{ "communityAttemptedAt": "2026-09-28T17:06:27.493939+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T17:06:27.493939+00:00", "frameworkAttemptedAt": "2026-09-28T15:04:50.694707+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34477, "officialConfigError": null, "officialConfigValid": true, "successCount": 15670, "successRate": 0.4545059024857151, "wilsonLowerBound": 0.44925525211472095 }, "vllm": { "framework": "vllm", "modelCount": 38404, "officialConfigError": null, "officialConfigValid": true, "successCount": 10814, "successRate": 0.2815852515362983, "wilsonLowerBound": 0.2771088453159294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10572, "officialConfigError": null, "officialConfigValid": true, "successCount": 4435, "successRate": 0.41950435111615586, "wilsonLowerBound": 0.41012838224723364 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64126, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855066587655553, "wilsonLowerBound": 0.185541858867957 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22855, "officialConfigError": null, "officialConfigValid": true, "successCount": 4703, "successRate": 0.2057755414570116, "wilsonLowerBound": 0.20058395626487938 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6910, "officialConfigError": null, "officialConfigValid": true, "successCount": 75, "successRate": 0.01085383502170767, "wilsonLowerBound": 0.008668140111373642 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26446, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.12285411782500189, "wilsonLowerBound": 0.11895234235355855 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16488, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10164968461911693, "wilsonLowerBound": 0.09712945700177714 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12901, "officialConfigError": null, "officialConfigValid": true, "successCount": 5311, "successRate": 0.41167351368111, "wilsonLowerBound": 0.40320863843734217 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24441, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15531279407552884, "wilsonLowerBound": 0.15082603164937766 }, "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": 46626, "officialConfigError": null, "officialConfigValid": true, "successCount": 11595, "successRate": 0.24868099343713806, "wilsonLowerBound": 0.24477828890944917 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23545, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.13136547037587598, "wilsonLowerBound": 0.12711068804880177 }, "vllm": { "framework": "vllm", "modelCount": 86790, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11250144025809425, "wilsonLowerBound": 0.11041631925117631 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42820, "officialConfigError": null, "officialConfigValid": true, "successCount": 5242, "successRate": 0.12241943017281644, "wilsonLowerBound": 0.11934868657231708 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37833, "officialConfigError": null, "officialConfigValid": true, "successCount": 3538, "successRate": 0.09351624243385405, "wilsonLowerBound": 0.0906234790272224 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90211, "officialConfigError": null, "officialConfigValid": true, "successCount": 21882, "successRate": 0.24256465397789626, "wilsonLowerBound": 0.23977852299062674 }, "transformers": { "framework": "transformers", "modelCount": 5381, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10760081769187883, "wilsonLowerBound": 0.09959933094231796 }, "vllm": { "framework": "vllm", "modelCount": 112746, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14656839267024993, "wilsonLowerBound": 0.1445159579197298 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19995, "officialConfigError": null, "officialConfigValid": true, "successCount": 3701, "successRate": 0.18509627406851714, "wilsonLowerBound": 0.17977365666114606 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43243, "officialConfigError": null, "officialConfigValid": true, "successCount": 5628, "successRate": 0.13014823208380547, "wilsonLowerBound": 0.12700973757872988 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7298, "officialConfigError": null, "officialConfigValid": true, "successCount": 640, "successRate": 0.08769525897506165, "wilsonLowerBound": 0.08142074634788153 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32347, "officialConfigError": null, "officialConfigValid": true, "successCount": 6088, "successRate": 0.1882091074906483, "wilsonLowerBound": 0.18398649996059158 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61240, "officialConfigError": null, "officialConfigValid": true, "successCount": 12403, "successRate": 0.2025310254735467, "wilsonLowerBound": 0.1993666966121015 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10634, "officialConfigError": null, "officialConfigValid": true, "successCount": 3116, "successRate": 0.29302238104194095, "wilsonLowerBound": 0.28444747159353273 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14199, "officialConfigError": null, "officialConfigValid": true, "successCount": 3574, "successRate": 0.2517078667511797, "wilsonLowerBound": 0.24463710538797673 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64111, "officialConfigError": null, "officialConfigValid": true, "successCount": 17562, "successRate": 0.27393115066057305, "wilsonLowerBound": 0.27049254547857765 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 257, "officialConfigError": null, "officialConfigValid": true, "successCount": 164, "successRate": 0.6381322957198443, "wilsonLowerBound": 0.5777450812973657 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47311, "officialConfigError": null, "officialConfigValid": true, "successCount": 20919, "successRate": 0.4421593286973431, "wilsonLowerBound": 0.4376889315668452 }, "vllm": { "framework": "vllm", "modelCount": 37744, "officialConfigError": null, "officialConfigValid": true, "successCount": 3982, "successRate": 0.1055002119542179, "wilsonLowerBound": 0.10244106291908013 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 784, "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": 10042, "officialConfigError": null, "officialConfigValid": true, "successCount": 744, "successRate": 0.07408882692690699, "wilsonLowerBound": 0.06912729387165777 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6447, "officialConfigError": null, "officialConfigValid": true, "successCount": 2787, "successRate": 0.4322940902745463, "wilsonLowerBound": 0.4202450965307836 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7395, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.032589587559161595, "wilsonLowerBound": 0.02877906662631195 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14190, "officialConfigError": null, "officialConfigValid": true, "successCount": 4603, "successRate": 0.3243833685694151, "wilsonLowerBound": 0.3167290715807455 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27203, "officialConfigError": null, "officialConfigValid": true, "successCount": 13861, "successRate": 0.5095393890379738, "wilsonLowerBound": 0.5035977477087471 }, "vllm": { "framework": "vllm", "modelCount": 64342, "officialConfigError": null, "officialConfigValid": true, "successCount": 6645, "successRate": 0.10327624257871997, "wilsonLowerBound": 0.10094841477838959 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12962, "officialConfigError": null, "officialConfigValid": true, "successCount": 1979, "successRate": 0.15267705600987502, "wilsonLowerBound": 0.14658801824546805 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-28T17:11:44.644063+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1359.984375, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.4269338795092006, "queueFactor": 0.9412738859947308, "queueWeight": 0.9412738859947308, "recentSuccess": 43, "recentSuccessRate": 0.3359375, "recentTerminal": 128, "recentWilsonLowerBound": 0.2599524974619113, "running": 8, "selectionWeight": 2.284409483817893, "stale": false, "submissionEligible": true, "throughputPerHour": 21.333333333333332, "waiting": 29013 }, "Biren_166m": { "available": true, "backlogHours": 163.28048780487805, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2369377887655374, "queueFactor": 1.2936177159281734, "queueWeight": 1.2936177159281734, "recentSuccess": 22, "recentSuccessRate": 0.13414634146341464, "recentTerminal": 164, "recentWilsonLowerBound": 0.09028394626790795, "running": 8, "selectionWeight": 0.30650692111994654, "stale": false, "submissionEligible": false, "throughputPerHour": 27.333333333333332, "waiting": 4463 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1178.6582278481012, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8311607446125223, "queueFactor": 0.9616962312009082, "queueWeight": 0.9616962312009082, "recentSuccess": 19, "recentSuccessRate": 0.24050632911392406, "recentTerminal": 79, "recentWilsonLowerBound": 0.15972056887933211, "running": 7, "selectionWeight": 0.7993241556160032, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 15519 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 452.4915254237288, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.17452540297535407, "queueFactor": 1.1102084549646003, "queueWeight": 1.1102084549646003, "recentSuccess": 15, "recentSuccessRate": 0.1271186440677966, "recentTerminal": 118, "recentWilsonLowerBound": 0.07857021672279303, "running": 7, "selectionWeight": 0.1937595779893421, "stale": false, "submissionEligible": false, "throughputPerHour": 19.666666666666668, "waiting": 8899 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.69879518072289, "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": 0.03313253012048193, "recentTerminal": 332, "recentWilsonLowerBound": 0.018599388040609666, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 55.333333333333336, "waiting": 2252 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 121.55465587044534, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2980172440726137, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 34, "recentSuccessRate": 0.13765182186234817, "recentTerminal": 247, "recentWilsonLowerBound": 0.10020432605216233, "running": 7, "selectionWeight": 0.38742241729439786, "stale": false, "submissionEligible": false, "throughputPerHour": 41.166666666666664, "waiting": 5004 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2435.7, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.862486941803124, "queueWeight": 0.862486941803124, "recentSuccess": 16, "recentSuccessRate": 0.4, "recentTerminal": 40, "recentWilsonLowerBound": 0.2634811061240136, "running": 2, "selectionWeight": 2.15621735450781, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16238 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 462.59016393442624, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7216850222561982, "queueFactor": 1.1065387797334836, "queueWeight": 1.1065387797334836, "recentSuccess": 26, "recentSuccessRate": 0.21311475409836064, "recentTerminal": 122, "recentWilsonLowerBound": 0.14978911098268174, "running": 8, "selectionWeight": 0.7985724638793056, "stale": false, "submissionEligible": false, "throughputPerHour": 20.333333333333332, "waiting": 9406 }, "MetaX_c-500": { "available": true, "backlogHours": 649.2371134020618, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.4844884530141313, "queueFactor": 1.05168480022703, "queueWeight": 1.05168480022703, "recentSuccess": 28, "recentSuccessRate": 0.28865979381443296, "recentTerminal": 97, "recentWilsonLowerBound": 0.20790125991766098, "running": 4, "selectionWeight": 1.5612139421474995, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 10496 }, "Mthreads_s4000": { "available": true, "backlogHours": 1440.2608695652173, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.394673827897887, "queueFactor": 0.9332111598772819, "queueWeight": 0.9332111598772819, "recentSuccess": 32, "recentSuccessRate": 0.34782608695652173, "recentTerminal": 92, "recentWilsonLowerBound": 0.25837611776941677, "running": 4, "selectionWeight": 2.234736340460358, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 22084 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3278.1290322580644, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5931766679024973, "queueFactor": 0.8249016861147979, "queueWeight": 0.8249016861147979, "recentSuccess": 8, "recentSuccessRate": 0.25806451612903225, "recentTerminal": 31, "recentWilsonLowerBound": 0.1370154373686976, "running": 2, "selectionWeight": 0.48931243351672754, "stale": false, "submissionEligible": false, "throughputPerHour": 5.166666666666667, "waiting": 16937 }, "Vastai_va16": { "available": true, "backlogHours": 908.4631578947368, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.5573344251689911, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 28, "recentSuccessRate": 0.29473684210526313, "recentTerminal": 95, "recentWilsonLowerBound": 0.21247799848789717, "running": 16, "selectionWeight": 1.5573344251689911, "stale": false, "submissionEligible": true, "throughputPerHour": 15.833333333333334, "waiting": 14384 }, "hygon_k100-ai": { "available": true, "backlogHours": 1374.225, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.5279195394775638, "queueFactor": 0.9398042857224845, "queueWeight": 0.9398042857224845, "recentSuccess": 24, "recentSuccessRate": 0.3, "recentTerminal": 80, "recentWilsonLowerBound": 0.21064429162615705, "running": 6, "selectionWeight": 1.4359453314401394, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 18323 } }, "queueAttemptedAt": "2026-09-28T17:09:13.562046+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T17:09:13.562046+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 }