Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-22T14:41:25.160841+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-22T12:10:12.651639+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43883,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22111,
"successRate": 0.503862543581797,
"wilsonLowerBound": 0.49918435911153985
},
"vllm": {
"framework": "vllm",
"modelCount": 58410,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15565,
"successRate": 0.2664783427495292,
"wilsonLowerBound": 0.2629082839537019
},
"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": 5522,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1775,
"successRate": 0.32144150670047084,
"wilsonLowerBound": 0.30925094997855174
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38937,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18690,
"successRate": 0.4800061638030665,
"wilsonLowerBound": 0.4750459170488069
},
"vllm": {
"framework": "vllm",
"modelCount": 40776,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11157,
"successRate": 0.27361683343143023,
"wilsonLowerBound": 0.26931109996199504
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14531,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5989,
"successRate": 0.412153327369073,
"wilsonLowerBound": 0.4041742573539789
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64306,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12099,
"successRate": 0.18814729574223246,
"wilsonLowerBound": 0.1851451853858568
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36195,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7589,
"successRate": 0.2096698439010913,
"wilsonLowerBound": 0.20550699997894806
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8433,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013874066168623266,
"wilsonLowerBound": 0.011589680683937436
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26811,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3293,
"successRate": 0.12282272201708254,
"wilsonLowerBound": 0.118947662520818
},
"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": 17835,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6857,
"successRate": 0.38446874123913655,
"wilsonLowerBound": 0.3773547265201982
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24838,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.1534342539656977,
"wilsonLowerBound": 0.14900569410393708
},
"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": 56088,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14075,
"successRate": 0.2509449436599629,
"wilsonLowerBound": 0.24737396129126413
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25579,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3283,
"successRate": 0.12834747253606474,
"wilsonLowerBound": 0.12430419256871042
},
"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": 50262,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5747,
"successRate": 0.11434085392543074,
"wilsonLowerBound": 0.11158819454425405
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52710,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3863,
"successRate": 0.07328780117624739,
"wilsonLowerBound": 0.07109392699921464
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95236,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24059,
"successRate": 0.25262505775127053,
"wilsonLowerBound": 0.24987536648632538
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 155,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5701,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 591,
"successRate": 0.1036660235046483,
"wilsonLowerBound": 0.09601821160394393
},
"vllm": {
"framework": "vllm",
"modelCount": 112930,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16542,
"successRate": 0.14648012042858408,
"wilsonLowerBound": 0.14442986618416606
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 324,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0030864197530864196,
"wilsonLowerBound": 0.0005450227751171053
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26300,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4231,
"successRate": 0.1608745247148289,
"wilsonLowerBound": 0.15648356615307002
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44617,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5804,
"successRate": 0.13008494520025998,
"wilsonLowerBound": 0.12699530426899436
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8545,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 840,
"successRate": 0.09830310122878877,
"wilsonLowerBound": 0.09216976738659181
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35898,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7248,
"successRate": 0.20190539862945012,
"wilsonLowerBound": 0.19778477617737175
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61579,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.20187076763182255,
"wilsonLowerBound": 0.19871901671351822
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 18967,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5384,
"successRate": 0.28386144355986714,
"wilsonLowerBound": 0.27748906018478736
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16385,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3961,
"successRate": 0.24174549893194996,
"wilsonLowerBound": 0.235250816369528
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 69964,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19212,
"successRate": 0.2745983648733634,
"wilsonLowerBound": 0.27130363462227347
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1865,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1085,
"successRate": 0.5817694369973191,
"wilsonLowerBound": 0.5592365304181918
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48665,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21737,
"successRate": 0.44666598171170246,
"wilsonLowerBound": 0.4422533086221195
},
"vllm": {
"framework": "vllm",
"modelCount": 41452,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5297,
"successRate": 0.12778635530251858,
"wilsonLowerBound": 0.12460687676809447
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1278,
"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": 10116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07572162910241202,
"wilsonLowerBound": 0.07072574472839398
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7930,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3489,
"successRate": 0.4399747793190416,
"wilsonLowerBound": 0.4290810551442387
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7438,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03293896208658242,
"wilsonLowerBound": 0.029117840755497573
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20173,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5700,
"successRate": 0.2825558915381946,
"wilsonLowerBound": 0.27638452118780804
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29246,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14990,
"successRate": 0.5125487246119127,
"wilsonLowerBound": 0.5068187532852712
},
"vllm": {
"framework": "vllm",
"modelCount": 68653,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7435,
"successRate": 0.10829825353589792,
"wilsonLowerBound": 0.10599553981003298
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14449,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2608,
"successRate": 0.1804969202020901,
"wilsonLowerBound": 0.17431095070734823
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-22T14:44:46.762173+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1020.290909090909,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 1.0495370178187535,
"queueFactor": 0.970208914647121,
"queueWeight": 0.970208914647121,
"recentSuccess": 41,
"recentSuccessRate": 0.24848484848484848,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.18877364729249863,
"running": 8,
"selectionWeight": 1.018270170939909,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.5,
"waiting": 28058
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1242.687898089172,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9419320036117144,
"queueWeight": 0.9419320036117144,
"recentSuccess": 55,
"recentSuccessRate": 0.3503184713375796,
"recentTerminal": 157,
"recentWilsonLowerBound": 0.2800778424279926,
"running": 8,
"selectionWeight": 2.354830009029286,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.166666666666668,
"waiting": 32517
},
"Biren_166m": {
"available": true,
"backlogHours": 107.37777777777778,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.12872549586171556,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 28,
"recentSuccessRate": 0.1037037037037037,
"recentTerminal": 270,
"recentWilsonLowerBound": 0.07272755859573751,
"running": 8,
"selectionWeight": 0.16734314462023023,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 45.0,
"waiting": 4832
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1172.967741935484,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.08265337352494195,
"queueFactor": 0.9501254539392814,
"queueWeight": 0.9501254539392814,
"recentSuccess": 10,
"recentSuccessRate": 0.10752688172043011,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.059462429584426144,
"running": 7,
"selectionWeight": 0.07853107403999846,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 18181
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 340.36686390532543,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.2723839382675526,
"queueFactor": 1.1438834389464305,
"queueWeight": 1.1438834389464305,
"recentSuccess": 25,
"recentSuccessRate": 0.14792899408284024,
"recentTerminal": 169,
"recentWilsonLowerBound": 0.10224951246025135,
"running": 7,
"selectionWeight": 0.3115754760192603,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.166666666666668,
"waiting": 9587
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 38.100538599640934,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.0777028373308814,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 43,
"recentSuccessRate": 0.07719928186714542,
"recentTerminal": 557,
"recentWilsonLowerBound": 0.05781626817818136,
"running": 24,
"selectionWeight": 0.10101368853014582,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 92.83333333333333,
"waiting": 3537
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 90.20571428571428,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.6201447399778107,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 94,
"recentSuccessRate": 0.17904761904761904,
"recentTerminal": 525,
"recentWilsonLowerBound": 0.1486194314996845,
"running": 2,
"selectionWeight": 0.806188161971154,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 87.5,
"waiting": 7893
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 2542.421052631579,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.6302430219299521,
"queueFactor": 0.8460319064448938,
"queueWeight": 0.8460319064448938,
"recentSuccess": 10,
"recentSuccessRate": 0.2631578947368421,
"recentTerminal": 38,
"recentWilsonLowerBound": 0.14971462389701298,
"running": 2,
"selectionWeight": 0.5332057053669883,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 6.333333333333333,
"waiting": 16102
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 356.3076923076923,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.3999845053955186,
"queueFactor": 1.136056899431475,
"queueWeight": 1.136056899431475,
"recentSuccess": 27,
"recentSuccessRate": 0.17307692307692307,
"recentTerminal": 156,
"recentWilsonLowerBound": 0.12176079105450206,
"running": 8,
"selectionWeight": 0.45440515702026496,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 26.0,
"waiting": 9264
},
"MetaX_c-500": {
"available": true,
"backlogHours": 574.0165289256198,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.5190152198650531,
"queueFactor": 1.057633512632714,
"queueWeight": 1.057633512632714,
"recentSuccess": 24,
"recentSuccessRate": 0.19834710743801653,
"recentTerminal": 121,
"recentWilsonLowerBound": 0.13706713532662643,
"running": 4,
"selectionWeight": 0.5489278900957165,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.166666666666668,
"waiting": 11576
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 2158.27397260274,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.2404336768622535,
"queueFactor": 0.8670774212423676,
"queueWeight": 0.8670774212423676,
"recentSuccess": 12,
"recentSuccessRate": 0.1643835616438356,
"recentTerminal": 73,
"recentWilsonLowerBound": 0.09661201862809403,
"running": 4,
"selectionWeight": 0.2084746125135435,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 12.166666666666666,
"waiting": 26259
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1332.2857142857142,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.9321466812114365,
"queueWeight": 0.9321466812114365,
"recentSuccess": 4,
"recentSuccessRate": 0.047619047619047616,
"recentTerminal": 84,
"recentWilsonLowerBound": 0.01867144465444291,
"running": 2,
"selectionWeight": 0.046607334060571826,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 14.0,
"waiting": 18652
},
"Vastai_va16": {
"available": true,
"backlogHours": 647.6823529411765,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.16866327716927493,
"queueFactor": 1.0386507850422906,
"queueWeight": 1.0386507850422906,
"recentSuccess": 21,
"recentSuccessRate": 0.12352941176470589,
"recentTerminal": 170,
"recentWilsonLowerBound": 0.08223233600104662,
"running": 16,
"selectionWeight": 0.17518224523967285,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 28.333333333333332,
"waiting": 18351
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1323.267857142857,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.2836135724492361,
"queueFactor": 0.9330967973723345,
"queueWeight": 0.9330967973723345,
"recentSuccess": 18,
"recentSuccessRate": 0.16071428571428573,
"recentTerminal": 112,
"recentWilsonLowerBound": 0.10414453380551848,
"running": 6,
"selectionWeight": 0.26463891614370877,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 18.666666666666668,
"waiting": 24701
}
},
"queueAttemptedAt": "2026-10-22T14:39:42.156278+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-22T14:39:42.156278+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
}