{ "communityAttemptedAt": "2026-09-10T00:43:08.415010+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-10T00:43:08.415010+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": "2026-09-10T00:56:56.589423+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 988.056338028169, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9708182121861064, "queueWeight": 0.9708182121861064, "recentSuccess": 59, "recentSuccessRate": 0.4154929577464789, "recentTerminal": 142, "recentWilsonLowerBound": 0.337706015033418, "running": 8, "selectionWeight": 2.427045530465266, "stale": false, "submissionEligible": true, "throughputPerHour": 23.666666666666668, "waiting": 23384 }, "Ascend_910-b4": { "available": true, "backlogHours": 964.0701754385965, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.4255802437320761, "queueFactor": 0.9744035870186504, "queueWeight": 0.9744035870186504, "recentSuccess": 56, "recentSuccessRate": 0.32748538011695905, "recentTerminal": 171, "recentWilsonLowerBound": 0.2616093048335577, "running": 8, "selectionWeight": 1.3890905030754568, "stale": false, "submissionEligible": true, "throughputPerHour": 28.5, "waiting": 27476 }, "Biren_166m": { "available": true, "backlogHours": 157.9156626506024, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.4551143846953085, "queueFactor": 1.2781781528433427, "queueWeight": 1.2781781528433427, "recentSuccess": 35, "recentSuccessRate": 0.21084337349397592, "recentTerminal": 166, "recentWilsonLowerBound": 0.15568874922619358, "running": 8, "selectionWeight": 0.5817172635622839, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 4369 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 961.2272727272727, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5614621841481998, "queueFactor": 0.9748353255428736, "queueWeight": 0.9748353255428736, "recentSuccess": 22, "recentSuccessRate": 0.25, "recentTerminal": 88, "recentWilsonLowerBound": 0.1712820103346811, "running": 7, "selectionWeight": 0.5473331710641232, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 14098 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 467.6283185840708, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.9366558437268319, "queueFactor": 1.0861005927201681, "queueWeight": 1.0861005927201681, "recentSuccess": 33, "recentSuccessRate": 0.2920353982300885, "recentTerminal": 113, "recentWilsonLowerBound": 0.21614182470769672, "running": 7, "selectionWeight": 1.0173024670465212, "stale": false, "submissionEligible": true, "throughputPerHour": 18.833333333333332, "waiting": 8807 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 47.74342105263158, "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": 0.05921052631578947, "recentTerminal": 304, "recentWilsonLowerBound": 0.037777882252827175, "running": 11, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 50.666666666666664, "waiting": 2419 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 77.9795918367347, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 17, "recentSuccessRate": 0.05782312925170068, "recentTerminal": 294, "recentWilsonLowerBound": 0.03641158529001271, "running": 9, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 49.0, "waiting": 3821 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 1735.245283018868, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.41520542382306014, "queueFactor": 0.8921770353704174, "queueWeight": 0.8921770353704174, "recentSuccess": 13, "recentSuccessRate": 0.24528301886792453, "recentTerminal": 53, "recentWilsonLowerBound": 0.14932762711854577, "running": 2, "selectionWeight": 0.37043674409617544, "stale": false, "submissionEligible": true, "throughputPerHour": 8.833333333333334, "waiting": 15328 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 780.9397590361446, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.49498242933626246, "queueFactor": 1.005686316442251, "queueWeight": 1.005686316442251, "recentSuccess": 20, "recentSuccessRate": 0.24096385542168675, "recentTerminal": 83, "recentWilsonLowerBound": 0.16174622297217847, "running": 7, "selectionWeight": 0.49779705606282254, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 10803 }, "MetaX_c-500": { "available": true, "backlogHours": 841.1111111111111, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.067939281840609, "queueFactor": 0.9945512456758968, "queueWeight": 0.9945512456758968, "recentSuccess": 26, "recentSuccessRate": 0.32098765432098764, "recentTerminal": 81, "recentWilsonLowerBound": 0.22942074394347287, "running": 4, "selectionWeight": 1.0621203430608004, "stale": false, "submissionEligible": true, "throughputPerHour": 13.5, "waiting": 11355 }, "Mthreads_s4000": { "available": true, "backlogHours": 1605.5696202531647, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.8116656342014804, "queueFactor": 0.9026321535277695, "queueWeight": 0.9026321535277695, "recentSuccess": 23, "recentSuccessRate": 0.2911392405063291, "recentTerminal": 79, "recentWilsonLowerBound": 0.2025185332205674, "running": 4, "selectionWeight": 0.732635499343765, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 21140 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5190.75, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.17880442550364586, "queueFactor": 0.7569560323101348, "queueWeight": 0.7569560323101348, "recentSuccess": 4, "recentSuccessRate": 0.25, "recentTerminal": 16, "recentWilsonLowerBound": 0.10181901984237347, "running": 2, "selectionWeight": 0.13534708848873284, "stale": false, "submissionEligible": false, "throughputPerHour": 2.6666666666666665, "waiting": 13842 }, "Vastai_va16": { "available": true, "backlogHours": 596.3505154639175, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.1278666589774249, "queueFactor": 1.0472007180784406, "queueWeight": 1.0472007180784406, "recentSuccess": 31, "recentSuccessRate": 0.31958762886597936, "recentTerminal": 97, "recentWilsonLowerBound": 0.23518547734357254, "running": 16, "selectionWeight": 1.181102775177891, "stale": false, "submissionEligible": true, "throughputPerHour": 16.166666666666668, "waiting": 9641 }, "hygon_k100-ai": { "available": true, "backlogHours": 425.7049180327869, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.3229400016654083, "queueFactor": 1.1015110826185162, "queueWeight": 1.1015110826185162, "recentSuccess": 50, "recentSuccessRate": 0.4098360655737705, "recentTerminal": 122, "recentWilsonLowerBound": 0.32661631886466974, "running": 6, "selectionWeight": 2.5587441560923216, "stale": false, "submissionEligible": true, "throughputPerHour": 20.333333333333332, "waiting": 8656 } }, "queueAttemptedAt": "2026-09-10T00:51:43.331252+00:00", "queueError": null, "queueUpdatedAt": "2026-09-10T00:51:43.331252+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 }