{ "communityAttemptedAt": "2026-09-10T05:45:02.577945+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-10T05:45:02.577945+00:00", "frameworkAttemptedAt": "2026-09-10T00:33:23.734278+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38246, "officialConfigError": null, "officialConfigValid": true, "successCount": 18234, "successRate": 0.4767557391622653, "wilsonLowerBound": 0.4717526424466569 }, "vllm": { "framework": "vllm", "modelCount": 50394, "officialConfigError": null, "officialConfigValid": true, "successCount": 14290, "successRate": 0.283565503829821, "wilsonLowerBound": 0.27964678305404583 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1725, "officialConfigError": null, "officialConfigValid": true, "successCount": 421, "successRate": 0.24405797101449275, "wilsonLowerBound": 0.22437130768265207 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31289, "officialConfigError": null, "officialConfigValid": true, "successCount": 13435, "successRate": 0.42938412860749786, "wilsonLowerBound": 0.4239083987762776 }, "vllm": { "framework": "vllm", "modelCount": 36467, "officialConfigError": null, "officialConfigValid": true, "successCount": 10427, "successRate": 0.28592974470068827, "wilsonLowerBound": 0.2813147450946334 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6797, "officialConfigError": null, "officialConfigValid": true, "successCount": 3159, "successRate": 0.4647638664116522, "wilsonLowerBound": 0.4529297888186058 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63776, "officialConfigError": null, "officialConfigValid": true, "successCount": 12060, "successRate": 0.18909934771700954, "wilsonLowerBound": 0.18607892882893728 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13487, "officialConfigError": null, "officialConfigValid": true, "successCount": 2656, "successRate": 0.1969303774004597, "wilsonLowerBound": 0.1903053974586482 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5092, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.007069913589945012, "wilsonLowerBound": 0.005111239221631942 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 25900, "officialConfigError": null, "officialConfigValid": true, "successCount": 3183, "successRate": 0.1228957528957529, "wilsonLowerBound": 0.1189530548821391 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16451, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10163515895690231, "wilsonLowerBound": 0.09711025028380077 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9281, "officialConfigError": null, "officialConfigValid": true, "successCount": 4047, "successRate": 0.43605214955284993, "wilsonLowerBound": 0.4259916780100225 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24021, "officialConfigError": null, "officialConfigValid": true, "successCount": 3768, "successRate": 0.1568627450980392, "wilsonLowerBound": 0.15231858825659236 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8066, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.0674435903793702, "wilsonLowerBound": 0.0621738174048722 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 39155, "officialConfigError": null, "officialConfigValid": true, "successCount": 9874, "successRate": 0.25217724428553184, "wilsonLowerBound": 0.24790025008092578 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22901, "officialConfigError": null, "officialConfigValid": true, "successCount": 3021, "successRate": 0.1319156368717523, "wilsonLowerBound": 0.12759444115321117 }, "vllm": { "framework": "vllm", "modelCount": 86470, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11289464554180641, "wilsonLowerBound": 0.1108024744634154 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38529, "officialConfigError": null, "officialConfigValid": true, "successCount": 4728, "successRate": 0.12271276181577513, "wilsonLowerBound": 0.11947406643924041 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26003, "officialConfigError": null, "officialConfigValid": true, "successCount": 3196, "successRate": 0.12290889512748529, "wilsonLowerBound": 0.11897371793751803 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87344, "officialConfigError": null, "officialConfigValid": true, "successCount": 20284, "successRate": 0.23223117787140501, "wilsonLowerBound": 0.22944262377414332 }, "transformers": { "framework": "transformers", "modelCount": 5042, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11146370487901626, "wilsonLowerBound": 0.10307100043493952 }, "vllm": { "framework": "vllm", "modelCount": 112415, "officialConfigError": null, "officialConfigValid": true, "successCount": 16501, "successRate": 0.14678646088155495, "wilsonLowerBound": 0.14472974396475968 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15557, "officialConfigError": null, "officialConfigValid": true, "successCount": 3173, "successRate": 0.203959632319856, "wilsonLowerBound": 0.1977011955928258 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42399, "officialConfigError": null, "officialConfigValid": true, "successCount": 5503, "successRate": 0.12979079695275833, "wilsonLowerBound": 0.1266253222703808 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5987, "officialConfigError": null, "officialConfigValid": true, "successCount": 468, "successRate": 0.07816936696175046, "wilsonLowerBound": 0.07163687766471816 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 29764, "officialConfigError": null, "officialConfigValid": true, "successCount": 5062, "successRate": 0.17007122698562022, "wilsonLowerBound": 0.16584565330569667 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60723, "officialConfigError": null, "officialConfigValid": true, "successCount": 12374, "successRate": 0.2037778107142269, "wilsonLowerBound": 0.20059272518524676 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5871, "officialConfigError": null, "officialConfigValid": true, "successCount": 1735, "successRate": 0.29552035428376766, "wilsonLowerBound": 0.28398558107064886 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11629, "officialConfigError": null, "officialConfigValid": true, "successCount": 3057, "successRate": 0.26287728953478373, "wilsonLowerBound": 0.2549557729079066 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 57881, "officialConfigError": null, "officialConfigValid": true, "successCount": 15763, "successRate": 0.27233461757744337, "wilsonLowerBound": 0.26872316828600895 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45794, "officialConfigError": null, "officialConfigValid": true, "successCount": 19844, "successRate": 0.4333318775385422, "wilsonLowerBound": 0.428799008789855 }, "vllm": { "framework": "vllm", "modelCount": 34842, "officialConfigError": null, "officialConfigValid": true, "successCount": 2953, "successRate": 0.08475403248952414, "wilsonLowerBound": 0.08187510093355378 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 194, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6272, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030612244897959183, "wilsonLowerBound": 0.0266278655632904 }, "vllm": { "framework": "vllm", "modelCount": 9995, "officialConfigError": null, "officialConfigValid": true, "successCount": 727, "successRate": 0.07273636818409204, "wilsonLowerBound": 0.06780739968277673 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5321, "officialConfigError": null, "officialConfigValid": true, "successCount": 2224, "successRate": 0.41796654764142077, "wilsonLowerBound": 0.40477768560056143 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7358, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031938026637673284, "wilsonLowerBound": 0.02815816298383761 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 9718, "officialConfigError": null, "officialConfigValid": true, "successCount": 3344, "successRate": 0.3441037250463058, "wilsonLowerBound": 0.3347213857175121 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25466, "officialConfigError": null, "officialConfigValid": true, "successCount": 12783, "successRate": 0.5019634021833033, "wilsonLowerBound": 0.49582252304678864 }, "vllm": { "framework": "vllm", "modelCount": 60374, "officialConfigError": null, "officialConfigValid": true, "successCount": 5857, "successRate": 0.0970119587902077, "wilsonLowerBound": 0.09467659636576492 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 11948, "officialConfigError": null, "officialConfigValid": true, "successCount": 1602, "successRate": 0.1340810177435554, "wilsonLowerBound": 0.12808862975468285 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-10T05:45:02.577945+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 934.24, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3309316472174901, "queueFactor": 0.9545130220383132, "queueWeight": 0.9545130220383132, "recentSuccess": 53, "recentSuccessRate": 0.35333333333333333, "recentTerminal": 150, "recentWilsonLowerBound": 0.28137142404545956, "running": 8, "selectionWeight": 1.2703915887119968, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 23356 }, "Ascend_910-b4": { "available": true, "backlogHours": 1096.4, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.0881504527288801, "queueFactor": 0.931869875032184, "queueWeight": 0.931869875032184, "recentSuccess": 49, "recentSuccessRate": 0.32666666666666666, "recentTerminal": 150, "recentWilsonLowerBound": 0.2567570339087464, "running": 8, "selectionWeight": 1.014014626400676, "stale": false, "submissionEligible": true, "throughputPerHour": 25.0, "waiting": 27410 }, "Biren_166m": { "available": true, "backlogHours": 150.65895953757226, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2610061088396657, "queueFactor": 1.2550221239883155, "queueWeight": 1.2550221239883155, "recentSuccess": 32, "recentSuccessRate": 0.18497109826589594, "recentTerminal": 173, "recentWilsonLowerBound": 0.13417968576824785, "running": 8, "selectionWeight": 0.32756844108988264, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 4344 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1112.6052631578948, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5507101697219634, "queueFactor": 0.9298212341423254, "queueWeight": 0.9298212341423254, "recentSuccess": 21, "recentSuccessRate": 0.27631578947368424, "recentTerminal": 76, "recentWilsonLowerBound": 0.18840105352742306, "running": 7, "selectionWeight": 0.5120620096656056, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 14093 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 543.40206185567, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.620563945395201, "queueFactor": 1.0353386671728393, "queueWeight": 1.0353386671728393, "recentSuccess": 27, "recentSuccessRate": 0.27835051546391754, "recentTerminal": 97, "recentWilsonLowerBound": 0.19891045889682296, "running": 7, "selectionWeight": 0.642493848120986, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 8785 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 58.25409836065574, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.09016393442622951, "recentTerminal": 244, "recentWilsonLowerBound": 0.060296236846364724, "running": 2, "selectionWeight": 0.065, "stale": false, "submissionEligible": true, "throughputPerHour": 40.666666666666664, "waiting": 2369 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 68.43243243243244, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.12869585939934974, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 43, "recentSuccessRate": 0.12912912912912913, "recentTerminal": 333, "recentWilsonLowerBound": 0.09729761181764289, "running": 0, "selectionWeight": 0.16730461721915468, "stale": false, "submissionEligible": true, "throughputPerHour": 55.5, "waiting": 3798 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2484.162162162162, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.3871717963468964, "queueFactor": 0.8242778601593579, "queueWeight": 0.8242778601593579, "recentSuccess": 16, "recentSuccessRate": 0.43243243243243246, "recentTerminal": 37, "recentWilsonLowerBound": 0.2867148684035131, "running": 2, "selectionWeight": 1.1434149999662324, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 15319 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 637.0588235294117, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4032687853836176, "queueFactor": 1.0109360786409838, "queueWeight": 1.0109360786409838, "recentSuccess": 24, "recentSuccessRate": 0.23529411764705882, "recentTerminal": 102, "recentWilsonLowerBound": 0.1635198113173856, "running": 7, "selectionWeight": 0.40767896453402686, "stale": false, "submissionEligible": true, "throughputPerHour": 17.0, "waiting": 10830 }, "MetaX_c-500": { "available": true, "backlogHours": 679.3663366336634, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.4124328249838791, "queueFactor": 1.0012326948260386, "queueWeight": 1.0012326948260386, "recentSuccess": 24, "recentSuccessRate": 0.2376237623762376, "recentTerminal": 101, "recentWilsonLowerBound": 0.1651985046175726, "running": 4, "selectionWeight": 0.41294122879332523, "stale": false, "submissionEligible": true, "throughputPerHour": 16.833333333333332, "waiting": 11436 }, "Mthreads_s4000": { "available": true, "backlogHours": 1786.732394366197, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0372448180674316, "queueFactor": 0.8660474746278862, "queueWeight": 0.8660474746278862, "recentSuccess": 25, "recentSuccessRate": 0.352112676056338, "recentTerminal": 71, "recentWilsonLowerBound": 0.2512258456160325, "running": 4, "selectionWeight": 0.8983032552581605, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 21143 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 4649.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.9814405378385502, "queueFactor": 0.7503202964393247, "queueWeight": 0.7503202964393247, "recentSuccess": 10, "recentSuccessRate": 0.5555555555555556, "recentTerminal": 18, "recentWilsonLowerBound": 0.33716069428251627, "running": 2, "selectionWeight": 1.486715051727916, "stale": false, "submissionEligible": false, "throughputPerHour": 3.0, "waiting": 13947 }, "Vastai_va16": { "available": true, "backlogHours": 690.5714285714286, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.8644900283072754, "queueFactor": 0.9987788459408788, "queueWeight": 0.9987788459408788, "recentSuccess": 27, "recentSuccessRate": 0.32142857142857145, "recentTerminal": 84, "recentWilsonLowerBound": 0.23125977350162447, "running": 16, "selectionWeight": 0.8634343528001382, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 9668 }, "hygon_k100-ai": { "available": true, "backlogHours": 560.0645161290323, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.0306588045949345, "queueWeight": 1.0306588045949345, "recentSuccess": 44, "recentSuccessRate": 0.4731182795698925, "recentTerminal": 93, "recentWilsonLowerBound": 0.3747376923069333, "running": 6, "selectionWeight": 2.5766470114873363, "stale": false, "submissionEligible": true, "throughputPerHour": 15.5, "waiting": 8681 } }, "queueAttemptedAt": "2026-09-10T05:37:44.914825+00:00", "queueError": null, "queueUpdatedAt": "2026-09-10T05:37:44.914825+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Ascend_910-b3", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }