058823529411764705,
"recentTerminal": 102,
"recentWilsonLowerBound": 0.027235268139653063,
"running": 7,
"selectionWeight": 0.049717518945203265,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 17.0,
"waiting": 18116
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 368.1038961038961,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.43963442604683595,
"queueFactor": 1.1662345142156512,
"queueWeight": 1.1662345142156512,
"recentSuccess": 28,
"recentSuccessRate": 0.18181818181818182,
"recentTerminal": 154,
"recentWilsonLowerBound": 0.12889468335747245,
"running": 7,
"selectionWeight": 0.5127168412932084,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.666666666666668,
"waiting": 9448
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 66.17704918032787,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.10428072449247948,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 29,
"recentSuccessRate": 0.09508196721311475,
"recentTerminal": 305,
"recentWilsonLowerBound": 0.06701857072541595,
"running": 24,
"selectionWeight": 0.13556494184022333,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 50.833333333333336,
"waiting": 3364
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 276.67058823529413,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.1248263131816672,
"queueFactor": 1.217270236325826,
"queueWeight": 1.217270236325826,
"recentSuccess": 19,
"recentSuccessRate": 0.11176470588235295,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.07272707445880586,
"running": 0,
"selectionWeight": 0.15194735574632962,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 7839
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2196.0,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.7414690540893293,
"queueFactor": 0.8921473746148257,
"queueWeight": 0.8921473746148257,
"recentSuccess": 12,
"recentSuccessRate": 0.2727272727272727,
"recentTerminal": 44,
"recentWilsonLowerBound": 0.16346223395491324,
"running": 2,
"selectionWeight": 0.6614996699639334,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 7.333333333333333,
"waiting": 16104
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 297.989010989011,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.5821167870442246,
"queueFactor": 1.2037918947207091,
"queueWeight": 1.2037918947207091,
"recentSuccess": 36,
"recentSuccessRate": 0.1978021978021978,
"recentTerminal": 182,
"recentWilsonLowerBound": 0.14643755613925674,
"running": 8,
"selectionWeight": 0.7007474700246987,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.333333333333332,
"waiting": 9039
},
"MetaX_c-500": {
"available": true,
"backlogHours": 594.051724137931,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.21723995270990792,
"queueFactor": 1.0854449765316143,
"queueWeight": 1.0854449765316143,
"recentSuccess": 17,
"recentSuccessRate": 0.14655172413793102,
"recentTerminal": 116,
"recentWilsonLowerBound": 0.09355672419328265,
"running": 4,
"selectionWeight": 0.235802015370935,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 19.333333333333332,
"waiting": 11485
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1995.113924050633,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 1.8339120969968663,
"queueFactor": 0.9050786016979211,
"queueWeight": 0.9050786016979211,
"recentSuccess": 27,
"recentSuccessRate": 0.34177215189873417,
"recentTerminal": 79,
"recentWilsonLowerBound": 0.24670818573119843,
"running": 4,
"selectionWeight": 1.659834596386826,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 13.166666666666666,
"waiting": 26269
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 2285.265306122449,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.4498562825774471,
"queueFactor": 0.8868311885224691,
"queueWeight": 0.8868311885224691,
"recentSuccess": 11,
"recentSuccessRate": 0.22448979591836735,
"recentTerminal": 49,
"recentWilsonLowerBound": 0.1302483771472861,
"running": 2,
"selectionWeight": 0.3989465817424571,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 8.166666666666666,
"waiting": 18663
},
"Vastai_va16": {
"available": true,
"backlogHours": 545.4572864321608,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.5473939068756418,
"queueFactor": 1.0994293840566642,
"queueWeight": 1.0994293840566642,
"recentSuccess": 38,
"recentSuccessRate": 0.19095477386934673,
"recentTerminal": 199,
"recentWilsonLowerBound": 0.14240049156155604,
"running": 16,
"selectionWeight": 0.6018209458726579,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 33.166666666666664,
"waiting": 18091
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1424.076923076923,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.8799730731847875,
"queueFactor": 0.952031755712893,
"queueWeight": 0.952031755712893,
"recentSuccess": 26,
"recentSuccessRate": 0.25,
"recentTerminal": 104,
"recentWilsonLowerBound": 0.17669524526012348,
"running": 6,
"selectionWeight": 0.8377623098441833,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.333333333333332,
"waiting": 24684
}
},
"queueAttemptedAt": "2026-10-23T07:10:36.760024+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-23T07:10:36.760024+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",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}