{ "communityAttemptedAt": "2026-10-07T22:44:02.054525+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T22:44:02.054525+00:00", "frameworkAttemptedAt": "2026-10-07T20:58:42.772583+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41474, "officialConfigError": null, "officialConfigValid": true, "successCount": 20460, "successRate": 0.493321116844288, "wilsonLowerBound": 0.48851024910392554 }, "vllm": { "framework": "vllm", "modelCount": 55541, "officialConfigError": null, "officialConfigValid": true, "successCount": 15227, "successRate": 0.27415782935129, "wilsonLowerBound": 0.27046357235006824 }, "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": 4006, "officialConfigError": null, "officialConfigValid": true, "successCount": 1208, "successRate": 0.3015476784822766, "wilsonLowerBound": 0.2875316104272599 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36195, "officialConfigError": null, "officialConfigValid": true, "successCount": 16859, "successRate": 0.4657825666528526, "wilsonLowerBound": 0.46064742435110007 }, "vllm": { "framework": "vllm", "modelCount": 39391, "officialConfigError": null, "officialConfigValid": true, "successCount": 10959, "successRate": 0.2782107588027722, "wilsonLowerBound": 0.27380717811066513 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12081, "officialConfigError": null, "officialConfigValid": true, "successCount": 5083, "successRate": 0.42074331595066633, "wilsonLowerBound": 0.4119665075957085 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64204, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18838390131455984, "wilsonLowerBound": 0.1853779485951051 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27757, "officialConfigError": null, "officialConfigValid": true, "successCount": 6026, "successRate": 0.21709838959541738, "wilsonLowerBound": 0.21228760439153796 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7523, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.013558420842748903, "wilsonLowerBound": 0.011182222255317842 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26556, "officialConfigError": null, "officialConfigValid": true, "successCount": 3264, "successRate": 0.12291007681879801, "wilsonLowerBound": 0.11901549678714986 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16501, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10156960184231259, "wilsonLowerBound": 0.09705274789685281 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 14776, "officialConfigError": null, "officialConfigValid": true, "successCount": 5903, "successRate": 0.3994991878722252, "wilsonLowerBound": 0.3916287435087438 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24646, "officialConfigError": null, "officialConfigValid": true, "successCount": 3804, "successRate": 0.1543455327436501, "wilsonLowerBound": 0.14988891437381985 }, "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": 50150, "officialConfigError": null, "officialConfigValid": true, "successCount": 12589, "successRate": 0.25102691924227316, "wilsonLowerBound": 0.2472510689620239 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23781, "officialConfigError": null, "officialConfigValid": true, "successCount": 3119, "successRate": 0.13115512383835834, "wilsonLowerBound": 0.12692416157916397 }, "vllm": { "framework": "vllm", "modelCount": 86925, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11237273511647973, "wilsonLowerBound": 0.1102902759139898 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45367, "officialConfigError": null, "officialConfigValid": true, "successCount": 5484, "successRate": 0.1208808164524875, "wilsonLowerBound": 0.11791309762650025 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44675, "officialConfigError": null, "officialConfigValid": true, "successCount": 3634, "successRate": 0.08134303301622832, "wilsonLowerBound": 0.07884398460526576 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91803, "officialConfigError": null, "officialConfigValid": true, "successCount": 22781, "successRate": 0.24815093188675752, "wilsonLowerBound": 0.24536735118283012 }, "transformers": { "framework": "transformers", "modelCount": 5477, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10607997078692714, "wilsonLowerBound": 0.09819875695542142 }, "vllm": { "framework": "vllm", "modelCount": 112827, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.1464986217837929, "wilsonLowerBound": 0.14444732884810046 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22445, "officialConfigError": null, "officialConfigValid": true, "successCount": 3909, "successRate": 0.17415905546892405, "wilsonLowerBound": 0.16925337532414578 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43537, "officialConfigError": null, "officialConfigValid": true, "successCount": 5660, "successRate": 0.13000436410409535, "wilsonLowerBound": 0.12687787252936183 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7827, "officialConfigError": null, "officialConfigValid": true, "successCount": 727, "successRate": 0.09288360802350837, "wilsonLowerBound": 0.08665108674996193 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33730, "officialConfigError": null, "officialConfigValid": true, "successCount": 6569, "successRate": 0.19475244589386304, "wilsonLowerBound": 0.19056106593421743 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61453, "officialConfigError": null, "officialConfigValid": true, "successCount": 12416, "successRate": 0.20204058386083673, "wilsonLowerBound": 0.19888461537605612 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13962, "officialConfigError": null, "officialConfigValid": true, "successCount": 4000, "successRate": 0.28649190660363844, "wilsonLowerBound": 0.2790518417795744 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15027, "officialConfigError": null, "officialConfigValid": true, "successCount": 3696, "successRate": 0.24595727690157715, "wilsonLowerBound": 0.23913708488524346 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66547, "officialConfigError": null, "officialConfigValid": true, "successCount": 18344, "successRate": 0.2756548003666581, "wilsonLowerBound": 0.27227276421809166 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 710, "officialConfigError": null, "officialConfigValid": true, "successCount": 434, "successRate": 0.6112676056338028, "wilsonLowerBound": 0.5749039041300342 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48055, "officialConfigError": null, "officialConfigValid": true, "successCount": 21452, "successRate": 0.4464051607533035, "wilsonLowerBound": 0.4419648698284717 }, "vllm": { "framework": "vllm", "modelCount": 39128, "officialConfigError": null, "officialConfigValid": true, "successCount": 4540, "successRate": 0.11602944183193621, "wilsonLowerBound": 0.11289373829437924 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 999, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6285, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03054892601431981, "wilsonLowerBound": 0.026572683176579088 }, "vllm": { "framework": "vllm", "modelCount": 10073, "officialConfigError": null, "officialConfigValid": true, "successCount": 756, "successRate": 0.07505211952744961, "wilsonLowerBound": 0.07006718147500551 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7022, "officialConfigError": null, "officialConfigValid": true, "successCount": 3073, "successRate": 0.4376246083736827, "wilsonLowerBound": 0.4260583186639939 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7406, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03294625978935998, "wilsonLowerBound": 0.029116949043479782 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16073, "officialConfigError": null, "officialConfigValid": true, "successCount": 4939, "successRate": 0.307285509861258, "wilsonLowerBound": 0.30019953317347037 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27891, "officialConfigError": null, "officialConfigValid": true, "successCount": 14209, "successRate": 0.5094474920225163, "wilsonLowerBound": 0.5035795893351807 }, "vllm": { "framework": "vllm", "modelCount": 66561, "officialConfigError": null, "officialConfigValid": true, "successCount": 7031, "successRate": 0.10563242739742491, "wilsonLowerBound": 0.10332005806681761 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13413, "officialConfigError": null, "officialConfigValid": true, "successCount": 2134, "successRate": 0.15909938119734585, "wilsonLowerBound": 0.15300697790776777 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-07T22:44:02.054525+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 900.8571428571429, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4806723077770344, "queueFactor": 0.9763729733650891, "queueWeight": 0.9763729733650891, "recentSuccess": 43, "recentSuccessRate": 0.23626373626373626, "recentTerminal": 182, "recentWilsonLowerBound": 0.18039889357479763, "running": 8, "selectionWeight": 0.46931545035852235, "stale": false, "submissionEligible": true, "throughputPerHour": 30.333333333333332, "waiting": 27326 }, "Ascend_910-b4": { "available": true, "backlogHours": 806.8918918918919, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4740866155210215, "queueFactor": 0.9926401458331542, "queueWeight": 0.9926401458331542, "recentSuccess": 51, "recentSuccessRate": 0.22972972972972974, "recentTerminal": 222, "recentWilsonLowerBound": 0.17927119039026004, "running": 8, "selectionWeight": 0.47059740716833326, "stale": false, "submissionEligible": true, "throughputPerHour": 37.0, "waiting": 29855 }, "Biren_166m": { "available": true, "backlogHours": 166.2420382165605, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.33823665054151464, "queueFactor": 1.2580647967932863, "queueWeight": 1.2580647967932863, "recentSuccess": 33, "recentSuccessRate": 0.21019108280254778, "recentTerminal": 157, "recentWilsonLowerBound": 0.1537649343190204, "running": 8, "selectionWeight": 0.4255236230315524, "stale": false, "submissionEligible": true, "throughputPerHour": 26.166666666666668, "waiting": 4350 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 824.0806451612902, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.08258315853696135, "queueFactor": 0.9895065678786946, "queueWeight": 0.9895065678786946, "recentSuccess": 16, "recentSuccessRate": 0.12903225806451613, "recentTerminal": 124, "recentWilsonLowerBound": 0.08100761827143554, "running": 7, "selectionWeight": 0.08171657776849076, "stale": false, "submissionEligible": true, "throughputPerHour": 20.666666666666668, "waiting": 17031 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 289.119170984456, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.1654758260850891, "queueFactor": 1.1578508127292795, "queueWeight": 1.1578508127292795, "recentSuccess": 30, "recentSuccessRate": 0.15544041450777202, "recentTerminal": 193, "recentWilsonLowerBound": 0.11110337669376555, "running": 7, "selectionWeight": 0.1915963197196693, "stale": false, "submissionEligible": true, "throughputPerHour": 32.166666666666664, "waiting": 9300 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 99.09375, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 6, "recentSuccessRate": 0.03125, "recentTerminal": 192, "recentWilsonLowerBound": 0.014399085841634563, "running": 18, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 32.0, "waiting": 3171 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 249.0193548387097, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.29558822210683783, "queueFactor": 1.1840748938154155, "queueWeight": 1.1840748938154155, "recentSuccess": 31, "recentSuccessRate": 0.2, "recentTerminal": 155, "recentWilsonLowerBound": 0.1446275910955794, "running": 5, "selectionWeight": 0.34999859270424144, "stale": false, "submissionEligible": true, "throughputPerHour": 25.833333333333332, "waiting": 6433 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2446.7368421052633, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6864739485420357, "queueFactor": 0.840477417645268, "queueWeight": 0.840477417645268, "recentSuccess": 13, "recentSuccessRate": 0.34210526315789475, "recentTerminal": 38, "recentWilsonLowerBound": 0.21212220026458956, "running": 2, "selectionWeight": 0.5769658515513607, "stale": false, "submissionEligible": true, "throughputPerHour": 6.333333333333333, "waiting": 15496 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 374.02702702702703, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3010641568196222, "queueFactor": 1.1139833263170802, "queueWeight": 1.1139833263170802, "recentSuccess": 30, "recentSuccessRate": 0.20270270270270271, "recentTerminal": 148, "recentWilsonLowerBound": 0.14583936224518, "running": 8, "selectionWeight": 0.3353804508487698, "stale": false, "submissionEligible": true, "throughputPerHour": 24.666666666666668, "waiting": 9226 }, "MetaX_c-500": { "available": true, "backlogHours": 476.67153284671537, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.07800719585185797, "queueFactor": 1.074190373005016, "queueWeight": 1.074190373005016, "recentSuccess": 17, "recentSuccessRate": 0.12408759124087591, "recentTerminal": 137, "recentWilsonLowerBound": 0.07893557234581082, "running": 4, "selectionWeight": 0.08379457880918265, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 10884 }, "Mthreads_s4000": { "available": true, "backlogHours": 1789.4794520547946, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8808564340997205, "queueWeight": 0.8808564340997205, "recentSuccess": 36, "recentSuccessRate": 0.4931506849315068, "recentTerminal": 73, "recentWilsonLowerBound": 0.38170665864691183, "running": 4, "selectionWeight": 2.202141085249301, "stale": false, "submissionEligible": true, "throughputPerHour": 12.166666666666666, "waiting": 21772 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2773.459459459459, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.05, "queueFactor": 0.8248231944178874, "queueWeight": 0.8248231944178874, "recentSuccess": 5, "recentSuccessRate": 0.13513513513513514, "recentTerminal": 37, "recentWilsonLowerBound": 0.059132072625076235, "running": 2, "selectionWeight": 0.04124115972089437, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 17103 }, "Vastai_va16": { "available": true, "backlogHours": 729.3428571428572, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 1.0078000561469054, "queueWeight": 1.0078000561469054, "recentSuccess": 3, "recentSuccessRate": 0.02142857142857143, "recentTerminal": 140, "recentWilsonLowerBound": 0.007313870780766548, "running": 16, "selectionWeight": 0.05039000280734527, "stale": false, "submissionEligible": false, "throughputPerHour": 23.333333333333332, "waiting": 17018 }, "hygon_k100-ai": { "available": true, "backlogHours": 1202.1509433962262, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.35475350297888075, "queueFactor": 0.9350186814982492, "queueWeight": 0.9350186814982492, "recentSuccess": 24, "recentSuccessRate": 0.22641509433962265, "recentTerminal": 106, "recentWilsonLowerBound": 0.1571336279648038, "running": 6, "selectionWeight": 0.3317011526121983, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 21238 } }, "queueAttemptedAt": "2026-10-07T22:44:02.054525+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T22:44:02.054525+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "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 }