{ "communityAttemptedAt": "2026-10-14T02:53:58.654044+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-14T02:53:58.654044+00:00", "frameworkAttemptedAt": "2026-10-14T02:53:58.654044+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42559, "officialConfigError": null, "officialConfigValid": true, "successCount": 21200, "successRate": 0.49813200498132004, "wilsonLowerBound": 0.4933820190562557 }, "vllm": { "framework": "vllm", "modelCount": 57057, "officialConfigError": null, "officialConfigValid": true, "successCount": 15405, "successRate": 0.26999316473000684, "wilsonLowerBound": 0.2663658881952883 }, "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": 4564, "officialConfigError": null, "officialConfigValid": true, "successCount": 1394, "successRate": 0.30543382997370727, "wilsonLowerBound": 0.2922392442050556 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64219, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18835547112225354, "wilsonLowerBound": 0.1853500442293691 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31210, "officialConfigError": null, "officialConfigValid": true, "successCount": 6736, "successRate": 0.21582826017302148, "wilsonLowerBound": 0.21129913622534421 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7932, "officialConfigError": null, "officialConfigValid": true, "successCount": 110, "successRate": 0.013867876954109935, "wilsonLowerBound": 0.011519510922678236 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26664, "officialConfigError": null, "officialConfigValid": true, "successCount": 3278, "successRate": 0.12293729372937294, "wilsonLowerBound": 0.11905012009556892 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16510, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10151423379769836, "wilsonLowerBound": 0.09699971253714496 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 16068, "officialConfigError": null, "officialConfigValid": true, "successCount": 6314, "successRate": 0.3929549414986308, "wilsonLowerBound": 0.38542947398851357 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24784, "officialConfigError": null, "officialConfigValid": true, "successCount": 3807, "successRate": 0.15360716591349258, "wilsonLowerBound": 0.14917174733820737 }, "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": 52565, "officialConfigError": null, "officialConfigValid": true, "successCount": 13250, "successRate": 0.2520688671169029, "wilsonLowerBound": 0.248375160652227 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24800, "officialConfigError": null, "officialConfigValid": true, "successCount": 3159, "successRate": 0.12737903225806452, "wilsonLowerBound": 0.12328719928033577 }, "vllm": { "framework": "vllm", "modelCount": 87036, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.1122753803024036, "wilsonLowerBound": 0.11019503685752899 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46825, "officialConfigError": null, "officialConfigValid": true, "successCount": 5591, "successRate": 0.11940202883075281, "wilsonLowerBound": 0.11649615207306245 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 47913, "officialConfigError": null, "officialConfigValid": true, "successCount": 3715, "successRate": 0.07753636800033394, "wilsonLowerBound": 0.07517536329710113 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94131, "officialConfigError": null, "officialConfigValid": true, "successCount": 23536, "successRate": 0.25003452635157386, "wilsonLowerBound": 0.24727839436012547 }, "transformers": { "framework": "transformers", "modelCount": 5589, "officialConfigError": null, "officialConfigValid": true, "successCount": 587, "successRate": 0.10502773304705672, "wilsonLowerBound": 0.09725925387080818 }, "vllm": { "framework": "vllm", "modelCount": 112873, "officialConfigError": null, "officialConfigValid": true, "successCount": 16532, "successRate": 0.14646549662009514, "wilsonLowerBound": 0.1444148135897369 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 160, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.00625, "wilsonLowerBound": 0.001104103354391482 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 24085, "officialConfigError": null, "officialConfigValid": true, "successCount": 4048, "successRate": 0.16807141374299356, "wilsonLowerBound": 0.163401920450334 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43714, "officialConfigError": null, "officialConfigValid": true, "successCount": 5684, "successRate": 0.13002699364048131, "wilsonLowerBound": 0.12690653692872347 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8198, "officialConfigError": null, "officialConfigValid": true, "successCount": 774, "successRate": 0.09441327152964138, "wilsonLowerBound": 0.08827216528216066 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34596, "officialConfigError": null, "officialConfigValid": true, "successCount": 6878, "successRate": 0.1988091108798705, "wilsonLowerBound": 0.19463703980381436 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61505, "officialConfigError": null, "officialConfigValid": true, "successCount": 12425, "successRate": 0.2020160962523372, "wilsonLowerBound": 0.19886159939926898 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16364, "officialConfigError": null, "officialConfigValid": true, "successCount": 4608, "successRate": 0.2815937423612809, "wilsonLowerBound": 0.2747542144808637 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15565, "officialConfigError": null, "officialConfigValid": true, "successCount": 3775, "successRate": 0.24253132026983618, "wilsonLowerBound": 0.23586177457352592 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 68246, "officialConfigError": null, "officialConfigValid": true, "successCount": 18785, "successRate": 0.27525422735398414, "wilsonLowerBound": 0.27191592584703034 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1078, "officialConfigError": null, "officialConfigValid": true, "successCount": 648, "successRate": 0.601113172541744, "wilsonLowerBound": 0.5715724557469206 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48455, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4484573315447322, "wilsonLowerBound": 0.44403329269398023 }, "vllm": { "framework": "vllm", "modelCount": 40074, "officialConfigError": null, "officialConfigValid": true, "successCount": 4884, "successRate": 0.12187453211558616, "wilsonLowerBound": 0.11870770636589958 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1108, "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": 10091, "officialConfigError": null, "officialConfigValid": true, "successCount": 762, "successRate": 0.07551283321771876, "wilsonLowerBound": 0.07051757164676267 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7420, "officialConfigError": null, "officialConfigValid": true, "successCount": 3253, "successRate": 0.4384097035040431, "wilsonLowerBound": 0.4271541897117425 } }, "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": 18514, "officialConfigError": null, "officialConfigValid": true, "successCount": 5447, "successRate": 0.2942097871880739, "wilsonLowerBound": 0.28768896467362637 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28519, "officialConfigError": null, "officialConfigValid": true, "successCount": 14593, "successRate": 0.5116939584136891, "wilsonLowerBound": 0.5058912762819203 }, "vllm": { "framework": "vllm", "modelCount": 67524, "officialConfigError": null, "officialConfigValid": true, "successCount": 7232, "successRate": 0.10710265979503585, "wilsonLowerBound": 0.10479243717163252 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13792, "officialConfigError": null, "officialConfigValid": true, "successCount": 2334, "successRate": 0.16922853828306264, "wilsonLowerBound": 0.1630630622776697 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-14T02:58:16.161689+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 991.1856287425151, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0189112515960475, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 38, "recentSuccessRate": 0.2275449101796407, "recentTerminal": 167, "recentWilsonLowerBound": 0.17050564358785425, "running": 8, "selectionWeight": 1.0189112515960475, "stale": false, "submissionEligible": true, "throughputPerHour": 27.833333333333332, "waiting": 27588 }, "Biren_166m": { "available": true, "backlogHours": 152.34146341463415, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1181900798544052, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 20, "recentSuccessRate": 0.0975609756097561, "recentTerminal": 205, "recentWilsonLowerBound": 0.06404516291076943, "running": 6, "selectionWeight": 0.15364710381072677, "stale": false, "submissionEligible": true, "throughputPerHour": 34.166666666666664, "waiting": 5205 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1333.76, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.42496284220727176, "queueFactor": 0.956448512770301, "queueWeight": 0.956448512770301, "recentSuccess": 14, "recentSuccessRate": 0.18666666666666668, "recentTerminal": 75, "recentWilsonLowerBound": 0.11458005622312066, "running": 7, "selectionWeight": 0.4064550784117852, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 16672 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 462.2608695652174, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.27742282984724564, "queueFactor": 1.1212183056749478, "queueWeight": 1.1212183056749478, "recentSuccess": 17, "recentSuccessRate": 0.14782608695652175, "recentTerminal": 115, "recentWilsonLowerBound": 0.09438940115745222, "running": 7, "selectionWeight": 0.3110515552368781, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 8860 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 106.76571428571428, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.06285714285714286, "recentTerminal": 175, "recentWilsonLowerBound": 0.035457183438430594, "running": 3, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 29.166666666666668, "waiting": 3114 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 159.28301886792454, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.19523817241952335, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.11320754716981132, "recentTerminal": 265, "recentWilsonLowerBound": 0.08045811214568867, "running": 6, "selectionWeight": 0.2538096241453804, "stale": false, "submissionEligible": true, "throughputPerHour": 44.166666666666664, "waiting": 7035 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2884.181818181818, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.4078621565773268, "queueFactor": 0.8519612739287364, "queueWeight": 0.8519612739287364, "recentSuccess": 11, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 33, "recentWilsonLowerBound": 0.197500294678037, "running": 2, "selectionWeight": 1.1994440364336776, "stale": false, "submissionEligible": true, "throughputPerHour": 5.5, "waiting": 15863 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 282.20338983050846, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6691563560458492, "queueFactor": 1.207365927168311, "queueWeight": 1.207365927168311, "recentSuccess": 34, "recentSuccessRate": 0.192090395480226, "recentTerminal": 177, "recentWilsonLowerBound": 0.14084284229016547, "running": 7, "selectionWeight": 0.8079165842378652, "stale": false, "submissionEligible": true, "throughputPerHour": 29.5, "waiting": 8325 }, "MetaX_c-500": { "available": true, "backlogHours": 637.5, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7687527255412219, "queueFactor": 1.0684426630208708, "queueWeight": 1.0684426630208708, "recentSuccess": 22, "recentSuccessRate": 0.22, "recentTerminal": 100, "recentWilsonLowerBound": 0.15001174503655804, "running": 4, "selectionWeight": 0.8213682092818156, "stale": false, "submissionEligible": true, "throughputPerHour": 16.666666666666668, "waiting": 10625 }, "Mthreads_s4000": { "available": true, "backlogHours": 2535.7, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0297137758384782, "queueFactor": 0.868577487727024, "queueWeight": 0.868577487727024, "recentSuccess": 16, "recentSuccessRate": 0.26666666666666666, "recentTerminal": 60, "recentWilsonLowerBound": 0.17132496487078855, "running": 4, "selectionWeight": 0.8943862044956934, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 25357 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2508.139534883721, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.42208788532488706, "queueFactor": 0.8700024896123696, "queueWeight": 0.8700024896123696, "recentSuccess": 9, "recentSuccessRate": 0.20930232558139536, "recentTerminal": 43, "recentWilsonLowerBound": 0.11422705997811458, "running": 2, "selectionWeight": 0.3672175110678721, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 17975 }, "Vastai_va16": { "available": true, "backlogHours": 1323.7808219178082, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9575265763236804, "queueWeight": 0.9575265763236804, "recentSuccess": 3, "recentSuccessRate": 0.0410958904109589, "recentTerminal": 73, "recentWilsonLowerBound": 0.014073685234288726, "running": 16, "selectionWeight": 0.047876328816184026, "stale": false, "submissionEligible": false, "throughputPerHour": 12.166666666666666, "waiting": 16106 }, "hygon_k100-ai": { "available": true, "backlogHours": 1346.625, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 0.9550722981690868, "queueWeight": 0.9550722981690868, "recentSuccess": 33, "recentSuccessRate": 0.34375, "recentTerminal": 96, "recentWilsonLowerBound": 0.2564024884934557, "running": 6, "selectionWeight": 2.387680745422717, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 21546 } }, "queueAttemptedAt": "2026-10-14T02:53:58.654044+00:00", "queueError": null, "queueUpdatedAt": "2026-10-14T02:53:58.654044+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b3", "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 }