{ "communityAttemptedAt": "2026-10-14T09:29:29.873106+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-14T09:29:29.873106+00:00", "frameworkAttemptedAt": "2026-10-14T09:36:02.877221+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42622, "officialConfigError": null, "officialConfigValid": true, "successCount": 21244, "successRate": 0.49842804185631834, "wilsonLowerBound": 0.493681530942167 }, "vllm": { "framework": "vllm", "modelCount": 57111, "officialConfigError": null, "officialConfigValid": true, "successCount": 15408, "successRate": 0.26979040815254507, "wilsonLowerBound": 0.26616571502254316 }, "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": 4605, "officialConfigError": null, "officialConfigValid": true, "successCount": 1411, "successRate": 0.30640608034744843, "wilsonLowerBound": 0.29325697529962574 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37390, "officialConfigError": null, "officialConfigValid": true, "successCount": 17649, "successRate": 0.47202460550949454, "wilsonLowerBound": 0.4669675407664476 }, "vllm": { "framework": "vllm", "modelCount": 40055, "officialConfigError": null, "officialConfigValid": true, "successCount": 11055, "successRate": 0.27599550617900387, "wilsonLowerBound": 0.27163941147666976 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13112, "officialConfigError": null, "officialConfigValid": true, "successCount": 5480, "successRate": 0.4179377669310555, "wilsonLowerBound": 0.4095206789674169 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64221, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18834960526930444, "wilsonLowerBound": 0.18534426139185217 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31349, "officialConfigError": null, "officialConfigValid": true, "successCount": 6765, "successRate": 0.21579635714057865, "wilsonLowerBound": 0.21127745505385256 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7962, "officialConfigError": null, "officialConfigValid": true, "successCount": 112, "successRate": 0.014066817382567194, "wilsonLowerBound": 0.01170436852150487 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26676, "officialConfigError": null, "officialConfigValid": true, "successCount": 3280, "successRate": 0.12295696506222822, "wilsonLowerBound": 0.11907037985864273 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16511, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10150808551874507, "wilsonLowerBound": 0.09699382329741071 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 16113, "officialConfigError": null, "officialConfigValid": true, "successCount": 6329, "successRate": 0.3927884317011109, "wilsonLowerBound": 0.3852740453697425 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24786, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15363511659807957, "wilsonLowerBound": 0.1491995363144016 }, "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": 52686, "officialConfigError": null, "officialConfigValid": true, "successCount": 13278, "successRate": 0.2520214098622025, "wilsonLowerBound": 0.24833216122062743 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24808, "officialConfigError": null, "officialConfigValid": true, "successCount": 3160, "successRate": 0.127378265075782, "wilsonLowerBound": 0.1232870934209147 }, "vllm": { "framework": "vllm", "modelCount": 87038, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11227280038603828, "wilsonLowerBound": 0.11019250180860952 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46903, "officialConfigError": null, "officialConfigValid": true, "successCount": 5595, "successRate": 0.11928874485640577, "wilsonLowerBound": 0.11638647232858006 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 48074, "officialConfigError": null, "officialConfigValid": true, "successCount": 3719, "successRate": 0.07735990348213172, "wilsonLowerBound": 0.07500530663666655 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94175, "officialConfigError": null, "officialConfigValid": true, "successCount": 23563, "successRate": 0.2502044066896735, "wilsonLowerBound": 0.2474482833114897 }, "transformers": { "framework": "transformers", "modelCount": 5592, "officialConfigError": null, "officialConfigValid": true, "successCount": 587, "successRate": 0.10497138769670958, "wilsonLowerBound": 0.0972068594985044 }, "vllm": { "framework": "vllm", "modelCount": 112876, "officialConfigError": null, "officialConfigValid": true, "successCount": 16532, "successRate": 0.146461603883908, "wilsonLowerBound": 0.14441097078360798 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 165, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.006060606060606061, "wilsonLowerBound": 0.0010706205657562634 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 24167, "officialConfigError": null, "officialConfigValid": true, "successCount": 4053, "successRate": 0.16770803161335707, "wilsonLowerBound": 0.16305050441572155 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43724, "officialConfigError": null, "officialConfigValid": true, "successCount": 5688, "successRate": 0.13008873845027902, "wilsonLowerBound": 0.12696799305059717 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8207, "officialConfigError": null, "officialConfigValid": true, "successCount": 774, "successRate": 0.09430973559156818, "wilsonLowerBound": 0.08817504810910823 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34636, "officialConfigError": null, "officialConfigValid": true, "successCount": 6887, "successRate": 0.1988393578935212, "wilsonLowerBound": 0.19466943350680024 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61511, "officialConfigError": null, "officialConfigValid": true, "successCount": 12425, "successRate": 0.2019963908894344, "wilsonLowerBound": 0.19884216377810277 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16464, "officialConfigError": null, "officialConfigValid": true, "successCount": 4645, "successRate": 0.28213070942662777, "wilsonLowerBound": 0.27530772457261443 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15602, "officialConfigError": null, "officialConfigValid": true, "successCount": 3782, "successRate": 0.24240481989488527, "wilsonLowerBound": 0.23574433419783902 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 68334, "officialConfigError": null, "officialConfigValid": true, "successCount": 18809, "successRate": 0.2752509731612375, "wilsonLowerBound": 0.27191482609316875 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1101, "officialConfigError": null, "officialConfigValid": true, "successCount": 659, "successRate": 0.5985467756584922, "wilsonLowerBound": 0.5692971175934777 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48462, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44839255499153974, "wilsonLowerBound": 0.44396890027928687 }, "vllm": { "framework": "vllm", "modelCount": 40107, "officialConfigError": null, "officialConfigValid": true, "successCount": 4897, "successRate": 0.12209838681526916, "wilsonLowerBound": 0.11893029784715764 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1113, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10093, "officialConfigError": null, "officialConfigValid": true, "successCount": 763, "successRate": 0.07559694838006539, "wilsonLowerBound": 0.07059950132152285 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7438, "officialConfigError": null, "officialConfigValid": true, "successCount": 3258, "successRate": 0.43802097337994084, "wilsonLowerBound": 0.4267803414907565 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7424, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.0330010775862069, "wilsonLowerBound": 0.029172852259161434 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18565, "officialConfigError": null, "officialConfigValid": true, "successCount": 5455, "successRate": 0.2938324804740102, "wilsonLowerBound": 0.28732309180283744 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28545, "officialConfigError": null, "officialConfigValid": true, "successCount": 14608, "successRate": 0.5117533718689788, "wilsonLowerBound": 0.505953341532944 }, "vllm": { "framework": "vllm", "modelCount": 67572, "officialConfigError": null, "officialConfigValid": true, "successCount": 7242, "successRate": 0.10717456934825076, "wilsonLowerBound": 0.10486446679711654 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13804, "officialConfigError": null, "officialConfigValid": true, "successCount": 2339, "successRate": 0.16944363952477542, "wilsonLowerBound": 0.1632775819073838 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-14T09:36:02.877221+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1108.24, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4365738222356423, "queueFactor": 0.9978958923423922, "queueWeight": 0.9978958923423922, "recentSuccess": 38, "recentSuccessRate": 0.25333333333333335, "recentTerminal": 150, "recentWilsonLowerBound": 0.19049020187252597, "running": 8, "selectionWeight": 1.4335511162555574, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 27706 }, "Ascend_910-b4": { "available": true, "backlogHours": 1349.8273381294964, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9688099157748008, "queueWeight": 0.9688099157748008, "recentSuccess": 44, "recentSuccessRate": 0.31654676258992803, "recentTerminal": 139, "recentWilsonLowerBound": 0.2450426950943528, "running": 9, "selectionWeight": 2.422024789437002, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 31271 }, "Biren_166m": { "available": true, "backlogHours": 135.53711790393015, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.32570849415582076, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.13537117903930132, "recentTerminal": 229, "recentWilsonLowerBound": 0.0970328110533617, "running": 8, "selectionWeight": 0.423421042402567, "stale": false, "submissionEligible": true, "throughputPerHour": 38.166666666666664, "waiting": 5173 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1430.9142857142858, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.9456500806750011, "queueFactor": 0.9603692925142804, "queueWeight": 0.9603692925142804, "recentSuccess": 17, "recentSuccessRate": 0.24285714285714285, "recentTerminal": 70, "recentWilsonLowerBound": 0.1575173261192311, "running": 8, "selectionWeight": 0.908173298943923, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 16694 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 406.03053435114504, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5191628960339683, "queueFactor": 1.1601028772496595, "queueWeight": 1.1601028772496595, "recentSuccess": 23, "recentSuccessRate": 0.17557251908396945, "recentTerminal": 131, "recentWilsonLowerBound": 0.11993681310262834, "running": 7, "selectionWeight": 0.6022823694502725, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 8865 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 73.11111111111111, "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": 0.05555555555555555, "recentTerminal": 270, "recentWilsonLowerBound": 0.033952723556854414, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 45.0, "waiting": 3290 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 131.9451219512195, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.31919303775152463, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 42, "recentSuccessRate": 0.12804878048780488, "recentTerminal": 328, "recentWilsonLowerBound": 0.09614565668649502, "running": 11, "selectionWeight": 0.41495094907698205, "stale": false, "submissionEligible": true, "throughputPerHour": 54.666666666666664, "waiting": 7213 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2212.3255813953488, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.46633706318879853, "queueFactor": 0.8996072606749873, "queueWeight": 0.8996072606749873, "recentSuccess": 9, "recentSuccessRate": 0.20930232558139536, "recentTerminal": 43, "recentWilsonLowerBound": 0.11422705997811458, "running": 3, "selectionWeight": 0.41952020796649353, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 15855 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 365.38235294117646, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9668401283148553, "queueFactor": 1.1786047115677614, "queueWeight": 1.1786047115677614, "recentSuccess": 30, "recentSuccessRate": 0.22058823529411764, "recentTerminal": 136, "recentWilsonLowerBound": 0.15911201250331414, "running": 8, "selectionWeight": 1.1395223305646676, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 8282 }, "MetaX_c-500": { "available": true, "backlogHours": 563.1504424778761, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7253994408158527, "queueFactor": 1.1045532139273795, "queueWeight": 1.1045532139273795, "recentSuccess": 23, "recentSuccessRate": 0.20353982300884957, "recentTerminal": 113, "recentWilsonLowerBound": 0.1396323173788541, "running": 5, "selectionWeight": 0.801242283734274, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 10606 }, "Mthreads_s4000": { "available": true, "backlogHours": 2547.7, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.8378039233750667, "queueFactor": 0.8807609780513149, "queueWeight": 0.8807609780513149, "recentSuccess": 19, "recentSuccessRate": 0.31666666666666665, "recentTerminal": 60, "recentWilsonLowerBound": 0.2130570584117433, "running": 4, "selectionWeight": 1.6186659810183677, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 25477 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2036.0377358490564, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1370924948093186, "queueFactor": 0.9108826599181099, "queueWeight": 0.9108826599181099, "recentSuccess": 7, "recentSuccessRate": 0.1320754716981132, "recentTerminal": 53, "recentWilsonLowerBound": 0.0654777020068957, "running": 2, "selectionWeight": 0.12487517632672179, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 17985 }, "Vastai_va16": { "available": true, "backlogHours": 1077.3333333333333, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0021386070692406, "queueWeight": 1.0021386070692406, "recentSuccess": 6, "recentSuccessRate": 0.06666666666666667, "recentTerminal": 90, "recentWilsonLowerBound": 0.030909506550389255, "running": 16, "selectionWeight": 0.05010693035346203, "stale": false, "submissionEligible": false, "throughputPerHour": 15.0, "waiting": 16160 }, "hygon_k100-ai": { "available": true, "backlogHours": 1228.5849056603772, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.1657741912296686, "queueFactor": 0.9825836466951963, "queueWeight": 0.9825836466951963, "recentSuccess": 26, "recentSuccessRate": 0.24528301886792453, "recentTerminal": 106, "recentWilsonLowerBound": 0.17323643086887056, "running": 6, "selectionWeight": 1.1454706560415908, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 21705 } }, "queueAttemptedAt": "2026-10-14T09:29:29.873106+00:00", "queueError": null, "queueUpdatedAt": "2026-10-14T09:29:29.873106+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", "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 }