{ "communityAttemptedAt": "2026-09-27T23:04:31.274249+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T23:04:31.274249+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": "2026-09-27T23:18:08.156097+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1402.8292682926829, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.270077565195069, "queueFactor": 0.8964002254171258, "queueWeight": 0.8964002254171258, "recentSuccess": 52, "recentSuccessRate": 0.42276422764227645, "recentTerminal": 123, "recentWilsonLowerBound": 0.33910082135330494, "running": 9, "selectionWeight": 2.03489804115522, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 28758 }, "Biren_166m": { "available": true, "backlogHours": 131.04347826086956, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3079440370643365, "queueFactor": 1.2792056473277278, "queueWeight": 1.2792056473277278, "recentSuccess": 38, "recentSuccessRate": 0.18357487922705315, "recentTerminal": 207, "recentWilsonLowerBound": 0.13676637710407916, "running": 10, "selectionWeight": 0.39392375127359835, "stale": false, "submissionEligible": false, "throughputPerHour": 34.5, "waiting": 4521 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1382.955223880597, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.0698238462599607, "queueFactor": 0.8983208131679798, "queueWeight": 0.8983208131679798, "recentSuccess": 23, "recentSuccessRate": 0.34328358208955223, "recentTerminal": 67, "recentWilsonLowerBound": 0.24088841959339713, "running": 7, "selectionWeight": 0.9610450275187438, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 15443 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 498.5, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.44689584868980753, "queueFactor": 1.0468944692387647, "queueWeight": 1.0468944692387647, "recentSuccess": 25, "recentSuccessRate": 0.23148148148148148, "recentTerminal": 108, "recentWilsonLowerBound": 0.1619925471777863, "running": 7, "selectionWeight": 0.46785279231912336, "stale": false, "submissionEligible": true, "throughputPerHour": 18.0, "waiting": 8973 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 36.23863636363637, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 10, "recentSuccessRate": 0.028409090909090908, "recentTerminal": 352, "recentWilsonLowerBound": 0.01550289266135798, "running": 26, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 58.666666666666664, "waiting": 2126 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 128.67567567567568, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.5867457051592174, "queueFactor": 1.2827092046167028, "queueWeight": 1.2827092046167028, "recentSuccess": 52, "recentSuccessRate": 0.23423423423423423, "recentTerminal": 222, "recentWilsonLowerBound": 0.18333362460112254, "running": 5, "selectionWeight": 0.7526241167770462, "stale": false, "submissionEligible": true, "throughputPerHour": 37.0, "waiting": 4761 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2438.4, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3030650497301615, "queueFactor": 0.8250626690287252, "queueWeight": 0.8250626690287252, "recentSuccess": 16, "recentSuccessRate": 0.4, "recentTerminal": 40, "recentWilsonLowerBound": 0.2634811061240136, "running": 2, "selectionWeight": 1.0751103278484155, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16256 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 446.0, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5742089819028702, "queueFactor": 1.0645166314479118, "queueWeight": 1.0645166314479118, "recentSuccess": 32, "recentSuccessRate": 0.24806201550387597, "recentTerminal": 129, "recentWilsonLowerBound": 0.1815425856479483, "running": 8, "selectionWeight": 0.6112550111623782, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 9589 }, "MetaX_c-500": { "available": true, "backlogHours": 638.4242424242424, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8873816001415424, "queueFactor": 1.0087563332327234, "queueWeight": 1.0087563332327234, "recentSuccess": 30, "recentSuccessRate": 0.30303030303030304, "recentTerminal": 99, "recentWilsonLowerBound": 0.22126156934946595, "running": 4, "selectionWeight": 0.8951518091369691, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 10534 }, "Mthreads_s4000": { "available": true, "backlogHours": 1985.8181818181818, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8508671510490804, "queueWeight": 0.8508671510490804, "recentSuccess": 31, "recentSuccessRate": 0.4696969696969697, "recentTerminal": 66, "recentWilsonLowerBound": 0.35430230971911897, "running": 4, "selectionWeight": 2.1271678776227008, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 21844 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4007.7599999999998, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7300317077960354, "queueFactor": 0.7658036357050515, "queueWeight": 0.7658036357050515, "recentSuccess": 9, "recentSuccessRate": 0.36, "recentTerminal": 25, "recentWilsonLowerBound": 0.20247656431735636, "running": 2, "selectionWeight": 0.5590609360101717, "stale": false, "submissionEligible": true, "throughputPerHour": 4.166666666666667, "waiting": 16699 }, "Vastai_va16": { "available": true, "backlogHours": 676.6299212598425, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.9990254767560569, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 39, "recentSuccessRate": 0.30708661417322836, "recentTerminal": 127, "recentWilsonLowerBound": 0.23350688497514036, "running": 17, "selectionWeight": 0.9990254767560569, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 14322 }, "hygon_k100-ai": { "available": true, "backlogHours": 1080.909090909091, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.3861259429888215, "queueFactor": 0.9321467815322411, "queueWeight": 0.9321467815322411, "recentSuccess": 22, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 99, "recentWilsonLowerBound": 0.1515799287727833, "running": 6, "selectionWeight": 0.3599260550231316, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 17835 } }, "queueAttemptedAt": "2026-09-27T23:15:28.169329+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T23:15:28.169329+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 }