{ "communityAttemptedAt": "2026-10-06T23:45:53.183173+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-06T23:45:53.183173+00:00", "frameworkAttemptedAt": "2026-10-06T20:47:42.870225+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41303, "officialConfigError": null, "officialConfigValid": true, "successCount": 20334, "successRate": 0.49231290705275643, "wilsonLowerBound": 0.4874923264290232 }, "vllm": { "framework": "vllm", "modelCount": 55307, "officialConfigError": null, "officialConfigValid": true, "successCount": 15201, "successRate": 0.2748476684687291, "wilsonLowerBound": 0.2711426854204577 }, "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": 3920, "officialConfigError": null, "officialConfigValid": true, "successCount": 1183, "successRate": 0.30178571428571427, "wilsonLowerBound": 0.28761550018174914 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 35999, "officialConfigError": null, "officialConfigValid": true, "successCount": 16735, "successRate": 0.4648740242784522, "wilsonLowerBound": 0.45972568217530724 }, "vllm": { "framework": "vllm", "modelCount": 39294, "officialConfigError": null, "officialConfigValid": true, "successCount": 10948, "successRate": 0.27861760065149893, "wilsonLowerBound": 0.2742065869808284 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11914, "officialConfigError": null, "officialConfigValid": true, "successCount": 5005, "successRate": 0.4200940070505288, "wilsonLowerBound": 0.4112581843685671 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64197, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18840444257519823, "wilsonLowerBound": 0.18539819915461453 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27228, "officialConfigError": null, "officialConfigValid": true, "successCount": 5888, "successRate": 0.21624798002056705, "wilsonLowerBound": 0.21139813704466137 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7468, "officialConfigError": null, "officialConfigValid": true, "successCount": 100, "successRate": 0.01339046598821639, "wilsonLowerBound": 0.01102244225303041 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26546, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.12295637760867928, "wilsonLowerBound": 0.11906042822467508 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16500, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10157575757575757, "wilsonLowerBound": 0.09705864429500073 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14550, "officialConfigError": null, "officialConfigValid": true, "successCount": 5835, "successRate": 0.40103092783505156, "wilsonLowerBound": 0.39309434479123656 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24624, "officialConfigError": null, "officialConfigValid": true, "successCount": 3802, "successRate": 0.15440220922677064, "wilsonLowerBound": 0.14994293871241196 }, "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": 49761, "officialConfigError": null, "officialConfigValid": true, "successCount": 12470, "successRate": 0.25059785776009325, "wilsonLowerBound": 0.24680955303264357 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23747, "officialConfigError": null, "officialConfigValid": true, "successCount": 3115, "successRate": 0.1311744641428391, "wilsonLowerBound": 0.1269402448589042 }, "vllm": { "framework": "vllm", "modelCount": 86910, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11239212978943734, "wilsonLowerBound": 0.11030933326866474 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45033, "officialConfigError": null, "officialConfigValid": true, "successCount": 5463, "successRate": 0.12131103857171407, "wilsonLowerBound": 0.11832780261901173 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44159, "officialConfigError": null, "officialConfigValid": true, "successCount": 3620, "successRate": 0.08197649403292646, "wilsonLowerBound": 0.07945401752254025 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91637, "officialConfigError": null, "officialConfigValid": true, "successCount": 22674, "successRate": 0.2474328055261521, "wilsonLowerBound": 0.24464946051438766 }, "transformers": { "framework": "transformers", "modelCount": 5470, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10603290676416818, "wilsonLowerBound": 0.09814845205174555 }, "vllm": { "framework": "vllm", "modelCount": 112814, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14651550339496872, "wilsonLowerBound": 0.14446399392055093 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22175, "officialConfigError": null, "officialConfigValid": true, "successCount": 3881, "successRate": 0.17501691093573846, "wilsonLowerBound": 0.17007197297126753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43512, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.13005607648464793, "wilsonLowerBound": 0.12692815727640627 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7770, "officialConfigError": null, "officialConfigValid": true, "successCount": 717, "successRate": 0.09227799227799227, "wilsonLowerBound": 0.08604257886251816 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33565, "officialConfigError": null, "officialConfigValid": true, "successCount": 6516, "successRate": 0.1941307910025324, "wilsonLowerBound": 0.18993441237960107 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61442, "officialConfigError": null, "officialConfigValid": true, "successCount": 12415, "successRate": 0.20206047980208977, "wilsonLowerBound": 0.19890411252843063 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13567, "officialConfigError": null, "officialConfigValid": true, "successCount": 3911, "successRate": 0.2882730154050269, "wilsonLowerBound": 0.2807117248687696 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14952, "officialConfigError": null, "officialConfigValid": true, "successCount": 3686, "successRate": 0.24652220438737293, "wilsonLowerBound": 0.23967961789951855 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66308, "officialConfigError": null, "officialConfigValid": true, "successCount": 18268, "successRate": 0.2755022018459311, "wilsonLowerBound": 0.27211469189968585 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 656, "officialConfigError": null, "officialConfigValid": true, "successCount": 408, "successRate": 0.6219512195121951, "wilsonLowerBound": 0.5842355503445932 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47968, "officialConfigError": null, "officialConfigValid": true, "successCount": 21391, "successRate": 0.4459431287525017, "wilsonLowerBound": 0.4414993018222738 }, "vllm": { "framework": "vllm", "modelCount": 38970, "officialConfigError": null, "officialConfigValid": true, "successCount": 4483, "successRate": 0.11503720810880164, "wilsonLowerBound": 0.11190717440230939 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 980, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10068, "officialConfigError": null, "officialConfigValid": true, "successCount": 755, "successRate": 0.07499006754072308, "wilsonLowerBound": 0.07000590829180167 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6968, "officialConfigError": null, "officialConfigValid": true, "successCount": 3044, "successRate": 0.4368541905855339, "wilsonLowerBound": 0.42524603754510526 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7405, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03295070898041864, "wilsonLowerBound": 0.029120888399895118 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15916, "officialConfigError": null, "officialConfigValid": true, "successCount": 4933, "successRate": 0.309939683337522, "wilsonLowerBound": 0.30280135891261245 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27826, "officialConfigError": null, "officialConfigValid": true, "successCount": 14169, "successRate": 0.5092000287500899, "wilsonLowerBound": 0.5033252558773641 }, "vllm": { "framework": "vllm", "modelCount": 66344, "officialConfigError": null, "officialConfigValid": true, "successCount": 6977, "successRate": 0.10516399372965152, "wilsonLowerBound": 0.10285249010649042 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13368, "officialConfigError": null, "officialConfigValid": true, "successCount": 2114, "successRate": 0.15813883901855177, "wilsonLowerBound": 0.15205183845241943 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-06T23:48:32.155205+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1039.3584905660377, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.6959175696618403, "queueFactor": 0.9999981846473813, "queueWeight": 0.9999981846473813, "recentSuccess": 59, "recentSuccessRate": 0.3710691823899371, "recentTerminal": 159, "recentWilsonLowerBound": 0.2998487563285774, "running": 8, "selectionWeight": 1.6959144909734392, "stale": false, "submissionEligible": true, "throughputPerHour": 26.5, "waiting": 27543 }, "Ascend_910-b4": { "available": true, "backlogHours": 1316.978102189781, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.965110929243027, "queueWeight": 0.965110929243027, "recentSuccess": 60, "recentSuccessRate": 0.43795620437956206, "recentTerminal": 137, "recentWilsonLowerBound": 0.35769197151520876, "running": 8, "selectionWeight": 2.4127773231075675, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 30071 }, "Biren_166m": { "available": true, "backlogHours": 126.89855072463769, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3901796548717654, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 42, "recentSuccessRate": 0.2028985507246377, "recentTerminal": 207, "recentWilsonLowerBound": 0.1537582973984552, "running": 8, "selectionWeight": 0.5072335513332951, "stale": false, "submissionEligible": true, "throughputPerHour": 34.5, "waiting": 4378 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1409.6712328767123, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26366921211847577, "queueFactor": 0.9553144375800565, "queueWeight": 0.9553144375800565, "recentSuccess": 15, "recentSuccessRate": 0.2054794520547945, "recentTerminal": 73, "recentWilsonLowerBound": 0.1286685959377339, "running": 7, "selectionWeight": 0.2518870050821383, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 17151 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 412.82608695652175, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.40698727482584784, "queueFactor": 1.1485474630579828, "queueWeight": 1.1485474630579828, "recentSuccess": 30, "recentSuccessRate": 0.21739130434782608, "recentTerminal": 138, "recentWilsonLowerBound": 0.15673432266168497, "running": 7, "selectionWeight": 0.4674442019981096, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 9495 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 45.00702576112412, "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": 0.01639344262295082, "recentTerminal": 427, "recentWilsonLowerBound": 0.007963075733771781, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 71.16666666666667, "waiting": 3203 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 280.46715328467155, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.1812147591911249, "queueFactor": 1.2171152832119216, "queueWeight": 1.2171152832119216, "recentSuccess": 22, "recentSuccessRate": 0.16058394160583941, "recentTerminal": 137, "recentWilsonLowerBound": 0.10850322023708403, "running": 7, "selectionWeight": 0.22055925295508616, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 6404 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2334.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5568967236931732, "queueFactor": 0.8857249715637485, "queueWeight": 0.8857249715637485, "recentSuccess": 12, "recentSuccessRate": 0.3, "recentTerminal": 40, "recentWilsonLowerBound": 0.18074670915695296, "running": 2, "selectionWeight": 0.49325733475708056, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 15560 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 440.484375, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4414381678152486, "queueFactor": 1.1374293766624746, "queueWeight": 1.1374293766624746, "recentSuccess": 29, "recentSuccessRate": 0.2265625, "recentTerminal": 128, "recentWilsonLowerBound": 0.1626314704520524, "running": 8, "selectionWeight": 0.502104740053123, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 9397 }, "MetaX_c-500": { "available": true, "backlogHours": 861.8961038961039, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5920307947061377, "queueFactor": 1.0284798305581693, "queueWeight": 1.0284798305581693, "recentSuccess": 21, "recentSuccessRate": 0.2727272727272727, "recentTerminal": 77, "recentWilsonLowerBound": 0.1858435554011884, "running": 4, "selectionWeight": 0.6088917314245869, "stale": false, "submissionEligible": true, "throughputPerHour": 12.833333333333334, "waiting": 11061 }, "Mthreads_s4000": { "available": true, "backlogHours": 1039.3333333333333, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5456770379766911, "queueFactor": 1.0000018153778845, "queueWeight": 1.0000018153778845, "recentSuccess": 31, "recentSuccessRate": 0.24603174603174602, "recentTerminal": 126, "recentWilsonLowerBound": 0.17908230637931405, "running": 4, "selectionWeight": 0.5456780285867179, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 21826 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2378.5116279069766, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2767664886060323, "queueFactor": 0.8832186377351797, "queueWeight": 0.8832186377351797, "recentSuccess": 10, "recentSuccessRate": 0.23255813953488372, "recentTerminal": 43, "recentWilsonLowerBound": 0.1315353846924483, "running": 2, "selectionWeight": 0.244445321037369, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 17046 }, "Vastai_va16": { "available": true, "backlogHours": 1503.441176470588, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9461305171372062, "queueWeight": 0.9461305171372062, "recentSuccess": 4, "recentSuccessRate": 0.058823529411764705, "recentTerminal": 68, "recentWilsonLowerBound": 0.02311039148053306, "running": 16, "selectionWeight": 0.047306525856860314, "stale": false, "submissionEligible": false, "throughputPerHour": 11.333333333333334, "waiting": 17039 }, "hygon_k100-ai": { "available": true, "backlogHours": 1080.3050847457625, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.39733573494275537, "queueFactor": 0.9942189893266735, "queueWeight": 0.9942189893266735, "recentSuccess": 26, "recentSuccessRate": 0.22033898305084745, "recentTerminal": 118, "recentWilsonLowerBound": 0.15503376394311624, "running": 6, "selectionWeight": 0.39503873281815727, "stale": false, "submissionEligible": true, "throughputPerHour": 19.666666666666668, "waiting": 21246 } }, "queueAttemptedAt": "2026-10-06T23:42:53.984003+00:00", "queueError": null, "queueUpdatedAt": "2026-10-06T23:42:53.984003+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }