{ "communityAttemptedAt": "2026-10-19T08:14:19.774527+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-19T08:14:19.774527+00:00", "frameworkAttemptedAt": "2026-10-19T08:05:55.650260+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 43474, "officialConfigError": null, "officialConfigValid": true, "successCount": 21823, "successRate": 0.5019781938629986, "wilsonLowerBound": 0.4972781183012776 }, "vllm": { "framework": "vllm", "modelCount": 58018, "officialConfigError": null, "officialConfigValid": true, "successCount": 15513, "successRate": 0.26738253645420385, "wilsonLowerBound": 0.2637965538667299 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 1, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 1, "successRate": 1.0, "wilsonLowerBound": 0.20654329147389294 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 5127, "officialConfigError": null, "officialConfigValid": true, "successCount": 1618, "successRate": 0.31558416227813535, "wilsonLowerBound": 0.303004644379243 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 38374, "officialConfigError": null, "officialConfigValid": true, "successCount": 18307, "successRate": 0.4770678063272007, "wilsonLowerBound": 0.4720728804504811 }, "vllm": { "framework": "vllm", "modelCount": 40487, "officialConfigError": null, "officialConfigValid": true, "successCount": 11101, "successRate": 0.27418677600217356, "wilsonLowerBound": 0.26986291147785524 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 13988, "officialConfigError": null, "officialConfigValid": true, "successCount": 5807, "successRate": 0.4151415498999142, "wilsonLowerBound": 0.4070000799504919 } }, "Biren_166m": { "vllm": { "framework": "vllm", "modelCount": 64262, "officialConfigError": null, "officialConfigValid": true, "successCount": 12098, "successRate": 0.1882605583392985, "wilsonLowerBound": 0.18525672154525452 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 34218, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 7324, "successRate": 0.21403939447074638, "wilsonLowerBound": 0.20972575782468098 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8285, "officialConfigError": null, "officialConfigValid": true, "successCount": 115, "successRate": 0.01388050694025347, "wilsonLowerBound": 0.011577049605858942 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26762, "officialConfigError": null, "officialConfigValid": true, "successCount": 3288, "successRate": 0.12286077273746357, "wilsonLowerBound": 0.11898168754112559 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16519, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10145892608511412, "wilsonLowerBound": 0.09694673511307306 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 17173, "officialConfigError": null, "officialConfigValid": true, "successCount": 6662, "successRate": 0.38793454841902986, "wilsonLowerBound": 0.3806723370520912 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24816, "officialConfigError": null, "officialConfigValid": true, "successCount": 3808, "successRate": 0.15344938749194068, "wilsonLowerBound": 0.14901870548759422 }, "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": 54681, "officialConfigError": null, "officialConfigValid": true, "successCount": 13762, "successRate": 0.25167791371774473, "wilsonLowerBound": 0.24805793016991845 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 25169, "officialConfigError": null, "officialConfigValid": true, "successCount": 3212, "successRate": 0.12761730700464857, "wilsonLowerBound": 0.12355183653044834 }, "vllm": { "framework": "vllm", "modelCount": 87111, "officialConfigError": null, "officialConfigValid": true, "successCount": 9772, "successRate": 0.11217871451366647, "wilsonLowerBound": 0.11010005228322871 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 48949, "officialConfigError": null, "officialConfigValid": true, "successCount": 5662, "successRate": 0.11567141310343419, "wilsonLowerBound": 0.11286814943983056 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 50950, "officialConfigError": null, "officialConfigValid": true, "successCount": 3789, "successRate": 0.07436702649656526, "wilsonLowerBound": 0.07212076727134567 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 94860, "officialConfigError": null, "officialConfigValid": true, "successCount": 23896, "successRate": 0.2519080750579802, "wilsonLowerBound": 0.24915559104364932 }, "llamacpp_opt": { "framework": "llamacpp_opt", "modelCount": 142, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "transformers": { "framework": "transformers", "modelCount": 5666, "officialConfigError": null, "officialConfigValid": true, "successCount": 590, "successRate": 0.10412989763501589, "wilsonLowerBound": 0.09644334486767916 }, "vllm": { "framework": "vllm", "modelCount": 112904, "officialConfigError": null, "officialConfigValid": true, "successCount": 16538, "successRate": 0.1464784241479487, "wilsonLowerBound": 0.14442794518106644 }, "vllm-0.17.0": { "framework": "vllm-0.17.0", "modelCount": 297, "officialConfigError": null, "officialConfigValid": true, "successCount": 1, "successRate": 0.003367003367003367, "wilsonLowerBound": 0.0005945909373711849 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 25355, "officialConfigError": null, "officialConfigValid": true, "successCount": 4149, "successRate": 0.16363636363636364, "wilsonLowerBound": 0.1591337070427481 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 44285, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5719, "successRate": 0.12914079259342892, "wilsonLowerBound": 0.12604948862567686 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 8448, "officialConfigError": null, "officialConfigValid": true, "successCount": 814, "successRate": 0.09635416666666667, "wilsonLowerBound": 0.09024403147219283 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 35435, "officialConfigError": null, "officialConfigValid": true, "successCount": 7116, "successRate": 0.20081839988711725, "wilsonLowerBound": 0.19667969946024988 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61555, "officialConfigError": null, "officialConfigValid": true, "successCount": 12430, "successRate": 0.2019332304443181, "wilsonLowerBound": 0.19878049850180526 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 18055, "officialConfigError": "malformed_command_argv", "officialConfigValid": false, "successCount": 5112, "successRate": 0.28313486568817503, "wilsonLowerBound": 0.2766099114403459 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 16110, "officialConfigError": null, "officialConfigValid": true, "successCount": 3893, "successRate": 0.24165114835505896, "wilsonLowerBound": 0.23510269601680853 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 69368, "officialConfigError": null, "officialConfigValid": true, "successCount": 19076, "successRate": 0.27499711682620226, "wilsonLowerBound": 0.27168679785028993 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1549, "officialConfigError": null, "officialConfigValid": true, "successCount": 918, "successRate": 0.592640413169787, "wilsonLowerBound": 0.5679715104808571 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48584, "officialConfigError": null, "officialConfigValid": true, "successCount": 21730, "successRate": 0.4472665898238103, "wilsonLowerBound": 0.44284962651477383 }, "vllm": { "framework": "vllm", "modelCount": 40946, "officialConfigError": null, "officialConfigValid": true, "successCount": 5154, "successRate": 0.12587310115762224, "wilsonLowerBound": 0.12269520735035226 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1205, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 2.161513332838699e-19 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6288, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030534351145038167, "wilsonLowerBound": 0.02655998124483518 }, "vllm": { "framework": "vllm", "modelCount": 10112, "officialConfigError": null, "officialConfigValid": true, "successCount": 765, "successRate": 0.07565268987341772, "wilsonLowerBound": 0.07065802822135582 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7733, "officialConfigError": null, "officialConfigValid": true, "successCount": 3402, "successRate": 0.4399327557222294, "wilsonLowerBound": 0.42890171758684614 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7430, "officialConfigError": null, "officialConfigValid": true, "successCount": 245, "successRate": 0.03297442799461642, "wilsonLowerBound": 0.029149250467990415 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 19460, "officialConfigError": null, "officialConfigValid": true, "successCount": 5569, "successRate": 0.2861767728674203, "wilsonLowerBound": 0.27986911888736954 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28986, "officialConfigError": null, "officialConfigValid": true, "successCount": 14836, "successRate": 0.5118332988339198, "wilsonLowerBound": 0.5060775763445853 }, "vllm": { "framework": "vllm", "modelCount": 68284, "officialConfigError": null, "officialConfigValid": true, "successCount": 7367, "successRate": 0.10788764571495518, "wilsonLowerBound": 0.10558268754007974 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 14196, "officialConfigError": null, "officialConfigValid": true, "successCount": 2509, "successRate": 0.17673992673992675, "wilsonLowerBound": 0.17055268956827152 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-19T08:25:17.361764+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1299.7384615384615, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.324574934636231, "queueFactor": 0.9828650254226963, "queueWeight": 0.9828650254226963, "recentSuccess": 42, "recentSuccessRate": 0.3230769230769231, "recentTerminal": 130, "recentWilsonLowerBound": 0.248763686957147, "running": 8, "selectionWeight": 1.3018783768055053, "stale": false, "submissionEligible": true, "throughputPerHour": 21.666666666666668, "waiting": 28161 }, "Ascend_910-b4": { "available": true, "backlogHours": 1304.6530612244899, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 2.5, "queueFactor": 0.9823087695580909, "queueWeight": 0.9823087695580909, "recentSuccess": 60, "recentSuccessRate": 0.40816326530612246, "recentTerminal": 147, "recentWilsonLowerBound": 0.3320316427326239, "running": 8, "selectionWeight": 2.4557719238952274, "stale": false, "submissionEligible": true, "throughputPerHour": 24.5, "waiting": 31964 }, "Biren_166m": { "available": true, "backlogHours": 144.03108808290156, "canVerify": true, "error": null, "gpu": "Biren_166m", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.22487704930192978, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 30, "recentSuccessRate": 0.15544041450777202, "recentTerminal": 193, "recentWilsonLowerBound": 0.11110337669376555, "running": 8, "selectionWeight": 0.29234016409250874, "stale": false, "submissionEligible": false, "throughputPerHour": 32.166666666666664, "waiting": 4633 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1016.8301886792452, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.15970552098781693, "queueFactor": 1.0197295677416363, "queueWeight": 1.0197295677416363, "recentSuccess": 16, "recentSuccessRate": 0.1509433962264151, "recentTerminal": 106, "recentWilsonLowerBound": 0.0950977731355798, "running": 7, "selectionWeight": 0.1628564418828594, "stale": false, "submissionEligible": false, "throughputPerHour": 17.666666666666668, "waiting": 17964 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 473.80800000000005, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.26249877156701357, "queueFactor": 1.1434888085566088, "queueWeight": 1.1434888085566088, "recentSuccess": 22, "recentSuccessRate": 0.176, "recentTerminal": 125, "recentWilsonLowerBound": 0.11919679971877233, "running": 7, "selectionWeight": 0.3001644075467378, "stale": false, "submissionEligible": false, "throughputPerHour": 20.833333333333332, "waiting": 9871 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 69.78260869565217, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 4, "recentSuccessRate": 0.012422360248447204, "recentTerminal": 322, "recentWilsonLowerBound": 0.004841051210117594, "running": 24, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 53.666666666666664, "waiting": 3745 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 322.2857142857143, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.05, "queueFactor": 1.2115354284945807, "queueWeight": 1.2115354284945807, "recentSuccess": 12, "recentSuccessRate": 0.08163265306122448, "recentTerminal": 147, "recentWilsonLowerBound": 0.04731183180791329, "running": 6, "selectionWeight": 0.06057677142472904, "stale": false, "submissionEligible": false, "throughputPerHour": 24.5, "waiting": 7896 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2377.317073170732, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 1.1785056434657049, "queueFactor": 0.8977578483070803, "queueWeight": 0.8977578483070803, "recentSuccess": 15, "recentSuccessRate": 0.36585365853658536, "recentTerminal": 41, "recentWilsonLowerBound": 0.23589630416936813, "running": 2, "selectionWeight": 1.0580126906955223, "stale": false, "submissionEligible": true, "throughputPerHour": 6.833333333333333, "waiting": 16245 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 352.26993865030676, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.6520472434950457, "queueFactor": 1.1954762134091144, "queueWeight": 1.1954762134091144, "recentSuccess": 39, "recentSuccessRate": 0.2392638036809816, "recentTerminal": 163, "recentWilsonLowerBound": 0.18025156511864232, "running": 4, "selectionWeight": 0.779506969617308, "stale": false, "submissionEligible": true, "throughputPerHour": 27.166666666666668, "waiting": 9570 }, "MetaX_c-500": { "available": true, "backlogHours": 600.0, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.7762894961935664, "queueFactor": 1.1036963068024284, "queueWeight": 1.1036963068024284, "recentSuccess": 31, "recentSuccessRate": 0.2672413793103448, "recentTerminal": 116, "recentWilsonLowerBound": 0.19512298408590828, "running": 4, "selectionWeight": 0.856787849958357, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 11600 }, "Mthreads_s4000": { "available": true, "backlogHours": 2009.7692307692307, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.319839995970245, "queueFactor": 0.9206622750719964, "queueWeight": 0.9206622750719964, "recentSuccess": 16, "recentSuccessRate": 0.20512820512820512, "recentTerminal": 78, "recentWilsonLowerBound": 0.13039684796163398, "running": 4, "selectionWeight": 0.2944646183489839, "stale": false, "submissionEligible": false, "throughputPerHour": 13.0, "waiting": 26127 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2222.16, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.23085514682964292, "queueFactor": 0.9068928501954593, "queueWeight": 0.9068928501954593, "recentSuccess": 10, "recentSuccessRate": 0.2, "recentTerminal": 50, "recentWilsonLowerBound": 0.11243629945973886, "running": 2, "selectionWeight": 0.20936088209062612, "stale": false, "submissionEligible": false, "throughputPerHour": 8.333333333333334, "waiting": 18518 }, "Vastai_va16": { "available": true, "backlogHours": 1682.095238095238, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.05, "queueFactor": 0.9455721875491204, "queueWeight": 0.9455721875491204, "recentSuccess": 1, "recentSuccessRate": 0.015873015873015872, "recentTerminal": 63, "recentWilsonLowerBound": 0.002807421907551088, "running": 16, "selectionWeight": 0.047278609377456024, "stale": false, "submissionEligible": false, "throughputPerHour": 10.5, "waiting": 17662 }, "hygon_k100-ai": { "available": true, "backlogHours": 1491.7113402061855, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 0.26997484779408604, "queueFactor": 0.9627633694300713, "queueWeight": 0.9627633694300713, "recentSuccess": 18, "recentSuccessRate": 0.18556701030927836, "recentTerminal": 97, "recentWilsonLowerBound": 0.12072806645374706, "running": 6, "selectionWeight": 0.25992189412360495, "stale": false, "submissionEligible": false, "throughputPerHour": 16.166666666666668, "waiting": 24116 } }, "queueAttemptedAt": "2026-10-19T08:18:29.764726+00:00", "queueError": null, "queueUpdatedAt": "2026-10-19T08:18:29.764726+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Vastai_va16", "Iluvatar_mrv-100", "Kunlunxin_p-800", "Iluvatar_bi-150", "Biren_166m", "Ascend_910-b3", "Ascend_910-b4", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }