{ "communityAttemptedAt": "2026-10-10T08:58:39.462602+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-10T08:58:39.462602+00:00", "frameworkAttemptedAt": "2026-10-10T07:29:46.991502+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41913, "officialConfigError": null, "officialConfigValid": true, "successCount": 20756, "successRate": 0.4952162813446902, "wilsonLowerBound": 0.49043028742450373 }, "vllm": { "framework": "vllm", "modelCount": 56106, "officialConfigError": null, "officialConfigValid": true, "successCount": 15297, "successRate": 0.27264463693722596, "wilsonLowerBound": 0.26897541734804775 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4221, "officialConfigError": null, "officialConfigValid": true, "successCount": 1267, "successRate": 0.30016583747927034, "wilsonLowerBound": 0.2865256812404507 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36693, "officialConfigError": null, "officialConfigValid": true, "successCount": 17187, "successRate": 0.4683999672962145, "wilsonLowerBound": 0.4632977228375229 }, "vllm": { "framework": "vllm", "modelCount": 39628, "officialConfigError": null, "officialConfigValid": true, "successCount": 10995, "successRate": 0.2774553346118906, "wilsonLowerBound": 0.27306863789875013 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12495, "officialConfigError": null, "officialConfigValid": true, "successCount": 5255, "successRate": 0.42056822729091636, "wilsonLowerBound": 0.4119381348279238 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64211, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.1883789381881609, "wilsonLowerBound": 0.18537317918882054 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 29033, "officialConfigError": null, "officialConfigValid": true, "successCount": 6300, "successRate": 0.21699445458616057, "wilsonLowerBound": 0.21229055032992292 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7626, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.013506425386834513, "wilsonLowerBound": 0.011149721830591139 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26612, "officialConfigError": null, "officialConfigValid": true, "successCount": 3269, "successRate": 0.12283932060724485, "wilsonLowerBound": 0.11894976977717306 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16505, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10154498636776735, "wilsonLowerBound": 0.09702916946724117 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15326, "officialConfigError": null, "officialConfigValid": true, "successCount": 6068, "successRate": 0.39592848753751797, "wilsonLowerBound": 0.3882127619846015 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24706, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15405164737310775, "wilsonLowerBound": 0.14960393208736786 }, "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": 51112, "officialConfigError": null, "officialConfigValid": true, "successCount": 12851, "successRate": 0.2514282360306777, "wilsonLowerBound": 0.24768588203209174 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23848, "officialConfigError": null, "officialConfigValid": true, "successCount": 3127, "successRate": 0.13112210667561222, "wilsonLowerBound": 0.12689747163100207 }, "vllm": { "framework": "vllm", "modelCount": 86979, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.1123374607663919, "wilsonLowerBound": 0.1102559320853489 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45917, "officialConfigError": null, "officialConfigValid": true, "successCount": 5530, "successRate": 0.12043469738876669, "wilsonLowerBound": 0.11748940352604008 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 46010, "officialConfigError": null, "officialConfigValid": true, "successCount": 3649, "successRate": 0.07930884590306456, "wilsonLowerBound": 0.07687467020950307 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92503, "officialConfigError": null, "officialConfigValid": true, "successCount": 23119, "successRate": 0.24992702939364128, "wilsonLowerBound": 0.24714724526172824 }, "transformers": { "framework": "transformers", "modelCount": 5521, "officialConfigError": null, "officialConfigValid": true, "successCount": 583, "successRate": 0.10559681217170802, "wilsonLowerBound": 0.09776262346075357 }, "vllm": { "framework": "vllm", "modelCount": 112848, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14648022118247553, "wilsonLowerBound": 0.14442922595225255 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 55, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.01818181818181818, "wilsonLowerBound": 0.0032166975922527864 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22862, "officialConfigError": null, "officialConfigValid": true, "successCount": 3956, "successRate": 0.17303822937625754, "wilsonLowerBound": 0.1681896914490327 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43600, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13006880733944953, "wilsonLowerBound": 0.12694388094171583 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7921, "officialConfigError": null, "officialConfigValid": true, "successCount": 745, "successRate": 0.09405378108824643, "wilsonLowerBound": 0.08782067439260924 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34072, "officialConfigError": null, "officialConfigValid": true, "successCount": 6702, "successRate": 0.1967011035454332, "wilsonLowerBound": 0.19251455248856156 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61469, "officialConfigError": null, "officialConfigValid": true, "successCount": 12420, "successRate": 0.20205306739982756, "wilsonLowerBound": 0.19889743324247072 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14837, "officialConfigError": null, "officialConfigValid": true, "successCount": 4228, "successRate": 0.2849632675069084, "wilsonLowerBound": 0.27775622921991017 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15204, "officialConfigError": null, "officialConfigValid": true, "successCount": 3722, "successRate": 0.24480399894764535, "wilsonLowerBound": 0.23803437306084016 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67247, "officialConfigError": null, "officialConfigValid": true, "successCount": 18528, "successRate": 0.27552158460600473, "wilsonLowerBound": 0.2721576422574394 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 840, "officialConfigError": null, "officialConfigValid": true, "successCount": 506, "successRate": 0.6023809523809524, "wilsonLowerBound": 0.5688902235092256 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48245, "officialConfigError": null, "officialConfigValid": true, "successCount": 21617, "successRate": 0.4480671572183646, "wilsonLowerBound": 0.44363390327653096 }, "vllm": { "framework": "vllm", "modelCount": 39466, "officialConfigError": null, "officialConfigValid": true, "successCount": 4682, "successRate": 0.11863376070541733, "wilsonLowerBound": 0.11548055259290799 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1035, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10078, "officialConfigError": null, "officialConfigValid": true, "successCount": 759, "successRate": 0.07531256201627307, "wilsonLowerBound": 0.07032053867780093 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7166, "officialConfigError": null, "officialConfigValid": true, "successCount": 3137, "successRate": 0.43776165224672065, "wilsonLowerBound": 0.4263112896899593 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7416, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03290183387270766, "wilsonLowerBound": 0.029077614020079336 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17530, "officialConfigError": null, "officialConfigValid": true, "successCount": 5218, "successRate": 0.29766115231032514, "wilsonLowerBound": 0.2909374696139977 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28141, "officialConfigError": null, "officialConfigValid": true, "successCount": 14370, "successRate": 0.51064283429871, "wilsonLowerBound": 0.5048011741196732 }, "vllm": { "framework": "vllm", "modelCount": 66933, "officialConfigError": null, "officialConfigValid": true, "successCount": 7107, "successRate": 0.10618080767334499, "wilsonLowerBound": 0.10386945881483124 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13544, "officialConfigError": null, "officialConfigValid": true, "successCount": 2206, "successRate": 0.16287655050206734, "wilsonLowerBound": 0.15675349091990512 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-10T09:09:38.158329+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1196.057142857143, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1254232467999215, "queueFactor": 0.9648993857952924, "queueWeight": 0.9648993857952924, "recentSuccess": 47, "recentSuccessRate": 0.3357142857142857, "recentTerminal": 140, "recentWilsonLowerBound": 0.26280234715531176, "running": 8, "selectionWeight": 1.085920199596988, "stale": false, "submissionEligible": true, "throughputPerHour": 23.333333333333332, "waiting": 27908 }, "Ascend_910-b4": { "available": true, "backlogHours": 1494.7317073170732, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9331690627149037, "queueWeight": 0.9331690627149037, "recentSuccess": 57, "recentSuccessRate": 0.4634146341463415, "recentTerminal": 123, "recentWilsonLowerBound": 0.37773363767576046, "running": 8, "selectionWeight": 2.332922656787259, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 30642 }, "Biren_166m": { "available": true, "backlogHours": 137.04123711340205, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.11483896274365182, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.13402061855670103, "recentTerminal": 194, "recentWilsonLowerBound": 0.09312615773797961, "running": 8, "selectionWeight": 0.14929065156674737, "stale": false, "submissionEligible": false, "throughputPerHour": 32.333333333333336, "waiting": 4431 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1265.6153846153845, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.733389435587392, "queueFactor": 0.9567523937778254, "queueWeight": 0.9567523937778254, "recentSuccess": 24, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 78, "recentWilsonLowerBound": 0.2163178292080744, "running": 7, "selectionWeight": 0.7016720980696056, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 16453 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 415.24615384615385, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3779936009571543, "queueFactor": 1.1308343095379991, "queueWeight": 1.1308343095379991, "recentSuccess": 29, "recentSuccessRate": 0.2230769230769231, "recentTerminal": 130, "recentWilsonLowerBound": 0.16004839200095863, "running": 7, "selectionWeight": 0.4274481327481655, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 8997 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 87.29442970822281, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 0, "recentSuccessRate": 0.0, "recentTerminal": 377, "recentWilsonLowerBound": 8.586125444847101e-19, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 62.833333333333336, "waiting": 5485 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 179.1769911504425, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.3387650943700355, "queueFactor": 1.2827808956666484, "queueWeight": 1.2827808956666484, "recentSuccess": 45, "recentSuccessRate": 0.19911504424778761, "recentTerminal": 226, "recentWilsonLowerBound": 0.15227247596383411, "running": 5, "selectionWeight": 0.4345613911765908, "stale": false, "submissionEligible": true, "throughputPerHour": 37.666666666666664, "waiting": 6749 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1973.744680851064, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.42809318798981344, "queueFactor": 0.8950579892528531, "queueWeight": 0.8950579892528531, "recentSuccess": 13, "recentSuccessRate": 0.2765957446808511, "recentTerminal": 47, "recentWilsonLowerBound": 0.16936405991152934, "running": 2, "selectionWeight": 0.38316822805500605, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 15461 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 480.72222222222223, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3478954101745246, "queueFactor": 1.1062688644907004, "queueWeight": 1.1062688644907004, "recentSuccess": 24, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 108, "recentWilsonLowerBound": 0.15412441082279263, "running": 8, "selectionWeight": 0.38486586037529774, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 8653 }, "MetaX_c-500": { "available": true, "backlogHours": 548.3275862068966, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.44633517553135016, "queueFactor": 1.0846479629554595, "queueWeight": 1.0846479629554595, "recentSuccess": 28, "recentSuccessRate": 0.2413793103448276, "recentTerminal": 116, "recentWilsonLowerBound": 0.17260719345282605, "running": 4, "selectionWeight": 0.4841165389354464, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 10601 }, "Mthreads_s4000": { "available": true, "backlogHours": 3222.1428571428573, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.492558367206329, "queueFactor": 0.8316165058673457, "queueWeight": 0.8316165058673457, "recentSuccess": 22, "recentSuccessRate": 0.5238095238095238, "recentTerminal": 42, "recentWilsonLowerBound": 0.37722213940207044, "running": 4, "selectionWeight": 2.0728526800065437, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 22555 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2549.4146341463415, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2738954975960826, "queueFactor": 0.861348195347304, "queueWeight": 0.861348195347304, "recentSuccess": 10, "recentSuccessRate": 0.24390243902439024, "recentTerminal": 41, "recentWilsonLowerBound": 0.13824855751022433, "running": 2, "selectionWeight": 0.2359193925681376, "stale": false, "submissionEligible": false, "throughputPerHour": 6.833333333333333, "waiting": 17421 }, "Vastai_va16": { "available": true, "backlogHours": 748.3064516129032, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.3834787952497437, "queueFactor": 1.0352205770532992, "queueWeight": 1.0352205770532992, "recentSuccess": 28, "recentSuccessRate": 0.22580645161290322, "recentTerminal": 124, "recentWilsonLowerBound": 0.16109993441103604, "running": 16, "selectionWeight": 0.39698513970614363, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 15465 }, "hygon_k100-ai": { "available": true, "backlogHours": 1136.769230769231, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7508125022492722, "queueFactor": 0.9722858666834374, "queueWeight": 0.9722858666834374, "recentSuccess": 31, "recentSuccessRate": 0.2980769230769231, "recentTerminal": 104, "recentWilsonLowerBound": 0.21863880553781623, "running": 6, "selectionWeight": 0.730004384466194, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 19704 } }, "queueAttemptedAt": "2026-10-10T09:09:38.158329+00:00", "queueError": null, "queueUpdatedAt": "2026-10-10T09:09:38.158329+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Biren_166m", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }