{ "communityAttemptedAt": "2026-10-20T16:38:36.198871+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-20T16:38:36.198871+00:00", "frameworkAttemptedAt": "2026-10-20T14:17:53.842431+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43637, "officialConfigError": null, "officialConfigValid": true, "successCount": 21937, "successRate": 0.502715585397713, "wilsonLowerBound": 0.4980242634033145 }, "vllm": { "framework": "vllm", "modelCount": 58169, "officialConfigError": null, "officialConfigValid": true, "successCount": 15533, "successRate": 0.267032268046554, "wilsonLowerBound": 0.2634524431482775 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5283, "officialConfigError": null, "officialConfigValid": true, "successCount": 1681, "successRate": 0.3181904221086504, "wilsonLowerBound": 0.30576636478296837 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38610, "officialConfigError": null, "officialConfigValid": true, "successCount": 18459, "successRate": 0.4780885780885781, "wilsonLowerBound": 0.4731083740486955 }, "vllm": { "framework": "vllm", "modelCount": 40601, "officialConfigError": null, "officialConfigValid": true, "successCount": 11105, "successRate": 0.27351543065441736, "wilsonLowerBound": 0.26920098497775014 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14212, "officialConfigError": null, "officialConfigValid": true, "successCount": 5892, "successRate": 0.4145792288207149, "wilsonLowerBound": 0.40650372298764986 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64278, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.1882136967547217, "wilsonLowerBound": 0.18521052321596418 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 35117, "officialConfigError": null, "officialConfigValid": true, "successCount": 7420, "successRate": 0.21129367542785546, "wilsonLowerBound": 0.2070556625249455 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8366, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.013985178101840785, "wilsonLowerBound": 0.011682596398338272 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26778, "officialConfigError": null, "officialConfigValid": true, "successCount": 3289, "successRate": 0.12282470684890581, "wilsonLowerBound": 0.11894726595450104 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16521, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10144664366563767, "wilsonLowerBound": 0.09693497021042136 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17437, "officialConfigError": null, "officialConfigValid": true, "successCount": 6732, "successRate": 0.38607558639674255, "wilsonLowerBound": 0.378875168464778 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24824, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15339993554624556, "wilsonLowerBound": 0.14897055794856734 }, "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": 55248, "officialConfigError": null, "officialConfigValid": true, "successCount": 13890, "successRate": 0.2514118158123371, "wilsonLowerBound": 0.24781165455020288 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25309, "officialConfigError": null, "officialConfigValid": true, "successCount": 3226, "successRate": 0.12746453830653126, "wilsonLowerBound": 0.12341229530666308 }, "vllm": { "framework": "vllm", "modelCount": 87129, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.1121555394874267, "wilsonLowerBound": 0.1100772803468428 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 49289, "officialConfigError": null, "officialConfigValid": true, "successCount": 5678, "successRate": 0.11519811722696748, "wilsonLowerBound": 0.11240950004727768 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 51756, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.07334415333487905, "wilsonLowerBound": 0.07112963860625157 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94996, "officialConfigError": null, "officialConfigValid": true, "successCount": 23945, "successRate": 0.25206324476820074, "wilsonLowerBound": 0.24931215456726388 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 147, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5672, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10401974612129761, "wilsonLowerBound": 0.09634090583419136 }, "vllm": { "framework": "vllm", "modelCount": 112915, "officialConfigError": null, "officialConfigValid": true, "successCount": 16539, "successRate": 0.14647301067174423, "wilsonLowerBound": 0.14442266275144017 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 307, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003257328990228013, "wilsonLowerBound": 0.0005752153501427472 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25695, "officialConfigError": null, "officialConfigValid": true, "successCount": 4160, "successRate": 0.16189920217941234, "wilsonLowerBound": 0.15744575633733987 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44325, "officialConfigError": null, "officialConfigValid": true, "successCount": 5724, "successRate": 0.12913705583756346, "wilsonLowerBound": 0.1260471713262433 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8480, "officialConfigError": null, "officialConfigValid": true, "successCount": 819, "successRate": 0.09658018867924528, "wilsonLowerBound": 0.09047458153099709 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35627, "officialConfigError": null, "officialConfigValid": true, "successCount": 7165, "successRate": 0.2011115165464395, "wilsonLowerBound": 0.1969815929501139 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61563, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.20190698958790182, "wilsonLowerBound": 0.19875461682367024 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18372, "officialConfigError": null, "officialConfigValid": true, "successCount": 5200, "successRate": 0.28303940779446984, "wilsonLowerBound": 0.2765712700340383 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16215, "officialConfigError": null, "officialConfigValid": true, "successCount": 3919, "successRate": 0.24168979340117175, "wilsonLowerBound": 0.2351620075173695 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69570, "officialConfigError": null, "officialConfigValid": true, "successCount": 19131, "successRate": 0.27498921949116, "wilsonLowerBound": 0.271683721580829 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1662, "officialConfigError": null, "officialConfigValid": true, "successCount": 985, "successRate": 0.5926594464500602, "wilsonLowerBound": 0.5688497604908518 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48613, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4469997737230782, "wilsonLowerBound": 0.44258439998413945 }, "vllm": { "framework": "vllm", "modelCount": 41138, "officialConfigError": null, "officialConfigValid": true, "successCount": 5214, "successRate": 0.12674412951529, "wilsonLowerBound": 0.12356403070590219 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1236, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6289, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03052949594530132, "wilsonLowerBound": 0.026555749965692398 }, "vllm": { "framework": "vllm", "modelCount": 10113, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.07564520913675467, "wilsonLowerBound": 0.07065102319044637 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7795, "officialConfigError": null, "officialConfigValid": true, "successCount": 3431, "successRate": 0.4401539448364336, "wilsonLowerBound": 0.4291660224042749 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7432, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.032965554359526375, "wilsonLowerBound": 0.029141391688609655 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19666, "officialConfigError": null, "officialConfigValid": true, "successCount": 5598, "successRate": 0.2846537170751551, "wilsonLowerBound": 0.2783893696078418 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 29088, "officialConfigError": null, "officialConfigValid": true, "successCount": 14889, "successRate": 0.5118605610561056, "wilsonLowerBound": 0.5061149441754594 }, "vllm": { "framework": "vllm", "modelCount": 68440, "officialConfigError": null, "officialConfigValid": true, "successCount": 7395, "successRate": 0.10805084745762712, "wilsonLowerBound": 0.10574693914690322 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14291, "officialConfigError": null, "officialConfigValid": true, "successCount": 2539, "successRate": 0.17766426422223777, "wilsonLowerBound": 0.1714842809947433 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-20T16:38:36.198871+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1484.6608695652174, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.986976031232907, "queueWeight": 0.986976031232907, "recentSuccess": 39, "recentSuccessRate": 0.3391304347826087, "recentTerminal": 115, "recentWilsonLowerBound": 0.2590555325896546, "running": 8, "selectionWeight": 2.4674400780822676, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 28456 }, "Ascend_910-b4": { "available": true, "backlogHours": 1354.1793103448276, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4690703492246007, "queueFactor": 1.000689330124731, "queueWeight": 1.000689330124731, "recentSuccess": 39, "recentSuccessRate": 0.2689655172413793, "recentTerminal": 145, "recentWilsonLowerBound": 0.2034414774869696, "running": 8, "selectionWeight": 1.4700830236716704, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 32726 }, "Biren_166m": { "available": true, "backlogHours": 63.36423841059602, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 3, "recentSuccessRate": 0.006622516556291391, "recentTerminal": 453, "recentWilsonLowerBound": 0.0022547163259223845, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 75.5, "waiting": 4784 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1366.6499999999999, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8382532280994713, "queueFactor": 0.9993142937451609, "queueWeight": 0.9993142937451609, "recentSuccess": 19, "recentSuccessRate": 0.2375, "recentTerminal": 80, "recentWilsonLowerBound": 0.15764551183088746, "running": 7, "selectionWeight": 0.8376784326178245, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 18222 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 396.3576158940397, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3335139969881177, "queueFactor": 1.2031994206908383, "queueWeight": 1.2031994206908383, "recentSuccess": 23, "recentSuccessRate": 0.152317880794702, "recentTerminal": 151, "recentWilsonLowerBound": 0.1036918721546995, "running": 7, "selectionWeight": 0.4012838479683892, "stale": false, "submissionEligible": true, "throughputPerHour": 25.166666666666668, "waiting": 9975 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 74.32, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.023333333333333334, "recentTerminal": 300, "recentWilsonLowerBound": 0.011347515598295709, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.0, "waiting": 3716 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 280.37931034482756, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.0759883776932914, "queueFactor": 1.26732733066626, "queueWeight": 1.26732733066626, "recentSuccess": 15, "recentSuccessRate": 0.08620689655172414, "recentTerminal": 174, "recentWilsonLowerBound": 0.0529370534960144, "running": 3, "selectionWeight": 0.09630214786369858, "stale": false, "submissionEligible": true, "throughputPerHour": 29.0, "waiting": 8131 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1943.5199999999998, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6761318212202909, "queueFactor": 0.9478996068544273, "queueWeight": 0.9478996068544273, "recentSuccess": 12, "recentSuccessRate": 0.24, "recentTerminal": 50, "recentWilsonLowerBound": 0.14297252401872207, "running": 2, "selectionWeight": 0.6409050875164817, "stale": false, "submissionEligible": true, "throughputPerHour": 8.333333333333334, "waiting": 16196 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 635.2087912087912, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.051143508005716, "queueFactor": 1.1210196370541599, "queueWeight": 1.1210196370541599, "recentSuccess": 23, "recentSuccessRate": 0.25274725274725274, "recentTerminal": 91, "recentWilsonLowerBound": 0.17472595343886432, "running": 8, "selectionWeight": 1.1783525138364042, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 9634 }, "MetaX_c-500": { "available": true, "backlogHours": 871.0370370370371, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.9136724065686126, "queueFactor": 1.0691661537542856, "queueWeight": 1.0691661537542856, "recentSuccess": 26, "recentSuccessRate": 0.32098765432098764, "recentTerminal": 81, "recentWilsonLowerBound": 0.22942074394347287, "running": 4, "selectionWeight": 2.046033766476671, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 11759 }, "Mthreads_s4000": { "available": true, "backlogHours": 2463.5625, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.11824555547630981, "queueFactor": 0.9147789396146314, "queueWeight": 0.9147789396146314, "recentSuccess": 8, "recentSuccessRate": 0.125, "recentTerminal": 64, "recentWilsonLowerBound": 0.06472165392620802, "running": 4, "selectionWeight": 0.10816854385276177, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 26278 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2423.2173913043475, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.10446687460065655, "queueFactor": 0.9170475156667043, "queueWeight": 0.9170475156667043, "recentSuccess": 6, "recentSuccessRate": 0.13043478260869565, "recentTerminal": 46, "recentWilsonLowerBound": 0.06117757137492025, "running": 2, "selectionWeight": 0.09580108782199723, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 18578 }, "Vastai_va16": { "available": true, "backlogHours": 2089.132075471698, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9376824997272591, "queueWeight": 0.9376824997272591, "recentSuccess": 4, "recentSuccessRate": 0.07547169811320754, "recentTerminal": 53, "recentWilsonLowerBound": 0.0297390735989018, "running": 16, "selectionWeight": 0.04688412498636296, "stale": false, "submissionEligible": false, "throughputPerHour": 8.833333333333334, "waiting": 18454 }, "hygon_k100-ai": { "available": true, "backlogHours": 1620.923076923077, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7189599675822762, "queueFactor": 0.9740614021421279, "queueWeight": 0.9740614021421279, "recentSuccess": 20, "recentSuccessRate": 0.21978021978021978, "recentTerminal": 91, "recentWilsonLowerBound": 0.14702013817844428, "running": 6, "selectionWeight": 0.7003111541072508, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 24584 } }, "queueAttemptedAt": "2026-10-20T16:38:36.198871+00:00", "queueError": null, "queueUpdatedAt": "2026-10-20T16:38:36.198871+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }