{ "communityAttemptedAt": "2026-09-21T15:14:26.268013+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-21T15:14:26.268013+00:00", "frameworkAttemptedAt": "2026-09-21T09:32:49.784642+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39941, "officialConfigError": null, "officialConfigValid": true, "successCount": 19346, "successRate": 0.48436443754537944, "wilsonLowerBound": 0.4794649571315353 }, "vllm": { "framework": "vllm", "modelCount": 53442, "officialConfigError": null, "officialConfigValid": true, "successCount": 14906, "successRate": 0.27891920212566895, "wilsonLowerBound": 0.2751329007644761 }, "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": 2990, "officialConfigError": null, "officialConfigValid": true, "successCount": 843, "successRate": 0.2819397993311037, "wilsonLowerBound": 0.2660995818214234 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 33248, "officialConfigError": null, "officialConfigValid": true, "successCount": 14758, "successRate": 0.443876323387873, "wilsonLowerBound": 0.43854251269606614 }, "vllm": { "framework": "vllm", "modelCount": 37688, "officialConfigError": null, "officialConfigValid": true, "successCount": 10698, "successRate": 0.28385693058798556, "wilsonLowerBound": 0.2793271187069376 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 9248, "officialConfigError": null, "officialConfigValid": true, "successCount": 3935, "successRate": 0.42549740484429066, "wilsonLowerBound": 0.41545349275133725 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64019, "officialConfigError": null, "officialConfigValid": true, "successCount": 12088, "successRate": 0.18881894437588842, "wilsonLowerBound": 0.18580597014538264 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18777, "officialConfigError": null, "officialConfigValid": true, "successCount": 3786, "successRate": 0.2016296532992491, "wilsonLowerBound": 0.19595213012564566 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6227, "officialConfigError": null, "officialConfigValid": true, "successCount": 61, "successRate": 0.009796049462020234, "wilsonLowerBound": 0.0076341613707849405 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26185, "officialConfigError": null, "officialConfigValid": true, "successCount": 3227, "successRate": 0.12323849532174909, "wilsonLowerBound": 0.11931219789055535 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16470, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10163934426229508, "wilsonLowerBound": 0.09711690799427429 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11543, "officialConfigError": null, "officialConfigValid": true, "successCount": 4838, "successRate": 0.41912847613272114, "wilsonLowerBound": 0.41015543311834674 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24240, "officialConfigError": null, "officialConfigValid": true, "successCount": 3788, "successRate": 0.15627062706270628, "wilsonLowerBound": 0.15175393306198898 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8079, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.06733506622106697, "wilsonLowerBound": 0.06207350295237374 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 43802, "officialConfigError": null, "officialConfigValid": true, "successCount": 10957, "successRate": 0.25014839505045433, "wilsonLowerBound": 0.2461144464072955 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23367, "officialConfigError": null, "officialConfigValid": true, "successCount": 3073, "successRate": 0.13151024949715412, "wilsonLowerBound": 0.12723747320235243 }, "vllm": { "framework": "vllm", "modelCount": 86679, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11264550813922634, "wilsonLowerBound": 0.1105578815247224 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40993, "officialConfigError": null, "officialConfigValid": true, "successCount": 5042, "successRate": 0.12299660917717659, "wilsonLowerBound": 0.11985246506347841 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 32876, "officialConfigError": null, "officialConfigValid": true, "successCount": 3436, "successRate": 0.1045139311351746, "wilsonLowerBound": 0.101253017509305 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88892, "officialConfigError": null, "officialConfigValid": true, "successCount": 21182, "successRate": 0.23828915987940422, "wilsonLowerBound": 0.23549977277882458 }, "transformers": { "framework": "transformers", "modelCount": 5234, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.10813909056171188, "wilsonLowerBound": 0.10001112347945461 }, "vllm": { "framework": "vllm", "modelCount": 112652, "officialConfigError": null, "officialConfigValid": true, "successCount": 16516, "successRate": 0.1466108014061002, "wilsonLowerBound": 0.1445572666731952 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17996, "officialConfigError": null, "officialConfigValid": true, "successCount": 3526, "successRate": 0.19593242942876193, "wilsonLowerBound": 0.19019838816881998 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42952, "officialConfigError": null, "officialConfigValid": true, "successCount": 5586, "successRate": 0.13005215123859193, "wilsonLowerBound": 0.12690416179471012 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6864, "officialConfigError": null, "officialConfigValid": true, "successCount": 575, "successRate": 0.08377039627039627, "wilsonLowerBound": 0.07744678950002634 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31388, "officialConfigError": null, "officialConfigValid": true, "successCount": 5693, "successRate": 0.18137504778896393, "wilsonLowerBound": 0.1771512187008585 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60932, "officialConfigError": null, "officialConfigValid": true, "successCount": 12395, "successRate": 0.20342348847896016, "wilsonLowerBound": 0.2002459308650275 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 8448, "officialConfigError": null, "officialConfigValid": true, "successCount": 2441, "successRate": 0.2889441287878788, "wilsonLowerBound": 0.27937597787186164 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13178, "officialConfigError": null, "officialConfigValid": true, "successCount": 3378, "successRate": 0.25633631810593416, "wilsonLowerBound": 0.2489534716776401 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 61661, "officialConfigError": null, "officialConfigValid": true, "successCount": 16891, "successRate": 0.27393328035549214, "wilsonLowerBound": 0.27042729304904667 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 0, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46751, "officialConfigError": null, "officialConfigValid": true, "successCount": 20498, "successRate": 0.4384505144274989, "wilsonLowerBound": 0.4339578004208725 }, "vllm": { "framework": "vllm", "modelCount": 36792, "officialConfigError": null, "officialConfigValid": true, "successCount": 3554, "successRate": 0.09659708632311372, "wilsonLowerBound": 0.09362049049595138 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 628, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6279, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030578117534639272, "wilsonLowerBound": 0.026598123522609027 }, "vllm": { "framework": "vllm", "modelCount": 10028, "officialConfigError": null, "officialConfigValid": true, "successCount": 740, "successRate": 0.07379337854008776, "wilsonLowerBound": 0.06883801306073076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6031, "officialConfigError": null, "officialConfigValid": true, "successCount": 2566, "successRate": 0.42546841319847456, "wilsonLowerBound": 0.41304153745980715 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7378, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.03185145025752236, "wilsonLowerBound": 0.028081693938916925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11961, "officialConfigError": null, "officialConfigValid": true, "successCount": 3880, "successRate": 0.3243875930106178, "wilsonLowerBound": 0.3160553033270324 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26610, "officialConfigError": null, "officialConfigValid": true, "successCount": 13506, "successRate": 0.507553551296505, "wilsonLowerBound": 0.501545943634268 }, "vllm": { "framework": "vllm", "modelCount": 62855, "officialConfigError": null, "officialConfigValid": true, "successCount": 6355, "successRate": 0.10110571951316522, "wilsonLowerBound": 0.0987732133862989 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12587, "officialConfigError": null, "officialConfigValid": true, "successCount": 1827, "successRate": 0.14514975768650196, "wilsonLowerBound": 0.13910414529115206 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-21T15:19:24.350176+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 923.8823529411765, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.1694586346153857, "queueFactor": 1.002018606863002, "queueWeight": 1.002018606863002, "recentSuccess": 51, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 153, "recentWilsonLowerBound": 0.2635260366567964, "running": 8, "selectionWeight": 2.173837918704219, "stale": false, "submissionEligible": true, "throughputPerHour": 25.5, "waiting": 23559 }, "Ascend_910-b4": { "available": true, "backlogHours": 1156.0, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9688903085312033, "queueWeight": 0.9688903085312033, "recentSuccess": 52, "recentSuccessRate": 0.35374149659863946, "recentTerminal": 147, "recentWilsonLowerBound": 0.28107250514529913, "running": 8, "selectionWeight": 2.422225771328008, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 28322 }, "Biren_166m": { "available": true, "backlogHours": 193.29113924050634, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.46571844207765367, "queueFactor": 1.2670288245712298, "queueWeight": 1.2670288245712298, "recentSuccess": 29, "recentSuccessRate": 0.18354430379746836, "recentTerminal": 158, "recentWilsonLowerBound": 0.13094338351791776, "running": 8, "selectionWeight": 0.5900786902467939, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 5090 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1839.5510204081634, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.1203823723284332, "queueFactor": 0.9036734259561392, "queueWeight": 0.9036734259561392, "recentSuccess": 15, "recentSuccessRate": 0.30612244897959184, "recentTerminal": 49, "recentWilsonLowerBound": 0.1951532349314748, "running": 7, "selectionWeight": 1.012459776782902, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 15023 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 460.05, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1742936446968653, "queueFactor": 1.1124936267873173, "queueWeight": 1.1124936267873173, "recentSuccess": 16, "recentSuccessRate": 0.13333333333333333, "recentTerminal": 120, "recentWilsonLowerBound": 0.08376537177553149, "running": 7, "selectionWeight": 0.19390056891479576, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 9201 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.50415512465374, "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": 0.04155124653739612, "recentTerminal": 361, "recentWilsonLowerBound": 0.025339546428177834, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 60.166666666666664, "waiting": 2437 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 81.30747922437673, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07332557359199618, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.08033240997229917, "recentTerminal": 361, "recentWilsonLowerBound": 0.05651237685587365, "running": 2, "selectionWeight": 0.09532324566959503, "stale": false, "submissionEligible": true, "throughputPerHour": 60.166666666666664, "waiting": 4892 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3556.4444444444443, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.8504221377101868, "queueFactor": 0.8185889589116996, "queueWeight": 0.8185889589116996, "recentSuccess": 11, "recentSuccessRate": 0.4074074074074074, "recentTerminal": 27, "recentWilsonLowerBound": 0.24514513372857347, "running": 2, "selectionWeight": 1.5147351312553434, "stale": false, "submissionEligible": true, "throughputPerHour": 4.5, "waiting": 16004 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 443.958041958042, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.27963694881821466, "queueFactor": 1.1184510919351844, "queueWeight": 1.1184510919351844, "recentSuccess": 22, "recentSuccessRate": 0.15384615384615385, "recentTerminal": 143, "recentWilsonLowerBound": 0.103845722608873, "running": 8, "selectionWeight": 0.3127602507511555, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 10581 }, "MetaX_c-500": { "available": true, "backlogHours": 634.252427184466, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5872385488700079, "queueFactor": 1.0601784355653288, "queueWeight": 1.0601784355653288, "recentSuccess": 22, "recentSuccessRate": 0.21359223300970873, "recentTerminal": 103, "recentWilsonLowerBound": 0.14549640074609, "running": 4, "selectionWeight": 0.6225776460446588, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 10888 }, "Mthreads_s4000": { "available": true, "backlogHours": 2470.8679245283015, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.094734676554253, "queueFactor": 0.8645514772358847, "queueWeight": 0.8645514772358847, "recentSuccess": 20, "recentSuccessRate": 0.37735849056603776, "recentTerminal": 53, "recentWilsonLowerBound": 0.25936076571733824, "running": 4, "selectionWeight": 1.8110059590322125, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 21826 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5238.333333333333, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4204445257094779, "queueFactor": 0.7723947573827976, "queueWeight": 0.7723947573827976, "recentSuccess": 5, "recentSuccessRate": 0.2777777777777778, "recentTerminal": 18, "recentWilsonLowerBound": 0.12499569146355476, "running": 2, "selectionWeight": 0.3247491474282976, "stale": false, "submissionEligible": false, "throughputPerHour": 3.0, "waiting": 15715 }, "Vastai_va16": { "available": true, "backlogHours": 1576.4727272727273, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.1969649900245576, "queueFactor": 0.9248372585061699, "queueWeight": 0.9248372585061699, "recentSuccess": 9, "recentSuccessRate": 0.16363636363636364, "recentTerminal": 55, "recentWilsonLowerBound": 0.08855320558522453, "running": 16, "selectionWeight": 0.18216056139600698, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 14451 }, "hygon_k100-ai": { "available": true, "backlogHours": 948.8910891089109, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.1736448284574463, "queueFactor": 0.9980121573505321, "queueWeight": 0.9980121573505321, "recentSuccess": 28, "recentSuccessRate": 0.27722772277227725, "recentTerminal": 101, "recentWilsonLowerBound": 0.1993169020819432, "running": 6, "selectionWeight": 1.1713118072121111, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 15973 } }, "queueAttemptedAt": "2026-09-21T15:09:33.631757+00:00", "queueError": null, "queueUpdatedAt": "2026-09-21T15:09:33.631757+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }