{ "communityAttemptedAt": "2026-10-23T23:51:56.760130+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-23T23:51:56.760130+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 44076, "officialConfigError": null, "officialConfigValid": true, "successCount": 22232, "successRate": 0.5044014883383248, "wilsonLowerBound": 0.49973355197464675 }, "vllm": { "framework": "vllm", "modelCount": 58715, "officialConfigError": null, "officialConfigValid": true, "successCount": 15651, "successRate": 0.26655880098782253, "wilsonLowerBound": 0.2629976375781863 }, "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": 5698, "officialConfigError": null, "officialConfigValid": true, "successCount": 1837, "successRate": 0.3223938223938224, "wilsonLowerBound": 0.31038094619384193 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 39167, "officialConfigError": null, "officialConfigValid": true, "successCount": 18856, "successRate": 0.4814256899941277, "wilsonLowerBound": 0.47647933972395634 }, "vllm": { "framework": "vllm", "modelCount": 40956, "officialConfigError": null, "officialConfigValid": true, "successCount": 11208, "successRate": 0.2736595370641664, "wilsonLowerBound": 0.2693630143473022 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14773, "officialConfigError": null, "officialConfigValid": true, "successCount": 6082, "successRate": 0.4116970148243417, "wilsonLowerBound": 0.40378479714350907 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64320, "officialConfigError": null, "officialConfigValid": true, "successCount": 12100, "successRate": 0.1881218905472637, "wilsonLowerBound": 0.18512026307078902 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36999, "officialConfigError": null, "officialConfigValid": true, "successCount": 7729, "successRate": 0.2088975377712911, "wilsonLowerBound": 0.20478554013380765 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8473, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013808568393721233, "wilsonLowerBound": 0.011534909873015519 } }, "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": 18095, "officialConfigError": null, "officialConfigValid": true, "successCount": 6940, "successRate": 0.38353136225476653, "wilsonLowerBound": 0.3764719088234268 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24851, "officialConfigError": null, "officialConfigValid": true, "successCount": 3811, "successRate": 0.15335398977908335, "wilsonLowerBound": 0.14892754632288038 }, "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": 56667, "officialConfigError": null, "officialConfigValid": true, "successCount": 14210, "successRate": 0.2507632308045247, "wilsonLowerBound": 0.24721132304313462 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 26339, "officialConfigError": null, "officialConfigValid": true, "successCount": 3480, "successRate": 0.13212346710201603, "wilsonLowerBound": 0.12808751247836736 }, "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": 50505, "officialConfigError": null, "officialConfigValid": true, "successCount": 5775, "successRate": 0.11434511434511435, "wilsonLowerBound": 0.11159896911016763 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 53148, "officialConfigError": null, "officialConfigValid": true, "successCount": 3873, "successRate": 0.07287198013095507, "wilsonLowerBound": 0.07069286569695298 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95339, "officialConfigError": null, "officialConfigValid": true, "successCount": 24120, "successRate": 0.25299195502365246, "wilsonLowerBound": 0.2502424047517867 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 156, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5778, "officialConfigError": null, "officialConfigValid": true, "successCount": 603, "successRate": 0.1043613707165109, "wilsonLowerBound": 0.09673926004679698 }, "vllm": { "framework": "vllm", "modelCount": 112963, "officialConfigError": null, "officialConfigValid": true, "successCount": 16543, "successRate": 0.14644618149305524, "wilsonLowerBound": 0.14439642402628244 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 344, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0029069767441860465, "wilsonLowerBound": 0.0005133240107990931 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26405, "officialConfigError": null, "officialConfigValid": true, "successCount": 4250, "successRate": 0.16095436470365462, "wilsonLowerBound": 0.15657114662712518 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44699, "officialConfigError": null, "officialConfigValid": true, "successCount": 5813, "successRate": 0.13004765207275332, "wilsonLowerBound": 0.12696120061804686 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8600, "officialConfigError": null, "officialConfigValid": true, "successCount": 841, "successRate": 0.0977906976744186, "wilsonLowerBound": 0.09169129048167148 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 36128, "officialConfigError": null, "officialConfigValid": true, "successCount": 7321, "successRate": 0.20264061116031887, "wilsonLowerBound": 0.19852732788986827 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61597, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20181177654755914, "wilsonLowerBound": 0.19866083314651803 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19537, "officialConfigError": null, "officialConfigValid": true, "successCount": 5518, "successRate": 0.28243845012028457, "wilsonLowerBound": 0.27616894646018736 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16538, "officialConfigError": null, "officialConfigValid": true, "successCount": 3992, "successRate": 0.2413834804692224, "wilsonLowerBound": 0.23492204062667105 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 70287, "officialConfigError": null, "officialConfigValid": true, "successCount": 19296, "successRate": 0.27453156344701013, "wilsonLowerBound": 0.27124463666828885 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1993, "officialConfigError": null, "officialConfigValid": true, "successCount": 1143, "successRate": 0.5735072754641244, "wilsonLowerBound": 0.551672901575552 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48819, "officialConfigError": null, "officialConfigValid": true, "successCount": 21856, "successRate": 0.44769454515659884, "wilsonLowerBound": 0.4432877801852484 }, "vllm": { "framework": "vllm", "modelCount": 41660, "officialConfigError": null, "officialConfigValid": true, "successCount": 5359, "successRate": 0.12863658185309648, "wilsonLowerBound": 0.12545580863953787 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1300, "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": 8014, "officialConfigError": null, "officialConfigValid": true, "successCount": 3521, "successRate": 0.43935612677813823, "wilsonLowerBound": 0.42852140791243953 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7449, "officialConfigError": null, "officialConfigValid": true, "successCount": 248, "successRate": 0.03329305947106994, "wilsonLowerBound": 0.029453480755486254 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 20864, "officialConfigError": null, "officialConfigValid": true, "successCount": 5934, "successRate": 0.2844133435582822, "wilsonLowerBound": 0.2783318881723707 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29364, "officialConfigError": null, "officialConfigValid": true, "successCount": 15057, "successRate": 0.5127707396812423, "wilsonLowerBound": 0.5070523300259846 }, "vllm": { "framework": "vllm", "modelCount": 68976, "officialConfigError": null, "officialConfigValid": true, "successCount": 7496, "successRate": 0.10867548132683832, "wilsonLowerBound": 0.1063745497694072 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14558, "officialConfigError": null, "officialConfigValid": true, "successCount": 2644, "successRate": 0.1816183541695288, "wilsonLowerBound": 0.17543988978853728 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-23T23:55:05.763948+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1246.1194029850747, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 10, "qualityFactor": 0.552019343402113, "queueFactor": 0.9784235964167688, "queueWeight": 0.9784235964167688, "recentSuccess": 45, "recentSuccessRate": 0.3358208955223881, "recentTerminal": 134, "recentWilsonLowerBound": 0.26142099060223173, "running": 10, "selectionWeight": 0.5401087512631187, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 27830 }, "Ascend_910-b4": { "available": true, "backlogHours": 1596.0, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 10, "qualityFactor": 0.9009249793907153, "queueFactor": 0.9427703892287176, "queueWeight": 0.9427703892287176, "recentSuccess": 50, "recentSuccessRate": 0.4098360655737705, "recentTerminal": 122, "recentWilsonLowerBound": 0.32661631886466974, "running": 10, "selectionWeight": 0.849365393486059, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 32452 }, "Biren_166m": { "available": true, "backlogHours": 176.5771812080537, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 10, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 17, "recentSuccessRate": 0.11409395973154363, "recentTerminal": 149, "recentWilsonLowerBound": 0.07246525159271659, "running": 10, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 4385 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 2050.0754716981132, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.29024841072794244, "queueFactor": 0.9080199474939668, "queueWeight": 0.9080199474939668, "recentSuccess": 16, "recentSuccessRate": 0.3018867924528302, "recentTerminal": 53, "recentWilsonLowerBound": 0.1951814028760717, "running": 7, "selectionWeight": 0.2635513466693936, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 18109 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 665.5, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.06955335001019422, "queueFactor": 1.0749509744166423, "queueWeight": 1.0749509744166423, "recentSuccess": 14, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 84, "recentWilsonLowerBound": 0.10195649348099849, "running": 7, "selectionWeight": 0.07476644136740006, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 9317 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 85.2281879194631, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.07574990689778653, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 42, "recentSuccessRate": 0.14093959731543623, "recentTerminal": 298, "recentWilsonLowerBound": 0.10598933969551028, "running": 24, "selectionWeight": 0.0984748789671225, "stale": false, "submissionEligible": true, "throughputPerHour": 49.666666666666664, "waiting": 4233 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 359.9548872180451, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.1787552920199222, "queueWeight": 1.1787552920199222, "recentSuccess": 12, "recentSuccessRate": 0.09022556390977443, "recentTerminal": 133, "recentWilsonLowerBound": 0.05236602199372364, "running": 10, "selectionWeight": 0.05893776460099612, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 7979 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2535.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4319437513011343, "queueFactor": 0.8795573702680943, "queueWeight": 0.8795573702680943, "recentSuccess": 14, "recentSuccessRate": 0.3684210526315789, "recentTerminal": 38, "recentWilsonLowerBound": 0.23384013155413794, "running": 2, "selectionWeight": 0.3799193099981615, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 16055 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 441.07438016528926, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.16518714968164538, "queueFactor": 1.1433628888267853, "queueWeight": 1.1433628888267853, "recentSuccess": 26, "recentSuccessRate": 0.21487603305785125, "recentTerminal": 121, "recentWilsonLowerBound": 0.15106665784733153, "running": 8, "selectionWeight": 0.18886885665706865, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 8895 }, "MetaX_c-500": { "available": true, "backlogHours": 777.0, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.502067527221395, "queueFactor": 1.0502621487306756, "queueWeight": 1.0502621487306756, "recentSuccess": 30, "recentSuccessRate": 0.3409090909090909, "recentTerminal": 88, "recentWilsonLowerBound": 0.2503898646649058, "running": 4, "selectionWeight": 0.5273025199474393, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 11396 }, "Mthreads_s4000": { "available": true, "backlogHours": 2767.157894736842, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8680720548827109, "queueWeight": 0.8680720548827109, "recentSuccess": 37, "recentSuccessRate": 0.6491228070175439, "recentTerminal": 57, "recentWilsonLowerBound": 0.519416545881409, "running": 4, "selectionWeight": 2.1701801372067773, "stale": false, "submissionEligible": true, "throughputPerHour": 9.5, "waiting": 26288 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4671.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8025080297940073, "queueWeight": 0.8025080297940073, "recentSuccess": 3, "recentSuccessRate": 0.125, "recentTerminal": 24, "recentWilsonLowerBound": 0.043442550393155845, "running": 2, "selectionWeight": 0.04012540148970037, "stale": false, "submissionEligible": false, "throughputPerHour": 4.0, "waiting": 18684 }, "Vastai_va16": { "available": true, "backlogHours": 908.8235294117648, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.40553788858394213, "queueFactor": 1.025861974868852, "queueWeight": 1.025861974868852, "recentSuccess": 36, "recentSuccessRate": 0.3025210084033613, "recentTerminal": 119, "recentWilsonLowerBound": 0.22723039765828143, "running": 16, "selectionWeight": 0.41602589926686734, "stale": false, "submissionEligible": true, "throughputPerHour": 19.833333333333332, "waiting": 18025 }, "hygon_k100-ai": { "available": true, "backlogHours": 1290.4173913043478, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3217414066452944, "queueFactor": 0.9733103364473161, "queueWeight": 0.9733103364473161, "recentSuccess": 32, "recentSuccessRate": 0.2782608695652174, "recentTerminal": 115, "recentWilsonLowerBound": 0.20453775426690435, "running": 6, "selectionWeight": 0.3131542367509642, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 24733 } }, "queueAttemptedAt": "2026-10-23T23:51:56.760130+00:00", "queueError": null, "queueUpdatedAt": "2026-10-23T23:51:56.760130+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Ascend_910-b4", "Ascend_910-b3", "Biren_166m", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }