{ "communityAttemptedAt": "2026-09-19T03:27:40.220158+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-19T03:27:40.220158+00:00", "frameworkAttemptedAt": "2026-09-19T02:21:58.251620+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 39610, "officialConfigError": null, "officialConfigValid": true, "successCount": 19148, "successRate": 0.48341327947488005, "wilsonLowerBound": 0.478493772908928 }, "vllm": { "framework": "vllm", "modelCount": 52855, "officialConfigError": null, "officialConfigValid": true, "successCount": 14788, "successRate": 0.2797843155803614, "wilsonLowerBound": 0.275973447379527 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 2696, "officialConfigError": null, "officialConfigValid": true, "successCount": 764, "successRate": 0.28338278931750743, "wilsonLowerBound": 0.2666894578881291 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 32894, "officialConfigError": null, "officialConfigValid": true, "successCount": 14525, "successRate": 0.4415698911655621, "wilsonLowerBound": 0.43621063776592467 }, "vllm": { "framework": "vllm", "modelCount": 37442, "officialConfigError": null, "officialConfigValid": true, "successCount": 10649, "successRate": 0.2844132257892207, "wilsonLowerBound": 0.2798658774662485 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8739, "officialConfigError": null, "officialConfigValid": true, "successCount": 3768, "successRate": 0.4311706144867834, "wilsonLowerBound": 0.4208196666744251 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63934, "officialConfigError": null, "officialConfigValid": true, "successCount": 12082, "successRate": 0.18897613163574936, "wilsonLowerBound": 0.1859601899109809 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 17547, "officialConfigError": null, "officialConfigValid": true, "successCount": 3520, "successRate": 0.2006040918675557, "wilsonLowerBound": 0.1947446772041238 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6020, "officialConfigError": null, "officialConfigValid": true, "successCount": 60, "successRate": 0.009966777408637873, "wilsonLowerBound": 0.007751353425367443 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26146, "officialConfigError": null, "officialConfigValid": true, "successCount": 3221, "successRate": 0.12319284020500268, "wilsonLowerBound": 0.1192642975665926 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16467, "officialConfigError": null, "officialConfigValid": true, "successCount": 1674, "successRate": 0.10165786117689925, "wilsonLowerBound": 0.09713464441717601 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 11144, "officialConfigError": null, "officialConfigValid": true, "successCount": 4695, "successRate": 0.42130294328786794, "wilsonLowerBound": 0.41216394431190945 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24151, "officialConfigError": null, "officialConfigValid": true, "successCount": 3785, "successRate": 0.15672228893213533, "wilsonLowerBound": 0.15219192499155598 }, "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": 42829, "officialConfigError": null, "officialConfigValid": true, "successCount": 10750, "successRate": 0.2509981554554157, "wilsonLowerBound": 0.24691418718354521 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23261, "officialConfigError": null, "officialConfigValid": true, "successCount": 3058, "successRate": 0.13146468337560724, "wilsonLowerBound": 0.1271829663449498 }, "vllm": { "framework": "vllm", "modelCount": 86631, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11270792210640533, "wilsonLowerBound": 0.11061921013227295 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 40419, "officialConfigError": null, "officialConfigValid": true, "successCount": 4958, "successRate": 0.1226650832529256, "wilsonLowerBound": 0.11950268804342445 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 31687, "officialConfigError": null, "officialConfigValid": true, "successCount": 3403, "successRate": 0.10739419951399627, "wilsonLowerBound": 0.10403259719571697 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 88557, "officialConfigError": null, "officialConfigValid": true, "successCount": 21027, "successRate": 0.2374402926928419, "wilsonLowerBound": 0.23464913488913425 }, "transformers": { "framework": "transformers", "modelCount": 5175, "officialConfigError": null, "officialConfigValid": true, "successCount": 566, "successRate": 0.1093719806763285, "wilsonLowerBound": 0.10115637485123319 }, "vllm": { "framework": "vllm", "modelCount": 112535, "officialConfigError": null, "officialConfigValid": true, "successCount": 16508, "successRate": 0.14669214022304172, "wilsonLowerBound": 0.14463706709640825 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 17254, "officialConfigError": null, "officialConfigValid": true, "successCount": 3436, "successRate": 0.19914222788918512, "wilsonLowerBound": 0.1932505246831803 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42828, "officialConfigError": null, "officialConfigValid": true, "successCount": 5572, "successRate": 0.1301018025590735, "wilsonLowerBound": 0.12694878557539002 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6692, "officialConfigError": null, "officialConfigValid": true, "successCount": 550, "successRate": 0.08218768679019725, "wilsonLowerBound": 0.0758444271758738 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 31112, "officialConfigError": null, "officialConfigValid": true, "successCount": 5570, "successRate": 0.17903059912573926, "wilsonLowerBound": 0.17481021066312272 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60875, "officialConfigError": null, "officialConfigValid": true, "successCount": 12390, "successRate": 0.20353182751540042, "wilsonLowerBound": 0.20035215073521212 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7845, "officialConfigError": null, "officialConfigValid": true, "successCount": 2274, "successRate": 0.2898661567877629, "wilsonLowerBound": 0.279931058224978 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12848, "officialConfigError": null, "officialConfigValid": true, "successCount": 3320, "successRate": 0.25840597758405975, "wilsonLowerBound": 0.2509093844972609 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 60831, "officialConfigError": null, "officialConfigValid": true, "successCount": 16672, "successRate": 0.2740707862767339, "wilsonLowerBound": 0.27054049671787167 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46562, "officialConfigError": null, "officialConfigValid": true, "successCount": 20378, "successRate": 0.43765302177741505, "wilsonLowerBound": 0.4331521799512732 }, "vllm": { "framework": "vllm", "modelCount": 36485, "officialConfigError": null, "officialConfigValid": true, "successCount": 3438, "successRate": 0.09423050568726873, "wilsonLowerBound": 0.09127527328567908 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 518, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6278, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030582988212806625, "wilsonLowerBound": 0.026602368317046696 }, "vllm": { "framework": "vllm", "modelCount": 10024, "officialConfigError": null, "officialConfigValid": true, "successCount": 738, "successRate": 0.07362330407023145, "wilsonLowerBound": 0.06867247302280925 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5925, "officialConfigError": null, "officialConfigValid": true, "successCount": 2513, "successRate": 0.4241350210970464, "wilsonLowerBound": 0.4116039976446991 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7375, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031864406779661014, "wilsonLowerBound": 0.02809313780695749 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 11581, "officialConfigError": null, "officialConfigValid": true, "successCount": 3823, "successRate": 0.33010966237803296, "wilsonLowerBound": 0.32160249716659617 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 26441, "officialConfigError": null, "officialConfigValid": true, "successCount": 13409, "successRate": 0.5071290798381302, "wilsonLowerBound": 0.501102289515579 }, "vllm": { "framework": "vllm", "modelCount": 62309, "officialConfigError": null, "officialConfigValid": true, "successCount": 6253, "successRate": 0.10035468391404131, "wilsonLowerBound": 0.09801995535601253 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12455, "officialConfigError": null, "officialConfigValid": true, "successCount": 1790, "successRate": 0.1437173825772782, "wilsonLowerBound": 0.137666264085891 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-19T03:33:54.918645+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 961.0344827586207, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7609757347821682, "queueFactor": 1.0094378005256142, "queueWeight": 1.0094378005256142, "recentSuccess": 50, "recentSuccessRate": 0.3448275862068966, "recentTerminal": 145, "recentWilsonLowerBound": 0.27236643559303747, "running": 8, "selectionWeight": 0.7681576719718749, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 23225 }, "Ascend_910-b4": { "available": true, "backlogHours": 1455.421052631579, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.3996473595896228, "queueFactor": 0.948510431436349, "queueWeight": 0.948510431436349, "recentSuccess": 51, "recentSuccessRate": 0.4473684210526316, "recentTerminal": 114, "recentWilsonLowerBound": 0.35929241688059504, "running": 9, "selectionWeight": 1.3275801209031, "stale": false, "submissionEligible": true, "throughputPerHour": 19.0, "waiting": 27653 }, "Biren_166m": { "available": true, "backlogHours": 183.6986301369863, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.16553039475428866, "queueFactor": 1.2938219707335765, "queueWeight": 1.2938219707335765, "recentSuccess": 28, "recentSuccessRate": 0.1917808219178082, "recentTerminal": 146, "recentWilsonLowerBound": 0.13615085695136855, "running": 9, "selectionWeight": 0.21416686155730064, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 4470 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1346.71875, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.23658095486747024, "queueFactor": 0.9596190777383682, "queueWeight": 0.9596190777383682, "recentSuccess": 16, "recentSuccessRate": 0.25, "recentTerminal": 64, "recentWilsonLowerBound": 0.16014791974174092, "running": 7, "selectionWeight": 0.2270275977203843, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 14365 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 558.0638297872341, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26607693959694345, "queueFactor": 1.0951858603944404, "queueWeight": 1.0951858603944404, "recentSuccess": 23, "recentSuccessRate": 0.24468085106382978, "recentTerminal": 94, "recentWilsonLowerBound": 0.16893343002359543, "running": 7, "selectionWeight": 0.29140370202359805, "stale": false, "submissionEligible": true, "throughputPerHour": 15.666666666666666, "waiting": 8743 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 65.2780082987552, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.016597510373443983, "recentTerminal": 241, "recentWilsonLowerBound": 0.006472787980558493, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 40.166666666666664, "waiting": 2622 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 219.7941176470588, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.25427075953348205, "queueFactor": 1.2594704998304818, "queueWeight": 1.2594704998304818, "recentSuccess": 31, "recentSuccessRate": 0.22794117647058823, "recentTerminal": 136, "recentWilsonLowerBound": 0.16548404884189266, "running": 5, "selectionWeight": 0.3202465206019109, "stale": false, "submissionEligible": true, "throughputPerHour": 22.666666666666668, "waiting": 4982 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 3301.8620689655177, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8351558540174692, "queueFactor": 0.8388350529380739, "queueWeight": 0.8388350529380739, "recentSuccess": 13, "recentSuccessRate": 0.4482758620689655, "recentTerminal": 29, "recentWilsonLowerBound": 0.2841291114874579, "running": 2, "selectionWeight": 0.7005580050162861, "stale": false, "submissionEligible": true, "throughputPerHour": 4.833333333333333, "waiting": 15959 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 544.3826086956522, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.21031705300773523, "queueFactor": 1.0992710052853192, "queueWeight": 1.0992710052853192, "recentSuccess": 25, "recentSuccessRate": 0.21739130434782608, "recentTerminal": 115, "recentWilsonLowerBound": 0.15180693897797626, "running": 11, "selectionWeight": 0.23119543828845887, "stale": false, "submissionEligible": true, "throughputPerHour": 19.166666666666668, "waiting": 10434 }, "MetaX_c-500": { "available": true, "backlogHours": 970.7647058823529, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5611089383062053, "queueFactor": 1.0079136171274887, "queueWeight": 1.0079136171274887, "recentSuccess": 23, "recentSuccessRate": 0.3382352941176471, "recentTerminal": 68, "recentWilsonLowerBound": 0.23714091243789054, "running": 4, "selectionWeight": 0.5655493396107724, "stale": false, "submissionEligible": true, "throughputPerHour": 11.333333333333334, "waiting": 11002 }, "Mthreads_s4000": { "available": true, "backlogHours": 1741.1304347826087, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.1173604060864186, "queueFactor": 0.9233486389209039, "queueWeight": 0.9233486389209039, "recentSuccess": 30, "recentSuccessRate": 0.43478260869565216, "recentTerminal": 69, "recentWilsonLowerBound": 0.3243261617876528, "running": 5, "selectionWeight": 1.0317132101440032, "stale": false, "submissionEligible": true, "throughputPerHour": 11.5, "waiting": 20023 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 7833.5, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.5, "queueFactor": 0.7368804461316221, "queueWeight": 0.7368804461316221, "recentSuccess": 9, "recentSuccessRate": 0.75, "recentTerminal": 12, "recentWilsonLowerBound": 0.4676896608793401, "running": 2, "selectionWeight": 1.8422011153290552, "stale": false, "submissionEligible": false, "throughputPerHour": 2.0, "waiting": 15667 }, "Vastai_va16": { "available": true, "backlogHours": 1889.2857142857142, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9121069465355829, "queueWeight": 0.9121069465355829, "recentSuccess": 5, "recentSuccessRate": 0.11904761904761904, "recentTerminal": 42, "recentWilsonLowerBound": 0.05193726765019085, "running": 16, "selectionWeight": 0.04560534732677915, "stale": false, "submissionEligible": true, "throughputPerHour": 7.0, "waiting": 13225 }, "hygon_k100-ai": { "available": true, "backlogHours": 1075.52, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.0028760446209442, "queueFactor": 0.9925391261595249, "queueWeight": 0.9925391261595249, "recentSuccess": 31, "recentSuccessRate": 0.41333333333333333, "recentTerminal": 75, "recentWilsonLowerBound": 0.30877553459149687, "running": 8, "selectionWeight": 0.9953937129743926, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 13444 } }, "queueAttemptedAt": "2026-09-19T03:31:08.707131+00:00", "queueError": null, "queueUpdatedAt": "2026-09-19T03:31:08.707131+00:00", "supportedGpus": [ "Vastai_va16", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "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 }