{ "communityAttemptedAt": "2026-09-28T23:17:58.566345+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-09-28T23:17:58.566345+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": "2026-09-28T23:17:58.566345+00:00", "gpuStats": { "Ascend_910-b4": { "available": true, "backlogHours": 1307.142857142857, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.8717587144237218, "queueFactor": 0.9581091475686785, "queueWeight": 0.9581091475686785, "recentSuccess": 45, "recentSuccessRate": 0.3383458646616541, "recentTerminal": 133, "recentWilsonLowerBound": 0.2634780244474995, "running": 8, "selectionWeight": 0.8352399987620791, "stale": false, "submissionEligible": true, "throughputPerHour": 22.166666666666668, "waiting": 28975 }, "Biren_166m": { "available": true, "backlogHours": 132.75376884422113, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 18, "recentSuccessRate": 0.09045226130653267, "recentTerminal": 199, "recentWilsonLowerBound": 0.05798081903224078, "running": 8, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 33.166666666666664, "waiting": 4403 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1136.4878048780488, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.3973972052012265, "queueFactor": 0.9784276737620429, "queueWeight": 0.9784276737620429, "recentSuccess": 22, "recentSuccessRate": 0.2682926829268293, "recentTerminal": 82, "recentWilsonLowerBound": 0.18435989365284997, "running": 7, "selectionWeight": 0.38882442304457326, "stale": false, "submissionEligible": true, "throughputPerHour": 13.666666666666666, "waiting": 15532 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 424.848, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.05, "queueFactor": 1.1340400905969528, "queueWeight": 1.1340400905969528, "recentSuccess": 12, "recentSuccessRate": 0.096, "recentTerminal": 125, "recentWilsonLowerBound": 0.05577067419104216, "running": 7, "selectionWeight": 0.05670200452984764, "stale": false, "submissionEligible": false, "throughputPerHour": 20.833333333333332, "waiting": 8851 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 38.54178674351585, "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": 0.01440922190201729, "recentTerminal": 347, "recentWilsonLowerBound": 0.006169957033872695, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 57.833333333333336, "waiting": 2229 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 124.78512396694214, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.07188067363742687, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 29, "recentSuccessRate": 0.11983471074380166, "recentTerminal": 242, "recentWilsonLowerBound": 0.08474522465022004, "running": 5, "selectionWeight": 0.09344487572865492, "stale": false, "submissionEligible": false, "throughputPerHour": 40.333333333333336, "waiting": 5033 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2263.953488372093, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.5015291486443773, "queueFactor": 0.8823346195839845, "queueWeight": 0.8823346195839845, "recentSuccess": 14, "recentSuccessRate": 0.32558139534883723, "recentTerminal": 43, "recentWilsonLowerBound": 0.20493115181779817, "running": 2, "selectionWeight": 0.4425165305794162, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 16225 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 347.7391304347826, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.21381214163852066, "queueFactor": 1.1686256387401661, "queueWeight": 1.1686256387401661, "recentSuccess": 31, "recentSuccessRate": 0.19254658385093168, "recentTerminal": 161, "recentWilsonLowerBound": 0.13909331146580753, "running": 8, "selectionWeight": 0.24986635059271908, "stale": false, "submissionEligible": false, "throughputPerHour": 26.833333333333332, "waiting": 9331 }, "MetaX_c-500": { "available": true, "backlogHours": 510.6341463414634, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2470411611383903, "queueFactor": 1.103181491219623, "queueWeight": 1.103181491219623, "recentSuccess": 26, "recentSuccessRate": 0.21138211382113822, "recentTerminal": 123, "recentWilsonLowerBound": 0.1485330315397392, "running": 4, "selectionWeight": 0.27253123653727657, "stale": false, "submissionEligible": false, "throughputPerHour": 20.5, "waiting": 10468 }, "Mthreads_s4000": { "available": true, "backlogHours": 2135.7096774193546, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.8900862915308448, "queueWeight": 0.8900862915308448, "recentSuccess": 34, "recentSuccessRate": 0.5483870967741935, "recentTerminal": 62, "recentWilsonLowerBound": 0.4253229453059872, "running": 4, "selectionWeight": 2.225215728827112, "stale": false, "submissionEligible": true, "throughputPerHour": 10.333333333333334, "waiting": 22069 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2990.470588235294, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.23790421971671458, "queueFactor": 0.8462574683373403, "queueWeight": 0.8462574683373403, "recentSuccess": 9, "recentSuccessRate": 0.2647058823529412, "recentTerminal": 34, "recentWilsonLowerBound": 0.14601027541553793, "running": 2, "selectionWeight": 0.20132822268423722, "stale": false, "submissionEligible": false, "throughputPerHour": 5.666666666666667, "waiting": 16946 }, "Vastai_va16": { "available": true, "backlogHours": 982.7045454545455, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.16683089246011026, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 17, "recentSuccessRate": 0.19318181818181818, "recentTerminal": 88, "recentWilsonLowerBound": 0.12425855430009698, "running": 16, "selectionWeight": 0.16683089246011026, "stale": false, "submissionEligible": false, "throughputPerHour": 14.666666666666666, "waiting": 14413 }, "hygon_k100-ai": { "available": true, "backlogHours": 1012.8990825688073, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.9506564905578528, "queueFactor": 0.9954707830622638, "queueWeight": 0.9954707830622638, "recentSuccess": 39, "recentSuccessRate": 0.3577981651376147, "recentTerminal": 109, "recentWilsonLowerBound": 0.2740613078074103, "running": 6, "selectionWeight": 0.9463507610788493, "stale": false, "submissionEligible": true, "throughputPerHour": 18.166666666666668, "waiting": 18401 } }, "queueAttemptedAt": "2026-09-28T23:12:41.078527+00:00", "queueError": null, "queueUpdatedAt": "2026-09-28T23:12:41.078527+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 }