{ "communityAttemptedAt": "2026-09-28T14:58:50.779254+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T14:58:50.779254+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": "2026-09-28T15:04:50.694707+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1282.1470588235293, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9862239465178266, "queueFactor": 0.9515073337792666, "queueWeight": 0.9515073337792666, "recentSuccess": 42, "recentSuccessRate": 0.3088235294117647, "recentTerminal": 136, "recentWilsonLowerBound": 0.23732037486900903, "running": 8, "selectionWeight": 1.8899066516397098, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 29062 }, "Biren_166m": { "available": true, "backlogHours": 154.62857142857143, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.11915318515729914, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.10285714285714286, "recentTerminal": 175, "recentWilsonLowerBound": 0.06605651863716207, "running": 8, "selectionWeight": 0.15489914070448887, "stale": false, "submissionEligible": false, "throughputPerHour": 29.166666666666668, "waiting": 4510 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1433.9076923076923, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.1203171495770494, "queueFactor": 0.9356741619196252, "queueWeight": 0.9356741619196252, "recentSuccess": 18, "recentSuccessRate": 0.27692307692307694, "recentTerminal": 65, "recentWilsonLowerBound": 0.18293439815390553, "running": 7, "selectionWeight": 1.0482518100146891, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 15534 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 530.970297029703, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.29620385824278267, "queueFactor": 1.0860311498961208, "queueWeight": 1.0860311498961208, "recentSuccess": 16, "recentSuccessRate": 0.15841584158415842, "recentTerminal": 101, "recentWilsonLowerBound": 0.0999267161245613, "running": 7, "selectionWeight": 0.32168661677107685, "stale": false, "submissionEligible": false, "throughputPerHour": 16.833333333333332, "waiting": 8938 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 36.735694822888284, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 15, "recentSuccessRate": 0.04087193460490463, "recentTerminal": 367, "recentWilsonLowerBound": 0.024922692697441778, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 61.166666666666664, "waiting": 2247 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 104.13103448275862, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.47724661260213896, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 47, "recentSuccessRate": 0.16206896551724137, "recentTerminal": 290, "recentWilsonLowerBound": 0.12411997534960509, "running": 2, "selectionWeight": 0.6204205963827807, "stale": false, "submissionEligible": false, "throughputPerHour": 48.333333333333336, "waiting": 5033 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2436.15, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.8641660734866882, "queueWeight": 0.8641660734866882, "recentSuccess": 16, "recentSuccessRate": 0.4, "recentTerminal": 40, "recentWilsonLowerBound": 0.2634811061240136, "running": 2, "selectionWeight": 2.1604151837167205, "stale": false, "submissionEligible": true, "throughputPerHour": 6.666666666666667, "waiting": 16241 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 505.87499999999994, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7074586398875646, "queueFactor": 1.0939471304989614, "queueWeight": 1.0939471304989614, "recentSuccess": 24, "recentSuccessRate": 0.21428571428571427, "recentTerminal": 112, "recentWilsonLowerBound": 0.14843966088099217, "running": 8, "selectionWeight": 0.7739223490516994, "stale": false, "submissionEligible": false, "throughputPerHour": 18.666666666666668, "waiting": 9443 }, "MetaX_c-500": { "available": true, "backlogHours": 568.8108108108108, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3837514639567632, "queueFactor": 1.0748742025296967, "queueWeight": 1.0748742025296967, "recentSuccess": 19, "recentSuccessRate": 0.17117117117117117, "recentTerminal": 111, "recentWilsonLowerBound": 0.11240858853979097, "running": 4, "selectionWeight": 0.41248454879012947, "stale": false, "submissionEligible": false, "throughputPerHour": 18.5, "waiting": 10523 }, "Mthreads_s4000": { "available": true, "backlogHours": 1743.2368421052633, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7202369313139498, "queueFactor": 0.9086557029402225, "queueWeight": 0.9086557029402225, "recentSuccess": 24, "recentSuccessRate": 0.3157894736842105, "recentTerminal": 76, "recentWilsonLowerBound": 0.22230704805907556, "running": 4, "selectionWeight": 1.5631030980468084, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 22081 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2906.057142857143, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6380046772400891, "queueFactor": 0.8416028424025003, "queueWeight": 0.8416028424025003, "recentSuccess": 9, "recentSuccessRate": 0.2571428571428571, "recentTerminal": 35, "recentWilsonLowerBound": 0.14162868726550137, "running": 2, "selectionWeight": 0.5369465498313488, "stale": false, "submissionEligible": false, "throughputPerHour": 5.833333333333333, "waiting": 16952 }, "Vastai_va16": { "available": true, "backlogHours": 920.4893617021277, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.0548082507857126, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 24, "recentSuccessRate": 0.2553191489361702, "recentTerminal": 94, "recentWilsonLowerBound": 0.1779922418978549, "running": 16, "selectionWeight": 1.0548082507857126, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 14421 }, "hygon_k100-ai": { "available": true, "backlogHours": 1068.8155339805824, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.0611401791189754, "queueFactor": 0.9778391077544831, "queueWeight": 0.9778391077544831, "recentSuccess": 26, "recentSuccessRate": 0.2524271844660194, "recentTerminal": 103, "recentWilsonLowerBound": 0.17847711876706254, "running": 6, "selectionWeight": 1.0376243659521314, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 18348 } }, "queueAttemptedAt": "2026-09-28T15:04:50.694707+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T15:04:50.694707+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 }