{ "communityAttemptedAt": "2026-09-28T21:38:21.848975+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T21:38:21.848975+00:00", "frameworkAttemptedAt": "2026-09-28T21:05:57.164298+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 34533, "officialConfigError": null, "officialConfigValid": true, "successCount": 15713, "successRate": 0.4550140445371094, "wilsonLowerBound": 0.4497671052760155 }, "vllm": { "framework": "vllm", "modelCount": 38441, "officialConfigError": null, "officialConfigValid": true, "successCount": 10817, "successRate": 0.2813922634686923, "wilsonLowerBound": 0.2769189579071585 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 10613, "officialConfigError": null, "officialConfigValid": true, "successCount": 4446, "successRate": 0.41892019221709226, "wilsonLowerBound": 0.40956431866304654 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64129, "officialConfigError": null, "officialConfigValid": true, "successCount": 12092, "successRate": 0.18855743891219262, "wilsonLowerBound": 0.18554865970293316 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 22992, "officialConfigError": null, "officialConfigValid": true, "successCount": 4734, "successRate": 0.20589770354906053, "wilsonLowerBound": 0.20072029150969592 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 6923, "officialConfigError": null, "officialConfigValid": true, "successCount": 75, "successRate": 0.010833453705041168, "wilsonLowerBound": 0.00865184716925329 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26451, "officialConfigError": null, "officialConfigValid": true, "successCount": 3249, "successRate": 0.12283089486219803, "wilsonLowerBound": 0.11892980785559724 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16488, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10164968461911693, "wilsonLowerBound": 0.09712945700177714 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 12949, "officialConfigError": null, "officialConfigValid": true, "successCount": 5326, "successRate": 0.41130589234689935, "wilsonLowerBound": 0.4028579148889184 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24444, "officialConfigError": null, "officialConfigValid": true, "successCount": 3796, "successRate": 0.15529373261332025, "wilsonLowerBound": 0.15080747253989712 }, "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": 46730, "officialConfigError": null, "officialConfigValid": true, "successCount": 11619, "successRate": 0.2486411298951423, "wilsonLowerBound": 0.24474296077799032 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23552, "officialConfigError": null, "officialConfigValid": true, "successCount": 3096, "successRate": 0.13145380434782608, "wilsonLowerBound": 0.12719840064586643 }, "vllm": { "framework": "vllm", "modelCount": 86792, "officialConfigError": null, "officialConfigValid": true, "successCount": 9764, "successRate": 0.11249884782007559, "wilsonLowerBound": 0.11041377190444403 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 42884, "officialConfigError": null, "officialConfigValid": true, "successCount": 5248, "successRate": 0.12237664396977894, "wilsonLowerBound": 0.11930863772281997 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 38028, "officialConfigError": null, "officialConfigValid": true, "successCount": 3539, "successRate": 0.09306300620595351, "wilsonLowerBound": 0.09018397869704897 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 90272, "officialConfigError": null, "officialConfigValid": true, "successCount": 21916, "successRate": 0.24277738390641618, "wilsonLowerBound": 0.2399913486994 }, "transformers": { "framework": "transformers", "modelCount": 5388, "officialConfigError": null, "officialConfigValid": true, "successCount": 579, "successRate": 0.10746102449888642, "wilsonLowerBound": 0.09946937877331236 }, "vllm": { "framework": "vllm", "modelCount": 112748, "officialConfigError": null, "officialConfigValid": true, "successCount": 16525, "successRate": 0.14656579274133466, "wilsonLowerBound": 0.14451339134124666 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 20091, "officialConfigError": null, "officialConfigValid": true, "successCount": 3704, "successRate": 0.18436115673684733, "wilsonLowerBound": 0.17905952155656935 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43260, "officialConfigError": null, "officialConfigValid": true, "successCount": 5630, "successRate": 0.1301433194637078, "wilsonLowerBound": 0.12700548656361685 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7313, "officialConfigError": null, "officialConfigValid": true, "successCount": 643, "successRate": 0.08792561192397101, "wilsonLowerBound": 0.08164951950647713 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 200, "officialConfigError": null, "officialConfigValid": true, "successCount": 36, "successRate": 0.18, "wilsonLowerBound": 0.1329455066253411 }, "vllm": { "framework": "vllm", "modelCount": 32382, "officialConfigError": null, "officialConfigValid": true, "successCount": 6096, "successRate": 0.1882527329998147, "wilsonLowerBound": 0.18403200391274757 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61247, "officialConfigError": null, "officialConfigValid": true, "successCount": 12404, "successRate": 0.20252420526719675, "wilsonLowerBound": 0.19936009657198306 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 10720, "officialConfigError": null, "officialConfigValid": true, "successCount": 3142, "successRate": 0.29309701492537316, "wilsonLowerBound": 0.2845555927515729 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 14225, "officialConfigError": null, "officialConfigValid": true, "successCount": 3580, "successRate": 0.2516695957820738, "wilsonLowerBound": 0.24460560675236612 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 64179, "officialConfigError": null, "officialConfigValid": true, "successCount": 17590, "successRate": 0.27407719035821687, "wilsonLowerBound": 0.2706398188702584 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 275, "officialConfigError": null, "officialConfigValid": true, "successCount": 175, "successRate": 0.6363636363636364, "wilsonLowerBound": 0.5779907520144166 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 47335, "officialConfigError": null, "officialConfigValid": true, "successCount": 20930, "successRate": 0.44216752931234815, "wilsonLowerBound": 0.43769825507689475 }, "vllm": { "framework": "vllm", "modelCount": 37778, "officialConfigError": null, "officialConfigValid": true, "successCount": 3996, "successRate": 0.10577584837736248, "wilsonLowerBound": 0.10271446494439464 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 784, "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": 6465, "officialConfigError": null, "officialConfigValid": true, "successCount": 2798, "successRate": 0.43279195668986853, "wilsonLowerBound": 0.42075773569172253 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7396, "officialConfigError": null, "officialConfigValid": true, "successCount": 242, "successRate": 0.032720389399675504, "wilsonLowerBound": 0.028902224054213495 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14271, "officialConfigError": null, "officialConfigValid": true, "successCount": 4627, "successRate": 0.32422395066918924, "wilsonLowerBound": 0.31659229138634054 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 27233, "officialConfigError": null, "officialConfigValid": true, "successCount": 13873, "successRate": 0.5094187199353726, "wilsonLowerBound": 0.5034803423077188 }, "vllm": { "framework": "vllm", "modelCount": 64376, "officialConfigError": null, "officialConfigValid": true, "successCount": 6654, "successRate": 0.10336150118056418, "wilsonLowerBound": 0.10103341863374089 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 12977, "officialConfigError": null, "officialConfigValid": true, "successCount": 1984, "successRate": 0.15288587500963244, "wilsonLowerBound": 0.14679677068017088 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-09-28T21:45:21.070197+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1298.4179104477612, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.9979404192689931, "queueFactor": 0.9558645020751473, "queueWeight": 0.9558645020751473, "recentSuccess": 53, "recentSuccessRate": 0.39552238805970147, "recentTerminal": 134, "recentWilsonLowerBound": 0.3167537760660782, "running": 8, "selectionWeight": 1.909760324040367, "stale": false, "submissionEligible": true, "throughputPerHour": 22.333333333333332, "waiting": 28998 }, "Biren_166m": { "available": true, "backlogHours": 131.7029702970297, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.07919483418669764, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 22, "recentSuccessRate": 0.10891089108910891, "recentTerminal": 202, "recentWilsonLowerBound": 0.07302995577423849, "running": 8, "selectionWeight": 0.10295328444270693, "stale": false, "submissionEligible": false, "throughputPerHour": 33.666666666666664, "waiting": 4434 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1164.375, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.37088650723268957, "queueFactor": 0.971615819716379, "queueWeight": 0.971615819716379, "recentSuccess": 18, "recentSuccessRate": 0.225, "recentTerminal": 80, "recentWilsonLowerBound": 0.1473309016978239, "running": 7, "selectionWeight": 0.3603591977466344, "stale": false, "submissionEligible": false, "throughputPerHour": 13.333333333333334, "waiting": 15525 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 364.47945205479454, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.1565317256839664, "queueWeight": 1.1565317256839664, "recentSuccess": 12, "recentSuccessRate": 0.0821917808219178, "recentTerminal": 146, "recentWilsonLowerBound": 0.04764025699427452, "running": 7, "selectionWeight": 0.057826586284198324, "stale": false, "submissionEligible": false, "throughputPerHour": 24.333333333333332, "waiting": 8869 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 43.79804560260587, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 5, "recentSuccessRate": 0.016286644951140065, "recentTerminal": 307, "recentWilsonLowerBound": 0.006976126024283801, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 51.166666666666664, "waiting": 2241 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 138.63013698630138, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.296580609703261, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 39, "recentSuccessRate": 0.1780821917808219, "recentTerminal": 219, "recentWilsonLowerBound": 0.1330939348178548, "running": 6, "selectionWeight": 0.3855547926142393, "stale": false, "submissionEligible": false, "throughputPerHour": 36.5, "waiting": 5060 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2374.6829268292686, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.2566312096338854, "queueFactor": 0.8731073891214676, "queueWeight": 0.8731073891214676, "recentSuccess": 16, "recentSuccessRate": 0.3902439024390244, "recentTerminal": 41, "recentWilsonLowerBound": 0.2565593521532712, "running": 2, "selectionWeight": 1.0971739945319934, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 16227 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 342.6219512195122, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.2630667921658394, "queueFactor": 1.1673100659359932, "queueWeight": 1.1673100659359932, "recentSuccess": 29, "recentSuccessRate": 0.17682926829268292, "recentTerminal": 164, "recentWilsonLowerBound": 0.12603379873907736, "running": 8, "selectionWeight": 0.3070805145086762, "stale": false, "submissionEligible": false, "throughputPerHour": 27.333333333333332, "waiting": 9365 }, "MetaX_c-500": { "available": true, "backlogHours": 524.85, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.5338499382735428, "queueFactor": 1.09497253988484, "queueWeight": 1.09497253988484, "recentSuccess": 29, "recentSuccessRate": 0.24166666666666667, "recentTerminal": 120, "recentWilsonLowerBound": 0.1738573324150334, "running": 4, "selectionWeight": 0.5845510228287462, "stale": false, "submissionEligible": true, "throughputPerHour": 20.0, "waiting": 10497 }, "Mthreads_s4000": { "available": true, "backlogHours": 1789.6216216216214, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9109495495606934, "queueWeight": 0.9109495495606934, "recentSuccess": 34, "recentSuccessRate": 0.4594594594594595, "recentTerminal": 74, "recentWilsonLowerBound": 0.35073184428251214, "running": 4, "selectionWeight": 2.2773738739017335, "stale": false, "submissionEligible": true, "throughputPerHour": 12.333333333333334, "waiting": 22072 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2905.714285714286, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.15959873390486545, "queueFactor": 0.8470724788526054, "queueWeight": 0.8470724788526054, "recentSuccess": 7, "recentSuccessRate": 0.2, "recentTerminal": 35, "recentWilsonLowerBound": 0.10042319445900805, "running": 2, "selectionWeight": 0.13519169515053173, "stale": false, "submissionEligible": false, "throughputPerHour": 5.833333333333333, "waiting": 16950 }, "Vastai_va16": { "available": true, "backlogHours": 961.0, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.28364397108902434, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 18, "recentSuccessRate": 0.2, "recentTerminal": 90, "recentWilsonLowerBound": 0.13042296962596497, "running": 16, "selectionWeight": 0.28364397108902434, "stale": false, "submissionEligible": false, "throughputPerHour": 15.0, "waiting": 14415 }, "hygon_k100-ai": { "available": true, "backlogHours": 1114.6666666666667, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.6968158695731543, "queueFactor": 0.9779952737896384, "queueWeight": 0.9779952737896384, "recentSuccess": 38, "recentSuccessRate": 0.3838383838383838, "recentTerminal": 99, "recentWilsonLowerBound": 0.2940849459345473, "running": 6, "selectionWeight": 1.6594779009338003, "stale": false, "submissionEligible": true, "throughputPerHour": 16.5, "waiting": 18392 } }, "queueAttemptedAt": "2026-09-28T21:42:59.980709+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T21:42:59.980709+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 }