{ "communityAttemptedAt": "2026-09-26T21:48:38.959581+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-26T21:48:38.959581+00:00", "frameworkAttemptedAt": "2026-09-26T18:41:56.359307+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34168, "officialConfigError": null, "officialConfigValid": true, "successCount": 15437, "successRate": 0.4517970030437837, "wilsonLowerBound": 0.4465256967541095 }, "vllm": { "framework": "vllm", "modelCount": 38171, "officialConfigError": null, "officialConfigValid": true, "successCount": 10783, "successRate": 0.2824919441460795, "wilsonLowerBound": 0.27799746796705666 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10299, "officialConfigError": null, "officialConfigValid": true, "successCount": 4317, "successRate": 0.41916690940868045, "wilsonLowerBound": 0.40966911190005967 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64122, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18856242787186925, "wilsonLowerBound": 0.18555345441815213 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 21725, "officialConfigError": null, "officialConfigValid": true, "successCount": 4490, "successRate": 0.20667433831990795, "wilsonLowerBound": 0.20134192589974004 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6771, "officialConfigError": null, "officialConfigValid": true, "successCount": 73, "successRate": 0.010781273076355043, "wilsonLowerBound": 0.00858391717865285 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26392, "officialConfigError": null, "officialConfigValid": true, "successCount": 3245, "successRate": 0.12295392543194908, "wilsonLowerBound": 0.11904681908920223 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16481, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10169285844305564, "wilsonLowerBound": 0.09717081215513636 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12528, "officialConfigError": null, "officialConfigValid": true, "successCount": 5187, "successRate": 0.41403256704980845, "wilsonLowerBound": 0.4054350016509264 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24405, "officialConfigError": null, "officialConfigValid": true, "successCount": 3794, "successRate": 0.155459946732227, "wilsonLowerBound": 0.15096813744994636 }, "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": 45920, "officialConfigError": null, "officialConfigValid": true, "successCount": 11422, "successRate": 0.2487369337979094, "wilsonLowerBound": 0.24480420183377044 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23501, "officialConfigError": null, "officialConfigValid": true, "successCount": 3092, "successRate": 0.13156886940981236, "wilsonLowerBound": 0.12730729362391902 }, "vllm": { "framework": "vllm", "modelCount": 86759, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11254163833146993, "wilsonLowerBound": 0.11045581816178694 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42163, "officialConfigError": null, "officialConfigValid": true, "successCount": 5182, "successRate": 0.12290396793397054, "wilsonLowerBound": 0.11980429313308899 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 36521, "officialConfigError": null, "officialConfigValid": true, "successCount": 3500, "successRate": 0.09583527285671258, "wilsonLowerBound": 0.09285858517955846 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 89804, "officialConfigError": null, "officialConfigValid": true, "successCount": 21640, "successRate": 0.2409692218609416, "wilsonLowerBound": 0.23818317094979669 }, "transformers": { "framework": "transformers", "modelCount": 5350, "officialConfigError": null, "officialConfigValid": true, "successCount": 577, "successRate": 0.10785046728971963, "wilsonLowerBound": 0.0998180034123832 }, "vllm": { "framework": "vllm", "modelCount": 112718, "officialConfigError": null, "officialConfigValid": true, "successCount": 16523, "successRate": 0.14658705796767155, "wilsonLowerBound": 0.1445342602937692 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19311, "officialConfigError": null, "officialConfigValid": true, "successCount": 3673, "successRate": 0.19020247527316037, "wilsonLowerBound": 0.18472888703622112 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43076, "officialConfigError": null, "officialConfigValid": true, "successCount": 5598, "successRate": 0.12995635620763302, "wilsonLowerBound": 0.12681385711651194 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7116, "officialConfigError": null, "officialConfigValid": true, "successCount": 608, "successRate": 0.08544125913434514, "wilsonLowerBound": 0.07916786182099259 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32092, "officialConfigError": null, "officialConfigValid": true, "successCount": 5977, "successRate": 0.1862457933441356, "wilsonLowerBound": 0.18202404512335357 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61185, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20268039552177822, "wilsonLowerBound": 0.19951376817479044 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10006, "officialConfigError": null, "officialConfigValid": true, "successCount": 2940, "successRate": 0.2938237057765341, "wilsonLowerBound": 0.28497883334822205 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14004, "officialConfigError": null, "officialConfigValid": true, "successCount": 3523, "successRate": 0.25157097972007997, "wilsonLowerBound": 0.24445297236929567 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63509, "officialConfigError": null, "officialConfigValid": true, "successCount": 17392, "successRate": 0.2738509502590184, "wilsonLowerBound": 0.2703964724480052 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 172, "officialConfigError": null, "officialConfigValid": true, "successCount": 117, "successRate": 0.6802325581395349, "wilsonLowerBound": 0.6072474589202723 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47159, "officialConfigError": null, "officialConfigValid": true, "successCount": 20811, "successRate": 0.44129434466379697, "wilsonLowerBound": 0.43681774358540393 }, "vllm": { "framework": "vllm", "modelCount": 37486, "officialConfigError": null, "officialConfigValid": true, "successCount": 3865, "successRate": 0.10310515925945686, "wilsonLowerBound": 0.10006726563864177 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 751, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6282, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030563514804202482, "wilsonLowerBound": 0.02658539726335166 }, "vllm": { "framework": "vllm", "modelCount": 10040, "officialConfigError": null, "officialConfigValid": true, "successCount": 743, "successRate": 0.07400398406374502, "wilsonLowerBound": 0.06904470201407993 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6343, "officialConfigError": null, "officialConfigValid": true, "successCount": 2733, "successRate": 0.43086867412896107, "wilsonLowerBound": 0.41872739813732224 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7391, "officialConfigError": null, "officialConfigValid": true, "successCount": 240, "successRate": 0.03247192531457178, "wilsonLowerBound": 0.02866754709140733 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 13600, "officialConfigError": null, "officialConfigValid": true, "successCount": 4411, "successRate": 0.32433823529411765, "wilsonLowerBound": 0.3165210485429848 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27049, "officialConfigError": null, "officialConfigValid": true, "successCount": 13766, "successRate": 0.5089282413397908, "wilsonLowerBound": 0.5029696608725285 }, "vllm": { "framework": "vllm", "modelCount": 63945, "officialConfigError": null, "officialConfigValid": true, "successCount": 6561, "successRate": 0.10260380014074595, "wilsonLowerBound": 0.10027568039621274 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12869, "officialConfigError": null, "officialConfigValid": true, "successCount": 1936, "successRate": 0.15043903955241278, "wilsonLowerBound": 0.14436663161569308 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-26T22:02:28.075131+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1251.897810218978, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.391363336569575, "queueFactor": 0.9345353907167895, "queueWeight": 0.9345353907167895, "recentSuccess": 45, "recentSuccessRate": 0.3284671532846715, "recentTerminal": 137, "recentWilsonLowerBound": 0.2554391208096981, "running": 8, "selectionWeight": 1.3002782793700636, "stale": false, "submissionEligible": true, "throughputPerHour": 22.833333333333332, "waiting": 28585 }, "Biren_166m": { "available": true, "backlogHours": 119.97014925373135, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.45749951441073133, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 41, "recentSuccessRate": 0.20398009950248755, "recentTerminal": 201, "recentWilsonLowerBound": 0.15407041994454715, "running": 8, "selectionWeight": 0.5947493687339508, "stale": false, "submissionEligible": true, "throughputPerHour": 33.5, "waiting": 4019 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1148.4303797468356, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2571838251759365, "queueFactor": 0.9467065541340882, "queueWeight": 0.9467065541340882, "recentSuccess": 15, "recentSuccessRate": 0.189873417721519, "recentTerminal": 79, "recentWilsonLowerBound": 0.11858126823689084, "running": 7, "selectionWeight": 0.24347761291133463, "stale": false, "submissionEligible": false, "throughputPerHour": 13.166666666666666, "waiting": 15121 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 456.78260869565213, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3141166616811836, "queueFactor": 1.0871129033899978, "queueWeight": 1.0871129033899978, "recentSuccess": 22, "recentSuccessRate": 0.19130434782608696, "recentTerminal": 115, "recentWilsonLowerBound": 0.12986500788825311, "running": 7, "selectionWeight": 0.34148027608340514, "stale": false, "submissionEligible": false, "throughputPerHour": 19.166666666666668, "waiting": 8755 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.944954128440365, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 8, "recentSuccessRate": 0.024464831804281346, "recentTerminal": 327, "recentWilsonLowerBound": 0.012447587952841685, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 54.5, "waiting": 2395 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 130.23214285714286, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.25633711117295016, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.16071428571428573, "recentTerminal": 224, "recentWilsonLowerBound": 0.11840365434309055, "running": 12, "selectionWeight": 0.33323824452483525, "stale": false, "submissionEligible": false, "throughputPerHour": 37.333333333333336, "waiting": 4862 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2459.230769230769, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.8698305417053126, "queueFactor": 0.8445224366299385, "queueWeight": 0.8445224366299385, "recentSuccess": 13, "recentSuccessRate": 0.3333333333333333, "recentTerminal": 39, "recentWilsonLowerBound": 0.2063276610691516, "running": 2, "selectionWeight": 0.7345914085361099, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 15985 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 396.53793103448277, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.7882404829000498, "queueFactor": 1.110422809631372, "queueWeight": 1.110422809631372, "recentSuccess": 38, "recentSuccessRate": 0.2620689655172414, "recentTerminal": 145, "recentWilsonLowerBound": 0.19729399026575561, "running": 8, "selectionWeight": 0.8752802116870627, "stale": false, "submissionEligible": true, "throughputPerHour": 24.166666666666668, "waiting": 9583 }, "MetaX_c-500": { "available": true, "backlogHours": 697.2527472527473, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7195130410677124, "queueFactor": 1.0202874614615136, "queueWeight": 1.0202874614615136, "recentSuccess": 34, "recentSuccessRate": 0.37362637362637363, "recentTerminal": 91, "recentWilsonLowerBound": 0.28124813194188497, "running": 4, "selectionWeight": 1.7543975956209437, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 10575 }, "Mthreads_s4000": { "available": true, "backlogHours": 2439.0, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8455695101085451, "queueWeight": 0.8455695101085451, "recentSuccess": 24, "recentSuccessRate": 0.46153846153846156, "recentTerminal": 52, "recentWilsonLowerBound": 0.3334025986239788, "running": 4, "selectionWeight": 2.113923775271363, "stale": false, "submissionEligible": true, "throughputPerHour": 8.666666666666666, "waiting": 21138 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2739.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.25046012170546506, "queueFactor": 0.8309832690507093, "queueWeight": 0.8309832690507093, "recentSuccess": 8, "recentSuccessRate": 0.2222222222222222, "recentTerminal": 36, "recentWilsonLowerBound": 0.11716192974839595, "running": 2, "selectionWeight": 0.20812817070164585, "stale": false, "submissionEligible": false, "throughputPerHour": 6.0, "waiting": 16434 }, "Vastai_va16": { "available": true, "backlogHours": 797.1509433962264, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.792325312153416, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 29, "recentSuccessRate": 0.27358490566037735, "recentTerminal": 106, "recentWilsonLowerBound": 0.19775807122187763, "running": 16, "selectionWeight": 0.792325312153416, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 14083 }, "hygon_k100-ai": { "available": true, "backlogHours": 845.4146341463414, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.5641745665157082, "queueFactor": 0.9912212877042264, "queueWeight": 0.9912212877042264, "recentSuccess": 29, "recentSuccessRate": 0.23577235772357724, "recentTerminal": 123, "recentWilsonLowerBound": 0.169470182254119, "running": 6, "selectionWeight": 0.559221840311674, "stale": false, "submissionEligible": true, "throughputPerHour": 20.5, "waiting": 17331 } }, "queueAttemptedAt": "2026-09-26T21:57:04.583299+00:00", "queueError": null, "queueUpdatedAt": "2026-09-26T21:57:04.583299+00:00", "supportedGpus": [ "Vastai_va16", "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "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 }