{ "communityAttemptedAt": "2026-09-28T08:19:50.344063+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T08:19:50.344063+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": "2026-09-28T08:27:49.653784+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1383.6190476190477, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.926675593976775, "queueWeight": 0.926675593976775, "recentSuccess": 51, "recentSuccessRate": 0.40476190476190477, "recentTerminal": 126, "recentWilsonLowerBound": 0.3231031696813985, "running": 10, "selectionWeight": 2.3166889849419374, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 29056 }, "Biren_166m": { "available": true, "backlogHours": 125.44700460829493, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.1392004485728725, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 27, "recentSuccessRate": 0.12442396313364056, "recentTerminal": 217, "recentWilsonLowerBound": 0.08693709806679736, "running": 8, "selectionWeight": 0.18096058314473426, "stale": false, "submissionEligible": false, "throughputPerHour": 36.166666666666664, "waiting": 4537 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1386.716417910448, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.666992349935003, "queueFactor": 0.9263648254027395, "queueWeight": 0.9263648254027395, "recentSuccess": 18, "recentSuccessRate": 0.26865671641791045, "recentTerminal": 67, "recentWilsonLowerBound": 0.17722065178970134, "running": 7, "selectionWeight": 0.617878251792502, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 15485 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 583.9565217391304, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.7073860091513782, "queueFactor": 1.0546858706796736, "queueWeight": 1.0546858706796736, "recentSuccess": 24, "recentSuccessRate": 0.2608695652173913, "recentTerminal": 92, "recentWilsonLowerBound": 0.18202097082654678, "running": 7, "selectionWeight": 0.7460700289684408, "stale": false, "submissionEligible": true, "throughputPerHour": 15.333333333333334, "waiting": 8954 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 30.318706697459582, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 25, "recentSuccessRate": 0.057736720554272515, "recentTerminal": 433, "recentWilsonLowerBound": 0.039410013338549765, "running": 25, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 72.16666666666667, "waiting": 2188 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 94.05660377358491, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.38575872599439254, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 56, "recentSuccessRate": 0.1761006289308176, "recentTerminal": 318, "recentWilsonLowerBound": 0.13817233755688677, "running": 6, "selectionWeight": 0.5014863437927103, "stale": false, "submissionEligible": false, "throughputPerHour": 53.0, "waiting": 4985 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2502.0, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1545361217687242, "queueFactor": 0.8478853063134453, "queueWeight": 0.8478853063134453, "recentSuccess": 14, "recentSuccessRate": 0.358974358974359, "recentTerminal": 39, "recentWilsonLowerBound": 0.22741884696491108, "running": 2, "selectionWeight": 0.9789142132558118, "stale": false, "submissionEligible": true, "throughputPerHour": 6.5, "waiting": 16263 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 412.1870503597122, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.30888150818621046, "queueFactor": 1.1112609499496762, "queueWeight": 1.1112609499496762, "recentSuccess": 25, "recentSuccessRate": 0.17985611510791366, "recentTerminal": 139, "recentWilsonLowerBound": 0.12489545308444837, "running": 8, "selectionWeight": 0.3432479582088969, "stale": false, "submissionEligible": false, "throughputPerHour": 23.166666666666668, "waiting": 9549 }, "MetaX_c-500": { "available": true, "backlogHours": 731.3720930232557, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 1.0248962080955284, "queueFactor": 1.0196695425516742, "queueWeight": 1.0196695425516742, "recentSuccess": 26, "recentSuccessRate": 0.3023255813953488, "recentTerminal": 86, "recentWilsonLowerBound": 0.21543382392193752, "running": 4, "selectionWeight": 1.0450554476717129, "stale": false, "submissionEligible": true, "throughputPerHour": 14.333333333333334, "waiting": 10483 }, "Mthreads_s4000": { "available": true, "backlogHours": 1978.4776119402986, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.4650351786267404, "queueFactor": 0.8782750264420924, "queueWeight": 0.8782750264420924, "recentSuccess": 29, "recentSuccessRate": 0.43283582089552236, "recentTerminal": 67, "recentWilsonLowerBound": 0.32104123341736546, "running": 6, "selectionWeight": 2.1649788366890883, "stale": false, "submissionEligible": true, "throughputPerHour": 11.166666666666666, "waiting": 22093 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2749.135135135135, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.2520214729598801, "queueFactor": 0.8359894401266122, "queueWeight": 0.8359894401266122, "recentSuccess": 8, "recentSuccessRate": 0.21621621621621623, "recentTerminal": 37, "recentWilsonLowerBound": 0.11386376851955585, "running": 2, "selectionWeight": 0.21068729007961431, "stale": false, "submissionEligible": false, "throughputPerHour": 6.166666666666667, "waiting": 16953 }, "Vastai_va16": { "available": true, "backlogHours": 832.7884615384615, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.5345918925103889, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 24, "recentSuccessRate": 0.23076923076923078, "recentTerminal": 104, "recentWilsonLowerBound": 0.1602629748785753, "running": 16, "selectionWeight": 0.5345918925103889, "stale": false, "submissionEligible": true, "throughputPerHour": 17.333333333333332, "waiting": 14435 }, "hygon_k100-ai": { "available": true, "backlogHours": 1015.5555555555555, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.43750414475726396, "queueFactor": 0.970676804939273, "queueWeight": 0.970676804939273, "recentSuccess": 23, "recentSuccessRate": 0.21296296296296297, "recentTerminal": 108, "recentWilsonLowerBound": 0.14630847191772375, "running": 6, "selectionWeight": 0.42467512538067015, "stale": false, "submissionEligible": false, "throughputPerHour": 18.0, "waiting": 18280 } }, "queueAttemptedAt": "2026-09-28T08:27:49.653784+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T08:27:49.653784+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 }