{ "communityAttemptedAt": "2026-09-26T21:32:01.781853+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-26T21:32:01.781853+00:00", "frameworkAttemptedAt": "2026-09-26T18:41:56.359307+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34168, "officialConfigError": null, "officialConfigValid": true, "successCount": 15437, "successRate": 0.4517970030437837, "wilsonLowerBound": 0.4465256967541095 }, "vllm": { "framework": "vllm", "modelCount": 38171, "officialConfigError": null, "officialConfigValid": true, "successCount": 10783, "successRate": 0.2824919441460795, "wilsonLowerBound": 0.27799746796705666 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10299, "officialConfigError": null, "officialConfigValid": true, "successCount": 4317, "successRate": 0.41916690940868045, "wilsonLowerBound": 0.40966911190005967 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64122, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18856242787186925, "wilsonLowerBound": 0.18555345441815213 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 21725, "officialConfigError": null, "officialConfigValid": true, "successCount": 4490, "successRate": 0.20667433831990795, "wilsonLowerBound": 0.20134192589974004 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6771, "officialConfigError": null, "officialConfigValid": true, "successCount": 73, "successRate": 0.010781273076355043, "wilsonLowerBound": 0.00858391717865285 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26392, "officialConfigError": null, "officialConfigValid": true, "successCount": 3245, "successRate": 0.12295392543194908, "wilsonLowerBound": 0.11904681908920223 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16481, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10169285844305564, "wilsonLowerBound": 0.09717081215513636 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12528, "officialConfigError": null, "officialConfigValid": true, "successCount": 5187, "successRate": 0.41403256704980845, "wilsonLowerBound": 0.4054350016509264 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24405, "officialConfigError": null, "officialConfigValid": true, "successCount": 3794, "successRate": 0.155459946732227, "wilsonLowerBound": 0.15096813744994636 }, "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": 45920, "officialConfigError": null, "officialConfigValid": true, "successCount": 11422, "successRate": 0.2487369337979094, "wilsonLowerBound": 0.24480420183377044 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23501, "officialConfigError": null, "officialConfigValid": true, "successCount": 3092, "successRate": 0.13156886940981236, "wilsonLowerBound": 0.12730729362391902 }, "vllm": { "framework": "vllm", "modelCount": 86759, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11254163833146993, "wilsonLowerBound": 0.11045581816178694 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42163, "officialConfigError": null, "officialConfigValid": true, "successCount": 5182, "successRate": 0.12290396793397054, "wilsonLowerBound": 0.11980429313308899 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36521, "officialConfigError": null, "officialConfigValid": true, "successCount": 3500, "successRate": 0.09583527285671258, "wilsonLowerBound": 0.09285858517955846 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89804, "officialConfigError": null, "officialConfigValid": true, "successCount": 21640, "successRate": 0.2409692218609416, "wilsonLowerBound": 0.23818317094979669 }, "transformers": { "framework": "transformers", "modelCount": 5350, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10785046728971963, "wilsonLowerBound": 0.0998180034123832 }, "vllm": { "framework": "vllm", "modelCount": 112718, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.14658705796767155, "wilsonLowerBound": 0.1445342602937692 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19311, "officialConfigError": null, "officialConfigValid": true, "successCount": 3673, "successRate": 0.19020247527316037, "wilsonLowerBound": 0.18472888703622112 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43076, "officialConfigError": null, "officialConfigValid": true, "successCount": 5598, "successRate": 0.12995635620763302, "wilsonLowerBound": 0.12681385711651194 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7116, "officialConfigError": null, "officialConfigValid": true, "successCount": 608, "successRate": 0.08544125913434514, "wilsonLowerBound": 0.07916786182099259 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32092, "officialConfigError": null, "officialConfigValid": true, "successCount": 5977, "successRate": 0.1862457933441356, "wilsonLowerBound": 0.18202404512335357 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61185, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20268039552177822, "wilsonLowerBound": 0.19951376817479044 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10006, "officialConfigError": null, "officialConfigValid": true, "successCount": 2940, "successRate": 0.2938237057765341, "wilsonLowerBound": 0.28497883334822205 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14004, "officialConfigError": null, "officialConfigValid": true, "successCount": 3523, "successRate": 0.25157097972007997, "wilsonLowerBound": 0.24445297236929567 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63509, "officialConfigError": null, "officialConfigValid": true, "successCount": 17392, "successRate": 0.2738509502590184, "wilsonLowerBound": 0.2703964724480052 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 172, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.6802325581395349, "wilsonLowerBound": 0.6072474589202723 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47159, "officialConfigError": null, "officialConfigValid": true, "successCount": 20811, "successRate": 0.44129434466379697, "wilsonLowerBound": 0.43681774358540393 }, "vllm": { "framework": "vllm", "modelCount": 37486, "officialConfigError": null, "officialConfigValid": true, "successCount": 3865, "successRate": 0.10310515925945686, "wilsonLowerBound": 0.10006726563864177 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 751, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6343, "officialConfigError": null, "officialConfigValid": true, "successCount": 2733, "successRate": 0.43086867412896107, "wilsonLowerBound": 0.41872739813732224 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7391, "officialConfigError": null, "officialConfigValid": true, "successCount": 240, "successRate": 0.03247192531457178, "wilsonLowerBound": 0.02866754709140733 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13600, "officialConfigError": null, "officialConfigValid": true, "successCount": 4411, "successRate": 0.32433823529411765, "wilsonLowerBound": 0.3165210485429848 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27049, "officialConfigError": null, "officialConfigValid": true, "successCount": 13766, "successRate": 0.5089282413397908, "wilsonLowerBound": 0.5029696608725285 }, "vllm": { "framework": "vllm", "modelCount": 63945, "officialConfigError": null, "officialConfigValid": true, "successCount": 6561, "successRate": 0.10260380014074595, "wilsonLowerBound": 0.10027568039621274 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12869, "officialConfigError": null, "officialConfigValid": true, "successCount": 1936, "successRate": 0.15043903955241278, "wilsonLowerBound": 0.14436663161569308 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-26T21:37:27.268633+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1289.4586466165413, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.229617663110755, "queueFactor": 0.9239509136870488, "queueWeight": 0.9239509136870488, "recentSuccess": 45, "recentSuccessRate": 0.3383458646616541, "recentTerminal": 133, "recentWilsonLowerBound": 0.2634780244474995, "running": 9, "selectionWeight": 1.136106363316916, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 28583 }, "Biren_166m": { "available": true, "backlogHours": 116.99999999999999, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.31414057538551965, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 39, "recentSuccessRate": 0.18932038834951456, "recentTerminal": 206, "recentWilsonLowerBound": 0.14169672954156395, "running": 8, "selectionWeight": 0.4083827480011756, "stale": false, "submissionEligible": false, "throughputPerHour": 34.333333333333336, "waiting": 4017 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1209.44, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1968667105416621, "queueFactor": 0.9328726549004862, "queueWeight": 0.9328726549004862, "recentSuccess": 14, "recentSuccessRate": 0.18666666666666668, "recentTerminal": 75, "recentWilsonLowerBound": 0.11458005622312066, "running": 7, "selectionWeight": 0.18365157092452586, "stale": false, "submissionEligible": false, "throughputPerHour": 12.5, "waiting": 15118 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 468.9107142857143, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2427741971866338, "queueFactor": 1.0753417031928187, "queueWeight": 1.0753417031928187, "recentSuccess": 21, "recentSuccessRate": 0.1875, "recentTerminal": 112, "recentWilsonLowerBound": 0.12603362094830625, "running": 7, "selectionWeight": 0.261065218693944, "stale": false, "submissionEligible": false, "throughputPerHour": 18.666666666666668, "waiting": 8753 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.91379310344828, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.03735632183908046, "recentTerminal": 348, "recentWilsonLowerBound": 0.021958839681968875, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.0, "waiting": 2373 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 130.32432432432432, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.23175877453919597, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 37, "recentSuccessRate": 0.16666666666666666, "recentTerminal": 222, "recentWilsonLowerBound": 0.12340134553543952, "running": 8, "selectionWeight": 0.30128640690095476, "stale": false, "submissionEligible": false, "throughputPerHour": 37.0, "waiting": 4822 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2458.923076923077, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7180568301381017, "queueFactor": 0.8386838316372383, "queueWeight": 0.8386838316372383, "recentSuccess": 13, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 39, "recentWilsonLowerBound": 0.2063276610691516, "running": 2, "selectionWeight": 0.6022226536335127, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 15983 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 383.16, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6443809082553411, "queueFactor": 1.1084165134794757, "queueWeight": 1.1084165134794757, "recentSuccess": 39, "recentSuccessRate": 0.26, "recentTerminal": 150, "recentWilsonLowerBound": 0.1964203481331732, "running": 8, "selectionWeight": 0.7142424396811231, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 9579 }, "MetaX_c-500": { "available": true, "backlogHours": 634.5, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.3264087225977832, "queueFactor": 1.0276500982933812, "queueWeight": 1.0276500982933812, "recentSuccess": 36, "recentSuccessRate": 0.36, "recentTerminal": 100, "recentWilsonLowerBound": 0.2727107459049014, "running": 4, "selectionWeight": 1.3630840541548102, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 10575 }, "Mthreads_s4000": { "available": true, "backlogHours": 2305.636363636364, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8468205529565169, "queueWeight": 0.8468205529565169, "recentSuccess": 27, "recentSuccessRate": 0.4909090909090909, "recentTerminal": 55, "recentWilsonLowerBound": 0.3637656048710159, "running": 4, "selectionWeight": 2.1170513823912924, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 21135 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2816.4, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.22057225165864894, "queueFactor": 0.8217805568470066, "queueWeight": 0.8217805568470066, "recentSuccess": 8, "recentSuccessRate": 0.22857142857142856, "recentTerminal": 35, "recentWilsonLowerBound": 0.120657367461791, "running": 2, "selectionWeight": 0.1812619877930426, "stale": false, "submissionEligible": false, "throughputPerHour": 5.833333333333333, "waiting": 16429 }, "Vastai_va16": { "available": true, "backlogHours": 761.027027027027, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.702437305744419, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 31, "recentSuccessRate": 0.27927927927927926, "recentTerminal": 111, "recentWilsonLowerBound": 0.20427535700815577, "running": 16, "selectionWeight": 0.702437305744419, "stale": false, "submissionEligible": true, "throughputPerHour": 18.5, "waiting": 14079 }, "hygon_k100-ai": { "available": true, "backlogHours": 793.3282442748092, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5231998678789542, "queueFactor": 0.9937841700757681, "queueWeight": 0.9937841700757681, "recentSuccess": 32, "recentSuccessRate": 0.24427480916030533, "recentTerminal": 131, "recentWilsonLowerBound": 0.17867404056237238, "running": 6, "selectionWeight": 0.519947746483838, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 17321 } }, "queueAttemptedAt": "2026-09-26T21:35:45.263231+00:00", "queueError": null, "queueUpdatedAt": "2026-09-26T21:35:45.263231+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Biren_166m", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }