{ "communityAttemptedAt": "2026-10-10T16:57:17.798062+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-10T16:57:17.798062+00:00", "frameworkAttemptedAt": "2026-10-10T13:30:15.073568+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41951, "officialConfigError": null, "officialConfigValid": true, "successCount": 20784, "successRate": 0.49543515053276443, "wilsonLowerBound": 0.49065128470895913 }, "vllm": { "framework": "vllm", "modelCount": 56177, "officialConfigError": null, "officialConfigValid": true, "successCount": 15307, "successRate": 0.27247806041618455, "wilsonLowerBound": 0.26881186521433104 }, "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": 4243, "officialConfigError": null, "officialConfigValid": true, "successCount": 1279, "successRate": 0.30143766203158145, "wilsonLowerBound": 0.28781466913958204 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36757, "officialConfigError": null, "officialConfigValid": true, "successCount": 17227, "successRate": 0.4686726337840411, "wilsonLowerBound": 0.4635746256176739 }, "vllm": { "framework": "vllm", "modelCount": 39654, "officialConfigError": null, "officialConfigValid": true, "successCount": 10997, "successRate": 0.27732385131386494, "wilsonLowerBound": 0.2729392418878192 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12534, "officialConfigError": null, "officialConfigValid": true, "successCount": 5267, "successRate": 0.4202170097335248, "wilsonLowerBound": 0.4116014109768566 } }, "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": 29153, "officialConfigError": null, "officialConfigValid": true, "successCount": 6341, "successRate": 0.21750763214763488, "wilsonLowerBound": 0.2128092355218254 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7649, "officialConfigError": null, "officialConfigValid": true, "successCount": 103, "successRate": 0.013465812524513008, "wilsonLowerBound": 0.011116159346126123 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26614, "officialConfigError": null, "officialConfigValid": true, "successCount": 3269, "successRate": 0.12283008942661756, "wilsonLowerBound": 0.11894081143566253 }, "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": 15364, "officialConfigError": null, "officialConfigValid": true, "successCount": 6081, "successRate": 0.39579536579015884, "wilsonLowerBound": 0.388089634706811 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24714, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.15400178036740308, "wilsonLowerBound": 0.14955537975479138 }, "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": 51222, "officialConfigError": null, "officialConfigValid": true, "successCount": 12884, "successRate": 0.251532544609738, "wilsonLowerBound": 0.24779366571017697 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23906, "officialConfigError": null, "officialConfigValid": true, "successCount": 3128, "successRate": 0.13084581276666946, "wilsonLowerBound": 0.12663010779247372 }, "vllm": { "framework": "vllm", "modelCount": 86984, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11234249977007266, "wilsonLowerBound": 0.11026098909637326 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45955, "officialConfigError": null, "officialConfigValid": true, "successCount": 5531, "successRate": 0.12035687085192036, "wilsonLowerBound": 0.1174136182746166 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 46129, "officialConfigError": null, "officialConfigValid": true, "successCount": 3649, "successRate": 0.07910425112185393, "wilsonLowerBound": 0.07667609787830684 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92981, "officialConfigError": null, "officialConfigValid": true, "successCount": 23169, "successRate": 0.24917993998773943, "wilsonLowerBound": 0.2464100931932782 }, "transformers": { "framework": "transformers", "modelCount": 5530, "officialConfigError": null, "officialConfigValid": true, "successCount": 583, "successRate": 0.1054249547920434, "wilsonLowerBound": 0.0976028502960224 }, "vllm": { "framework": "vllm", "modelCount": 112849, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14647892316281047, "wilsonLowerBound": 0.14442794458225092 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 56, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.017857142857142856, "wilsonLowerBound": 0.003159128964463983 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23003, "officialConfigError": null, "officialConfigValid": true, "successCount": 3961, "successRate": 0.172194931095944, "wilsonLowerBound": 0.16737068584514206 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43606, "officialConfigError": null, "officialConfigValid": true, "successCount": 5671, "successRate": 0.13005091042517083, "wilsonLowerBound": 0.12692638307414741 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7926, "officialConfigError": null, "officialConfigValid": true, "successCount": 745, "successRate": 0.09399444865001262, "wilsonLowerBound": 0.08776509073752228 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34119, "officialConfigError": null, "officialConfigValid": true, "successCount": 6714, "successRate": 0.19678185175415458, "wilsonLowerBound": 0.19259749898648967 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61471, "officialConfigError": null, "officialConfigValid": true, "successCount": 12420, "successRate": 0.20204649346846482, "wilsonLowerBound": 0.19889094931224816 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14934, "officialConfigError": null, "officialConfigValid": true, "successCount": 4243, "successRate": 0.28411678050087047, "wilsonLowerBound": 0.27693969921950745 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15223, "officialConfigError": null, "officialConfigValid": true, "successCount": 3724, "successRate": 0.24462983643171518, "wilsonLowerBound": 0.23786608168072118 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67313, "officialConfigError": null, "officialConfigValid": true, "successCount": 18551, "successRate": 0.27559312465645563, "wilsonLowerBound": 0.2722305499733136 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 858, "officialConfigError": null, "officialConfigValid": true, "successCount": 517, "successRate": 0.6025641025641025, "wilsonLowerBound": 0.5694315964671394 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48267, "officialConfigError": null, "officialConfigValid": true, "successCount": 21633, "successRate": 0.44819441854683323, "wilsonLowerBound": 0.4437620455009944 }, "vllm": { "framework": "vllm", "modelCount": 39507, "officialConfigError": null, "officialConfigValid": true, "successCount": 4700, "successRate": 0.11896625914394918, "wilsonLowerBound": 0.11581077402363323 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1043, "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": 7185, "officialConfigError": null, "officialConfigValid": true, "successCount": 3148, "successRate": 0.4381350034794711, "wilsonLowerBound": 0.4266984602200227 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7417, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03289739786975866, "wilsonLowerBound": 0.0290736863623254 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17625, "officialConfigError": null, "officialConfigValid": true, "successCount": 5245, "successRate": 0.2975886524822695, "wilsonLowerBound": 0.29088348176840784 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28172, "officialConfigError": null, "officialConfigValid": true, "successCount": 14389, "successRate": 0.5107553599318472, "wilsonLowerBound": 0.5049169278069221 }, "vllm": { "framework": "vllm", "modelCount": 66965, "officialConfigError": null, "officialConfigValid": true, "successCount": 7113, "successRate": 0.10621966699021877, "wilsonLowerBound": 0.10390848669128604 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13562, "officialConfigError": null, "officialConfigValid": true, "successCount": 2214, "successRate": 0.16325025807403037, "wilsonLowerBound": 0.15712536039001077 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-10T17:02:12.368222+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1095.038961038961, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.779150672057493, "queueFactor": 0.8869358588740289, "queueWeight": 0.8869358588740289, "recentSuccess": 42, "recentSuccessRate": 0.2727272727272727, "recentTerminal": 154, "recentWilsonLowerBound": 0.20855911916901462, "running": 8, "selectionWeight": 0.6910566705135894, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 28106 }, "Ascend_910-b4": { "available": true, "backlogHours": 1161.5849056603774, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2543039849079007, "queueFactor": 0.879121710826079, "queueWeight": 0.879121710826079, "recentSuccess": 52, "recentSuccessRate": 0.3270440251572327, "recentTerminal": 159, "recentWilsonLowerBound": 0.2589528575238018, "running": 8, "selectionWeight": 1.102685865108202, "stale": false, "submissionEligible": true, "throughputPerHour": 26.5, "waiting": 30782 }, "Biren_166m": { "available": true, "backlogHours": 150.71875, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3901733523462352, "queueFactor": 1.1942123468167378, "queueWeight": 1.1942123468167378, "recentSuccess": 39, "recentSuccessRate": 0.203125, "recentTerminal": 192, "recentWilsonLowerBound": 0.15230009131255312, "running": 8, "selectionWeight": 0.46594983477075147, "stale": false, "submissionEligible": true, "throughputPerHour": 32.0, "waiting": 4823 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 539.5081967213115, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.09659881350924782, "queueFactor": 0.9862952519740634, "queueWeight": 0.9862952519740634, "recentSuccess": 22, "recentSuccessRate": 0.12021857923497267, "recentTerminal": 183, "recentWilsonLowerBound": 0.08074501197882482, "running": 7, "selectionWeight": 0.09527495111049913, "stale": false, "submissionEligible": false, "throughputPerHour": 30.5, "waiting": 16455 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 314.7368421052632, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.14188338796008668, "queueFactor": 1.0693367981398956, "queueWeight": 1.0693367981398956, "recentSuccess": 24, "recentSuccessRate": 0.14035087719298245, "recentTerminal": 171, "recentWilsonLowerBound": 0.09616266761107689, "running": 7, "selectionWeight": 0.1517211277904797, "stale": false, "submissionEligible": false, "throughputPerHour": 28.5, "waiting": 8970 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 60.498659517426276, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.04825737265415549, "recentTerminal": 373, "recentWilsonLowerBound": 0.030739849417650632, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 62.166666666666664, "waiting": 3761 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 163.16666666666666, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.30523988205828867, "queueFactor": 1.1800813132744516, "queueWeight": 1.1800813132744516, "recentSuccess": 45, "recentSuccessRate": 0.17857142857142858, "recentTerminal": 252, "recentWilsonLowerBound": 0.1362191595554543, "running": 8, "selectionWeight": 0.36020788088308403, "stale": false, "submissionEligible": false, "throughputPerHour": 42.0, "waiting": 6853 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1755.0566037735848, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.46146510928649626, "queueFactor": 0.8263480000803678, "queueWeight": 0.8263480000803678, "recentSuccess": 14, "recentSuccessRate": 0.2641509433962264, "recentTerminal": 53, "recentWilsonLowerBound": 0.16437206511316813, "running": 2, "selectionWeight": 0.38133077016576455, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 15503 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 365.7464788732394, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.0455134555251082, "queueWeight": 1.0455134555251082, "recentSuccess": 10, "recentSuccessRate": 0.07042253521126761, "recentTerminal": 142, "recentWilsonLowerBound": 0.03869848156230865, "running": 8, "selectionWeight": 0.052275672776255416, "stale": false, "submissionEligible": false, "throughputPerHour": 23.666666666666668, "waiting": 8656 }, "MetaX_c-500": { "available": true, "backlogHours": 444.6713286713287, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2625593040889082, "queueFactor": 1.0153149483975679, "queueWeight": 1.0153149483975679, "recentSuccess": 26, "recentSuccessRate": 0.18181818181818182, "recentTerminal": 143, "recentWilsonLowerBound": 0.1272051286979661, "running": 4, "selectionWeight": 0.26658038628233116, "stale": false, "submissionEligible": false, "throughputPerHour": 23.833333333333332, "waiting": 10598 }, "Mthreads_s4000": { "available": true, "backlogHours": 2129.2727272727275, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8027345504184505, "queueWeight": 0.8027345504184505, "recentSuccess": 31, "recentSuccessRate": 0.4696969696969697, "recentTerminal": 66, "recentWilsonLowerBound": 0.35430230971911897, "running": 4, "selectionWeight": 2.0068363760461265, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 23422 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2054.1176470588234, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.09910681969605473, "queueFactor": 0.8070730630194031, "queueWeight": 0.8070730630194031, "recentSuccess": 8, "recentSuccessRate": 0.1568627450980392, "recentTerminal": 51, "recentWilsonLowerBound": 0.08169125888021325, "running": 2, "selectionWeight": 0.0799864445382066, "stale": false, "submissionEligible": false, "throughputPerHour": 8.5, "waiting": 17460 }, "Vastai_va16": { "available": true, "backlogHours": 328.3886925795053, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0625476627653008, "queueWeight": 1.0625476627653008, "recentSuccess": 22, "recentSuccessRate": 0.07773851590106007, "recentTerminal": 283, "recentWilsonLowerBound": 0.05189489244143106, "running": 16, "selectionWeight": 0.05312738313826504, "stale": false, "submissionEligible": false, "throughputPerHour": 47.166666666666664, "waiting": 15489 }, "hygon_k100-ai": { "available": true, "backlogHours": 1193.049504950495, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5784527520135009, "queueFactor": 0.8756042881505753, "queueWeight": 0.8756042881505753, "recentSuccess": 26, "recentSuccessRate": 0.25742574257425743, "recentTerminal": 101, "recentWilsonLowerBound": 0.18215123164243846, "running": 6, "selectionWeight": 0.5064957101555227, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 20083 } }, "queueAttemptedAt": "2026-10-10T17:02:12.368222+00:00", "queueError": null, "queueUpdatedAt": "2026-10-10T17:02:12.368222+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 }