{ "communityAttemptedAt": "2026-09-27T16:24:41.554938+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-27T16:24:41.554938+00:00", "frameworkAttemptedAt": "2026-09-27T11:27:14.277836+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34287, "officialConfigError": null, "officialConfigValid": true, "successCount": 15527, "successRate": 0.45285385131390904, "wilsonLowerBound": 0.4475905003855942 }, "vllm": { "framework": "vllm", "modelCount": 38225, "officialConfigError": null, "officialConfigValid": true, "successCount": 10791, "successRate": 0.2823021582733813, "wilsonLowerBound": 0.27781178077118984 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10414, "officialConfigError": null, "officialConfigValid": true, "successCount": 4370, "successRate": 0.4196274246207029, "wilsonLowerBound": 0.4101804153958004 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64125, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855360623781675, "wilsonLowerBound": 0.1855447576196219 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22115, "officialConfigError": null, "officialConfigValid": true, "successCount": 4579, "successRate": 0.2070540357223604, "wilsonLowerBound": 0.20176470574096297 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6832, "officialConfigError": null, "officialConfigValid": true, "successCount": 74, "successRate": 0.010831381733021077, "wilsonLowerBound": 0.008637144605720879 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26420, "officialConfigError": null, "officialConfigValid": true, "successCount": 3248, "successRate": 0.12293716881150643, "wilsonLowerBound": 0.11903233880992954 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16485, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10166818319684562, "wilsonLowerBound": 0.09714717632753626 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12651, "officialConfigError": null, "officialConfigValid": true, "successCount": 5228, "successRate": 0.4132479645877796, "wilsonLowerBound": 0.4046947908846399 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24420, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15544635544635543, "wilsonLowerBound": 0.15095607344393705 }, "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": 46177, "officialConfigError": null, "officialConfigValid": true, "successCount": 11499, "successRate": 0.24902007492907724, "wilsonLowerBound": 0.245096719808682 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23518, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.13151628539841823, "wilsonLowerBound": 0.12725696940315265 }, "vllm": { "framework": "vllm", "modelCount": 86770, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11252737121124813, "wilsonLowerBound": 0.11044179918488706 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42436, "officialConfigError": null, "officialConfigValid": true, "successCount": 5204, "successRate": 0.12263172777830145, "wilsonLowerBound": 0.11954493103798015 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37012, "officialConfigError": null, "officialConfigValid": true, "successCount": 3514, "successRate": 0.09494218091429807, "wilsonLowerBound": 0.09199764646096137 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89954, "officialConfigError": null, "officialConfigValid": true, "successCount": 21740, "successRate": 0.24167908041888075, "wilsonLowerBound": 0.2388925095299831 }, "transformers": { "framework": "transformers", "modelCount": 5357, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10770953892103789, "wilsonLowerBound": 0.0996870100008811 }, "vllm": { "framework": "vllm", "modelCount": 112727, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14659309659620146, "wilsonLowerBound": 0.14454034496320375 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19626, "officialConfigError": null, "officialConfigValid": true, "successCount": 3685, "successRate": 0.18776113319066545, "wilsonLowerBound": 0.1823587562874447 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43137, "officialConfigError": null, "officialConfigValid": true, "successCount": 5608, "successRate": 0.13000440457148155, "wilsonLowerBound": 0.12686360178721176 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7192, "officialConfigError": null, "officialConfigValid": true, "successCount": 621, "successRate": 0.08634593993325917, "wilsonLowerBound": 0.08007328118849572 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32181, "officialConfigError": null, "officialConfigValid": true, "successCount": 6017, "successRate": 0.186973680121811, "wilsonLowerBound": 0.18275123898377987 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61211, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.2025943049451896, "wilsonLowerBound": 0.19942885610227043 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10236, "officialConfigError": null, "officialConfigValid": true, "successCount": 3016, "successRate": 0.2946463462289957, "wilsonLowerBound": 0.2858929953667756 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14098, "officialConfigError": null, "officialConfigValid": true, "successCount": 3545, "successRate": 0.251454106965527, "wilsonLowerBound": 0.24436077456380803 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63728, "officialConfigError": null, "officialConfigValid": true, "successCount": 17466, "successRate": 0.2740710519708762, "wilsonLowerBound": 0.2706216118496773 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 208, "officialConfigError": null, "officialConfigValid": true, "successCount": 140, "successRate": 0.6730769230769231, "wilsonLowerBound": 0.6066911380156328 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47212, "officialConfigError": null, "officialConfigValid": true, "successCount": 20847, "successRate": 0.4415614674235364, "wilsonLowerBound": 0.437087070949341 }, "vllm": { "framework": "vllm", "modelCount": 37566, "officialConfigError": null, "officialConfigValid": true, "successCount": 3909, "successRate": 0.10405685992652931, "wilsonLowerBound": 0.10100954497887264 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 762, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6380, "officialConfigError": null, "officialConfigValid": true, "successCount": 2750, "successRate": 0.43103448275862066, "wilsonLowerBound": 0.41892765536671855 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7393, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.032598403895576895, "wilsonLowerBound": 0.028786866472004326 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13826, "officialConfigError": null, "officialConfigValid": true, "successCount": 4488, "successRate": 0.3246058151309128, "wilsonLowerBound": 0.3168506167131575 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27115, "officialConfigError": null, "officialConfigValid": true, "successCount": 13810, "successRate": 0.5093121888253734, "wilsonLowerBound": 0.5033608940791131 }, "vllm": { "framework": "vllm", "modelCount": 64083, "officialConfigError": null, "officialConfigValid": true, "successCount": 6585, "successRate": 0.10275736154674407, "wilsonLowerBound": 0.10043015905815691 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12906, "officialConfigError": null, "officialConfigValid": true, "successCount": 1952, "successRate": 0.15124748179141484, "wilsonLowerBound": 0.14516979517741138 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-27T16:32:52.962250+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1697.3465346534654, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9415989492849933, "queueWeight": 0.9415989492849933, "recentSuccess": 56, "recentSuccessRate": 0.5544554455445545, "recentTerminal": 101, "recentWilsonLowerBound": 0.45729807510937154, "running": 8, "selectionWeight": 2.3539973732124833, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 28572 }, "Biren_166m": { "available": true, "backlogHours": 121.08056872037916, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1798993295333372, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 39, "recentSuccessRate": 0.1848341232227488, "recentTerminal": 211, "recentWilsonLowerBound": 0.13825938381166686, "running": 8, "selectionWeight": 0.23386912839333837, "stale": false, "submissionEligible": false, "throughputPerHour": 35.166666666666664, "waiting": 4258 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1271.75, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.18981677895637858, "queueFactor": 0.9832665860873986, "queueWeight": 0.9832665860873986, "recentSuccess": 16, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 72, "recentWilsonLowerBound": 0.1416732392052012, "running": 7, "selectionWeight": 0.18664049622654472, "stale": false, "submissionEligible": false, "throughputPerHour": 12.0, "waiting": 15261 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 440.35, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2463304375026257, "queueFactor": 1.152820903784092, "queueWeight": 1.152820903784092, "recentSuccess": 27, "recentSuccessRate": 0.225, "recentTerminal": 120, "recentWilsonLowerBound": 0.1594905146581338, "running": 7, "selectionWeight": 0.28397487759130774, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 8807 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 39.30434782608695, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.014492753623188406, "recentTerminal": 345, "recentWilsonLowerBound": 0.006205814546269754, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.5, "waiting": 2260 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 127.27433628318585, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.11656646217899609, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 35, "recentSuccessRate": 0.15486725663716813, "recentTerminal": 226, "recentWilsonLowerBound": 0.11350966215804617, "running": 5, "selectionWeight": 0.15153640083269493, "stale": false, "submissionEligible": false, "throughputPerHour": 37.666666666666664, "waiting": 4794 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2987.0625, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.4238058250512865, "queueFactor": 0.8650573419980763, "queueWeight": 0.8650573419980763, "recentSuccess": 11, "recentSuccessRate": 0.34375, "recentTerminal": 32, "recentWilsonLowerBound": 0.2041023335432855, "running": 2, "selectionWeight": 0.36661634054216763, "stale": false, "submissionEligible": true, "throughputPerHour": 5.333333333333333, "waiting": 15931 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 386.81632653061223, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3556899485858428, "queueFactor": 1.1754545015004054, "queueWeight": 1.1754545015004054, "recentSuccess": 37, "recentSuccessRate": 0.25170068027210885, "recentTerminal": 147, "recentWilsonLowerBound": 0.18847735749857328, "running": 8, "selectionWeight": 0.4180973512036767, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 9477 }, "MetaX_c-500": { "available": true, "backlogHours": 590.4905660377358, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1169992172672973, "queueFactor": 1.103188175955495, "queueWeight": 1.103188175955495, "recentSuccess": 43, "recentSuccessRate": 0.4056603773584906, "recentTerminal": 106, "recentWilsonLowerBound": 0.317073366903354, "running": 4, "selectionWeight": 1.2322603290408254, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 10432 }, "Mthreads_s4000": { "available": true, "backlogHours": 2494.470588235294, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.432583638978195, "queueFactor": 0.888760582193064, "queueWeight": 0.888760582193064, "recentSuccess": 30, "recentSuccessRate": 0.5882352941176471, "recentTerminal": 51, "recentWilsonLowerBound": 0.4516509274741746, "running": 4, "selectionWeight": 2.1619844512115827, "stale": false, "submissionEligible": true, "throughputPerHour": 8.5, "waiting": 21203 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 6568.8, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3974964148425143, "queueFactor": 0.7686146129713372, "queueWeight": 0.7686146129713372, "recentSuccess": 6, "recentSuccessRate": 0.4, "recentTerminal": 15, "recentWilsonLowerBound": 0.19824228082594664, "running": 2, "selectionWeight": 0.3055215530516732, "stale": false, "submissionEligible": false, "throughputPerHour": 2.5, "waiting": 16422 }, "Vastai_va16": { "available": true, "backlogHours": 1136.4324324324323, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.8263036734007467, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 28, "recentSuccessRate": 0.3783783783783784, "recentTerminal": 74, "recentWilsonLowerBound": 0.2764736658122867, "running": 16, "selectionWeight": 0.8263036734007467, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 14016 }, "hygon_k100-ai": { "available": true, "backlogHours": 1178.4666666666667, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.7492227067180164, "queueFactor": 0.9945667764058501, "queueWeight": 0.9945667764058501, "recentSuccess": 32, "recentSuccessRate": 0.35555555555555557, "recentTerminal": 90, "recentWilsonLowerBound": 0.26443718167016894, "running": 6, "selectionWeight": 0.7451520122306032, "stale": false, "submissionEligible": true, "throughputPerHour": 15.0, "waiting": 17677 } }, "queueAttemptedAt": "2026-09-27T16:32:52.962250+00:00", "queueError": null, "queueUpdatedAt": "2026-09-27T16:32:52.962250+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "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 }