{ "communityAttemptedAt": "2026-09-18T14:03:27.690446+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-18T14:03:27.690446+00:00", "frameworkAttemptedAt": "2026-09-18T08:16:39.957406+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39487, "officialConfigError": null, "officialConfigValid": true, "successCount": 19065, "successRate": 0.48281712968825186, "wilsonLowerBound": 0.47789022696862027 }, "vllm": { "framework": "vllm", "modelCount": 52637, "officialConfigError": null, "officialConfigValid": true, "successCount": 14752, "successRate": 0.28025913330926916, "wilsonLowerBound": 0.27643839366838285 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2613, "officialConfigError": null, "officialConfigValid": true, "successCount": 739, "successRate": 0.28281668580176045, "wilsonLowerBound": 0.26587677766316437 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32763, "officialConfigError": null, "officialConfigValid": true, "successCount": 14439, "successRate": 0.4407105576412416, "wilsonLowerBound": 0.43534181919416826 }, "vllm": { "framework": "vllm", "modelCount": 37359, "officialConfigError": null, "officialConfigValid": true, "successCount": 10633, "successRate": 0.28461682593217164, "wilsonLowerBound": 0.2800634471751248 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8586, "officialConfigError": null, "officialConfigValid": true, "successCount": 3711, "successRate": 0.43221523410202656, "wilsonLowerBound": 0.4217692663687853 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63916, "officialConfigError": null, "officialConfigValid": true, "successCount": 12080, "successRate": 0.1889980599536892, "wilsonLowerBound": 0.18598155986891562 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17198, "officialConfigError": null, "officialConfigValid": true, "successCount": 3446, "successRate": 0.200372136294918, "wilsonLowerBound": 0.19445688557822252 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5952, "officialConfigError": null, "officialConfigValid": true, "successCount": 59, "successRate": 0.00991263440860215, "wilsonLowerBound": 0.00769293715967995 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26133, "officialConfigError": null, "officialConfigValid": true, "successCount": 3218, "successRate": 0.12313932575670608, "wilsonLowerBound": 0.11921057146175534 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16466, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10166403498117332, "wilsonLowerBound": 0.09714055799797292 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11018, "officialConfigError": null, "officialConfigValid": true, "successCount": 4653, "successRate": 0.4223089489925576, "wilsonLowerBound": 0.4131146922607497 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24139, "officialConfigError": null, "officialConfigValid": true, "successCount": 3782, "successRate": 0.1566759186378889, "wilsonLowerBound": 0.1521450020046784 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 42521, "officialConfigError": null, "officialConfigValid": true, "successCount": 10674, "successRate": 0.2510289033653959, "wilsonLowerBound": 0.24693008204337882 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23238, "officialConfigError": null, "officialConfigValid": true, "successCount": 3056, "successRate": 0.13150873569153973, "wilsonLowerBound": 0.12722430557118034 }, "vllm": { "framework": "vllm", "modelCount": 86609, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11273655162858363, "wilsonLowerBound": 0.11064734182319988 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40272, "officialConfigError": null, "officialConfigValid": true, "successCount": 4944, "successRate": 0.12276519666269368, "wilsonLowerBound": 0.11959596671745235 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31243, "officialConfigError": null, "officialConfigValid": true, "successCount": 3393, "successRate": 0.10860032647312998, "wilsonLowerBound": 0.10519822447136452 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88461, "officialConfigError": null, "officialConfigValid": true, "successCount": 20972, "successRate": 0.2370762256813737, "wilsonLowerBound": 0.23428505750092687 }, "transformers": { "framework": "transformers", "modelCount": 5164, "officialConfigError": null, "officialConfigValid": true, "successCount": 565, "successRate": 0.10941130906274206, "wilsonLowerBound": 0.1011858929247152 }, "vllm": { "framework": "vllm", "modelCount": 112522, "officialConfigError": null, "officialConfigValid": true, "successCount": 16507, "successRate": 0.14670020084961163, "wilsonLowerBound": 0.1446449624047784 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17121, "officialConfigError": null, "officialConfigValid": true, "successCount": 3413, "successRate": 0.1993458326032358, "wilsonLowerBound": 0.19342921116593076 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42806, "officialConfigError": null, "officialConfigValid": true, "successCount": 5571, "successRate": 0.13014530673270103, "wilsonLowerBound": 0.1269910312130132 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6643, "officialConfigError": null, "officialConfigValid": true, "successCount": 539, "successRate": 0.08113804004214963, "wilsonLowerBound": 0.07481140214726349 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31021, "officialConfigError": null, "officialConfigValid": true, "successCount": 5531, "successRate": 0.1782985719351407, "wilsonLowerBound": 0.1740789785836917 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60858, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.20358868184955142, "wilsonLowerBound": 0.20040822750777065 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7643, "officialConfigError": null, "officialConfigValid": true, "successCount": 2225, "successRate": 0.29111605390553447, "wilsonLowerBound": 0.28103839123416857 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12741, "officialConfigError": null, "officialConfigValid": true, "successCount": 3294, "successRate": 0.2585354367789027, "wilsonLowerBound": 0.2510064627257239 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60653, "officialConfigError": null, "officialConfigValid": true, "successCount": 16613, "successRate": 0.2739023626201507, "wilsonLowerBound": 0.27036760767809576 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46504, "officialConfigError": null, "officialConfigValid": true, "successCount": 20335, "successRate": 0.4372742129709272, "wilsonLowerBound": 0.4327710339841934 }, "vllm": { "framework": "vllm", "modelCount": 36386, "officialConfigError": null, "officialConfigValid": true, "successCount": 3393, "successRate": 0.09325015115703843, "wilsonLowerBound": 0.09030509940137159 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 481, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10024, "officialConfigError": null, "officialConfigValid": true, "successCount": 738, "successRate": 0.07362330407023145, "wilsonLowerBound": 0.06867247302280925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5889, "officialConfigError": null, "officialConfigValid": true, "successCount": 2491, "successRate": 0.4229920190185091, "wilsonLowerBound": 0.4104281835827508 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7374, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031868727963113644, "wilsonLowerBound": 0.028096954502666412 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11472, "officialConfigError": null, "officialConfigValid": true, "successCount": 3806, "successRate": 0.33176429567642957, "wilsonLowerBound": 0.3232056639091772 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26401, "officialConfigError": null, "officialConfigValid": true, "successCount": 13381, "successRate": 0.5068368622400666, "wilsonLowerBound": 0.500805501238166 }, "vllm": { "framework": "vllm", "modelCount": 62140, "officialConfigError": null, "officialConfigValid": true, "successCount": 6219, "successRate": 0.10008046346958481, "wilsonLowerBound": 0.09774548259830038 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12437, "officialConfigError": null, "officialConfigValid": true, "successCount": 1780, "successRate": 0.1431213315108145, "wilsonLowerBound": 0.13707674999237315 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-18T14:09:04.689480+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1039.5882352941176, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1587875541082255, "queueFactor": 0.9857482575701301, "queueWeight": 0.9857482575701301, "recentSuccess": 50, "recentSuccessRate": 0.36764705882352944, "recentTerminal": 136, "recentWilsonLowerBound": 0.29128436979117783, "running": 8, "selectionWeight": 1.142272812356136, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 23564 }, "Ascend_910-b4": { "available": true, "backlogHours": 1447.2307692307693, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.5594648672591904, "queueFactor": 0.9380253026952241, "queueWeight": 0.9380253026952241, "recentSuccess": 49, "recentSuccessRate": 0.4188034188034188, "recentTerminal": 117, "recentWilsonLowerBound": 0.3333808997739031, "running": 8, "selectionWeight": 1.4628175041533695, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 28221 }, "Biren_166m": { "available": true, "backlogHours": 213.86301369863014, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.28435726465556377, "queueFactor": 1.2496110851252327, "queueWeight": 1.2496110851252327, "recentSuccess": 31, "recentSuccessRate": 0.21232876712328766, "recentTerminal": 146, "recentWilsonLowerBound": 0.15380875170473335, "running": 6, "selectionWeight": 0.355335990049482, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 5204 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1385.7272727272727, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4020458140807005, "queueFactor": 0.9441555639968349, "queueWeight": 0.9441555639968349, "recentSuccess": 18, "recentSuccessRate": 0.2727272727272727, "recentTerminal": 66, "recentWilsonLowerBound": 0.180032031620791, "running": 7, "selectionWeight": 0.3795937923459304, "stale": false, "submissionEligible": true, "throughputPerHour": 11.0, "waiting": 15243 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 611.4782608695652, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25114560062502744, "queueFactor": 1.067426715817738, "queueWeight": 1.067426715817738, "recentSuccess": 20, "recentSuccessRate": 0.21739130434782608, "recentTerminal": 92, "recentWilsonLowerBound": 0.14536619823911479, "running": 7, "selectionWeight": 0.2680795236672463, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 9376 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 39.60606060606061, "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": 0.017676767676767676, "recentTerminal": 396, "recentWilsonLowerBound": 0.008588321488167537, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 66.0, "waiting": 2614 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 117.5390625, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 21, "recentSuccessRate": 0.08203125, "recentTerminal": 256, "recentWilsonLowerBound": 0.05427718095517876, "running": 2, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 42.666666666666664, "waiting": 5015 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3001.875, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6847748309510077, "queueFactor": 0.8407876635636347, "queueWeight": 0.8407876635636347, "recentSuccess": 12, "recentSuccessRate": 0.375, "recentTerminal": 32, "recentWilsonLowerBound": 0.2293366846595921, "running": 2, "selectionWeight": 0.5757502301824806, "stale": false, "submissionEligible": true, "throughputPerHour": 5.333333333333333, "waiting": 16010 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 502.1076923076923, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.20922872569056586, "queueFactor": 1.0994505231557783, "queueWeight": 1.0994505231557783, "recentSuccess": 25, "recentSuccessRate": 0.19230769230769232, "recentTerminal": 130, "recentWilsonLowerBound": 0.1337876543053107, "running": 8, "selectionWeight": 0.23003663191970947, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 10879 }, "MetaX_c-500": { "available": true, "backlogHours": 753.5604395604396, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.523942405875518, "queueFactor": 1.0344928846102206, "queueWeight": 1.0344928846102206, "recentSuccess": 26, "recentSuccessRate": 0.2857142857142857, "recentTerminal": 91, "recentWilsonLowerBound": 0.2030608259873361, "running": 4, "selectionWeight": 0.5420146908237836, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 11429 }, "Mthreads_s4000": { "available": true, "backlogHours": 2580.0, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8601065710282582, "queueWeight": 0.8601065710282582, "recentSuccess": 27, "recentSuccessRate": 0.5510204081632653, "recentTerminal": 49, "recentWilsonLowerBound": 0.4131486679967811, "running": 4, "selectionWeight": 2.1502664275706453, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 21070 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6266.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2470390400230307, "queueFactor": 0.7529162368211152, "queueWeight": 0.7529162368211152, "recentSuccess": 8, "recentSuccessRate": 0.5333333333333333, "recentTerminal": 15, "recentWilsonLowerBound": 0.3011663015105079, "running": 2, "selectionWeight": 0.9389159411831564, "stale": false, "submissionEligible": false, "throughputPerHour": 2.5, "waiting": 15665 }, "Vastai_va16": { "available": true, "backlogHours": 1949.1818181818182, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.8970514834787612, "queueWeight": 0.8970514834787612, "recentSuccess": 6, "recentSuccessRate": 0.13636363636363635, "recentTerminal": 44, "recentWilsonLowerBound": 0.06402867407860051, "running": 16, "selectionWeight": 0.044852574173938065, "stale": false, "submissionEligible": true, "throughputPerHour": 7.333333333333333, "waiting": 14294 }, "hygon_k100-ai": { "available": true, "backlogHours": 849.8446601941747, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9360478843833342, "queueFactor": 1.0160013593162547, "queueWeight": 1.0160013593162547, "recentSuccess": 36, "recentSuccessRate": 0.34951456310679613, "recentTerminal": 103, "recentWilsonLowerBound": 0.26434932218518686, "running": 6, "selectionWeight": 0.9510259229185719, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 14589 } }, "queueAttemptedAt": "2026-09-18T14:03:27.690446+00:00", "queueError": null, "queueUpdatedAt": "2026-09-18T14:03:27.690446+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }