{ "communityAttemptedAt": "2026-09-27T19:53:19.166805+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T19:53:19.166805+00:00", "frameworkAttemptedAt": "2026-09-27T17:28:45.776929+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34340, "officialConfigError": null, "officialConfigValid": true, "successCount": 15565, "successRate": 0.4532615026208503, "wilsonLowerBound": 0.4480017583119955 }, "vllm": { "framework": "vllm", "modelCount": 38236, "officialConfigError": null, "officialConfigValid": true, "successCount": 10792, "successRate": 0.2822470969766712, "wilsonLowerBound": 0.27775763469344444 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10452, "officialConfigError": null, "officialConfigValid": true, "successCount": 4384, "successRate": 0.41944125526215076, "wilsonLowerBound": 0.4100120248586809 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64125, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855360623781675, "wilsonLowerBound": 0.1855447576196219 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22266, "officialConfigError": null, "officialConfigValid": true, "successCount": 4617, "successRate": 0.20735650767987066, "wilsonLowerBound": 0.20208204826914544 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6853, "officialConfigError": null, "officialConfigValid": true, "successCount": 74, "successRate": 0.010798190573471473, "wilsonLowerBound": 0.008610651424773005 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26424, "officialConfigError": null, "officialConfigValid": true, "successCount": 3248, "successRate": 0.12291855888586134, "wilsonLowerBound": 0.11901428061898077 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16485, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10166818319684562, "wilsonLowerBound": 0.09714717632753626 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12705, "officialConfigError": null, "officialConfigValid": true, "successCount": 5251, "successRate": 0.41330184966548605, "wilsonLowerBound": 0.4047666296138237 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24426, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.1554081716204045, "wilsonLowerBound": 0.1509188957664179 }, "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": 46269, "officialConfigError": null, "officialConfigValid": true, "successCount": 11526, "successRate": 0.2491084743564806, "wilsonLowerBound": 0.24518852611371802 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23522, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.13149392058498427, "wilsonLowerBound": 0.127235276848122 }, "vllm": { "framework": "vllm", "modelCount": 86774, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11252218406435108, "wilsonLowerBound": 0.1104367022573841 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42515, "officialConfigError": null, "officialConfigValid": true, "successCount": 5209, "successRate": 0.12252146301305422, "wilsonLowerBound": 0.1194387198583957 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37163, "officialConfigError": null, "officialConfigValid": true, "successCount": 3520, "successRate": 0.09471786454269031, "wilsonLowerBound": 0.09178240991852564 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89992, "officialConfigError": null, "officialConfigValid": true, "successCount": 21768, "successRate": 0.24188816783714107, "wilsonLowerBound": 0.23910135026351376 }, "transformers": { "framework": "transformers", "modelCount": 5363, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10796196158866306, "wilsonLowerBound": 0.0999350582920646 }, "vllm": { "framework": "vllm", "modelCount": 112730, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.1465891954226914, "wilsonLowerBound": 0.14453649383019074 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19710, "officialConfigError": null, "officialConfigValid": true, "successCount": 3689, "successRate": 0.1871638762049721, "wilsonLowerBound": 0.18177968393086766 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43151, "officialConfigError": null, "officialConfigValid": true, "successCount": 5611, "successRate": 0.1300317489745313, "wilsonLowerBound": 0.1268911641948798 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7213, "officialConfigError": null, "officialConfigValid": true, "successCount": 624, "successRate": 0.08651046721197837, "wilsonLowerBound": 0.08024096293476098 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32212, "officialConfigError": null, "officialConfigValid": true, "successCount": 6032, "successRate": 0.18725940643238545, "wilsonLowerBound": 0.18303644270045658 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61218, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20257113920742265, "wilsonLowerBound": 0.19940600750877482 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10301, "officialConfigError": null, "officialConfigValid": true, "successCount": 3038, "successRate": 0.2949228230268906, "wilsonLowerBound": 0.28619437744292164 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14119, "officialConfigError": null, "officialConfigValid": true, "successCount": 3549, "successRate": 0.2513634110064452, "wilsonLowerBound": 0.24427618599472686 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63808, "officialConfigError": null, "officialConfigValid": true, "successCount": 17488, "successRate": 0.27407221664994985, "wilsonLowerBound": 0.270624926316488 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 221, "officialConfigError": null, "officialConfigValid": true, "successCount": 144, "successRate": 0.6515837104072398, "wilsonLowerBound": 0.5866594552975183 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47232, "officialConfigError": null, "officialConfigValid": true, "successCount": 20862, "successRate": 0.4416920731707317, "wilsonLowerBound": 0.43721847397265107 }, "vllm": { "framework": "vllm", "modelCount": 37598, "officialConfigError": null, "officialConfigValid": true, "successCount": 3928, "successRate": 0.10447364221501143, "wilsonLowerBound": 0.10142211051791826 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 772, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6395, "officialConfigError": null, "officialConfigValid": true, "successCount": 2756, "successRate": 0.4309616888193902, "wilsonLowerBound": 0.4188693036366709 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7393, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.032598403895576895, "wilsonLowerBound": 0.028786866472004326 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13913, "officialConfigError": null, "officialConfigValid": true, "successCount": 4522, "successRate": 0.32501976568676777, "wilsonLowerBound": 0.31728600834990184 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27137, "officialConfigError": null, "officialConfigValid": true, "successCount": 13820, "successRate": 0.5092677893650736, "wilsonLowerBound": 0.5033189041317153 }, "vllm": { "framework": "vllm", "modelCount": 64131, "officialConfigError": null, "officialConfigValid": true, "successCount": 6596, "successRate": 0.10285197486395035, "wilsonLowerBound": 0.10052467135547719 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12921, "officialConfigError": null, "officialConfigValid": true, "successCount": 1958, "successRate": 0.1515362588034982, "wilsonLowerBound": 0.14545711489941984 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-27T20:04:46.663133+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1692.3529411764705, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.8825972500199766, "queueWeight": 0.8825972500199766, "recentSuccess": 51, "recentSuccessRate": 0.5, "recentTerminal": 102, "recentWilsonLowerBound": 0.40474278556489024, "running": 8, "selectionWeight": 2.2064931250499416, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 28770 }, "Biren_166m": { "available": true, "backlogHours": 131.71428571428572, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23785967233077604, "queueFactor": 1.2944678807021557, "queueWeight": 1.2944678807021557, "recentSuccess": 39, "recentSuccessRate": 0.18571428571428572, "recentTerminal": 210, "recentWilsonLowerBound": 0.1389334294828914, "running": 8, "selectionWeight": 0.3079017059465288, "stale": false, "submissionEligible": false, "throughputPerHour": 35.0, "waiting": 4610 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1718.111111111111, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.48115134384088654, "queueFactor": 0.8805996815221329, "queueWeight": 0.8805996815221329, "recentSuccess": 16, "recentSuccessRate": 0.2962962962962963, "recentTerminal": 54, "recentWilsonLowerBound": 0.19137265695067046, "running": 7, "selectionWeight": 0.42370172015023094, "stale": false, "submissionEligible": true, "throughputPerHour": 9.0, "waiting": 15463 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 519.4038461538462, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4920522442040829, "queueFactor": 1.053684124756787, "queueWeight": 1.053684124756787, "recentSuccess": 28, "recentSuccessRate": 0.2692307692307692, "recentTerminal": 104, "recentWilsonLowerBound": 0.19333139862414106, "running": 7, "selectionWeight": 0.5184676382687918, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 9003 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 33.609137055837564, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.02284263959390863, "recentTerminal": 394, "recentWilsonLowerBound": 0.01206306872994901, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 65.66666666666667, "waiting": 2207 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 109.25954198473283, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.20868908660552343, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 45, "recentSuccessRate": 0.1717557251908397, "recentTerminal": 262, "recentWilsonLowerBound": 0.1309118600018647, "running": 9, "selectionWeight": 0.2712958125871805, "stale": false, "submissionEligible": false, "throughputPerHour": 43.666666666666664, "waiting": 4771 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2270.232558139535, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5593498307860073, "queueFactor": 0.8445505690106012, "queueWeight": 0.8445505690106012, "recentSuccess": 14, "recentSuccessRate": 0.32558139534883723, "recentTerminal": 43, "recentWilsonLowerBound": 0.20493115181779817, "running": 2, "selectionWeight": 0.47239921786630595, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 16270 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 435.29323308270676, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3996717032959751, "queueFactor": 1.081979229123229, "queueWeight": 1.081979229123229, "recentSuccess": 32, "recentSuccessRate": 0.24060150375939848, "recentTerminal": 133, "recentWilsonLowerBound": 0.17589495599674002, "running": 8, "selectionWeight": 0.4324364814345471, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 9649 }, "MetaX_c-500": { "available": true, "backlogHours": 581.394495412844, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7391417725595759, "queueFactor": 1.0360138794606952, "queueWeight": 1.0360138794606952, "recentSuccess": 34, "recentSuccessRate": 0.3119266055045872, "recentTerminal": 109, "recentWilsonLowerBound": 0.23260984308346908, "running": 4, "selectionWeight": 0.7657611352609011, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 10562 }, "Mthreads_s4000": { "available": true, "backlogHours": 2260.9655172413795, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.3251432316895135, "queueFactor": 0.8450689019267008, "queueWeight": 0.8450689019267008, "recentSuccess": 30, "recentSuccessRate": 0.5172413793103449, "recentTerminal": 58, "recentWilsonLowerBound": 0.3916204342921343, "running": 4, "selectionWeight": 1.9649062376261577, "stale": false, "submissionEligible": true, "throughputPerHour": 9.666666666666666, "waiting": 21856 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4352.869565217391, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.10702245915653101, "queueFactor": 0.765984290786172, "queueWeight": 0.765984290786172, "recentSuccess": 5, "recentSuccessRate": 0.21739130434782608, "recentTerminal": 23, "recentWilsonLowerBound": 0.09663835601719065, "running": 2, "selectionWeight": 0.08197752247520747, "stale": false, "submissionEligible": false, "throughputPerHour": 3.8333333333333335, "waiting": 16686 }, "Vastai_va16": { "available": true, "backlogHours": 736.0512820512821, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.7299285977598298, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 36, "recentSuccessRate": 0.3076923076923077, "recentTerminal": 117, "recentWilsonLowerBound": 0.23128742019159806, "running": 16, "selectionWeight": 0.7299285977598298, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 14353 }, "hygon_k100-ai": { "available": true, "backlogHours": 1082.4848484848485, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7224448761784518, "queueFactor": 0.9437847097997657, "queueWeight": 0.9437847097997657, "recentSuccess": 31, "recentSuccessRate": 0.31313131313131315, "recentTerminal": 99, "recentWilsonLowerBound": 0.23020651977353204, "running": 6, "selectionWeight": 0.6818324278104078, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 17861 } }, "queueAttemptedAt": "2026-09-27T20:04:46.663133+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T20:04:46.663133+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "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 }