{ "communityAttemptedAt": "2026-09-12T07:32:44.113975+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-12T07:32:44.113975+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": "2026-09-12T07:38:42.846788+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 900.9230769230769, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8915034260303232, "queueFactor": 0.9899371017057625, "queueWeight": 0.9899371017057625, "recentSuccess": 54, "recentSuccessRate": 0.34615384615384615, "recentTerminal": 156, "recentWilsonLowerBound": 0.27600507509161326, "running": 8, "selectionWeight": 0.8825323177252158, "stale": false, "submissionEligible": true, "throughputPerHour": 26.0, "waiting": 23424 }, "Ascend_910-b4": { "available": true, "backlogHours": 1021.4906832298137, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8689794500818647, "queueFactor": 0.971461506476151, "queueWeight": 0.971461506476151, "recentSuccess": 55, "recentSuccessRate": 0.3416149068322981, "recentTerminal": 161, "recentWilsonLowerBound": 0.2728132581070264, "running": 8, "selectionWeight": 0.8441800856733456, "stale": false, "submissionEligible": true, "throughputPerHour": 26.833333333333332, "waiting": 27410 }, "Biren_166m": { "available": true, "backlogHours": 158.94797687861274, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.23041349517100687, "queueFactor": 1.2841699629708436, "queueWeight": 1.2841699629708436, "recentSuccess": 35, "recentSuccessRate": 0.2023121387283237, "recentTerminal": 173, "recentWilsonLowerBound": 0.14921733969871423, "running": 8, "selectionWeight": 0.29589008956173457, "stale": false, "submissionEligible": true, "throughputPerHour": 28.833333333333332, "waiting": 4583 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1077.75, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26001895663934654, "queueFactor": 0.9636804605921052, "queueWeight": 0.9636804605921052, "recentSuccess": 19, "recentSuccessRate": 0.2375, "recentTerminal": 80, "recentWilsonLowerBound": 0.15764551183088746, "running": 7, "selectionWeight": 0.2505751878968841, "stale": false, "submissionEligible": true, "throughputPerHour": 13.333333333333334, "waiting": 14370 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 418.2047244094488, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.5006824908525629, "queueFactor": 1.1107144397786952, "queueWeight": 1.1107144397786952, "recentSuccess": 36, "recentSuccessRate": 0.28346456692913385, "recentTerminal": 127, "recentWilsonLowerBound": 0.21233709936296657, "running": 7, "selectionWeight": 0.5561152723343061, "stale": false, "submissionEligible": true, "throughputPerHour": 21.166666666666668, "waiting": 8852 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 44.26315789473684, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.03216374269005848, "recentTerminal": 342, "recentWilsonLowerBound": 0.01805272147959169, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.0, "waiting": 2523 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 78.5050505050505, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.21674310397682828, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 55, "recentSuccessRate": 0.18518518518518517, "recentTerminal": 297, "recentWilsonLowerBound": 0.14512604946176072, "running": 4, "selectionWeight": 0.28176603516987675, "stale": false, "submissionEligible": true, "throughputPerHour": 49.5, "waiting": 3886 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2652.514285714286, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.48005439005441686, "queueFactor": 0.8419030801075725, "queueWeight": 0.8419030801075725, "recentSuccess": 12, "recentSuccessRate": 0.34285714285714286, "recentTerminal": 35, "recentWilsonLowerBound": 0.20831495282688925, "running": 2, "selectionWeight": 0.4041592696059756, "stale": false, "submissionEligible": true, "throughputPerHour": 5.833333333333333, "waiting": 15473 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 833.2405063291139, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26760814876377, "queueFactor": 1.0016020436748048, "queueWeight": 1.0016020436748048, "recentSuccess": 19, "recentSuccessRate": 0.24050632911392406, "recentTerminal": 79, "recentWilsonLowerBound": 0.15972056887933211, "running": 7, "selectionWeight": 0.2680368687058232, "stale": false, "submissionEligible": true, "throughputPerHour": 13.166666666666666, "waiting": 10971 }, "MetaX_c-500": { "available": true, "backlogHours": 656.7692307692308, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.44726062077430856, "queueFactor": 1.03800354901774, "queueWeight": 1.03800354901774, "recentSuccess": 29, "recentSuccessRate": 0.27884615384615385, "recentTerminal": 104, "recentWilsonLowerBound": 0.20172158008187036, "running": 4, "selectionWeight": 0.4642581116996098, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 11384 }, "Mthreads_s4000": { "available": true, "backlogHours": 2123.3, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8704805148627496, "queueWeight": 0.8704805148627496, "recentSuccess": 34, "recentSuccessRate": 0.5666666666666667, "recentTerminal": 60, "recentWilsonLowerBound": 0.4410321465469486, "running": 4, "selectionWeight": 2.176201287156874, "stale": false, "submissionEligible": true, "throughputPerHour": 10.0, "waiting": 21233 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2609.6363636363635, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.11030473581380777, "queueFactor": 0.8439636832459588, "queueWeight": 0.8439636832459588, "recentSuccess": 7, "recentSuccessRate": 0.21212121212121213, "recentTerminal": 33, "recentWilsonLowerBound": 0.10675886566436177, "running": 2, "selectionWeight": 0.09309319111689364, "stale": false, "submissionEligible": true, "throughputPerHour": 5.5, "waiting": 14353 }, "Vastai_va16": { "available": true, "backlogHours": 851.12, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 1.7057970750510343, "queueFactor": 0.9984173945701551, "queueWeight": 0.9984173945701551, "recentSuccess": 36, "recentSuccessRate": 0.48, "recentTerminal": 75, "recentWilsonLowerBound": 0.37068921756788065, "running": 16, "selectionWeight": 1.703097471337845, "stale": false, "submissionEligible": true, "throughputPerHour": 12.5, "waiting": 10639 }, "hygon_k100-ai": { "available": true, "backlogHours": 635.4216867469879, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 2.1542033925668194, "queueFactor": 1.0431612670177985, "queueWeight": 1.0431612670177985, "recentSuccess": 43, "recentSuccessRate": 0.5180722891566265, "recentTerminal": 83, "recentWilsonLowerBound": 0.41217569697662826, "running": 6, "selectionWeight": 2.247181540404043, "stale": false, "submissionEligible": true, "throughputPerHour": 13.833333333333334, "waiting": 8790 } }, "queueAttemptedAt": "2026-09-12T07:32:44.113975+00:00", "queueError": null, "queueUpdatedAt": "2026-09-12T07:32:44.113975+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 }