{ "communityAttemptedAt": "2026-09-28T07:12:51.879133+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T07:12:51.879133+00:00", "frameworkAttemptedAt": "2026-09-28T05:29:38.757504+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34416, "officialConfigError": null, "officialConfigValid": true, "successCount": 15620, "successRate": 0.453858670385867, "wilsonLowerBound": 0.4486040752665093 }, "vllm": { "framework": "vllm", "modelCount": 38323, "officialConfigError": null, "officialConfigValid": true, "successCount": 10805, "successRate": 0.2819455679357044, "wilsonLowerBound": 0.2774626710671131 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10520, "officialConfigError": null, "officialConfigValid": true, "successCount": 4418, "successRate": 0.4199619771863118, "wilsonLowerBound": 0.41056135629944535 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64126, "officialConfigError": null, "officialConfigValid": true, "successCount": 12091, "successRate": 0.18855066587655553, "wilsonLowerBound": 0.185541858867957 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22599, "officialConfigError": null, "officialConfigValid": true, "successCount": 4666, "successRate": 0.2064693128014514, "wilsonLowerBound": 0.20124200126174852 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6889, "officialConfigError": null, "officialConfigValid": true, "successCount": 75, "successRate": 0.010886921178690665, "wilsonLowerBound": 0.008694589504160381 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26438, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.1228912928360693, "wilsonLowerBound": 0.11898841531930271 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16487, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10165585006368653, "wilsonLowerBound": 0.0971353627253932 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12803, "officialConfigError": null, "officialConfigValid": true, "successCount": 5281, "successRate": 0.41248144966023587, "wilsonLowerBound": 0.40398160818369533 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24435, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15535093104153877, "wilsonLowerBound": 0.15086316357720062 }, "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": 46444, "officialConfigError": null, "officialConfigValid": true, "successCount": 11572, "successRate": 0.24916027904573249, "wilsonLowerBound": 0.24524740578263718 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23535, "officialConfigError": null, "officialConfigValid": true, "successCount": 3093, "successRate": 0.13142128744423198, "wilsonLowerBound": 0.1271648270960522 }, "vllm": { "framework": "vllm", "modelCount": 86785, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11250792187590021, "wilsonLowerBound": 0.11042268813228984 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42718, "officialConfigError": null, "officialConfigValid": true, "successCount": 5236, "successRate": 0.12257128142703311, "wilsonLowerBound": 0.11949524285426359 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 37515, "officialConfigError": null, "officialConfigValid": true, "successCount": 3534, "successRate": 0.09420231907237105, "wilsonLowerBound": 0.09128775868903354 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90109, "officialConfigError": null, "officialConfigValid": true, "successCount": 21842, "successRate": 0.2423953212220755, "wilsonLowerBound": 0.2396082915408655 }, "transformers": { "framework": "transformers", "modelCount": 5371, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10780115434742134, "wilsonLowerBound": 0.0997855670958526 }, "vllm": { "framework": "vllm", "modelCount": 112739, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14657749314789026, "wilsonLowerBound": 0.1445249416624312 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 19902, "officialConfigError": null, "officialConfigValid": true, "successCount": 3698, "successRate": 0.18581047130941614, "wilsonLowerBound": 0.1804674092709296 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43205, "officialConfigError": null, "officialConfigValid": true, "successCount": 5621, "successRate": 0.1301006827913436, "wilsonLowerBound": 0.12696131987585094 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7269, "officialConfigError": null, "officialConfigValid": true, "successCount": 637, "successRate": 0.08763241161095062, "wilsonLowerBound": 0.08134795712848727 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32281, "officialConfigError": null, "officialConfigValid": true, "successCount": 6063, "successRate": 0.1878194603636814, "wilsonLowerBound": 0.18359601611509577 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61227, "officialConfigError": null, "officialConfigValid": true, "successCount": 12401, "successRate": 0.20254136247080537, "wilsonLowerBound": 0.19937663843856054 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10470, "officialConfigError": null, "officialConfigValid": true, "successCount": 3083, "successRate": 0.2944603629417383, "wilsonLowerBound": 0.28580616991767743 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14159, "officialConfigError": null, "officialConfigValid": true, "successCount": 3560, "successRate": 0.251430185747581, "wilsonLowerBound": 0.24435223333484743 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 63967, "officialConfigError": null, "officialConfigValid": true, "successCount": 17525, "successRate": 0.2739693904669595, "wilsonLowerBound": 0.2705267799759555 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 241, "officialConfigError": null, "officialConfigValid": true, "successCount": 155, "successRate": 0.6431535269709544, "wilsonLowerBound": 0.5808570824452765 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47274, "officialConfigError": null, "officialConfigValid": true, "successCount": 20891, "successRate": 0.4419131023395524, "wilsonLowerBound": 0.4374412371417048 }, "vllm": { "framework": "vllm", "modelCount": 37673, "officialConfigError": null, "officialConfigValid": true, "successCount": 3953, "successRate": 0.10492925968200037, "wilsonLowerBound": 0.10187474171470277 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 773, "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": 10042, "officialConfigError": null, "officialConfigValid": true, "successCount": 744, "successRate": 0.07408882692690699, "wilsonLowerBound": 0.06912729387165777 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 6424, "officialConfigError": null, "officialConfigValid": true, "successCount": 2775, "successRate": 0.4319738480697385, "wilsonLowerBound": 0.41990465208429023 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7394, "officialConfigError": null, "officialConfigValid": true, "successCount": 241, "successRate": 0.03259399513118745, "wilsonLowerBound": 0.028782966020733367 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14072, "officialConfigError": null, "officialConfigValid": true, "successCount": 4569, "successRate": 0.3246873223422399, "wilsonLowerBound": 0.3169992428851391 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27173, "officialConfigError": null, "officialConfigValid": true, "successCount": 13841, "successRate": 0.5093659146947337, "wilsonLowerBound": 0.5034209796217549 }, "vllm": { "framework": "vllm", "modelCount": 64263, "officialConfigError": null, "officialConfigValid": true, "successCount": 6619, "successRate": 0.10299861506621229, "wilsonLowerBound": 0.1006721885436488 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12942, "officialConfigError": null, "officialConfigValid": true, "successCount": 1967, "successRate": 0.15198578272291763, "wilsonLowerBound": 0.14590384284296412 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-28T07:18:33.466649+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1490.1538461538462, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.912597062217286, "queueWeight": 0.912597062217286, "recentSuccess": 53, "recentSuccessRate": 0.452991452991453, "recentTerminal": 117, "recentWilsonLowerBound": 0.3657188908863661, "running": 8, "selectionWeight": 2.281492655543215, "stale": false, "submissionEligible": true, "throughputPerHour": 19.5, "waiting": 29058 }, "Biren_166m": { "available": true, "backlogHours": 132.05797101449275, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.08624723224813469, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 24, "recentSuccessRate": 0.11594202898550725, "recentTerminal": 207, "recentWilsonLowerBound": 0.07916138338281849, "running": 8, "selectionWeight": 0.1121214019225751, "stale": false, "submissionEligible": false, "throughputPerHour": 34.5, "waiting": 4556 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1309.6901408450703, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.37933908120568816, "queueFactor": 0.9304401633331107, "queueWeight": 0.9304401633331107, "recentSuccess": 17, "recentSuccessRate": 0.23943661971830985, "recentTerminal": 71, "recentWilsonLowerBound": 0.1552081332501636, "running": 7, "selectionWeight": 0.35295231667565263, "stale": false, "submissionEligible": true, "throughputPerHour": 11.833333333333334, "waiting": 15498 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 503.77570093457945, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.4257048967672033, "queueFactor": 1.0738117459287353, "queueWeight": 1.0738117459287353, "recentSuccess": 25, "recentSuccessRate": 0.2336448598130841, "recentTerminal": 107, "recentWilsonLowerBound": 0.1635605614587961, "running": 7, "selectionWeight": 0.4571269184480026, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 8984 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 30.700934579439256, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.0514018691588785, "recentTerminal": 428, "recentWilsonLowerBound": 0.034186761438252694, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 71.33333333333333, "waiting": 2190 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 90.03614457831326, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.24336736320973731, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 54, "recentSuccessRate": 0.16265060240963855, "recentTerminal": 332, "recentWilsonLowerBound": 0.1268510033691169, "running": 12, "selectionWeight": 0.3163775721726585, "stale": false, "submissionEligible": false, "throughputPerHour": 55.333333333333336, "waiting": 4982 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2379.8048780487807, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.9528010843421415, "queueFactor": 0.8507119433900757, "queueWeight": 0.8507119433900757, "recentSuccess": 15, "recentSuccessRate": 0.36585365853658536, "recentTerminal": 41, "recentWilsonLowerBound": 0.23589630416936813, "running": 2, "selectionWeight": 0.8105592621248746, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 16262 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 434.77272727272725, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3920247504436275, "queueFactor": 1.0978029375729623, "queueWeight": 1.0978029375729623, "recentSuccess": 29, "recentSuccessRate": 0.2196969696969697, "recentTerminal": 132, "recentWilsonLowerBound": 0.15754624842931272, "running": 8, "selectionWeight": 0.43036592263832174, "stale": false, "submissionEligible": true, "throughputPerHour": 22.0, "waiting": 9565 }, "MetaX_c-500": { "available": true, "backlogHours": 691.6483516483516, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0970988783914468, "queueFactor": 1.023955140615319, "queueWeight": 1.023955140615319, "recentSuccess": 31, "recentSuccessRate": 0.34065934065934067, "recentTerminal": 91, "recentWilsonLowerBound": 0.25151222788130057, "running": 4, "selectionWeight": 1.1233800362922226, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 10490 }, "Mthreads_s4000": { "available": true, "backlogHours": 2040.553846153846, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.4179876692158433, "queueFactor": 0.8705656430266194, "queueWeight": 0.8705656430266194, "recentSuccess": 31, "recentSuccessRate": 0.47692307692307695, "recentTerminal": 65, "recentWilsonLowerBound": 0.36021590253064156, "running": 4, "selectionWeight": 2.1050169900813276, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 22106 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2715.8918918918916, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.493304651257577, "queueFactor": 0.834020759640145, "queueWeight": 0.834020759640145, "recentSuccess": 11, "recentSuccessRate": 0.2972972972972973, "recentTerminal": 37, "recentWilsonLowerBound": 0.174893023464082, "running": 2, "selectionWeight": 0.41142631997586115, "stale": false, "submissionEligible": true, "throughputPerHour": 6.166666666666667, "waiting": 16748 }, "Vastai_va16": { "available": true, "backlogHours": 809.8878504672898, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.4257048967672033, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 25, "recentSuccessRate": 0.2336448598130841, "recentTerminal": 107, "recentWilsonLowerBound": 0.1635605614587961, "running": 16, "selectionWeight": 0.4257048967672033, "stale": false, "submissionEligible": true, "throughputPerHour": 17.833333333333332, "waiting": 14443 }, "hygon_k100-ai": { "available": true, "backlogHours": 898.3278688524591, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.19774621618373683, "queueFactor": 0.9845743142637017, "queueWeight": 0.9845743142637017, "recentSuccess": 21, "recentSuccessRate": 0.1721311475409836, "recentTerminal": 122, "recentWilsonLowerBound": 0.11542895012804419, "running": 6, "selectionWeight": 0.1946958451973444, "stale": false, "submissionEligible": false, "throughputPerHour": 20.333333333333332, "waiting": 18266 } }, "queueAttemptedAt": "2026-09-28T07:15:42.857788+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T07:15:42.857788+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 }