{ "communityAttemptedAt": "2026-10-21T21:01:35.971256+00:00", "communityError": "ModelHubAPIError: 分页大小不能超过100", "communitySample": {}, "communityUpdatedAt": null, "frameworkAttemptedAt": "2026-10-21T19:47:28.036282+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43814, "officialConfigError": null, "officialConfigValid": true, "successCount": 22067, "successRate": 0.5036518007942666, "wilsonLowerBound": 0.49896993778506665 }, "vllm": { "framework": "vllm", "modelCount": 58328, "officialConfigError": null, "officialConfigValid": true, "successCount": 15551, "successRate": 0.26661294746948294, "wilsonLowerBound": 0.2630398054225495 }, "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": 5443, "officialConfigError": null, "officialConfigValid": true, "successCount": 1749, "successRate": 0.3213301488149917, "wilsonLowerBound": 0.3090536086185641 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38837, "officialConfigError": null, "officialConfigValid": true, "successCount": 18617, "successRate": 0.47936246363004353, "wilsonLowerBound": 0.4743961621360653 }, "vllm": { "framework": "vllm", "modelCount": 40677, "officialConfigError": null, "officialConfigValid": true, "successCount": 11116, "successRate": 0.27327482361039407, "wilsonLowerBound": 0.2689656013912448 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14414, "officialConfigError": null, "officialConfigValid": true, "successCount": 5950, "successRate": 0.4127931178021368, "wilsonLowerBound": 0.4047798056634945 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64296, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.18816100535025507, "wilsonLowerBound": 0.18515857763235252 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 35795, "officialConfigError": null, "officialConfigValid": true, "successCount": 7518, "successRate": 0.21002933370582483, "wilsonLowerBound": 0.20584077712610285 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8411, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013910355486862442, "wilsonLowerBound": 0.011620026917826536 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26795, "officialConfigError": null, "officialConfigValid": true, "successCount": 3291, "successRate": 0.12282142190707221, "wilsonLowerBound": 0.11894523977986893 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16524, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10142822561123215, "wilsonLowerBound": 0.09691732820979243 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17700, "officialConfigError": null, "officialConfigValid": true, "successCount": 6807, "successRate": 0.38457627118644067, "wilsonLowerBound": 0.37743487961256816 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24832, "officialConfigError": null, "officialConfigValid": true, "successCount": 3810, "successRate": 0.15343105670103094, "wilsonLowerBound": 0.1490020070522579 }, "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": 55780, "officialConfigError": null, "officialConfigValid": true, "successCount": 14014, "successRate": 0.25123700250986014, "wilsonLowerBound": 0.24765481120697283 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25493, "officialConfigError": null, "officialConfigValid": true, "successCount": 3274, "successRate": 0.12842741144627937, "wilsonLowerBound": 0.12437630940159929 }, "vllm": { "framework": "vllm", "modelCount": 87130, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11215425226672787, "wilsonLowerBound": 0.11007601551547098 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 49820, "officialConfigError": null, "officialConfigValid": true, "successCount": 5691, "successRate": 0.11423123243677238, "wilsonLowerBound": 0.11146769513194334 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 52235, "officialConfigError": null, "officialConfigValid": true, "successCount": 3804, "successRate": 0.07282473437350435, "wilsonLowerBound": 0.0706275961941207 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 95131, "officialConfigError": null, "officialConfigValid": true, "successCount": 24020, "successRate": 0.25249392942363685, "wilsonLowerBound": 0.2497432064770885 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 153, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5697, "officialConfigError": null, "officialConfigValid": true, "successCount": 591, "successRate": 0.10373880989994734, "wilsonLowerBound": 0.09608590386261463 }, "vllm": { "framework": "vllm", "modelCount": 112920, "officialConfigError": null, "officialConfigValid": true, "successCount": 16540, "successRate": 0.14647538080056677, "wilsonLowerBound": 0.1444250641065082 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 318, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.0031446540880503146, "wilsonLowerBound": 0.0005553102238291179 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 26078, "officialConfigError": null, "officialConfigValid": true, "successCount": 4189, "successRate": 0.16063348416289594, "wilsonLowerBound": 0.15622682369143076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44396, "officialConfigError": null, "officialConfigValid": true, "successCount": 5730, "successRate": 0.1290656815929363, "wilsonLowerBound": 0.1259789836116967 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8506, "officialConfigError": null, "officialConfigValid": true, "successCount": 822, "successRate": 0.09663766752880319, "wilsonLowerBound": 0.09053943189052821 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35810, "officialConfigError": null, "officialConfigValid": true, "successCount": 7221, "successRate": 0.20164758447361072, "wilsonLowerBound": 0.19752395310936283 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61569, "officialConfigError": null, "officialConfigValid": true, "successCount": 12431, "successRate": 0.20190355536065227, "wilsonLowerBound": 0.1987513556481827 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18721, "officialConfigError": null, "officialConfigValid": true, "successCount": 5308, "successRate": 0.28353186261417657, "wilsonLowerBound": 0.27712037554120444 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16312, "officialConfigError": null, "officialConfigValid": true, "successCount": 3944, "successRate": 0.24178518881804806, "wilsonLowerBound": 0.23527575104072354 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69799, "officialConfigError": null, "officialConfigValid": true, "successCount": 19185, "successRate": 0.27486067135632314, "wilsonLowerBound": 0.27156106752430575 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1792, "officialConfigError": null, "officialConfigValid": true, "successCount": 1052, "successRate": 0.5870535714285714, "wilsonLowerBound": 0.564094241711994 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48642, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4467332757699108, "wilsonLowerBound": 0.44231949120788105 }, "vllm": { "framework": "vllm", "modelCount": 41330, "officialConfigError": null, "officialConfigValid": true, "successCount": 5263, "successRate": 0.12734091458988628, "wilsonLowerBound": 0.12416163253334184 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1258, "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": 10114, "officialConfigError": null, "officialConfigValid": true, "successCount": 766, "successRate": 0.07573660272889064, "wilsonLowerBound": 0.07073976685401544 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7879, "officialConfigError": null, "officialConfigValid": true, "successCount": 3470, "successRate": 0.44041121969793123, "wilsonLowerBound": 0.42948103352572764 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7434, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03295668549905838, "wilsonLowerBound": 0.02913353714568315 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19874, "officialConfigError": null, "officialConfigValid": true, "successCount": 5627, "successRate": 0.2831337425782429, "wilsonLowerBound": 0.27691245731808106 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29199, "officialConfigError": null, "officialConfigValid": true, "successCount": 14965, "successRate": 0.5125175519709579, "wilsonLowerBound": 0.506782965307156 }, "vllm": { "framework": "vllm", "modelCount": 68589, "officialConfigError": null, "officialConfigValid": true, "successCount": 7421, "successRate": 0.10819519164880666, "wilsonLowerBound": 0.10589239223226202 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14401, "officialConfigError": null, "officialConfigValid": true, "successCount": 2590, "successRate": 0.17984862162349838, "wilsonLowerBound": 0.17366147386090364 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-21T21:01:35.971256+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1127.24, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6411269011078323, "queueFactor": 0.9699911150816362, "queueWeight": 0.9699911150816362, "recentSuccess": 31, "recentSuccessRate": 0.20666666666666667, "recentTerminal": 150, "recentWilsonLowerBound": 0.14958803521394032, "running": 8, "selectionWeight": 0.6218873977144201, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 28181 }, "Ascend_910-b4": { "available": true, "backlogHours": 1438.6323529411764, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9351423846176575, "queueWeight": 0.9351423846176575, "recentSuccess": 48, "recentSuccessRate": 0.35294117647058826, "recentTerminal": 136, "recentWilsonLowerBound": 0.2776715645733574, "running": 8, "selectionWeight": 2.3378559615441437, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 32609 }, "Biren_166m": { "available": true, "backlogHours": 109.92771084337349, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.056001109723364986, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 19, "recentSuccessRate": 0.07630522088353414, "recentTerminal": 249, "recentWilsonLowerBound": 0.04939102679407254, "running": 8, "selectionWeight": 0.07280144264037448, "stale": false, "submissionEligible": false, "throughputPerHour": 41.5, "waiting": 4562 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 957.1052631578947, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1680265051989937, "queueFactor": 0.9940912685665905, "queueWeight": 0.9940912685665905, "recentSuccess": 15, "recentSuccessRate": 0.13157894736842105, "recentTerminal": 114, "recentWilsonLowerBound": 0.08138578986699035, "running": 7, "selectionWeight": 0.16703368170607846, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 18185 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 338.32369942196533, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.32296284227855754, "queueFactor": 1.1619042808032278, "queueWeight": 1.1619042808032278, "recentSuccess": 27, "recentSuccessRate": 0.15606936416184972, "recentTerminal": 173, "recentWilsonLowerBound": 0.10953101490588989, "running": 7, "selectionWeight": 0.3752519089838337, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 9755 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 75.35526315789474, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.049342105263157895, "recentTerminal": 304, "recentWilsonLowerBound": 0.030126598112272494, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.666666666666664, "waiting": 3818 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 153.57728706624604, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.23097001978387227, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 40, "recentSuccessRate": 0.12618296529968454, "recentTerminal": 317, "recentWilsonLowerBound": 0.0940495412257574, "running": 7, "selectionWeight": 0.30026102571903396, "stale": false, "submissionEligible": true, "throughputPerHour": 52.833333333333336, "waiting": 8114 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2690.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.5700977685325566, "queueFactor": 0.8513247616411035, "queueWeight": 0.8513247616411035, "recentSuccess": 13, "recentSuccessRate": 0.3611111111111111, "recentTerminal": 36, "recentWilsonLowerBound": 0.2247538679218132, "running": 2, "selectionWeight": 1.3366631085492071, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 16143 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 444.234375, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5766893612308545, "queueFactor": 1.115394222790471, "queueWeight": 1.115394222790471, "recentSuccess": 26, "recentSuccessRate": 0.203125, "recentTerminal": 128, "recentWilsonLowerBound": 0.14255643643579252, "running": 8, "selectionWeight": 0.643235981861622, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 9477 }, "MetaX_c-500": { "available": true, "backlogHours": 496.51063829787233, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5639532165360381, "queueFactor": 1.0969350945279313, "queueWeight": 1.0969350945279313, "recentSuccess": 28, "recentSuccessRate": 0.19858156028368795, "recentTerminal": 141, "recentWilsonLowerBound": 0.1411166496666902, "running": 4, "selectionWeight": 0.6186200748902899, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 11668 }, "Mthreads_s4000": { "available": true, "backlogHours": 2969.7735849056603, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.22003293917401356, "queueFactor": 0.8388063584699146, "queueWeight": 0.8388063584699146, "recentSuccess": 9, "recentSuccessRate": 0.16981132075471697, "recentTerminal": 53, "recentWilsonLowerBound": 0.09199841772223753, "running": 4, "selectionWeight": 0.18456502845198652, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 26233 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1481.6, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.0710903189018263, "queueFactor": 0.9310233421405155, "queueWeight": 0.9310233421405155, "recentSuccess": 8, "recentSuccessRate": 0.10666666666666667, "recentTerminal": 75, "recentWilsonLowerBound": 0.05504846963856164, "running": 2, "selectionWeight": 0.06618674629781338, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 18520 }, "Vastai_va16": { "available": true, "backlogHours": 882.952380952381, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0061891331382933, "queueWeight": 1.0061891331382933, "recentSuccess": 6, "recentSuccessRate": 0.047619047619047616, "recentTerminal": 126, "recentWilsonLowerBound": 0.022004188389251493, "running": 16, "selectionWeight": 0.050309456656914664, "stale": false, "submissionEligible": false, "throughputPerHour": 21.0, "waiting": 18542 }, "hygon_k100-ai": { "available": true, "backlogHours": 1378.5981308411215, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.20803355976371, "queueFactor": 0.9411407153197353, "queueWeight": 0.9411407153197353, "recentSuccess": 37, "recentSuccessRate": 0.34579439252336447, "recentTerminal": 107, "recentWilsonLowerBound": 0.2624314009416045, "running": 7, "selectionWeight": 2.0780702838859995, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 24585 } }, "queueAttemptedAt": "2026-10-21T20:53:13.632203+00:00", "queueError": null, "queueUpdatedAt": "2026-10-21T20:53:13.632203+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", "Biren_166m", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }