{ "communityAttemptedAt": "2026-10-13T00:54:13.770167+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-13T00:54:13.770167+00:00", "frameworkAttemptedAt": "2026-10-12T21:50:41.480631+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42360, "officialConfigError": null, "officialConfigValid": true, "successCount": 21063, "successRate": 0.49723796033994333, "wilsonLowerBound": 0.4924769520735076 }, "vllm": { "framework": "vllm", "modelCount": 56752, "officialConfigError": null, "officialConfigValid": true, "successCount": 15374, "successRate": 0.27089794192275163, "wilsonLowerBound": 0.26725706579432024 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4459, "officialConfigError": null, "officialConfigValid": true, "successCount": 1357, "successRate": 0.304328324736488, "wilsonLowerBound": 0.29099602107471606 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 37195, "officialConfigError": null, "officialConfigValid": true, "successCount": 17515, "successRate": 0.4708966258905767, "wilsonLowerBound": 0.46582710297026675 }, "vllm": { "framework": "vllm", "modelCount": 39911, "officialConfigError": null, "officialConfigValid": true, "successCount": 11033, "successRate": 0.276440079176167, "wilsonLowerBound": 0.27207394702193854 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12930, "officialConfigError": null, "officialConfigValid": true, "successCount": 5415, "successRate": 0.41879350348027844, "wilsonLowerBound": 0.41031487654818855 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64218, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18835840418574232, "wilsonLowerBound": 0.18535293578346468 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30485, "officialConfigError": null, "officialConfigValid": true, "successCount": 6619, "successRate": 0.21712317533213055, "wilsonLowerBound": 0.21253076513752783 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7814, "officialConfigError": null, "officialConfigValid": true, "successCount": 108, "successRate": 0.01382134630151011, "wilsonLowerBound": 0.011461237740669542 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26649, "officialConfigError": null, "officialConfigValid": true, "successCount": 3276, "successRate": 0.12293144208037825, "wilsonLowerBound": 0.11904327133874457 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16509, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10152038282149131, "wilsonLowerBound": 0.09700560249213372 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15828, "officialConfigError": null, "officialConfigValid": true, "successCount": 6228, "successRate": 0.3934799090219864, "wilsonLowerBound": 0.38589589495011056 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24768, "officialConfigError": null, "officialConfigValid": true, "successCount": 3807, "successRate": 0.1537063953488372, "wilsonLowerBound": 0.14926835981797462 }, "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": 52105, "officialConfigError": null, "officialConfigValid": true, "successCount": 13138, "successRate": 0.25214470780155457, "wilsonLowerBound": 0.2484344361777716 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24747, "officialConfigError": null, "officialConfigValid": true, "successCount": 3155, "successRate": 0.12749020083242413, "wilsonLowerBound": 0.12339248588869742 }, "vllm": { "framework": "vllm", "modelCount": 87016, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11230118598878368, "wilsonLowerBound": 0.11022039376368079 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46405, "officialConfigError": null, "officialConfigValid": true, "successCount": 5576, "successRate": 0.1201594655748303, "wilsonLowerBound": 0.1172324783346903 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 47418, "officialConfigError": null, "officialConfigValid": true, "successCount": 3685, "successRate": 0.0777131047281623, "wilsonLowerBound": 0.075337459565642 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93913, "officialConfigError": null, "officialConfigValid": true, "successCount": 23435, "successRate": 0.24953946737938304, "wilsonLowerBound": 0.24678200053366212 }, "transformers": { "framework": "transformers", "modelCount": 5572, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.10498923187365398, "wilsonLowerBound": 0.09721064606849522 }, "vllm": { "framework": "vllm", "modelCount": 112861, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.1464633487209931, "wilsonLowerBound": 0.1444125699155812 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 120, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.008333333333333333, "wilsonLowerBound": 0.001472517830674953 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23783, "officialConfigError": null, "officialConfigValid": true, "successCount": 4025, "successRate": 0.16923853172434092, "wilsonLowerBound": 0.16452651269143395 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43652, "officialConfigError": null, "officialConfigValid": true, "successCount": 5679, "successRate": 0.1300971318610831, "wilsonLowerBound": 0.1269737532851663 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8155, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.09380748007357449, "wilsonLowerBound": 0.08766924002476507 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34435, "officialConfigError": null, "officialConfigValid": true, "successCount": 6831, "successRate": 0.19837374764048207, "wilsonLowerBound": 0.19419553553479527 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61492, "officialConfigError": null, "officialConfigValid": true, "successCount": 12424, "successRate": 0.20204254211930006, "wilsonLowerBound": 0.19888755705660985 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15891, "officialConfigError": null, "officialConfigValid": true, "successCount": 4477, "successRate": 0.2817317978730099, "wilsonLowerBound": 0.27479093807463684 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15435, "officialConfigError": null, "officialConfigValid": true, "successCount": 3757, "successRate": 0.24340783932620666, "wilsonLowerBound": 0.23670203613311128 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67946, "officialConfigError": null, "officialConfigValid": true, "successCount": 18703, "successRate": 0.2752627086215524, "wilsonLowerBound": 0.2719170411797524 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1006, "officialConfigError": null, "officialConfigValid": true, "successCount": 606, "successRate": 0.6023856858846919, "wilsonLowerBound": 0.5718082234982131 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48428, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44870735937887174, "wilsonLowerBound": 0.4442818386447585 }, "vllm": { "framework": "vllm", "modelCount": 39885, "officialConfigError": null, "officialConfigValid": true, "successCount": 4817, "successRate": 0.12077222013288204, "wilsonLowerBound": 0.11761063627759796 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1084, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6287, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030539207889295372, "wilsonLowerBound": 0.02656421387260057 }, "vllm": { "framework": "vllm", "modelCount": 10086, "officialConfigError": null, "officialConfigValid": true, "successCount": 761, "successRate": 0.07545112036486218, "wilsonLowerBound": 0.0704566169499525 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7329, "officialConfigError": null, "officialConfigValid": true, "successCount": 3219, "successRate": 0.43921408104789195, "wilsonLowerBound": 0.42788645002328324 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7422, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03300997035839397, "wilsonLowerBound": 0.029180728018680917 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18276, "officialConfigError": null, "officialConfigValid": true, "successCount": 5411, "successRate": 0.2960713504049026, "wilsonLowerBound": 0.2894959828197122 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28412, "officialConfigError": null, "officialConfigValid": true, "successCount": 14527, "successRate": 0.5112980430803886, "wilsonLowerBound": 0.505484390899727 }, "vllm": { "framework": "vllm", "modelCount": 67335, "officialConfigError": null, "officialConfigValid": true, "successCount": 7191, "successRate": 0.10679438627756739, "wilsonLowerBound": 0.1044839335496245 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13713, "officialConfigError": null, "officialConfigValid": true, "successCount": 2294, "successRate": 0.16728651644425, "wilsonLowerBound": 0.16113292647225747 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-13T00:54:13.770167+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1060.2749999999999, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9934799315519366, "queueWeight": 0.9934799315519366, "recentSuccess": 53, "recentSuccessRate": 0.33125, "recentTerminal": 160, "recentWilsonLowerBound": 0.2630282728403034, "running": 8, "selectionWeight": 2.4836998288798413, "stale": false, "submissionEligible": true, "throughputPerHour": 26.666666666666668, "waiting": 28274 }, "Ascend_910-b4": { "available": true, "backlogHours": 1311.9718309859154, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.415219516675639, "queueFactor": 0.9622395434231871, "queueWeight": 0.9622395434231871, "recentSuccess": 47, "recentSuccessRate": 0.33098591549295775, "recentTerminal": 142, "recentWilsonLowerBound": 0.25893561983307917, "running": 8, "selectionWeight": 2.3240197249927377, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 31050 }, "Biren_166m": { "available": true, "backlogHours": 157.00990099009903, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5064917819010808, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 35, "recentSuccessRate": 0.17326732673267325, "recentTerminal": 202, "recentWilsonLowerBound": 0.12730203311982186, "running": 11, "selectionWeight": 0.6584393164714051, "stale": false, "submissionEligible": true, "throughputPerHour": 33.666666666666664, "waiting": 5286 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 969.7864077669902, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.19620870891091063, "queueFactor": 1.0068631882803103, "queueWeight": 1.0068631882803103, "recentSuccess": 14, "recentSuccessRate": 0.13592233009708737, "recentTerminal": 103, "recentWilsonLowerBound": 0.08272350365983902, "running": 7, "selectionWeight": 0.19755532622240282, "stale": false, "submissionEligible": true, "throughputPerHour": 17.166666666666668, "waiting": 16648 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 383.78417266187046, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5391130582996636, "queueFactor": 1.1570678268647212, "queueWeight": 1.1570678268647212, "recentSuccess": 26, "recentSuccessRate": 0.18705035971223022, "recentTerminal": 139, "recentWilsonLowerBound": 0.13096550054880465, "running": 7, "selectionWeight": 0.6237903748011855, "stale": false, "submissionEligible": true, "throughputPerHour": 23.166666666666668, "waiting": 8891 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 59.2360248447205, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.055900621118012424, "recentTerminal": 322, "recentWilsonLowerBound": 0.03564864902894862, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 53.666666666666664, "waiting": 3179 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 221.375, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.2879278380614674, "queueFactor": 1.256616016437059, "queueWeight": 1.256616016437059, "recentSuccess": 27, "recentSuccessRate": 0.140625, "recentTerminal": 192, "recentWilsonLowerBound": 0.09847828003477944, "running": 5, "selectionWeight": 0.36181473288613575, "stale": false, "submissionEligible": true, "throughputPerHour": 32.0, "waiting": 7084 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1756.3018867924527, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.44513289651754745, "queueFactor": 0.9210474441334364, "queueWeight": 0.9210474441334364, "recentSuccess": 11, "recentSuccessRate": 0.20754716981132076, "recentTerminal": 53, "recentWilsonLowerBound": 0.12004475729322062, "running": 3, "selectionWeight": 0.40998851663720054, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 15514 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 280.8066298342541, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.6486349051108647, "queueFactor": 1.2125810401261237, "queueWeight": 1.2125810401261237, "recentSuccess": 35, "recentSuccessRate": 0.19337016574585636, "recentTerminal": 181, "recentWilsonLowerBound": 0.1424512318417564, "running": 10, "selectionWeight": 0.7865223879014419, "stale": false, "submissionEligible": true, "throughputPerHour": 30.166666666666668, "waiting": 8471 }, "MetaX_c-500": { "available": true, "backlogHours": 463.3478260869565, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7318890744884177, "queueFactor": 1.1248271942296548, "queueWeight": 1.1248271942296548, "recentSuccess": 29, "recentSuccessRate": 0.21014492753623187, "recentTerminal": 138, "recentWilsonLowerBound": 0.15048902277634182, "running": 4, "selectionWeight": 0.8232487341441457, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 10657 }, "Mthreads_s4000": { "available": true, "backlogHours": 2716.0363636363636, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.2219641975974667, "queueFactor": 0.8627431899849716, "queueWeight": 0.8627431899849716, "recentSuccess": 20, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 55, "recentWilsonLowerBound": 0.24930349342940838, "running": 4, "selectionWeight": 1.916984479867636, "stale": false, "submissionEligible": true, "throughputPerHour": 9.166666666666666, "waiting": 24897 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2251.148936170213, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.09624974985008314, "queueFactor": 0.8873832821937729, "queueWeight": 0.8873832821937729, "recentSuccess": 6, "recentSuccessRate": 0.1276595744680851, "recentTerminal": 47, "recentWilsonLowerBound": 0.05984522780202478, "running": 2, "selectionWeight": 0.08541041893229638, "stale": false, "submissionEligible": true, "throughputPerHour": 7.833333333333333, "waiting": 17634 }, "Vastai_va16": { "available": true, "backlogHours": 1132.357142857143, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.11923983125376765, "queueFactor": 0.9837264832344593, "queueWeight": 0.9837264832344593, "recentSuccess": 10, "recentSuccessRate": 0.11904761904761904, "recentTerminal": 84, "recentWilsonLowerBound": 0.065964782536511, "running": 16, "selectionWeight": 0.11729937986073923, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 15853 }, "hygon_k100-ai": { "available": true, "backlogHours": 1272.2970297029703, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.1140002859835332, "queueFactor": 0.9666819287762213, "queueWeight": 0.9666819287762213, "recentSuccess": 26, "recentSuccessRate": 0.25742574257425743, "recentTerminal": 101, "recentWilsonLowerBound": 0.18215123164243846, "running": 6, "selectionWeight": 1.076883945111824, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 21417 } }, "queueAttemptedAt": "2026-10-13T00:49:24.882896+00:00", "queueError": null, "queueUpdatedAt": "2026-10-13T00:49:24.882896+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "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 }