{ "communityAttemptedAt": "2026-09-28T18:25:54.958974+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T18:25:54.958974+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": "2026-09-28T18:32:42.074814+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1514.086956521739, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9387385305255291, "queueWeight": 0.9387385305255291, "recentSuccess": 46, "recentSuccessRate": 0.4, "recentTerminal": 115, "recentWilsonLowerBound": 0.3150932123418453, "running": 8, "selectionWeight": 2.346846326313823, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 29020 }, "Biren_166m": { "available": true, "backlogHours": 162.1818181818182, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.15768651737004213, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.13333333333333333, "recentTerminal": 165, "recentWilsonLowerBound": 0.08972601709967211, "running": 8, "selectionWeight": 0.20499247258105477, "stale": false, "submissionEligible": false, "throughputPerHour": 27.5, "waiting": 4460 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1193.923076923077, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4974260213169235, "queueFactor": 0.9727938460799749, "queueWeight": 0.9727938460799749, "recentSuccess": 18, "recentSuccessRate": 0.23076923076923078, "recentTerminal": 78, "recentWilsonLowerBound": 0.15125388693827768, "running": 7, "selectionWeight": 0.48389297241714957, "stale": false, "submissionEligible": true, "throughputPerHour": 13.0, "waiting": 15521 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 440.92561983471074, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.15721735323492467, "queueFactor": 1.1295682233724844, "queueWeight": 1.1295682233724844, "recentSuccess": 17, "recentSuccessRate": 0.14049586776859505, "recentTerminal": 121, "recentWilsonLowerBound": 0.08960457234643845, "running": 7, "selectionWeight": 0.17758772637689818, "stale": false, "submissionEligible": false, "throughputPerHour": 20.166666666666668, "waiting": 8892 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 40.1839762611276, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 7, "recentSuccessRate": 0.020771513353115726, "recentTerminal": 337, "recentWilsonLowerBound": 0.010097233420560516, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 56.166666666666664, "waiting": 2257 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 110.00727272727272, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.21067927989208968, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 38, "recentSuccessRate": 0.13818181818181818, "recentTerminal": 275, "recentWilsonLowerBound": 0.10235583388580595, "running": 3, "selectionWeight": 0.2738830638597166, "stale": false, "submissionEligible": false, "throughputPerHour": 45.833333333333336, "waiting": 5042 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2563.421052631579, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.905757251758899, "queueFactor": 0.8674496468658119, "queueWeight": 0.8674496468658119, "recentSuccess": 16, "recentSuccessRate": 0.42105263157894735, "recentTerminal": 38, "recentWilsonLowerBound": 0.2785227481181953, "running": 2, "selectionWeight": 1.6531484550502171, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 16235 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 450.624, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6158023652172011, "queueFactor": 1.12588781460774, "queueWeight": 1.12588781460774, "recentSuccess": 29, "recentSuccessRate": 0.232, "recentTerminal": 125, "recentWilsonLowerBound": 0.16666666666666669, "running": 8, "selectionWeight": 0.6933243792046719, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 9388 }, "MetaX_c-500": { "available": true, "backlogHours": 706.9213483146067, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7448539251515411, "queueFactor": 1.0523533841568153, "queueWeight": 1.0523533841568153, "recentSuccess": 32, "recentSuccessRate": 0.3595505617977528, "recentTerminal": 89, "recentWilsonLowerBound": 0.2675763432047396, "running": 4, "selectionWeight": 1.836202932992527, "stale": false, "submissionEligible": true, "throughputPerHour": 14.833333333333334, "waiting": 10486 }, "Mthreads_s4000": { "available": true, "backlogHours": 1558.8, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.9420507745940265, "queueFactor": 0.9346493472457607, "queueWeight": 0.9346493472457607, "recentSuccess": 32, "recentSuccessRate": 0.3764705882352941, "recentTerminal": 85, "recentWilsonLowerBound": 0.2809213599468807, "running": 4, "selectionWeight": 1.8151364887924308, "stale": false, "submissionEligible": true, "throughputPerHour": 14.166666666666666, "waiting": 22083 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3505.034482758621, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.31102503031237827, "queueFactor": 0.8276818319813981, "queueWeight": 0.8276818319813981, "recentSuccess": 7, "recentSuccessRate": 0.2413793103448276, "recentTerminal": 29, "recentWilsonLowerBound": 0.12218268185062132, "running": 2, "selectionWeight": 0.25742976688101915, "stale": false, "submissionEligible": false, "throughputPerHour": 4.833333333333333, "waiting": 16941 }, "Vastai_va16": { "available": true, "backlogHours": 993.3793103448276, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.9488270811828109, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 25, "recentSuccessRate": 0.28735632183908044, "recentTerminal": 87, "recentWilsonLowerBound": 0.20285593236614669, "running": 16, "selectionWeight": 0.9488270811828109, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 14404 }, "hygon_k100-ai": { "available": true, "backlogHours": 1488.4054054054054, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.061499401414547, "queueFactor": 0.9411505075530194, "queueWeight": 0.9411505075530194, "recentSuccess": 29, "recentSuccessRate": 0.3918918918918919, "recentTerminal": 74, "recentWilsonLowerBound": 0.28864748449945055, "running": 6, "selectionWeight": 1.9401812079615466, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 18357 } }, "queueAttemptedAt": "2026-09-28T18:30:28.163363+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T18:30:28.163363+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 }