{ "communityAttemptedAt": "2026-09-12T02:07:26.387440+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-12T02:07:26.387440+00:00", "frameworkAttemptedAt": "2026-09-12T02:15:54.616744+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 38541, "officialConfigError": null, "officialConfigValid": true, "successCount": 18436, "successRate": 0.4783477335824187, "wilsonLowerBound": 0.4733629372648022 }, "vllm": { "framework": "vllm", "modelCount": 50912, "officialConfigError": null, "officialConfigValid": true, "successCount": 14389, "successRate": 0.28262492143306095, "wilsonLowerBound": 0.27873010642293655 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1926, "officialConfigError": null, "officialConfigValid": true, "successCount": 502, "successRate": 0.26064382139148495, "wilsonLowerBound": 0.2415284935277956 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 31662, "officialConfigError": null, "officialConfigValid": true, "successCount": 13687, "successRate": 0.43228475775377423, "wilsonLowerBound": 0.4268365088733383 }, "vllm": { "framework": "vllm", "modelCount": 36746, "officialConfigError": null, "officialConfigValid": true, "successCount": 10497, "successRate": 0.2856637457138192, "wilsonLowerBound": 0.2810675297822268 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7325, "officialConfigError": null, "officialConfigValid": true, "successCount": 3285, "successRate": 0.4484641638225256, "wilsonLowerBound": 0.4371046746114518 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 63821, "officialConfigError": null, "officialConfigValid": true, "successCount": 12064, "successRate": 0.1890286896162705, "wilsonLowerBound": 0.18600976866262015 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14658, "officialConfigError": null, "officialConfigValid": true, "successCount": 2919, "successRate": 0.1991404011461318, "wilsonLowerBound": 0.19275447675833585 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5308, "officialConfigError": null, "officialConfigValid": true, "successCount": 42, "successRate": 0.007912584777694047, "wilsonLowerBound": 0.005859347426927158 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26005, "officialConfigError": null, "officialConfigValid": true, "successCount": 3194, "successRate": 0.1228225341280523, "wilsonLowerBound": 0.11888872435097916 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16455, "officialConfigError": null, "officialConfigValid": true, "successCount": 1672, "successRate": 0.10161045274992403, "wilsonLowerBound": 0.09708658609121286 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 9714, "officialConfigError": null, "officialConfigValid": true, "successCount": 4207, "successRate": 0.4330862672431542, "wilsonLowerBound": 0.4232608548236391 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24049, "officialConfigError": null, "officialConfigValid": true, "successCount": 3774, "successRate": 0.15692960206245582, "wilsonLowerBound": 0.1523872518123021 }, "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": 40004, "officialConfigError": null, "officialConfigValid": true, "successCount": 10113, "successRate": 0.2527997200279972, "wilsonLowerBound": 0.24856456021584206 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 22940, "officialConfigError": null, "officialConfigValid": true, "successCount": 3030, "successRate": 0.13208369659982563, "wilsonLowerBound": 0.127763731592083 }, "vllm": { "framework": "vllm", "modelCount": 86503, "officialConfigError": null, "officialConfigValid": true, "successCount": 9762, "successRate": 0.11285157740193982, "wilsonLowerBound": 0.11076015516420577 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 38817, "officialConfigError": null, "officialConfigValid": true, "successCount": 4759, "successRate": 0.12260092227632223, "wilsonLowerBound": 0.11937541564816237 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 26762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3251, "successRate": 0.12147821538001644, "wilsonLowerBound": 0.11761843407739431 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 87584, "officialConfigError": null, "officialConfigValid": true, "successCount": 20419, "successRate": 0.23313618925831203, "wilsonLowerBound": 0.2303476109130513 }, "transformers": { "framework": "transformers", "modelCount": 5077, "officialConfigError": null, "officialConfigValid": true, "successCount": 562, "successRate": 0.11069529249556825, "wilsonLowerBound": 0.10235726011979768 }, "vllm": { "framework": "vllm", "modelCount": 112438, "officialConfigError": null, "officialConfigValid": true, "successCount": 16503, "successRate": 0.1467742222380334, "wilsonLowerBound": 0.14471778627145027 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 15746, "officialConfigError": null, "officialConfigValid": true, "successCount": 3218, "successRate": 0.20436936364791058, "wilsonLowerBound": 0.19814336420034145 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 42575, "officialConfigError": null, "officialConfigValid": true, "successCount": 5536, "successRate": 0.1300293599530241, "wilsonLowerBound": 0.12686785021894306 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6119, "officialConfigError": null, "officialConfigValid": true, "successCount": 477, "successRate": 0.07795391403824155, "wilsonLowerBound": 0.07149805031425802 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 198, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18181818181818182, "wilsonLowerBound": 0.1343204258911728 }, "vllm": { "framework": "vllm", "modelCount": 30088, "officialConfigError": null, "officialConfigValid": true, "successCount": 5162, "successRate": 0.17156341398564212, "wilsonLowerBound": 0.16734548915353242 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 60752, "officialConfigError": null, "officialConfigValid": true, "successCount": 12379, "successRate": 0.20376283908348697, "wilsonLowerBound": 0.20057859784515591 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6263, "officialConfigError": null, "officialConfigValid": true, "successCount": 1850, "successRate": 0.295385597956251, "wilsonLowerBound": 0.2842149176841364 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 11881, "officialConfigError": null, "officialConfigValid": true, "successCount": 3110, "successRate": 0.2617624779059002, "wilsonLowerBound": 0.25393576113613503 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 58663, "officialConfigError": null, "officialConfigValid": true, "successCount": 15969, "successRate": 0.27221587712868417, "wilsonLowerBound": 0.268628977360432 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 45955, "officialConfigError": null, "officialConfigValid": true, "successCount": 19957, "successRate": 0.4342726580350343, "wilsonLowerBound": 0.42974649868471293 }, "vllm": { "framework": "vllm", "modelCount": 35519, "officialConfigError": null, "officialConfigValid": true, "successCount": 3042, "successRate": 0.08564430304907232, "wilsonLowerBound": 0.0827786607490755 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 256, "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": 5481, "officialConfigError": null, "officialConfigValid": true, "successCount": 2296, "successRate": 0.41890166028097064, "wilsonLowerBound": 0.40590099309881633 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7365, "officialConfigError": null, "officialConfigValid": true, "successCount": 235, "successRate": 0.031907671418873046, "wilsonLowerBound": 0.028131351489675802 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10236, "officialConfigError": null, "officialConfigValid": true, "successCount": 3533, "successRate": 0.3451543571707698, "wilsonLowerBound": 0.33600383588328175 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 25834, "officialConfigError": null, "officialConfigValid": true, "successCount": 13025, "successRate": 0.5041805372764574, "wilsonLowerBound": 0.49808338477967157 }, "vllm": { "framework": "vllm", "modelCount": 60539, "officialConfigError": null, "officialConfigValid": true, "successCount": 5882, "successRate": 0.0971605081022151, "wilsonLowerBound": 0.09482667611951202 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12146, "officialConfigError": null, "officialConfigValid": true, "successCount": 1687, "successRate": 0.13889346286843404, "wilsonLowerBound": 0.13285707525594348 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-12T02:22:04.875851+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 837.5357142857143, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.052433557433784, "queueFactor": 1.0018087277273344, "queueWeight": 1.0018087277273344, "recentSuccess": 49, "recentSuccessRate": 0.2916666666666667, "recentTerminal": 168, "recentWilsonLowerBound": 0.22820453217253062, "running": 9, "selectionWeight": 1.0543371231902916, "stale": false, "submissionEligible": true, "throughputPerHour": 28.0, "waiting": 23451 }, "Ascend_910-b4": { "available": true, "backlogHours": 990.3975903614457, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.400566195214753, "queueFactor": 0.9769309642540138, "queueWeight": 0.9769309642540138, "recentSuccess": 67, "recentSuccessRate": 0.4036144578313253, "recentTerminal": 166, "recentWilsonLowerBound": 0.3319751901752603, "running": 9, "selectionWeight": 2.3451874478467376, "stale": false, "submissionEligible": true, "throughputPerHour": 27.666666666666668, "waiting": 27401 }, "Biren_166m": { "available": true, "backlogHours": 167.34146341463415, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.40004786356923555, "queueFactor": 1.2755420398441675, "queueWeight": 1.2755420398441675, "recentSuccess": 33, "recentSuccessRate": 0.20121951219512196, "recentTerminal": 164, "recentWilsonLowerBound": 0.14702038949834256, "running": 10, "selectionWeight": 0.5102778679324039, "stale": false, "submissionEligible": true, "throughputPerHour": 27.333333333333332, "waiting": 4574 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1459.6271186440677, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 1.4122053733273123, "queueFactor": 0.9217200244767877, "queueWeight": 0.9217200244767877, "recentSuccess": 22, "recentSuccessRate": 0.3728813559322034, "recentTerminal": 59, "recentWilsonLowerBound": 0.2608381803258515, "running": 7, "selectionWeight": 1.3016579712695013, "stale": false, "submissionEligible": true, "throughputPerHour": 9.833333333333334, "waiting": 14353 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 457.7586206896552, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.68373709817879, "queueFactor": 1.0968312902545625, "queueWeight": 1.0968312902545625, "recentSuccess": 30, "recentSuccessRate": 0.25862068965517243, "recentTerminal": 116, "recentWilsonLowerBound": 0.18757950357929473, "running": 7, "selectionWeight": 0.7499442435903527, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 8850 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 45.41860465116279, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 13, "recentSuccessRate": 0.0377906976744186, "recentTerminal": 344, "recentWilsonLowerBound": 0.022215689570332996, "running": 27, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.333333333333336, "waiting": 2604 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 179.72307692307692, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.0544262020539332, "queueFactor": 1.261957515650887, "queueWeight": 1.261957515650887, "recentSuccess": 13, "recentSuccessRate": 0.1, "recentTerminal": 130, "recentWilsonLowerBound": 0.05937492270353047, "running": 8, "selectionWeight": 0.06868355473029475, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 3894 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2649.6, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.6672242285181118, "queueFactor": 0.8428654732524935, "queueWeight": 0.8428654732524935, "recentSuccess": 11, "recentSuccessRate": 0.3142857142857143, "recentTerminal": 35, "recentWilsonLowerBound": 0.18550658059782457, "running": 2, "selectionWeight": 0.5623802651354481, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 15456 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 864.8684210526317, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.9935241170818477, "queueFactor": 0.9969945980998147, "queueWeight": 0.9969945980998147, "recentSuccess": 24, "recentSuccessRate": 0.3157894736842105, "recentTerminal": 76, "recentWilsonLowerBound": 0.22230704805907556, "running": 8, "selectionWeight": 0.9905381778124901, "stale": false, "submissionEligible": true, "throughputPerHour": 12.666666666666666, "waiting": 10955 }, "MetaX_c-500": { "available": true, "backlogHours": 794.7906976744185, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7470592901111972, "queueFactor": 1.0097117145406986, "queueWeight": 1.0097117145406986, "recentSuccess": 24, "recentSuccessRate": 0.27906976744186046, "recentTerminal": 86, "recentWilsonLowerBound": 0.19528545330537803, "running": 4, "selectionWeight": 0.7543145166817341, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 11392 }, "Mthreads_s4000": { "available": true, "backlogHours": 2116.1, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.7252837150562677, "queueFactor": 0.8717759486842743, "queueWeight": 0.8717759486842743, "recentSuccess": 24, "recentSuccessRate": 0.4, "recentTerminal": 60, "recentWilsonLowerBound": 0.28569303003765506, "running": 4, "selectionWeight": 1.5040608474427068, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 21161 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 5052.0, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 2.059362532432102, "queueFactor": 0.7650957859784014, "queueWeight": 0.7650957859784014, "recentSuccess": 9, "recentSuccessRate": 0.5294117647058824, "recentTerminal": 17, "recentWilsonLowerBound": 0.3096289731154949, "running": 2, "selectionWeight": 1.5756095953656104, "stale": false, "submissionEligible": false, "throughputPerHour": 2.8333333333333335, "waiting": 14314 }, "Vastai_va16": { "available": true, "backlogHours": 857.8378378378378, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 2.5, "queueFactor": 0.9982160109442372, "queueWeight": 0.9982160109442372, "recentSuccess": 33, "recentSuccessRate": 0.44594594594594594, "recentTerminal": 74, "recentWilsonLowerBound": 0.33815638584551055, "running": 16, "selectionWeight": 2.495540027360593, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 10580 }, "hygon_k100-ai": { "available": true, "backlogHours": 620.7142857142857, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.0094403438471895, "queueFactor": 1.0478558687891744, "queueWeight": 1.0478558687891744, "recentSuccess": 34, "recentSuccessRate": 0.40476190476190477, "recentTerminal": 84, "recentWilsonLowerBound": 0.30619436084009855, "running": 6, "selectionWeight": 2.105603857282014, "stale": false, "submissionEligible": true, "throughputPerHour": 14.0, "waiting": 8690 } }, "queueAttemptedAt": "2026-09-12T02:19:14.907341+00:00", "queueError": null, "queueUpdatedAt": "2026-09-12T02:19:14.907341+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 }