{ "communityAttemptedAt": "2026-10-14T08:40:24.671528+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-14T08:40:24.671528+00:00", "frameworkAttemptedAt": "2026-10-14T03:33:21.451549+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42575, "officialConfigError": null, "officialConfigValid": true, "successCount": 21210, "successRate": 0.49817968291250736, "wilsonLowerBound": 0.4934305835271709 }, "vllm": { "framework": "vllm", "modelCount": 57064, "officialConfigError": null, "officialConfigValid": true, "successCount": 15405, "successRate": 0.26996004486190944, "wilsonLowerBound": 0.26633313286559424 }, "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": 4571, "officialConfigError": null, "officialConfigValid": true, "successCount": 1397, "successRate": 0.30562240210019687, "wilsonLowerBound": 0.2924353279084998 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37341, "officialConfigError": null, "officialConfigValid": true, "successCount": 17616, "successRate": 0.4717602635173134, "wilsonLowerBound": 0.46670006220266624 }, "vllm": { "framework": "vllm", "modelCount": 40027, "officialConfigError": null, "officialConfigValid": true, "successCount": 11050, "successRate": 0.27606365703150376, "wilsonLowerBound": 0.2717057056207441 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13071, "officialConfigError": null, "officialConfigValid": true, "successCount": 5467, "successRate": 0.418254150409303, "wilsonLowerBound": 0.4098229200489838 } }, "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": 31229, "officialConfigError": null, "officialConfigValid": true, "successCount": 6741, "successRate": 0.21585705594159274, "wilsonLowerBound": 0.21132907516973232 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7937, "officialConfigError": null, "officialConfigValid": true, "successCount": 111, "successRate": 0.01398513292175885, "wilsonLowerBound": 0.011626734114265312 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26665, "officialConfigError": null, "officialConfigValid": true, "successCount": 3278, "successRate": 0.12293268329270579, "wilsonLowerBound": 0.1190456457244366 }, "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": 16075, "officialConfigError": null, "officialConfigValid": true, "successCount": 6315, "successRate": 0.392846034214619, "wilsonLowerBound": 0.3853225945359408 } }, "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": 52590, "officialConfigError": null, "officialConfigValid": true, "successCount": 13253, "successRate": 0.25200608480699754, "wilsonLowerBound": 0.24831356304232508 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24802, "officialConfigError": null, "officialConfigValid": true, "successCount": 3159, "successRate": 0.12736876058382388, "wilsonLowerBound": 0.1232772346939346 }, "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": 46839, "officialConfigError": null, "officialConfigValid": true, "successCount": 5593, "successRate": 0.11940903947565064, "wilsonLowerBound": 0.11650351729527793 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 47916, "officialConfigError": null, "officialConfigValid": true, "successCount": 3715, "successRate": 0.0775315134819267, "wilsonLowerBound": 0.07517065067808322 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94138, "officialConfigError": null, "officialConfigValid": true, "successCount": 23540, "successRate": 0.2500584248656228, "wilsonLowerBound": 0.24730230587597993 }, "transformers": { "framework": "transformers", "modelCount": 5592, "officialConfigError": null, "officialConfigValid": true, "successCount": 587, "successRate": 0.10497138769670958, "wilsonLowerBound": 0.0972068594985044 }, "vllm": { "framework": "vllm", "modelCount": 112874, "officialConfigError": null, "officialConfigValid": true, "successCount": 16532, "successRate": 0.14646419901837446, "wilsonLowerBound": 0.14441353263163567 }, "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": 24090, "officialConfigError": null, "officialConfigValid": true, "successCount": 4048, "successRate": 0.1680365296803653, "wilsonLowerBound": 0.16336791201231537 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43716, "officialConfigError": null, "officialConfigValid": true, "successCount": 5686, "successRate": 0.13006679476621832, "wilsonLowerBound": 0.12694599489775588 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8199, "officialConfigError": null, "officialConfigValid": true, "successCount": 774, "successRate": 0.09440175631174534, "wilsonLowerBound": 0.08826136392099801 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34606, "officialConfigError": null, "officialConfigValid": true, "successCount": 6880, "successRate": 0.19880945500780212, "wilsonLowerBound": 0.19463797913800265 } }, "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": 16376, "officialConfigError": null, "officialConfigValid": true, "successCount": 4613, "successRate": 0.2816927210552027, "wilsonLowerBound": 0.27485492147391194 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15568, "officialConfigError": null, "officialConfigValid": true, "successCount": 3775, "successRate": 0.24248458376156218, "wilsonLowerBound": 0.2358161269139787 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 68254, "officialConfigError": null, "officialConfigValid": true, "successCount": 18788, "successRate": 0.27526591848096815, "wilsonLowerBound": 0.27192776708293753 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1080, "officialConfigError": null, "officialConfigValid": true, "successCount": 649, "successRate": 0.600925925925926, "wilsonLowerBound": 0.571411184777982 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48455, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4484573315447322, "wilsonLowerBound": 0.44403329269398023 }, "vllm": { "framework": "vllm", "modelCount": 40083, "officialConfigError": null, "officialConfigValid": true, "successCount": 4884, "successRate": 0.12184716712820896, "wilsonLowerBound": 0.1186810051073539 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1112, "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": 7422, "officialConfigError": null, "officialConfigValid": true, "successCount": 3255, "successRate": 0.4385610347615198, "wilsonLowerBound": 0.4273065277391674 } }, "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": 18520, "officialConfigError": null, "officialConfigValid": true, "successCount": 5449, "successRate": 0.2942224622030238, "wilsonLowerBound": 0.2877026039361728 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28524, "officialConfigError": null, "officialConfigValid": true, "successCount": 14596, "successRate": 0.5117094376665264, "wilsonLowerBound": 0.5059072663255458 }, "vllm": { "framework": "vllm", "modelCount": 67531, "officialConfigError": null, "officialConfigValid": true, "successCount": 7234, "successRate": 0.10712117397935762, "wilsonLowerBound": 0.10481089150664974 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13795, "officialConfigError": null, "officialConfigValid": true, "successCount": 2335, "successRate": 0.16926422616890177, "wilsonLowerBound": 0.16309887557171437 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-14T08:46:29.868278+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1100.5430463576158, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4150164305225144, "queueFactor": 1.0017200999898428, "queueWeight": 1.0017200999898428, "recentSuccess": 38, "recentSuccessRate": 0.25165562913907286, "recentTerminal": 151, "recentWilsonLowerBound": 0.18918551648503334, "running": 8, "selectionWeight": 1.4174504002702835, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 27697 }, "Ascend_910-b4": { "available": true, "backlogHours": 1349.525179856115, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9715391242167242, "queueWeight": 0.9715391242167242, "recentSuccess": 44, "recentSuccessRate": 0.31654676258992803, "recentTerminal": 139, "recentWilsonLowerBound": 0.2450426950943528, "running": 8, "selectionWeight": 2.4288478105418103, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 31264 }, "Biren_166m": { "available": true, "backlogHours": 139.24324324324326, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3204988006091374, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.13513513513513514, "recentTerminal": 222, "recentWilsonLowerBound": 0.09632423721580859, "running": 8, "selectionWeight": 0.4166484407918786, "stale": false, "submissionEligible": true, "throughputPerHour": 37.0, "waiting": 5152 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1430.3142857142857, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.1081665025935457, "queueFactor": 0.9631029693860824, "queueWeight": 0.9631029693860824, "recentSuccess": 18, "recentSuccessRate": 0.2571428571428571, "recentTerminal": 70, "recentWilsonLowerBound": 0.16929141951409768, "running": 7, "selectionWeight": 1.0672784492220335, "stale": false, "submissionEligible": true, "throughputPerHour": 11.666666666666666, "waiting": 16687 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 399.51879699248116, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4452336532149871, "queueFactor": 1.1661565627955959, "queueWeight": 1.1661565627955959, "recentSuccess": 22, "recentSuccessRate": 0.16541353383458646, "recentTerminal": 133, "recentWilsonLowerBound": 0.11184773748930618, "running": 9, "selectionWeight": 0.5192121466741156, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 8856 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 79.94331983805668, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.05263157894736842, "recentTerminal": 247, "recentWilsonLowerBound": 0.031012578788738164, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 41.166666666666664, "waiting": 3291 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 148.57731958762886, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.44297674534637066, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 43, "recentSuccessRate": 0.14776632302405499, "recentTerminal": 291, "recentWilsonLowerBound": 0.11158967081602644, "running": 2, "selectionWeight": 0.5758697689502819, "stale": false, "submissionEligible": true, "throughputPerHour": 48.5, "waiting": 7206 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1982.125, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6525805052063106, "queueFactor": 0.9171023101539926, "queueWeight": 0.9171023101539926, "recentSuccess": 11, "recentSuccessRate": 0.22916666666666666, "recentTerminal": 48, "recentWilsonLowerBound": 0.13307691028989044, "running": 2, "selectionWeight": 0.5984830888861671, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 15857 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 362.5839416058394, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9508997713443178, "queueFactor": 1.1832490335788517, "queueWeight": 1.1832490335788517, "recentSuccess": 30, "recentSuccessRate": 0.21897810218978103, "recentTerminal": 137, "recentWilsonLowerBound": 0.15791420021002814, "running": 8, "selectionWeight": 1.1251512354735151, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 8279 }, "MetaX_c-500": { "available": true, "backlogHours": 568.6607142857142, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.9258647726593741, "queueFactor": 1.1060110332041841, "queueWeight": 1.1060110332041841, "recentSuccess": 25, "recentSuccessRate": 0.22321428571428573, "recentTerminal": 112, "recentWilsonLowerBound": 0.15601066350684975, "running": 4, "selectionWeight": 1.0240166538163513, "stale": false, "submissionEligible": true, "throughputPerHour": 18.666666666666668, "waiting": 10615 }, "Mthreads_s4000": { "available": true, "backlogHours": 2093.753424657534, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1685010403683933, "queueFactor": 0.909596149211691, "queueWeight": 0.909596149211691, "recentSuccess": 19, "recentSuccessRate": 0.2602739726027397, "recentTerminal": 73, "recentWilsonLowerBound": 0.17342050231153916, "running": 4, "selectionWeight": 1.0628640466689452, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 25474 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2295.5744680851067, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.11247942553808012, "queueFactor": 0.8971266033932432, "queueWeight": 0.8971266033932432, "recentSuccess": 6, "recentSuccessRate": 0.1276595744680851, "recentTerminal": 47, "recentWilsonLowerBound": 0.05984522780202478, "running": 2, "selectionWeight": 0.10090828498460104, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 17982 }, "Vastai_va16": { "available": true, "backlogHours": 1125.906976744186, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9983022886708209, "queueWeight": 0.9983022886708209, "recentSuccess": 5, "recentSuccessRate": 0.05813953488372093, "recentTerminal": 86, "recentWilsonLowerBound": 0.025086565690785115, "running": 16, "selectionWeight": 0.04991511443354105, "stale": false, "submissionEligible": false, "throughputPerHour": 14.333333333333334, "waiting": 16138 }, "hygon_k100-ai": { "available": true, "backlogHours": 1276.235294117647, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.703765957875096, "queueFactor": 0.9797106535726078, "queueWeight": 0.9797106535726078, "recentSuccess": 29, "recentSuccessRate": 0.28431372549019607, "recentTerminal": 102, "recentWilsonLowerBound": 0.20584782049770634, "running": 6, "selectionWeight": 1.6691976601245706, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 21696 } }, "queueAttemptedAt": "2026-10-14T08:42:50.669114+00:00", "queueError": null, "queueUpdatedAt": "2026-10-14T08:42:50.669114+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 }