{ "communityAttemptedAt": "2026-09-17T06:58:16.540830+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-17T06:58:16.540830+00:00", "frameworkAttemptedAt": "2026-09-17T02:40:25.916083+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39324, "officialConfigError": null, "officialConfigValid": true, "successCount": 18958, "successRate": 0.48209744685179534, "wilsonLowerBound": 0.47716066800941404 }, "vllm": { "framework": "vllm", "modelCount": 52293, "officialConfigError": null, "officialConfigValid": true, "successCount": 14696, "successRate": 0.2810318780716348, "wilsonLowerBound": 0.27719535570417475 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2501, "officialConfigError": null, "officialConfigValid": true, "successCount": 688, "successRate": 0.27508996401439423, "wilsonLowerBound": 0.2579432900048845 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32537, "officialConfigError": null, "officialConfigValid": true, "successCount": 14286, "successRate": 0.4390693671819774, "wilsonLowerBound": 0.4336843948048854 }, "vllm": { "framework": "vllm", "modelCount": 37265, "officialConfigError": null, "officialConfigValid": true, "successCount": 10616, "successRate": 0.2848785723869583, "wilsonLowerBound": 0.28031818841137845 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8353, "officialConfigError": null, "officialConfigValid": true, "successCount": 3633, "successRate": 0.434933556805938, "wilsonLowerBound": 0.4243343325497206 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63894, "officialConfigError": null, "officialConfigValid": true, "successCount": 12072, "successRate": 0.18893792844398535, "wilsonLowerBound": 0.18592128632883567 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16644, "officialConfigError": null, "officialConfigValid": true, "successCount": 3330, "successRate": 0.20007209805335255, "wilsonLowerBound": 0.19406382261046465 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5819, "officialConfigError": null, "officialConfigValid": true, "successCount": 53, "successRate": 0.009108094174256745, "wilsonLowerBound": 0.006970415948178855 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26113, "officialConfigError": null, "officialConfigValid": true, "successCount": 3213, "successRate": 0.12304216290736415, "wilsonLowerBound": 0.11911329137586564 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16464, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10167638483965015, "wilsonLowerBound": 0.09715238732010051 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 10782, "officialConfigError": null, "officialConfigValid": true, "successCount": 4559, "successRate": 0.42283435355221666, "wilsonLowerBound": 0.4135386096142239 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24121, "officialConfigError": null, "officialConfigValid": true, "successCount": 3781, "successRate": 0.15675137846689607, "wilsonLowerBound": 0.15221788098170744 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 42046, "officialConfigError": null, "officialConfigValid": true, "successCount": 10566, "successRate": 0.25129619940065645, "wilsonLowerBound": 0.24717292921019227 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23181, "officialConfigError": null, "officialConfigValid": true, "successCount": 3052, "successRate": 0.1316595487683879, "wilsonLowerBound": 0.12736778891795317 }, "vllm": { "framework": "vllm", "modelCount": 86590, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11276128883242868, "wilsonLowerBound": 0.1106716488921255 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40009, "officialConfigError": null, "officialConfigValid": true, "successCount": 4915, "successRate": 0.12284735934414756, "wilsonLowerBound": 0.11966691512660059 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30497, "officialConfigError": null, "officialConfigValid": true, "successCount": 3375, "successRate": 0.11066662294651933, "wilsonLowerBound": 0.10719452288721909 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88323, "officialConfigError": null, "officialConfigValid": true, "successCount": 20884, "successRate": 0.23645030173341033, "wilsonLowerBound": 0.23365954612828566 }, "transformers": { "framework": "transformers", "modelCount": 5150, "officialConfigError": null, "officialConfigValid": true, "successCount": 565, "successRate": 0.10970873786407767, "wilsonLowerBound": 0.10146217960449863 }, "vllm": { "framework": "vllm", "modelCount": 112500, "officialConfigError": null, "officialConfigValid": true, "successCount": 16506, "successRate": 0.14672, "wilsonLowerBound": 0.144664445593628 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 16732, "officialConfigError": null, "officialConfigValid": true, "successCount": 3374, "successRate": 0.20164953382739662, "wilsonLowerBound": 0.19563869467257045 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42791, "officialConfigError": null, "officialConfigValid": true, "successCount": 5570, "successRate": 0.13016755859877077, "wilsonLowerBound": 0.12701250238318218 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6570, "officialConfigError": null, "officialConfigValid": true, "successCount": 526, "successRate": 0.08006088280060883, "wilsonLowerBound": 0.07374120868188 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 30849, "officialConfigError": null, "officialConfigValid": true, "successCount": 5462, "successRate": 0.17705598236571687, "wilsonLowerBound": 0.17283659851182676 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60826, "officialConfigError": null, "officialConfigValid": true, "successCount": 12389, "successRate": 0.20367934764738763, "wilsonLowerBound": 0.20049752581521216 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7299, "officialConfigError": null, "officialConfigValid": true, "successCount": 2133, "successRate": 0.2922318125770654, "wilsonLowerBound": 0.28190969205405986 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12515, "officialConfigError": null, "officialConfigValid": true, "successCount": 3247, "successRate": 0.2594486616060727, "wilsonLowerBound": 0.25184360754190915 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60269, "officialConfigError": null, "officialConfigValid": true, "successCount": 16480, "successRate": 0.27344074067928786, "wilsonLowerBound": 0.2698966892453307 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46405, "officialConfigError": null, "officialConfigValid": true, "successCount": 20263, "successRate": 0.4366555328089646, "wilsonLowerBound": 0.43214832527606106 }, "vllm": { "framework": "vllm", "modelCount": 36240, "officialConfigError": null, "officialConfigValid": true, "successCount": 3323, "successRate": 0.09169426048565121, "wilsonLowerBound": 0.08876606276432066 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 425, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6277, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03058786044288673, "wilsonLowerBound": 0.026606614466574273 }, "vllm": { "framework": "vllm", "modelCount": 10019, "officialConfigError": null, "officialConfigValid": true, "successCount": 736, "successRate": 0.07346042519213494, "wilsonLowerBound": 0.06851366643509127 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5809, "officialConfigError": null, "officialConfigValid": true, "successCount": 2454, "successRate": 0.422447925632639, "wilsonLowerBound": 0.4098008214606837 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7372, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031877373846988605, "wilsonLowerBound": 0.028104591006162857 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11290, "officialConfigError": null, "officialConfigValid": true, "successCount": 3774, "successRate": 0.33427812223206377, "wilsonLowerBound": 0.3256339820895458 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26288, "officialConfigError": null, "officialConfigValid": true, "successCount": 13317, "successRate": 0.5065809494826536, "wilsonLowerBound": 0.5005366349981349 }, "vllm": { "framework": "vllm", "modelCount": 61826, "officialConfigError": null, "officialConfigValid": true, "successCount": 6152, "successRate": 0.09950506259502474, "wilsonLowerBound": 0.09717031350924202 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12378, "officialConfigError": null, "officialConfigValid": true, "successCount": 1760, "successRate": 0.14218775246404913, "wilsonLowerBound": 0.13614612943828594 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-17T07:12:58.400364+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1336.2616822429907, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.193222341565725, "queueFactor": 0.989575659870701, "queueWeight": 0.989575659870701, "recentSuccess": 47, "recentSuccessRate": 0.4392523364485981, "recentTerminal": 107, "recentWilsonLowerBound": 0.34893941347275176, "running": 8, "selectionWeight": 2.1703594458980664, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 23830 }, "Ascend_910-b4": { "available": true, "backlogHours": 1596.0, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9635578608968, "queueWeight": 0.9635578608968, "recentSuccess": 49, "recentSuccessRate": 0.46226415094339623, "recentTerminal": 106, "recentWilsonLowerBound": 0.37033458798877916, "running": 8, "selectionWeight": 2.408894652242, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 28196 }, "Biren_166m": { "available": true, "backlogHours": 197.01818181818183, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.29809556329206466, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 32, "recentSuccessRate": 0.19393939393939394, "recentTerminal": 165, "recentWilsonLowerBound": 0.14085852644916658, "running": 7, "selectionWeight": 0.3875242322796841, "stale": false, "submissionEligible": true, "throughputPerHour": 27.5, "waiting": 5418 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1311.5142857142857, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6832643076325645, "queueFactor": 0.9923543506251067, "queueWeight": 0.9923543506251067, "recentSuccess": 21, "recentSuccessRate": 0.3, "recentTerminal": 70, "recentWilsonLowerBound": 0.20536456738510148, "running": 7, "selectionWeight": 0.6780403083060267, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 15301 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 567.8613861386139, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.334714654756025, "queueFactor": 1.1251136176549736, "queueWeight": 1.1251136176549736, "recentSuccess": 22, "recentSuccessRate": 0.21782178217821782, "recentTerminal": 101, "recentWilsonLowerBound": 0.14847574440775013, "running": 7, "selectionWeight": 0.37659201609468684, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 9559 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 33.18872017353579, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.04772234273318872, "recentTerminal": 461, "recentWilsonLowerBound": 0.03172328430106139, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 76.83333333333333, "waiting": 2550 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 95.71111111111111, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2508225539014095, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 46, "recentSuccessRate": 0.17037037037037037, "recentTerminal": 270, "recentWilsonLowerBound": 0.1302258692684152, "running": 7, "selectionWeight": 0.32606932007183237, "stale": false, "submissionEligible": true, "throughputPerHour": 45.0, "waiting": 4307 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3096.387096774193, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.8091142094498611, "queueFactor": 0.8723774771277073, "queueWeight": 0.8723774771277073, "recentSuccess": 15, "recentSuccessRate": 0.4838709677419355, "recentTerminal": 31, "recentWilsonLowerBound": 0.3196998603127883, "running": 2, "selectionWeight": 1.5782304898757564, "stale": false, "submissionEligible": true, "throughputPerHour": 5.166666666666667, "waiting": 15998 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 475.6056338028169, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4539560712234786, "queueFactor": 1.1554354374325289, "queueWeight": 1.1554354374325289, "recentSuccess": 33, "recentSuccessRate": 0.2323943661971831, "recentTerminal": 142, "recentWilsonLowerBound": 0.17053347753691167, "running": 8, "selectionWeight": 0.5245169317292522, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 11256 }, "MetaX_c-500": { "available": true, "backlogHours": 1180.677966101695, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0167421984471214, "queueFactor": 1.008121816039889, "queueWeight": 1.008121816039889, "recentSuccess": 21, "recentSuccessRate": 0.3559322033898305, "recentTerminal": 59, "recentWilsonLowerBound": 0.24603115869434763, "running": 4, "selectionWeight": 1.0249999915429013, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 11610 }, "Mthreads_s4000": { "available": true, "backlogHours": 2540.4827586206898, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8016147903506803, "queueFactor": 0.8986597573424533, "queueWeight": 0.8986597573424533, "recentSuccess": 19, "recentSuccessRate": 0.3275862068965517, "recentTerminal": 58, "recentWilsonLowerBound": 0.220831238803421, "running": 4, "selectionWeight": 0.720378952978664, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 24558 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5479.764705882352, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1641554316021079, "queueFactor": 0.8007896387208873, "queueWeight": 0.8007896387208873, "recentSuccess": 8, "recentSuccessRate": 0.47058823529411764, "recentTerminal": 17, "recentWilsonLowerBound": 0.26164801196088106, "running": 2, "selectionWeight": 0.9322436074876106, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 15526 }, "Vastai_va16": { "available": true, "backlogHours": 2344.0, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.909576205663528, "queueWeight": 0.909576205663528, "recentSuccess": 3, "recentSuccessRate": 0.08333333333333333, "recentTerminal": 36, "recentWilsonLowerBound": 0.028748089271291792, "running": 16, "selectionWeight": 0.04547881028317641, "stale": false, "submissionEligible": false, "throughputPerHour": 6.0, "waiting": 14064 }, "hygon_k100-ai": { "available": true, "backlogHours": 765.7777777777778, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6024754835049181, "queueFactor": 1.0757647710226819, "queueWeight": 1.0757647710226819, "recentSuccess": 29, "recentSuccessRate": 0.26851851851851855, "recentTerminal": 108, "recentWilsonLowerBound": 0.19394781819614243, "running": 6, "selectionWeight": 0.6481219005594477, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 13784 } }, "queueAttemptedAt": "2026-09-17T07:09:37.203661+00:00", "queueError": null, "queueUpdatedAt": "2026-09-17T07:09:37.203661+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }