{ "communityAttemptedAt": "2026-10-13T06:03:12.889920+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-13T06:03:12.889920+00:00", "frameworkAttemptedAt": "2026-10-13T03:01:45.166994+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 42398, "officialConfigError": null, "officialConfigValid": true, "successCount": 21088, "successRate": 0.4973819519788669, "wilsonLowerBound": 0.4926230570376052 }, "vllm": { "framework": "vllm", "modelCount": 56809, "officialConfigError": null, "officialConfigValid": true, "successCount": 15383, "successRate": 0.2707845587846996, "wilsonLowerBound": 0.26714599021874497 }, "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": 4473, "officialConfigError": null, "officialConfigValid": true, "successCount": 1361, "successRate": 0.3042700648334451, "wilsonLowerBound": 0.29095913924393246 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64219, "officialConfigError": null, "officialConfigValid": true, "successCount": 12096, "successRate": 0.18835547112225354, "wilsonLowerBound": 0.1853500442293691 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 30597, "officialConfigError": null, "officialConfigValid": true, "successCount": 6647, "successRate": 0.2172435206065954, "wilsonLowerBound": 0.21265851779708914 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7834, "officialConfigError": null, "officialConfigValid": true, "successCount": 108, "successRate": 0.013786060760786317, "wilsonLowerBound": 0.01143194587482607 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26652, "officialConfigError": null, "officialConfigValid": true, "successCount": 3276, "successRate": 0.12291760468257541, "wilsonLowerBound": 0.11902984244571599 }, "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": 15878, "officialConfigError": null, "officialConfigValid": true, "successCount": 6247, "successRate": 0.39343746063735985, "wilsonLowerBound": 0.38586550785713414 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24773, "officialConfigError": null, "officialConfigValid": true, "successCount": 3807, "successRate": 0.1536753723812215, "wilsonLowerBound": 0.14923815497600604 }, "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": 52192, "officialConfigError": null, "officialConfigValid": true, "successCount": 13166, "successRate": 0.2522608828939301, "wilsonLowerBound": 0.24855311235319427 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 24762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3155, "successRate": 0.1274129714885712, "wilsonLowerBound": 0.12331756666758795 }, "vllm": { "framework": "vllm", "modelCount": 87018, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11229860488634535, "wilsonLowerBound": 0.110217857547921 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 46472, "officialConfigError": null, "officialConfigValid": true, "successCount": 5577, "successRate": 0.12000774660010328, "wilsonLowerBound": 0.11708447196731833 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 47594, "officialConfigError": null, "officialConfigValid": true, "successCount": 3693, "successRate": 0.07759381434634618, "wilsonLowerBound": 0.07522420368545825 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 93946, "officialConfigError": null, "officialConfigValid": true, "successCount": 23454, "successRate": 0.24965405658569817, "wilsonLowerBound": 0.24689664364660827 }, "transformers": { "framework": "transformers", "modelCount": 5576, "officialConfigError": null, "officialConfigValid": true, "successCount": 585, "successRate": 0.10491391678622669, "wilsonLowerBound": 0.0971406211745537 }, "vllm": { "framework": "vllm", "modelCount": 112863, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.1464607533026767, "wilsonLowerBound": 0.14441000778938753 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 133, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.007518796992481203, "wilsonLowerBound": 0.0013284534153853015 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 23834, "officialConfigError": null, "officialConfigValid": true, "successCount": 4028, "successRate": 0.16900226567089033, "wilsonLowerBound": 0.16429791836928245 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43660, "officialConfigError": null, "officialConfigValid": true, "successCount": 5679, "successRate": 0.13007329363261566, "wilsonLowerBound": 0.12695044618822018 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8168, "officialConfigError": null, "officialConfigValid": true, "successCount": 767, "successRate": 0.09390303623898139, "wilsonLowerBound": 0.08776660544235107 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 34473, "officialConfigError": null, "officialConfigValid": true, "successCount": 6841, "successRate": 0.19844515998027443, "wilsonLowerBound": 0.19426865476803482 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61496, "officialConfigError": null, "officialConfigValid": true, "successCount": 12424, "successRate": 0.20202940028619748, "wilsonLowerBound": 0.19887459511802702 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 15995, "officialConfigError": null, "officialConfigValid": true, "successCount": 4505, "successRate": 0.28165051578618316, "wilsonLowerBound": 0.27473271293308105 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15464, "officialConfigError": null, "officialConfigValid": true, "successCount": 3758, "successRate": 0.24301603724780135, "wilsonLowerBound": 0.23632025593846762 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 67985, "officialConfigError": null, "officialConfigValid": true, "successCount": 18720, "successRate": 0.27535485768919615, "wilsonLowerBound": 0.2720097927076434 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1025, "officialConfigError": null, "officialConfigValid": true, "successCount": 618, "successRate": 0.6029268292682927, "wilsonLowerBound": 0.5726415407149091 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48432, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.44867030062768415, "wilsonLowerBound": 0.4442449994524694 }, "vllm": { "framework": "vllm", "modelCount": 39920, "officialConfigError": null, "officialConfigValid": true, "successCount": 4824, "successRate": 0.12084168336673347, "wilsonLowerBound": 0.11768067046143571 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1090, "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": 10088, "officialConfigError": null, "officialConfigValid": true, "successCount": 762, "successRate": 0.07553528945281522, "wilsonLowerBound": 0.07053859695731841 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7340, "officialConfigError": null, "officialConfigValid": true, "successCount": 3224, "successRate": 0.43923705722070844, "wilsonLowerBound": 0.42791781283212665 } }, "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": 18313, "officialConfigError": null, "officialConfigValid": true, "successCount": 5417, "successRate": 0.29580079724785674, "wilsonLowerBound": 0.2892338391325307 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28437, "officialConfigError": null, "officialConfigValid": true, "successCount": 14542, "successRate": 0.511376024193832, "wilsonLowerBound": 0.5055649384164737 }, "vllm": { "framework": "vllm", "modelCount": 67368, "officialConfigError": null, "officialConfigValid": true, "successCount": 7200, "successRate": 0.10687566797292483, "wilsonLowerBound": 0.10456498997237629 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13733, "officialConfigError": null, "officialConfigValid": true, "successCount": 2302, "successRate": 0.16762542780164566, "wilsonLowerBound": 0.16147111177548473 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-13T06:03:12.889920+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1185.6923076923078, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9721064681954779, "queueWeight": 0.9721064681954779, "recentSuccess": 43, "recentSuccessRate": 0.3006993006993007, "recentTerminal": 143, "recentWilsonLowerBound": 0.23156002564295777, "running": 8, "selectionWeight": 2.4302661704886948, "stale": false, "submissionEligible": true, "throughputPerHour": 23.833333333333332, "waiting": 28259 }, "Biren_166m": { "available": true, "backlogHours": 129.58024691358025, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7972670939391435, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 44, "recentSuccessRate": 0.18106995884773663, "recentTerminal": 243, "recentWilsonLowerBound": 0.13773878235668463, "running": 8, "selectionWeight": 1.0364472221208867, "stale": false, "submissionEligible": true, "throughputPerHour": 40.5, "waiting": 5248 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1005.6969696969697, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4117062900546662, "queueFactor": 0.9964134058931379, "queueWeight": 0.9964134058931379, "recentSuccess": 16, "recentSuccessRate": 0.16161616161616163, "recentTerminal": 99, "recentWilsonLowerBound": 0.1019986133990387, "running": 7, "selectionWeight": 0.41022966670099803, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 16594 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 369.1666666666667, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4750250801117417, "queueFactor": 1.1580472008720357, "queueWeight": 1.1580472008720357, "recentSuccess": 23, "recentSuccessRate": 0.1597222222222222, "recentTerminal": 144, "recentWilsonLowerBound": 0.10885158056365876, "running": 7, "selectionWeight": 0.550101464367417, "stale": false, "submissionEligible": true, "throughputPerHour": 24.0, "waiting": 8860 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 41.0921052631579, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.05263157894736842, "recentTerminal": 456, "recentWilsonLowerBound": 0.035619997447286535, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 76.0, "waiting": 3123 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 195.4562211981567, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.4521135756806346, "queueFactor": 1.273949487618664, "queueWeight": 1.273949487618664, "recentSuccess": 32, "recentSuccessRate": 0.14746543778801843, "recentTerminal": 217, "recentWilsonLowerBound": 0.10643295175202402, "running": 0, "selectionWeight": 0.5759698580837864, "stale": false, "submissionEligible": true, "throughputPerHour": 36.166666666666664, "waiting": 7069 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2025.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.21377993642196821, "queueFactor": 0.8971103745528057, "queueWeight": 0.8971103745528057, "recentSuccess": 7, "recentSuccessRate": 0.15217391304347827, "recentTerminal": 46, "recentWilsonLowerBound": 0.07572186234017478, "running": 2, "selectionWeight": 0.1917841988353869, "stale": false, "submissionEligible": true, "throughputPerHour": 7.666666666666667, "waiting": 15525 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 319.2151898734177, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.48156826572244327, "queueFactor": 1.1835785908615266, "queueWeight": 1.1835785908615266, "recentSuccess": 25, "recentSuccessRate": 0.15822784810126583, "recentTerminal": 158, "recentWilsonLowerBound": 0.10953056795868964, "running": 9, "selectionWeight": 0.5699738893473986, "stale": false, "submissionEligible": true, "throughputPerHour": 26.333333333333332, "waiting": 8406 }, "MetaX_c-500": { "available": true, "backlogHours": 518.3414634146342, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8476878125781901, "queueFactor": 1.1005689109305121, "queueWeight": 1.1005689109305121, "recentSuccess": 25, "recentSuccessRate": 0.2032520325203252, "recentTerminal": 123, "recentWilsonLowerBound": 0.1416321145776123, "running": 4, "selectionWeight": 0.9329388526982468, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 10626 }, "Mthreads_s4000": { "available": true, "backlogHours": 1966.2631578947369, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.41866997995423866, "queueFactor": 0.9010800758174843, "queueWeight": 0.9010800758174843, "recentSuccess": 13, "recentSuccessRate": 0.17105263157894737, "recentTerminal": 76, "recentWilsonLowerBound": 0.10277922110932625, "running": 4, "selectionWeight": 0.37725517727967, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 24906 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 1471.6666666666667, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.1161658199177109, "queueFactor": 0.9411052913060122, "queueWeight": 0.9411052913060122, "recentSuccess": 8, "recentSuccessRate": 0.1111111111111111, "recentTerminal": 72, "recentWilsonLowerBound": 0.057387510600737685, "running": 2, "selectionWeight": 0.10932426779345907, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 17660 }, "Vastai_va16": { "available": true, "backlogHours": 1083.6818181818182, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9853133456418762, "queueWeight": 0.9853133456418762, "recentSuccess": 4, "recentSuccessRate": 0.045454545454545456, "recentTerminal": 88, "recentWilsonLowerBound": 0.017815960935119887, "running": 16, "selectionWeight": 0.04926566728209381, "stale": false, "submissionEligible": false, "throughputPerHour": 14.666666666666666, "waiting": 15894 }, "hygon_k100-ai": { "available": true, "backlogHours": 981.8931297709925, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.192261776349465, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 30, "recentSuccessRate": 0.22900763358778625, "recentTerminal": 131, "recentWilsonLowerBound": 0.16538500851400117, "running": 6, "selectionWeight": 1.192261776349465, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 21438 } }, "queueAttemptedAt": "2026-10-13T06:03:12.889920+00:00", "queueError": null, "queueUpdatedAt": "2026-10-13T06:03:12.889920+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "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 }