{ "communityAttemptedAt": "2026-10-07T18:28:48.447913+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-07T18:28:48.447913+00:00", "frameworkAttemptedAt": "2026-10-07T14:52:53.254460+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41430, "officialConfigError": null, "officialConfigValid": true, "successCount": 20425, "successRate": 0.4930002413709872, "wilsonLowerBound": 0.4881868922384529 }, "vllm": { "framework": "vllm", "modelCount": 55495, "officialConfigError": null, "officialConfigValid": true, "successCount": 15225, "successRate": 0.274349040454095, "wilsonLowerBound": 0.27065244108895986 }, "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": 3977, "officialConfigError": null, "officialConfigValid": true, "successCount": 1198, "successRate": 0.3012320844857933, "wilsonLowerBound": 0.2871702842872827 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36139, "officialConfigError": null, "officialConfigValid": true, "successCount": 16820, "successRate": 0.465425163950303, "wilsonLowerBound": 0.4602863398281177 }, "vllm": { "framework": "vllm", "modelCount": 39363, "officialConfigError": null, "officialConfigValid": true, "successCount": 10957, "successRate": 0.2783578487412037, "wilsonLowerBound": 0.2739519768082389 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12041, "officialConfigError": null, "officialConfigValid": true, "successCount": 5069, "successRate": 0.4209783240594635, "wilsonLowerBound": 0.4121862484672498 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64202, "officialConfigError": null, "officialConfigValid": true, "successCount": 12095, "successRate": 0.18838976978910316, "wilsonLowerBound": 0.18538373401777736 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27628, "officialConfigError": null, "officialConfigValid": true, "successCount": 5994, "successRate": 0.21695381497031996, "wilsonLowerBound": 0.2121330940505249 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7514, "officialConfigError": null, "officialConfigValid": true, "successCount": 102, "successRate": 0.013574660633484163, "wilsonLowerBound": 0.011195630501176682 } }, "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": 14718, "officialConfigError": null, "officialConfigValid": true, "successCount": 5886, "successRate": 0.3999184671830412, "wilsonLowerBound": 0.3920310899475669 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24642, "officialConfigError": null, "officialConfigValid": true, "successCount": 3804, "successRate": 0.15437058680301924, "wilsonLowerBound": 0.14991330802954342 }, "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": 50057, "officialConfigError": null, "officialConfigValid": true, "successCount": 12564, "successRate": 0.25099386699162957, "wilsonLowerBound": 0.2472146974871386 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23773, "officialConfigError": null, "officialConfigValid": true, "successCount": 3116, "successRate": 0.13107306608337188, "wilsonLowerBound": 0.1268425548999223 }, "vllm": { "framework": "vllm", "modelCount": 86922, "officialConfigError": null, "officialConfigValid": true, "successCount": 9768, "successRate": 0.11237661351556567, "wilsonLowerBound": 0.1102940868581028 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45296, "officialConfigError": null, "officialConfigValid": true, "successCount": 5477, "successRate": 0.12091575415047687, "wilsonLowerBound": 0.11794535838318257 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44470, "officialConfigError": null, "officialConfigValid": true, "successCount": 3629, "successRate": 0.08160557679334383, "wilsonLowerBound": 0.07909710216471444 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 91761, "officialConfigError": null, "officialConfigValid": true, "successCount": 22759, "successRate": 0.248024759974281, "wilsonLowerBound": 0.24524102614357468 }, "transformers": { "framework": "transformers", "modelCount": 5475, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10611872146118721, "wilsonLowerBound": 0.09823478004169606 }, "vllm": { "framework": "vllm", "modelCount": 112823, "officialConfigError": null, "officialConfigValid": true, "successCount": 16529, "successRate": 0.14650381571133544, "wilsonLowerBound": 0.14445245615314944 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22387, "officialConfigError": null, "officialConfigValid": true, "successCount": 3900, "successRate": 0.17420824585697056, "wilsonLowerBound": 0.16929572574940066 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43533, "officialConfigError": null, "officialConfigValid": true, "successCount": 5659, "successRate": 0.1299933383869708, "wilsonLowerBound": 0.12686681957965829 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7809, "officialConfigError": null, "officialConfigValid": true, "successCount": 725, "successRate": 0.09284159303367909, "wilsonLowerBound": 0.08660344566571353 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33682, "officialConfigError": null, "officialConfigValid": true, "successCount": 6557, "successRate": 0.19467371296241315, "wilsonLowerBound": 0.19048002952898468 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61451, "officialConfigError": null, "officialConfigValid": true, "successCount": 12416, "successRate": 0.20204715952547558, "wilsonLowerBound": 0.19889110100056873 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13846, "officialConfigError": null, "officialConfigValid": true, "successCount": 3978, "successRate": 0.28730319225769174, "wilsonLowerBound": 0.2798256906976679 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15005, "officialConfigError": null, "officialConfigValid": true, "successCount": 3691, "successRate": 0.24598467177607464, "wilsonLowerBound": 0.23915926475966173 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66478, "officialConfigError": null, "officialConfigValid": true, "successCount": 18321, "successRate": 0.27559493366226423, "wilsonLowerBound": 0.27221138156005525 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 693, "officialConfigError": null, "officialConfigValid": true, "successCount": 424, "successRate": 0.6118326118326118, "wilsonLowerBound": 0.5750269828199578 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48033, "officialConfigError": null, "officialConfigValid": true, "successCount": 21435, "successRate": 0.4462556992067953, "wilsonLowerBound": 0.44181454883558824 }, "vllm": { "framework": "vllm", "modelCount": 39093, "officialConfigError": null, "officialConfigValid": true, "successCount": 4527, "successRate": 0.11580078274882971, "wilsonLowerBound": 0.11266643411593749 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 991, "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": 7008, "officialConfigError": null, "officialConfigValid": true, "successCount": 3063, "successRate": 0.4370719178082192, "wilsonLowerBound": 0.425496056852678 } }, "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": 16013, "officialConfigError": null, "officialConfigValid": true, "successCount": 4936, "successRate": 0.3082495472428652, "wilsonLowerBound": 0.30114394889291535 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27874, "officialConfigError": null, "officialConfigValid": true, "successCount": 14198, "successRate": 0.5093635646121834, "wilsonLowerBound": 0.5034938656991039 }, "vllm": { "framework": "vllm", "modelCount": 66507, "officialConfigError": null, "officialConfigValid": true, "successCount": 7015, "successRate": 0.10547761889725893, "wilsonLowerBound": 0.1031658393274462 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13399, "officialConfigError": null, "officialConfigValid": true, "successCount": 2127, "successRate": 0.15874318979028285, "wilsonLowerBound": 0.152653381202591 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-07T18:28:48.447913+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1067.8051948051948, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4409981719659737, "queueFactor": 0.9926853497008864, "queueWeight": 0.9926853497008864, "recentSuccess": 43, "recentSuccessRate": 0.2792207792207792, "recentTerminal": 154, "recentWilsonLowerBound": 0.21440072731911766, "running": 8, "selectionWeight": 1.4304577742563807, "stale": false, "submissionEligible": true, "throughputPerHour": 25.666666666666668, "waiting": 27407 }, "Ascend_910-b4": { "available": true, "backlogHours": 1080.6144578313254, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9909113453013606, "queueWeight": 0.9909113453013606, "recentSuccess": 57, "recentSuccessRate": 0.3433734939759036, "recentTerminal": 166, "recentWilsonLowerBound": 0.2754154730299584, "running": 8, "selectionWeight": 2.4772783632534017, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 29897 }, "Biren_166m": { "available": true, "backlogHours": 138.1578947368421, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.5254129884076475, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 35, "recentSuccessRate": 0.18421052631578946, "recentTerminal": 190, "recentWilsonLowerBound": 0.13553810975683692, "running": 8, "selectionWeight": 0.6830368849299417, "stale": false, "submissionEligible": true, "throughputPerHour": 31.666666666666668, "waiting": 4375 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1012.930693069307, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.31766175061434804, "queueFactor": 1.0005722576403715, "queueWeight": 1.0005722576403715, "recentSuccess": 17, "recentSuccessRate": 0.16831683168316833, "recentTerminal": 101, "recentWilsonLowerBound": 0.1078268539078673, "running": 7, "selectionWeight": 0.3178435349781909, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 17051 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 409.44525547445255, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.8016835750544743, "queueFactor": 1.1461884833554217, "queueWeight": 1.1461884833554217, "recentSuccess": 31, "recentSuccessRate": 0.22627737226277372, "recentTerminal": 137, "recentWilsonLowerBound": 0.1642371904152058, "running": 7, "selectionWeight": 0.9188804810226403, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 9349 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 88.64864864864865, "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": 0.04054054054054054, "recentTerminal": 222, "recentWilsonLowerBound": 0.021472458952407104, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 37.0, "waiting": 3280 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 175.11818181818182, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4362168889658891, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 37, "recentSuccessRate": 0.16818181818181818, "recentTerminal": 220, "recentWilsonLowerBound": 0.12454747050749367, "running": 3, "selectionWeight": 0.5670819556556559, "stale": false, "submissionEligible": true, "throughputPerHour": 36.666666666666664, "waiting": 6421 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2584.5, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9812774601205452, "queueFactor": 0.8694186187100271, "queueWeight": 0.8694186187100271, "recentSuccess": 11, "recentSuccessRate": 0.3055555555555556, "recentTerminal": 36, "recentWilsonLowerBound": 0.18004270282805357, "running": 2, "selectionWeight": 0.8531408939492882, "stale": false, "submissionEligible": true, "throughputPerHour": 6.0, "waiting": 15507 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 393.1063829787234, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.42497272126697516, "queueFactor": 1.1532113352805518, "queueWeight": 1.1532113352805518, "recentSuccess": 25, "recentSuccessRate": 0.1773049645390071, "recentTerminal": 141, "recentWilsonLowerBound": 0.12307779859865452, "running": 8, "selectionWeight": 0.49008335935009817, "stale": false, "submissionEligible": true, "throughputPerHour": 23.5, "waiting": 9238 }, "MetaX_c-500": { "available": true, "backlogHours": 618.7924528301886, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6486505644065117, "queueFactor": 1.077342185073066, "queueWeight": 1.077342185073066, "recentSuccess": 23, "recentSuccessRate": 0.2169811320754717, "recentTerminal": 106, "recentWilsonLowerBound": 0.14916154641951038, "running": 4, "selectionWeight": 0.6988186164065888, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 10932 }, "Mthreads_s4000": { "available": true, "backlogHours": 1500.2758620689656, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.2724866289034655, "queueFactor": 0.9433215341023127, "queueWeight": 0.9433215341023127, "recentSuccess": 31, "recentSuccessRate": 0.3563218390804598, "recentTerminal": 87, "recentWilsonLowerBound": 0.26372577394831054, "running": 4, "selectionWeight": 2.14368557300421, "stale": false, "submissionEligible": true, "throughputPerHour": 14.5, "waiting": 21754 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2386.6046511627906, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.10629627540138555, "queueFactor": 0.879869664153345, "queueWeight": 0.879869664153345, "recentSuccess": 6, "recentSuccessRate": 0.13953488372093023, "recentTerminal": 43, "recentWilsonLowerBound": 0.06555634267713947, "running": 2, "selectionWeight": 0.09352686813816857, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 17104 }, "Vastai_va16": { "available": true, "backlogHours": 1501.3235294117646, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9432227632136103, "queueWeight": 0.9432227632136103, "recentSuccess": 0, "recentSuccessRate": 0.0, "recentTerminal": 68, "recentWilsonLowerBound": 0.0, "running": 16, "selectionWeight": 0.047161138160680516, "stale": false, "submissionEligible": false, "throughputPerHour": 11.333333333333334, "waiting": 17015 }, "hygon_k100-ai": { "available": true, "backlogHours": 1020.672, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.6195635985366971, "queueFactor": 0.9994302420660641, "queueWeight": 0.9994302420660641, "recentSuccess": 26, "recentSuccessRate": 0.208, "recentTerminal": 125, "recentWilsonLowerBound": 0.14608314206747489, "running": 6, "selectionWeight": 0.6192105972608529, "stale": false, "submissionEligible": true, "throughputPerHour": 20.833333333333332, "waiting": 21264 } }, "queueAttemptedAt": "2026-10-07T18:22:59.769331+00:00", "queueError": null, "queueUpdatedAt": "2026-10-07T18:22:59.769331+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 }