{ "communityAttemptedAt": "2026-09-28T17:37:51.362652+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T17:37:51.362652+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": "2026-09-28T17:40:25.864570+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1450.6, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.941368057324912, "queueWeight": 0.941368057324912, "recentSuccess": 44, "recentSuccessRate": 0.36666666666666664, "recentTerminal": 120, "recentWilsonLowerBound": 0.2858279826049079, "running": 8, "selectionWeight": 2.35342014331228, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 29012 }, "Biren_166m": { "available": true, "backlogHours": 165.14814814814815, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.20361493499312347, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.13580246913580246, "recentTerminal": 162, "recentWilsonLowerBound": 0.09142089759541822, "running": 8, "selectionWeight": 0.2646994154910605, "stale": false, "submissionEligible": false, "throughputPerHour": 27.0, "waiting": 4459 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1275.3698630136987, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.6122289991487089, "queueFactor": 0.9597236257526295, "queueWeight": 0.9597236257526295, "recentSuccess": 17, "recentSuccessRate": 0.2328767123287671, "recentTerminal": 73, "recentWilsonLowerBound": 0.15078759076763013, "running": 7, "selectionWeight": 0.5875706348539024, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 15517 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 444.85, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1405050409317549, "queueFactor": 1.1239825515414292, "queueWeight": 1.1239825515414292, "recentSuccess": 15, "recentSuccessRate": 0.125, "recentTerminal": 120, "recentWilsonLowerBound": 0.07723428880969684, "running": 6, "selectionWeight": 0.15792521441090682, "stale": false, "submissionEligible": false, "throughputPerHour": 20.0, "waiting": 8897 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 42.50625, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 9, "recentSuccessRate": 0.028125, "recentTerminal": 320, "recentWilsonLowerBound": 0.014865681171359897, "running": 23, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 53.333333333333336, "waiting": 2267 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 121.00800000000001, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.17510520811720273, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.12, "recentTerminal": 250, "recentWilsonLowerBound": 0.08536266215857913, "running": 5, "selectionWeight": 0.22763677055236356, "stale": false, "submissionEligible": false, "throughputPerHour": 41.666666666666664, "waiting": 5042 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2563.8947368421054, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.961361269683886, "queueFactor": 0.8642842124945896, "queueWeight": 0.8642842124945896, "recentSuccess": 15, "recentSuccessRate": 0.39473684210526316, "recentTerminal": 38, "recentWilsonLowerBound": 0.2559785926361891, "running": 1, "selectionWeight": 1.6951735803861259, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 16238 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 440.71875, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5411038188003009, "queueFactor": 1.125556705149874, "queueWeight": 1.125556705149874, "recentSuccess": 26, "recentSuccessRate": 0.203125, "recentTerminal": 128, "recentWilsonLowerBound": 0.14255643643579252, "running": 8, "selectionWeight": 0.6090430314328812, "stale": false, "submissionEligible": false, "throughputPerHour": 21.333333333333332, "waiting": 9402 }, "MetaX_c-500": { "available": true, "backlogHours": 655.875, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.8140846593211515, "queueFactor": 1.0603968941790591, "queueWeight": 1.0603968941790591, "recentSuccess": 32, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 96, "recentWilsonLowerBound": 0.24705550523810998, "running": 4, "selectionWeight": 1.9236497385220257, "stale": false, "submissionEligible": true, "throughputPerHour": 16.0, "waiting": 10494 }, "Mthreads_s4000": { "available": true, "backlogHours": 1505.5909090909092, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.409503192500056, "queueFactor": 0.9361287020215087, "queueWeight": 0.9361287020215087, "recentSuccess": 33, "recentSuccessRate": 0.375, "recentTerminal": 88, "recentWilsonLowerBound": 0.2810776628624691, "running": 4, "selectionWeight": 2.2556050961117586, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 22082 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4064.8799999999997, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.3370742230556281, "queueFactor": 0.8065558569338384, "queueWeight": 0.8065558569338384, "recentSuccess": 6, "recentSuccessRate": 0.24, "recentTerminal": 25, "recentWilsonLowerBound": 0.11496157730326727, "running": 2, "selectionWeight": 0.2718691888269399, "stale": false, "submissionEligible": false, "throughputPerHour": 4.166666666666667, "waiting": 16937 }, "Vastai_va16": { "available": true, "backlogHours": 969.6404494382022, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.3725781252658853, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 27, "recentSuccessRate": 0.30337078651685395, "recentTerminal": 89, "recentWilsonLowerBound": 0.21764052928150573, "running": 16, "selectionWeight": 1.3725781252658853, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 14383 }, "hygon_k100-ai": { "available": true, "backlogHours": 1446.6315789473686, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.6066879712196525, "queueFactor": 0.9417549626896745, "queueWeight": 0.9417549626896745, "recentSuccess": 25, "recentSuccessRate": 0.32894736842105265, "recentTerminal": 76, "recentWilsonLowerBound": 0.2337912044636209, "running": 6, "selectionWeight": 1.5131063703899126, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 18324 } }, "queueAttemptedAt": "2026-09-28T17:32:26.647094+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T17:32:26.647094+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 }