{ "communityAttemptedAt": "2026-10-14T04:39:33.278088+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-14T04:39:33.278088+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": "2026-10-14T04:39:33.278088+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1110.8053691275168, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9469145864986838, "queueFactor": 1.0156372499107063, "queueWeight": 1.0156372499107063, "recentSuccess": 38, "recentSuccessRate": 0.2550335570469799, "recentTerminal": 149, "recentWilsonLowerBound": 0.19181305585221678, "running": 8, "selectionWeight": 0.9617217265318567, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 27585 }, "Ascend_910-b4": { "available": true, "backlogHours": 1447.6279069767443, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.707739566189507, "queueFactor": 0.9760808096945324, "queueWeight": 0.9760808096945324, "recentSuccess": 42, "recentSuccessRate": 0.32558139534883723, "recentTerminal": 129, "recentWilsonLowerBound": 0.25077958524200566, "running": 10, "selectionWeight": 1.6668918185136434, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 31124 }, "Biren_166m": { "available": true, "backlogHours": 140.35135135135135, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1428456917542255, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 26, "recentSuccessRate": 0.11711711711711711, "recentTerminal": 222, "recentWilsonLowerBound": 0.08118853081069374, "running": 8, "selectionWeight": 0.18569939928049317, "stale": false, "submissionEligible": true, "throughputPerHour": 37.0, "waiting": 5193 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1352.918918918919, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4567270947154262, "queueFactor": 0.9860377701620924, "queueWeight": 0.9860377701620924, "recentSuccess": 16, "recentSuccessRate": 0.21621621621621623, "recentTerminal": 74, "recentWilsonLowerBound": 0.13770335267426506, "running": 7, "selectionWeight": 0.45035016604580963, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 16686 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 511.3846153846154, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.24961092321799738, "queueFactor": 1.1409645936319754, "queueWeight": 1.1409645936319754, "recentSuccess": 17, "recentSuccessRate": 0.16346153846153846, "recentTerminal": 104, "recentWilsonLowerBound": 0.10463449497334909, "running": 7, "selectionWeight": 0.2847972255755246, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 8864 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 104.98378378378379, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 14, "recentSuccessRate": 0.07567567567567568, "recentTerminal": 185, "recentWilsonLowerBound": 0.045610410201718, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 30.833333333333332, "waiting": 3237 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 184.27074235807862, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.24883134627070255, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 33, "recentSuccessRate": 0.14410480349344978, "recentTerminal": 229, "recentWilsonLowerBound": 0.10448582681482135, "running": 2, "selectionWeight": 0.32348075015191335, "stale": false, "submissionEligible": true, "throughputPerHour": 38.166666666666664, "waiting": 7033 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2642.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8237681527257787, "queueFactor": 0.8918299787079934, "queueWeight": 0.8918299787079934, "recentSuccess": 11, "recentSuccessRate": 0.3055555555555556, "recentTerminal": 36, "recentWilsonLowerBound": 0.18004270282805357, "running": 2, "selectionWeight": 0.7346611341057543, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 15855 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 334.5503355704698, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5563255001027682, "queueFactor": 1.2159482608800136, "queueWeight": 1.2159482608800136, "recentSuccess": 31, "recentSuccessRate": 0.2080536912751678, "recentTerminal": 149, "recentWilsonLowerBound": 0.15062130950665817, "running": 11, "selectionWeight": 0.6764630243331647, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 8308 }, "MetaX_c-500": { "available": true, "backlogHours": 732.4827586206897, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.190402639234632, "queueFactor": 1.0810971075330325, "queueWeight": 1.0810971075330325, "recentSuccess": 26, "recentSuccessRate": 0.2988505747126437, "recentTerminal": 87, "recentWilsonLowerBound": 0.2128395289487208, "running": 4, "selectionWeight": 1.2869408500762487, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 10621 }, "Mthreads_s4000": { "available": true, "backlogHours": 2271.134328358209, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2543607431811557, "queueFactor": 0.9123214652343958, "queueWeight": 0.9123214652343958, "recentSuccess": 12, "recentSuccessRate": 0.1791044776119403, "recentTerminal": 67, "recentWilsonLowerBound": 0.10553487941259442, "running": 4, "selectionWeight": 0.23205876591714183, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 25361 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2201.5102040816328, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3061926242144033, "queueFactor": 0.9165923135462543, "queueWeight": 0.9165923135462543, "recentSuccess": 10, "recentSuccessRate": 0.20408163265306123, "recentTerminal": 49, "recentWilsonLowerBound": 0.11481727042813812, "running": 2, "selectionWeight": 0.28065380581947874, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 17979 }, "Vastai_va16": { "available": true, "backlogHours": 1382.6571428571428, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9828271410835168, "queueWeight": 0.9828271410835168, "recentSuccess": 2, "recentSuccessRate": 0.02857142857142857, "recentTerminal": 70, "recentWilsonLowerBound": 0.007870446893806289, "running": 16, "selectionWeight": 0.04914135705417584, "stale": false, "submissionEligible": false, "throughputPerHour": 11.666666666666666, "waiting": 16131 }, "hygon_k100-ai": { "available": true, "backlogHours": 1452.5393258426966, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 0.9755850387618966, "queueWeight": 0.9755850387618966, "recentSuccess": 35, "recentSuccessRate": 0.39325842696629215, "recentTerminal": 89, "recentWilsonLowerBound": 0.29821384452397615, "running": 6, "selectionWeight": 2.4389625969047417, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 21546 } }, "queueAttemptedAt": "2026-10-14T04:39:33.278088+00:00", "queueError": null, "queueUpdatedAt": "2026-10-14T04:39:33.278088+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 }