{ "communityAttemptedAt": "2026-10-01T14:50:23.380455+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-01T14:50:23.380455+00:00", "frameworkAttemptedAt": "2026-10-01T14:12:45.551559+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 40463, "officialConfigError": null, "officialConfigValid": true, "successCount": 19725, "successRate": 0.4874823913204656, "wilsonLowerBound": 0.48261345258697064 }, "vllm": { "framework": "vllm", "modelCount": 54156, "officialConfigError": null, "officialConfigValid": true, "successCount": 15011, "successRate": 0.27718073712977326, "wilsonLowerBound": 0.2734267482381784 }, "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": 3364, "officialConfigError": null, "officialConfigValid": true, "successCount": 959, "successRate": 0.285077288941736, "wilsonLowerBound": 0.27007323912295395 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34992, "officialConfigError": null, "officialConfigValid": true, "successCount": 16052, "successRate": 0.4587334247828075, "wilsonLowerBound": 0.45351719375542565 }, "vllm": { "framework": "vllm", "modelCount": 38810, "officialConfigError": null, "officialConfigValid": true, "successCount": 10868, "successRate": 0.2800309198660139, "wilsonLowerBound": 0.2755855691255702 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11030, "officialConfigError": null, "officialConfigValid": true, "successCount": 4619, "successRate": 0.41876699909338166, "wilsonLowerBound": 0.40958959669523676 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64150, "officialConfigError": null, "officialConfigValid": true, "successCount": 12093, "successRate": 0.18851130163678878, "wilsonLowerBound": 0.1855032989177426 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 24594, "officialConfigError": null, "officialConfigValid": true, "successCount": 5057, "successRate": 0.20561925672928358, "wilsonLowerBound": 0.2006142966799066 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7146, "officialConfigError": null, "officialConfigValid": true, "successCount": 82, "successRate": 0.011474951021550517, "wilsonLowerBound": 0.00925477004751275 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26488, "officialConfigError": null, "officialConfigValid": true, "successCount": 3257, "successRate": 0.1229613409845968, "wilsonLowerBound": 0.11906111872843192 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16493, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10161886861092585, "wilsonLowerBound": 0.09709993915301135 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 13489, "officialConfigError": null, "officialConfigValid": true, "successCount": 5501, "successRate": 0.4078137741863741, "wilsonLowerBound": 0.3995478807753092 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24501, "officialConfigError": null, "officialConfigValid": true, "successCount": 3797, "successRate": 0.1549732663972899, "wilsonLowerBound": 0.1504960364288626 }, "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": 47782, "officialConfigError": null, "officialConfigValid": true, "successCount": 11901, "successRate": 0.249068686953246, "wilsonLowerBound": 0.24521117951580843 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23617, "officialConfigError": null, "officialConfigValid": true, "successCount": 3104, "successRate": 0.13143074903671084, "wilsonLowerBound": 0.12718144728334102 }, "vllm": { "framework": "vllm", "modelCount": 86826, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11250086379655863, "wilsonLowerBound": 0.1104161762854407 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 43557, "officialConfigError": null, "officialConfigValid": true, "successCount": 5304, "successRate": 0.12177147186445347, "wilsonLowerBound": 0.11873361339609859 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 39948, "officialConfigError": null, "officialConfigValid": true, "successCount": 3564, "successRate": 0.0892159807750075, "wilsonLowerBound": 0.08645997643731695 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90728, "officialConfigError": null, "officialConfigValid": true, "successCount": 22190, "successRate": 0.24457719777797374, "wilsonLowerBound": 0.24179107671910258 }, "transformers": { "framework": "transformers", "modelCount": 5424, "officialConfigError": null, "officialConfigValid": true, "successCount": 580, "successRate": 0.10693215339233038, "wilsonLowerBound": 0.09898437560872482 }, "vllm": { "framework": "vllm", "modelCount": 112767, "officialConfigError": null, "officialConfigValid": true, "successCount": 16527, "successRate": 0.1465588337013488, "wilsonLowerBound": 0.1445066450230568 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20788, "officialConfigError": null, "officialConfigValid": true, "successCount": 3751, "successRate": 0.18044063883009429, "wilsonLowerBound": 0.17527217444084148 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43315, "officialConfigError": null, "officialConfigValid": true, "successCount": 5637, "successRate": 0.1301396744776636, "wilsonLowerBound": 0.1270038516178073 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7490, "officialConfigError": null, "officialConfigValid": true, "successCount": 664, "successRate": 0.08865153538050734, "wilsonLowerBound": 0.08242335084044107 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 201, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.1791044776119403, "wilsonLowerBound": 0.13226856106642715 }, "vllm": { "framework": "vllm", "modelCount": 32807, "officialConfigError": null, "officialConfigValid": true, "successCount": 6244, "successRate": 0.19032523546804037, "wilsonLowerBound": 0.1861136674084707 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61326, "officialConfigError": null, "officialConfigValid": true, "successCount": 12406, "successRate": 0.20229592668688648, "wilsonLowerBound": 0.19913519689723738 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11623, "officialConfigError": null, "officialConfigValid": true, "successCount": 3418, "successRate": 0.29407209842553556, "wilsonLowerBound": 0.28585791536891203 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14537, "officialConfigError": null, "officialConfigValid": true, "successCount": 3635, "successRate": 0.25005159248813374, "wilsonLowerBound": 0.24307862808182126 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64954, "officialConfigError": null, "officialConfigValid": true, "successCount": 17830, "successRate": 0.274501955229855, "wilsonLowerBound": 0.27108339292354944 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 409, "officialConfigError": null, "officialConfigValid": true, "successCount": 258, "successRate": 0.6308068459657702, "wilsonLowerBound": 0.5830216343045451 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47541, "officialConfigError": null, "officialConfigValid": true, "successCount": 21075, "successRate": 0.44330157127532027, "wilsonLowerBound": 0.43884071276614023 }, "vllm": { "framework": "vllm", "modelCount": 38210, "officialConfigError": null, "officialConfigValid": true, "successCount": 4158, "successRate": 0.10881968071185553, "wilsonLowerBound": 0.10573640334212399 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 818, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6283, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030558650326277255, "wilsonLowerBound": 0.02658115788279188 }, "vllm": { "framework": "vllm", "modelCount": 10051, "officialConfigError": null, "officialConfigValid": true, "successCount": 748, "successRate": 0.07442045567605213, "wilsonLowerBound": 0.0694504296857678 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6643, "officialConfigError": null, "officialConfigValid": true, "successCount": 2885, "successRate": 0.4342917356615987, "wilsonLowerBound": 0.42241351581838804 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7400, "officialConfigError": null, "officialConfigValid": true, "successCount": 243, "successRate": 0.032837837837837835, "wilsonLowerBound": 0.02901357764943315 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14971, "officialConfigError": null, "officialConfigValid": true, "successCount": 4803, "successRate": 0.3208202524881437, "wilsonLowerBound": 0.3133895797034147 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27453, "officialConfigError": null, "officialConfigValid": true, "successCount": 14002, "successRate": 0.510035333114778, "wilsonLowerBound": 0.504120855120688 }, "vllm": { "framework": "vllm", "modelCount": 64904, "officialConfigError": null, "officialConfigValid": true, "successCount": 6789, "successRate": 0.10460064094662887, "wilsonLowerBound": 0.10226951135299894 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13115, "officialConfigError": null, "officialConfigValid": true, "successCount": 2045, "successRate": 0.15592832634388104, "wilsonLowerBound": 0.14982013790001625 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-01T14:53:44.258858+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1256.139534883721, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.8577679674614394, "queueFactor": 0.9966973779124754, "queueWeight": 0.9966973779124754, "recentSuccess": 51, "recentSuccessRate": 0.3953488372093023, "recentTerminal": 129, "recentWilsonLowerBound": 0.3151759967239364, "running": 8, "selectionWeight": 1.8516324619386055, "stale": false, "submissionEligible": true, "throughputPerHour": 21.5, "waiting": 27007 }, "Ascend_910-b4": { "available": true, "backlogHours": 1444.4628099173553, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.976029723631373, "queueWeight": 0.976029723631373, "recentSuccess": 54, "recentSuccessRate": 0.4462809917355372, "recentTerminal": 121, "recentWilsonLowerBound": 0.3607165818368641, "running": 8, "selectionWeight": 2.4400743090784323, "stale": false, "submissionEligible": true, "throughputPerHour": 20.166666666666668, "waiting": 29130 }, "Biren_166m": { "available": true, "backlogHours": 156.158940397351, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.20112442113845078, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.16556291390728478, "recentTerminal": 151, "recentWilsonLowerBound": 0.11473010180823269, "running": 8, "selectionWeight": 0.261461747479986, "stale": false, "submissionEligible": false, "throughputPerHour": 25.166666666666668, "waiting": 3930 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1925.25, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8153708738404244, "queueFactor": 0.9348586022051044, "queueWeight": 0.9348586022051044, "recentSuccess": 16, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 48, "recentWilsonLowerBound": 0.21676601370896784, "running": 7, "selectionWeight": 0.7622564753972136, "stale": false, "submissionEligible": true, "throughputPerHour": 8.0, "waiting": 15402 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 475.8545454545455, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25761222804147377, "queueFactor": 1.152916527718107, "queueWeight": 1.152916527718107, "recentSuccess": 21, "recentSuccessRate": 0.19090909090909092, "recentTerminal": 110, "recentWilsonLowerBound": 0.12839312602494252, "running": 8, "selectionWeight": 0.2970053954513011, "stale": false, "submissionEligible": false, "throughputPerHour": 18.333333333333332, "waiting": 8724 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.14569536423841, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.03642384105960265, "recentTerminal": 302, "recentWilsonLowerBound": 0.02045789582127418, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.333333333333336, "waiting": 2222 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 192.5521472392638, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.351892987937676, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 33, "recentSuccessRate": 0.20245398773006135, "recentTerminal": 163, "recentWilsonLowerBound": 0.147947384091432, "running": 7, "selectionWeight": 0.4574608843189788, "stale": false, "submissionEligible": false, "throughputPerHour": 27.166666666666668, "waiting": 5231 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1815.9230769230771, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9423688865105212, "queueFactor": 0.9430926957342055, "queueWeight": 0.9430926957342055, "recentSuccess": 18, "recentSuccessRate": 0.34615384615384615, "recentTerminal": 52, "recentWilsonLowerBound": 0.23150828073938615, "running": 2, "selectionWeight": 0.888741213555249, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 15738 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 359.4634146341463, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5659075143070875, "queueFactor": 1.2024604310106033, "queueWeight": 1.2024604310106033, "recentSuccess": 31, "recentSuccessRate": 0.25203252032520324, "recentTerminal": 123, "recentWilsonLowerBound": 0.18360980012600733, "running": 9, "selectionWeight": 0.6804813935658396, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 7369 }, "MetaX_c-500": { "available": true, "backlogHours": 610.5882352941177, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1097647073614068, "queueFactor": 1.1105976075706756, "queueWeight": 1.1105976075706756, "recentSuccess": 34, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 102, "recentWilsonLowerBound": 0.2493697609902782, "running": 5, "selectionWeight": 1.2325020289619493, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 10380 }, "Mthreads_s4000": { "available": true, "backlogHours": 2200.9, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.068269765173381, "queueFactor": 0.9162815711621984, "queueWeight": 0.9162815711621984, "recentSuccess": 27, "recentSuccessRate": 0.45, "recentTerminal": 60, "recentWilsonLowerBound": 0.3309345385376083, "running": 4, "selectionWeight": 1.8951174700203368, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 22009 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3515.379310344828, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3468809879701016, "queueFactor": 0.8541284138397139, "queueWeight": 0.8541284138397139, "recentSuccess": 8, "recentSuccessRate": 0.27586206896551724, "recentTerminal": 29, "recentWilsonLowerBound": 0.1469858133850274, "running": 2, "selectionWeight": 0.2962809080460558, "stale": false, "submissionEligible": false, "throughputPerHour": 4.833333333333333, "waiting": 16991 }, "Vastai_va16": { "available": true, "backlogHours": 1808.3529411764705, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.1350237014555835, "queueFactor": 0.9436838417208068, "queueWeight": 0.9436838417208068, "recentSuccess": 9, "recentSuccessRate": 0.17647058823529413, "recentTerminal": 51, "recentWilsonLowerBound": 0.09572295725809898, "running": 16, "selectionWeight": 0.12741968531296835, "stale": false, "submissionEligible": false, "throughputPerHour": 8.5, "waiting": 15371 }, "hygon_k100-ai": { "available": true, "backlogHours": 1201.340425531915, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.8781548759566583, "queueFactor": 1.0033884202588583, "queueWeight": 1.0033884202588583, "recentSuccess": 29, "recentSuccessRate": 0.30851063829787234, "recentTerminal": 94, "recentWilsonLowerBound": 0.2241995789114178, "running": 6, "selectionWeight": 0.8811304337287651, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 18821 } }, "queueAttemptedAt": "2026-10-01T14:53:44.258858+00:00", "queueError": null, "queueUpdatedAt": "2026-10-01T14:53:44.258858+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }