{ "communityAttemptedAt": "2026-09-12T16:24:40.081788+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-12T16:24:40.081788+00:00", "frameworkAttemptedAt": "2026-09-12T14:19:16.716321+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38626, "officialConfigError": null, "officialConfigValid": true, "successCount": 18499, "successRate": 0.4789261119453218, "wilsonLowerBound": 0.47394649632540753 }, "vllm": { "framework": "vllm", "modelCount": 51058, "officialConfigError": null, "officialConfigValid": true, "successCount": 14417, "successRate": 0.282365153355008, "wilsonLowerBound": 0.278476995171167 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1977, "officialConfigError": null, "officialConfigValid": true, "successCount": 521, "successRate": 0.2635306019221042, "wilsonLowerBound": 0.24458278760933333 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31746, "officialConfigError": null, "officialConfigValid": true, "successCount": 13740, "successRate": 0.4328104328104328, "wilsonLowerBound": 0.4273685342590876 }, "vllm": { "framework": "vllm", "modelCount": 36806, "officialConfigError": null, "officialConfigValid": true, "successCount": 10515, "successRate": 0.2856871162310493, "wilsonLowerBound": 0.28109451387627166 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7434, "officialConfigError": null, "officialConfigValid": true, "successCount": 3316, "successRate": 0.44605864944847995, "wilsonLowerBound": 0.43478954426745703 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63829, "officialConfigError": null, "officialConfigValid": true, "successCount": 12064, "successRate": 0.1890049977283053, "wilsonLowerBound": 0.18598641219294149 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14919, "officialConfigError": null, "officialConfigValid": true, "successCount": 2988, "successRate": 0.2002815202091293, "wilsonLowerBound": 0.19393696740039917 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5372, "officialConfigError": null, "officialConfigValid": true, "successCount": 44, "successRate": 0.008190618019359643, "wilsonLowerBound": 0.006107189758101726 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26015, "officialConfigError": null, "officialConfigValid": true, "successCount": 3195, "successRate": 0.12281376129156256, "wilsonLowerBound": 0.11888082074854388 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16456, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10160427807486631, "wilsonLowerBound": 0.09708067184513666 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9814, "officialConfigError": null, "officialConfigValid": true, "successCount": 4236, "successRate": 0.4316282861218667, "wilsonLowerBound": 0.4218574131361622 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24057, "officialConfigError": null, "officialConfigValid": true, "successCount": 3775, "successRate": 0.1569189840794779, "wilsonLowerBound": 0.1523775082500972 }, "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": 40230, "officialConfigError": null, "officialConfigValid": true, "successCount": 10168, "successRate": 0.2527467064379816, "wilsonLowerBound": 0.24852369167391092 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22954, "officialConfigError": null, "officialConfigValid": true, "successCount": 3031, "successRate": 0.13204670209985186, "wilsonLowerBound": 0.12772856208412017 }, "vllm": { "framework": "vllm", "modelCount": 86511, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11284114158893088, "wilsonLowerBound": 0.11074990080814069 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38920, "officialConfigError": null, "officialConfigValid": true, "successCount": 4767, "successRate": 0.12248201438848921, "wilsonLowerBound": 0.11926210073586753 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 27114, "officialConfigError": null, "officialConfigValid": true, "successCount": 3275, "successRate": 0.12078630965552851, "wilsonLowerBound": 0.11696097257592296 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87668, "officialConfigError": null, "officialConfigValid": true, "successCount": 20458, "successRate": 0.23335766756399143, "wilsonLowerBound": 0.23056948543030997 }, "transformers": { "framework": "transformers", "modelCount": 5084, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11054287962234462, "wilsonLowerBound": 0.10221569677186716 }, "vllm": { "framework": "vllm", "modelCount": 112448, "officialConfigError": null, "officialConfigValid": true, "successCount": 16504, "successRate": 0.146770062606716, "wilsonLowerBound": 0.14471374195355594 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15805, "officialConfigError": null, "officialConfigValid": true, "successCount": 3221, "successRate": 0.20379626700411263, "wilsonLowerBound": 0.19758846020016793 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42606, "officialConfigError": null, "officialConfigValid": true, "successCount": 5539, "successRate": 0.13000516359198236, "wilsonLowerBound": 0.12684504698914276 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6178, "officialConfigError": null, "officialConfigValid": true, "successCount": 480, "successRate": 0.07769504694075753, "wilsonLowerBound": 0.07127916994158515 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30162, "officialConfigError": null, "officialConfigValid": true, "successCount": 5191, "successRate": 0.1721039718851535, "wilsonLowerBound": 0.16788579827164005 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60759, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.20373936371566354, "wilsonLowerBound": 0.20055544358638108 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6343, "officialConfigError": null, "officialConfigValid": true, "successCount": 1877, "successRate": 0.29591675863156236, "wilsonLowerBound": 0.28480975441903006 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11937, "officialConfigError": null, "officialConfigValid": true, "successCount": 3120, "successRate": 0.26137220407137474, "wilsonLowerBound": 0.25356760499007713 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58830, "officialConfigError": null, "officialConfigValid": true, "successCount": 16014, "successRate": 0.2722080571137175, "wilsonLowerBound": 0.2686262634554784 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 46002, "officialConfigError": null, "officialConfigValid": true, "successCount": 19992, "successRate": 0.43458980044345896, "wilsonLowerBound": 0.4300655410632596 }, "vllm": { "framework": "vllm", "modelCount": 35595, "officialConfigError": null, "officialConfigValid": true, "successCount": 3067, "successRate": 0.08616378704874281, "wilsonLowerBound": 0.08329312937803489 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 266, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6275, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.03059760956175299, "wilsonLowerBound": 0.026615110833495575 }, "vllm": { "framework": "vllm", "modelCount": 10003, "officialConfigError": null, "officialConfigValid": true, "successCount": 730, "successRate": 0.0729781065680296, "wilsonLowerBound": 0.06804317517685986 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 5518, "officialConfigError": null, "officialConfigValid": true, "successCount": 2313, "successRate": 0.4191736136281261, "wilsonLowerBound": 0.4062150216313554 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7366, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.0319033396687483, "wilsonLowerBound": 0.028127525443756914 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10366, "officialConfigError": null, "officialConfigValid": true, "successCount": 3565, "successRate": 0.3439127918194096, "wilsonLowerBound": 0.334827722530341 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25916, "officialConfigError": null, "officialConfigValid": true, "successCount": 13083, "successRate": 0.5048232751967896, "wilsonLowerBound": 0.4987357509818255 }, "vllm": { "framework": "vllm", "modelCount": 60577, "officialConfigError": null, "officialConfigValid": true, "successCount": 5889, "successRate": 0.09721511464747347, "wilsonLowerBound": 0.09488141208956657 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12185, "officialConfigError": null, "officialConfigValid": true, "successCount": 1705, "successRate": 0.13992613869511694, "wilsonLowerBound": 0.13387983491033548 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-12T16:27:54.476223+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 960.2465753424658, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.9890505747910306, "queueFactor": 0.9967287465657729, "queueWeight": 0.9967287465657729, "recentSuccess": 53, "recentSuccessRate": 0.363013698630137, "recentTerminal": 146, "recentWilsonLowerBound": 0.2894499707372977, "running": 8, "selectionWeight": 0.9858151397016213, "stale": false, "submissionEligible": true, "throughputPerHour": 24.333333333333332, "waiting": 23366 }, "Ascend_910-b4": { "available": true, "backlogHours": 1256.3816793893131, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.2710595882203908, "queueFactor": 0.9573398997638228, "queueWeight": 0.9573398997638228, "recentSuccess": 53, "recentSuccessRate": 0.40458015267175573, "recentTerminal": 131, "recentWilsonLowerBound": 0.3244106182615046, "running": 8, "selectionWeight": 1.2168360587807547, "stale": false, "submissionEligible": true, "throughputPerHour": 21.833333333333332, "waiting": 27431 }, "Biren_166m": { "available": true, "backlogHours": 176.07692307692307, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.38548137715261616, "queueFactor": 1.2855205776014809, "queueWeight": 1.2855205776014809, "recentSuccess": 39, "recentSuccessRate": 0.25, "recentTerminal": 156, "recentWilsonLowerBound": 0.1886108391729631, "running": 8, "selectionWeight": 0.49554424261184543, "stale": false, "submissionEligible": true, "throughputPerHour": 26.0, "waiting": 4578 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1769.7551020408164, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.2762778615022629, "queueFactor": 0.9093842390475332, "queueWeight": 0.9093842390475332, "recentSuccess": 13, "recentSuccessRate": 0.2653061224489796, "recentTerminal": 49, "recentWilsonLowerBound": 0.1621113124514944, "running": 7, "selectionWeight": 0.2512427328479151, "stale": false, "submissionEligible": true, "throughputPerHour": 8.166666666666666, "waiting": 14453 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 500.4905660377358, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.38966018638859945, "queueFactor": 1.0990691420140584, "queueWeight": 1.0990691420140584, "recentSuccess": 28, "recentSuccessRate": 0.2641509433962264, "recentTerminal": 106, "recentWilsonLowerBound": 0.18953748624976913, "running": 7, "selectionWeight": 0.42826348673115605, "stale": false, "submissionEligible": true, "throughputPerHour": 17.666666666666668, "waiting": 8842 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.8159509202454, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 21, "recentSuccessRate": 0.06441717791411043, "recentTerminal": 326, "recentWilsonLowerBound": 0.042515119383828834, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 54.333333333333336, "waiting": 2435 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 85.17437722419929, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.056532509928831645, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 31, "recentSuccessRate": 0.1103202846975089, "recentTerminal": 281, "recentWilsonLowerBound": 0.07881516120537393, "running": 0, "selectionWeight": 0.07349226290748113, "stale": false, "submissionEligible": true, "throughputPerHour": 46.833333333333336, "waiting": 3989 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2825.2727272727275, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5510261430981528, "queueFactor": 0.8477647259544795, "queueWeight": 0.8477647259544795, "recentSuccess": 12, "recentSuccessRate": 0.36363636363636365, "recentTerminal": 33, "recentWilsonLowerBound": 0.22186966167959873, "running": 2, "selectionWeight": 0.4671405271973593, "stale": false, "submissionEligible": true, "throughputPerHour": 5.5, "waiting": 15539 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 918.75, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.38095743031506635, "queueFactor": 1.0033554086820782, "queueWeight": 1.0033554086820782, "recentSuccess": 20, "recentSuccessRate": 0.2777777777777778, "recentTerminal": 72, "recentWilsonLowerBound": 0.18760146005322942, "running": 7, "selectionWeight": 0.3822356981842477, "stale": false, "submissionEligible": true, "throughputPerHour": 12.0, "waiting": 11025 }, "MetaX_c-500": { "available": true, "backlogHours": 776.9318181818182, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.3517920617530913, "queueFactor": 1.0289089921873265, "queueWeight": 1.0289089921873265, "recentSuccess": 23, "recentSuccessRate": 0.26136363636363635, "recentTerminal": 88, "recentWilsonLowerBound": 0.18093113139383876, "running": 4, "selectionWeight": 0.3619620157178749, "stale": false, "submissionEligible": true, "throughputPerHour": 14.666666666666666, "waiting": 11395 }, "Mthreads_s4000": { "available": true, "backlogHours": 1866.8695652173913, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.5129104109755034, "queueFactor": 0.9021262136819495, "queueWeight": 0.9021262136819495, "recentSuccess": 32, "recentSuccessRate": 0.463768115942029, "recentTerminal": 69, "recentWilsonLowerBound": 0.35113991297637237, "running": 4, "selectionWeight": 1.364836140693333, "stale": false, "submissionEligible": true, "throughputPerHour": 11.5, "waiting": 21469 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 3765.1304347826085, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5494107891827026, "queueFactor": 0.8120212508936975, "queueWeight": 0.8120212508936975, "recentSuccess": 9, "recentSuccessRate": 0.391304347826087, "recentTerminal": 23, "recentWilsonLowerBound": 0.22157377982382145, "running": 2, "selectionWeight": 0.44613323628663165, "stale": false, "submissionEligible": true, "throughputPerHour": 3.8333333333333335, "waiting": 14433 }, "Vastai_va16": { "available": true, "backlogHours": 1011.09375, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.18477643283227568, "queueFactor": 0.9890441648741368, "queueWeight": 0.9890441648741368, "recentSuccess": 14, "recentSuccessRate": 0.21875, "recentTerminal": 64, "recentWilsonLowerBound": 0.13502197461349752, "running": 16, "selectionWeight": 0.18275205269902015, "stale": false, "submissionEligible": true, "throughputPerHour": 10.666666666666666, "waiting": 10785 }, "hygon_k100-ai": { "available": true, "backlogHours": 702.6, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.5, "queueFactor": 1.0445474594493385, "queueWeight": 1.0445474594493385, "recentSuccess": 44, "recentSuccessRate": 0.55, "recentTerminal": 80, "recentWilsonLowerBound": 0.4411931301173402, "running": 6, "selectionWeight": 2.6113686486233463, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 9368 } }, "queueAttemptedAt": "2026-09-12T16:27:54.476223+00:00", "queueError": null, "queueUpdatedAt": "2026-09-12T16:27:54.476223+00:00", "supportedGpus": [ "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Cambricon_mlu-370-x4", "Iluvatar_bi-150", "Ascend_910-b4", "hygon_k100-ai", "Ascend_910-b3", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Biren_166m", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }