{ "communityAttemptedAt": "2026-10-22T13:57:38.759276+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": "2026-10-22T14:01:04.670796+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1014.433734939759, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3543437073146416, "queueFactor": 0.9723147347729424, "queueWeight": 0.9723147347729424, "recentSuccess": 42, "recentSuccessRate": 0.25301204819277107, "recentTerminal": 166, "recentWilsonLowerBound": 0.1929778781992498, "running": 8, "selectionWeight": 1.3168483425690392, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 28066 }, "Ascend_910-b4": { "available": true, "backlogHours": 1292.4635761589404, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.937621749337456, "queueWeight": 0.937621749337456, "recentSuccess": 49, "recentSuccessRate": 0.32450331125827814, "recentTerminal": 151, "recentWilsonLowerBound": 0.2549837940951799, "running": 8, "selectionWeight": 2.34405437334364, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 32527 }, "Biren_166m": { "available": true, "backlogHours": 107.55555555555556, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.09413597402177212, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 23, "recentSuccessRate": 0.08518518518518518, "recentTerminal": 270, "recentWilsonLowerBound": 0.05743227753280504, "running": 8, "selectionWeight": 0.12237676622830376, "stale": false, "submissionEligible": true, "throughputPerHour": 45.0, "waiting": 4840 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1080.5346534653465, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.11104423898390278, "queueFactor": 0.9631515209644349, "queueWeight": 0.9631515209644349, "recentSuccess": 11, "recentSuccessRate": 0.10891089108910891, "recentTerminal": 101, "recentWilsonLowerBound": 0.061910643336842645, "running": 7, "selectionWeight": 0.10695242767168416, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 18189 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 323.35955056179773, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.40220690733635206, "queueFactor": 1.1542172638358918, "queueWeight": 1.1542172638358918, "recentSuccess": 28, "recentSuccessRate": 0.15730337078651685, "recentTerminal": 178, "recentWilsonLowerBound": 0.11113096520060982, "running": 7, "selectionWeight": 0.46423415608166035, "stale": false, "submissionEligible": true, "throughputPerHour": 29.666666666666668, "waiting": 9593 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.12653061224489, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.053061224489795916, "recentTerminal": 490, "recentWilsonLowerBound": 0.03646435458667755, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 81.66666666666667, "waiting": 3522 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 109.94895591647332, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.5737069172546734, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 70, "recentSuccessRate": 0.16241299303944315, "recentTerminal": 431, "recentWilsonLowerBound": 0.13060037756216897, "running": 5, "selectionWeight": 0.7458189924310754, "stale": false, "submissionEligible": true, "throughputPerHour": 71.83333333333333, "waiting": 7898 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2684.3333333333335, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.642540893940719, "queueFactor": 0.8402624442433267, "queueWeight": 0.8402624442433267, "recentSuccess": 9, "recentSuccessRate": 0.25, "recentTerminal": 36, "recentWilsonLowerBound": 0.13750323839225387, "running": 2, "selectionWeight": 0.5399029820689207, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 16106 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 347.925, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.511313081303195, "queueFactor": 1.1416095005189222, "queueWeight": 1.1416095005189222, "recentSuccess": 28, "recentSuccessRate": 0.175, "recentTerminal": 160, "recentWilsonLowerBound": 0.12394120470168268, "running": 8, "selectionWeight": 0.5837198713553314, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 9278 }, "MetaX_c-500": { "available": true, "backlogHours": 609.6842105263158, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.651481808739121, "queueFactor": 1.049481234638342, "queueWeight": 1.049481234638342, "recentSuccess": 23, "recentSuccessRate": 0.20175438596491227, "recentTerminal": 114, "recentWilsonLowerBound": 0.13836966525548045, "running": 4, "selectionWeight": 0.6837179329799529, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 11584 }, "Mthreads_s4000": { "available": true, "backlogHours": 2501.6190476190477, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3216320415725592, "queueFactor": 0.849194638388733, "queueWeight": 0.849194638388733, "recentSuccess": 11, "recentSuccessRate": 0.1746031746031746, "recentTerminal": 63, "recentWilsonLowerBound": 0.10039293923176863, "running": 4, "selectionWeight": 0.27312820523743936, "stale": false, "submissionEligible": true, "throughputPerHour": 10.5, "waiting": 26267 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1512.7297297297296, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.9157485051345424, "queueWeight": 0.9157485051345424, "recentSuccess": 4, "recentSuccessRate": 0.05405405405405406, "recentTerminal": 74, "recentWilsonLowerBound": 0.021218668760240082, "running": 2, "selectionWeight": 0.045787425256727125, "stale": false, "submissionEligible": false, "throughputPerHour": 12.333333333333334, "waiting": 18657 }, "Vastai_va16": { "available": true, "backlogHours": 668.1090909090909, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.14606765133519684, "queueFactor": 1.0351738976508853, "queueWeight": 1.0351738976508853, "recentSuccess": 18, "recentSuccessRate": 0.10909090909090909, "recentTerminal": 165, "recentWilsonLowerBound": 0.0701265697861863, "running": 16, "selectionWeight": 0.15120541995336625, "stale": false, "submissionEligible": true, "throughputPerHour": 27.5, "waiting": 18373 }, "hygon_k100-ai": { "available": true, "backlogHours": 1544.5, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.4221623404981524, "queueFactor": 0.9128979521005112, "queueWeight": 0.9128979521005112, "recentSuccess": 17, "recentSuccessRate": 0.17708333333333334, "recentTerminal": 96, "recentWilsonLowerBound": 0.11360414067940663, "running": 6, "selectionWeight": 0.385391136094722, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 24712 } }, "queueAttemptedAt": "2026-10-22T13:57:38.759276+00:00", "queueError": null, "queueUpdatedAt": "2026-10-22T13:57:38.759276+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 }